{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os, pickle\n", "import pandas as pd\n", "import numpy as np\n", "# \n", "import matplotlib.pyplot as plt\n", "from IPython.display import display\n", "# \n", "from sklearn import metrics\n", "from sklearn.model_selection import train_test_split\n", "# \n", "import xgboost as xgb\n", "from xgboost import plot_importance\n", "\n", "# some settings for displaying Pandas results\n", "pd.set_option('display.width', 2000)\n", "pd.set_option('display.max_rows', 500)\n", "pd.set_option('display.max_columns', 500)\n", "pd.set_option('display.precision', 4)\n", "pd.set_option('display.max_colwidth', -1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load combined features with label" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of features: 1042\n", "(356255, 1045)\n" ] }, { "data": { "text/html": [ "
\n", " | 0 | \n", "1 | \n", "2 | \n", "3 | \n", "4 | \n", "
---|---|---|---|---|---|
Unnamed: 0 | \n", "0 | \n", "1 | \n", "2 | \n", "3 | \n", "4 | \n", "
SK_ID_CURR | \n", "100002 | \n", "100003 | \n", "100004 | \n", "100006 | \n", "100007 | \n", "
TARGET | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
tvt_code | \n", "train | \n", "train | \n", "train | \n", "train | \n", "train | \n", "
NAME_INCOME_TYPE_Working | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "1 | \n", "
is_REGION_RATING_CLIENT_W_CITY | \n", "2 | \n", "1 | \n", "2 | \n", "2 | \n", "2 | \n", "
is_REGION_RATING_CLIENT | \n", "2 | \n", "1 | \n", "2 | \n", "2 | \n", "2 | \n", "
is_CODE_GENDER | \n", "1 | \n", "0 | \n", "1 | \n", "0 | \n", "1 | \n", "
NAME_EDUCATION_TYPE_Higher_education | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "
NAME_EDUCATION_TYPE_Secondary___secondary_special | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "1 | \n", "
is_REG_CITY_NOT_WORK_CITY | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "
is_FLAG_DOCUMENT_3 | \n", "1 | \n", "1 | \n", "0 | \n", "1 | \n", "0 | \n", "
HOUSETYPE_MODE_block_of_flats | \n", "1 | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "
NAME_INCOME_TYPE_Pensioner | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_XNA | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
is_FLAG_EMP_PHONE | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "
OCCUPATION_TYPE_Laborers | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "0 | \n", "
WALLSMATERIAL_MODE_Panel | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
is_LIVE_CITY_NOT_WORK_CITY | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "
NAME_FAMILY_STATUS_Married | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "
is_FLAG_WORK_PHONE | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "
is_FLAG_PHONE | \n", "1 | \n", "1 | \n", "1 | \n", "0 | \n", "0 | \n", "
is_FLAG_OWN_CAR | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_Self_employed | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_Business_Entity_Type_3 | \n", "1 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "
NAME_FAMILY_STATUS_Single___not_married | \n", "1 | \n", "0 | \n", "1 | \n", "0 | \n", "1 | \n", "
FONDKAPREMONT_MODE_reg_oper_account | \n", "1 | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "
is_NAME_CONTRACT_TYPE | \n", "1 | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "
NAME_HOUSING_TYPE_House___apartment | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "
is_FLAG_DOCUMENT_6 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
OCCUPATION_TYPE_Drivers | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
NAME_FAMILY_STATUS_Civil_marriage | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "
NAME_HOUSING_TYPE_With_parents | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
NAME_INCOME_TYPE_State_servant | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "
OCCUPATION_TYPE_Core_staff | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "1 | \n", "
OCCUPATION_TYPE_Sales_staff | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
NAME_INCOME_TYPE_Commercial_associate | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
WALLSMATERIAL_MODE_Stone,_brick | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
NAME_FAMILY_STATUS_Widow | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
OCCUPATION_TYPE_Managers | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
OCCUPATION_TYPE_Accountants | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
is_FLAG_OWN_REALTY | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "1 | \n", "
ORGANIZATION_TYPE_Construction | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
NAME_TYPE_SUITE_Unaccompanied | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "1 | \n", "
is_FLAG_DOCUMENT_8 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "
NAME_TYPE_SUITE_Family | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "
OCCUPATION_TYPE_High_skill_tech_staff | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_School | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "
NAME_HOUSING_TYPE_Rented_apartment | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
OCCUPATION_TYPE_Low_skill_Laborers | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
OCCUPATION_TYPE_Security_staff | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
FONDKAPREMONT_MODE_reg_oper_spec_account | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_Medicine | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
FONDKAPREMONT_MODE_org_spec_account | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
WALLSMATERIAL_MODE_Block | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "
OCCUPATION_TYPE_Cooking_staff | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
is_REG_REGION_NOT_WORK_REGION | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
NAME_EDUCATION_TYPE_Lower_secondary | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_Government | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_Trade__type_7 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
OCCUPATION_TYPE_Medicine_staff | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_Military | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_Industry__type_3 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_Bank | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_Transport__type_3 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_Police | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_Restaurant | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_Kindergarten | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_Security | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_Agriculture | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
OCCUPATION_TYPE_Cleaning_staff | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
WALLSMATERIAL_MODE_Wooden | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_Security_Ministries | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_Trade__type_3 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_Business_Entity_Type_2 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_Other | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
is_REG_REGION_NOT_LIVE_REGION | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
NAME_EDUCATION_TYPE_Incomplete_higher | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
WALLSMATERIAL_MODE_Monolithic | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
ORGANIZATION_TYPE_Transport__type_4 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
OCCUPATION_TYPE_Waiters_barmen_staff | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
baseline_extend_AMT_INCOME_TOTAL | \n", "2.025e+05 | \n", "2.7e+05 | \n", "6.75e+04 | \n", "1.35e+05 | \n", "1.215e+05 | \n", "
baseline_extend_AMT_CREDIT | \n", "4.066e+05 | \n", "1.294e+06 | \n", "1.35e+05 | \n", "3.127e+05 | \n", "5.13e+05 | \n", "
baseline_extend_AMT_ANNUITY | \n", "2.47e+04 | \n", "3.57e+04 | \n", "6750 | \n", "2.969e+04 | \n", "2.187e+04 | \n", "
baseline_extend_AMT_GOODS_PRICE | \n", "3.51e+05 | \n", "1.13e+06 | \n", "1.35e+05 | \n", "2.97e+05 | \n", "5.13e+05 | \n", "
baseline_extend_REGION_POPULATION_RELATIVE | \n", "0.0188 | \n", "0.003541 | \n", "0.01003 | \n", "0.008019 | \n", "0.02866 | \n", "
baseline_extend_DAYS_REGISTRATION | \n", "-3648 | \n", "-1186 | \n", "-4260 | \n", "-9833 | \n", "-4311 | \n", "
baseline_extend_OWN_CAR_AGE | \n", "0 | \n", "0 | \n", "26 | \n", "0 | \n", "0 | \n", "
baseline_extend_CNT_FAM_MEMBERS | \n", "1 | \n", "2 | \n", "1 | \n", "2 | \n", "1 | \n", "
baseline_extend_EXT_SOURCE_1 | \n", "0.08304 | \n", "0.3113 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_EXT_SOURCE_2 | \n", "0.2629 | \n", "0.6222 | \n", "0.5559 | \n", "0.6504 | \n", "0.3227 | \n", "
baseline_extend_EXT_SOURCE_3 | \n", "0.1394 | \n", "NaN | \n", "0.7296 | \n", "NaN | \n", "NaN | \n", "
baseline_extend_APARTMENTS_AVG | \n", "0.0247 | \n", "0.0959 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_BASEMENTAREA_AVG | \n", "0.0369 | \n", "0.0529 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_YEARS_BEGINEXPLUATATION_AVG | \n", "0.9722 | \n", "0.9851 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_YEARS_BUILD_AVG | \n", "0.6192 | \n", "0.796 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_COMMONAREA_AVG | \n", "0.0143 | \n", "0.0605 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_ELEVATORS_AVG | \n", "0 | \n", "0.08 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_ENTRANCES_AVG | \n", "0.069 | \n", "0.0345 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_FLOORSMAX_AVG | \n", "0.0833 | \n", "0.2917 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_FLOORSMIN_AVG | \n", "0.125 | \n", "0.3333 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_LANDAREA_AVG | \n", "0.0369 | \n", "0.013 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_LIVINGAPARTMENTS_AVG | \n", "0.0202 | \n", "0.0773 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_LIVINGAREA_AVG | \n", "0.019 | \n", "0.0549 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_NONLIVINGAPARTMENTS_AVG | \n", "0 | \n", "0.0039 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_NONLIVINGAREA_AVG | \n", "0 | \n", "0.0098 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_APARTMENTS_MODE | \n", "0.0252 | \n", "0.0924 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_BASEMENTAREA_MODE | \n", "0.0383 | \n", "0.0538 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_YEARS_BEGINEXPLUATATION_MODE | \n", "0.9722 | \n", "0.9851 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_YEARS_BUILD_MODE | \n", "0.6341 | \n", "0.804 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_COMMONAREA_MODE | \n", "0.0144 | \n", "0.0497 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_ELEVATORS_MODE | \n", "0 | \n", "0.0806 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_ENTRANCES_MODE | \n", "0.069 | \n", "0.0345 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_FLOORSMAX_MODE | \n", "0.0833 | \n", "0.2917 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_FLOORSMIN_MODE | \n", "0.125 | \n", "0.3333 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_LANDAREA_MODE | \n", "0.0377 | \n", "0.0128 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_LIVINGAPARTMENTS_MODE | \n", "0.022 | \n", "0.079 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_LIVINGAREA_MODE | \n", "0.0198 | \n", "0.0554 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_NONLIVINGAPARTMENTS_MODE | \n", "0 | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_NONLIVINGAREA_MODE | \n", "0 | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_APARTMENTS_MEDI | \n", "0.025 | \n", "0.0968 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_BASEMENTAREA_MEDI | \n", "0.0369 | \n", "0.0529 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_YEARS_BEGINEXPLUATATION_MEDI | \n", "0.9722 | \n", "0.9851 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_YEARS_BUILD_MEDI | \n", "0.6243 | \n", "0.7987 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_COMMONAREA_MEDI | \n", "0.0144 | \n", "0.0608 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_ELEVATORS_MEDI | \n", "0 | \n", "0.08 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_ENTRANCES_MEDI | \n", "0.069 | \n", "0.0345 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_FLOORSMAX_MEDI | \n", "0.0833 | \n", "0.2917 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_FLOORSMIN_MEDI | \n", "0.125 | \n", "0.3333 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_LANDAREA_MEDI | \n", "0.0375 | \n", "0.0132 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_LIVINGAPARTMENTS_MEDI | \n", "0.0205 | \n", "0.0787 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_LIVINGAREA_MEDI | \n", "0.0193 | \n", "0.0558 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_NONLIVINGAPARTMENTS_MEDI | \n", "0 | \n", "0.0039 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_NONLIVINGAREA_MEDI | \n", "0 | \n", "0.01 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_TOTALAREA_MODE | \n", "0.0149 | \n", "0.0714 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
baseline_extend_OBS_30_CNT_SOCIAL_CIRCLE | \n", "2 | \n", "1 | \n", "0 | \n", "2 | \n", "0 | \n", "
baseline_extend_DEF_30_CNT_SOCIAL_CIRCLE | \n", "2 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
baseline_extend_OBS_60_CNT_SOCIAL_CIRCLE | \n", "2 | \n", "1 | \n", "0 | \n", "2 | \n", "0 | \n", "
baseline_extend_DEF_60_CNT_SOCIAL_CIRCLE | \n", "2 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
baseline_extend_DAYS_LAST_PHONE_CHANGE | \n", "-1134 | \n", "-828 | \n", "-815 | \n", "-617 | \n", "-1106 | \n", "
baseline_extend_AMT_REQ_CREDIT_BUREAU_HOUR | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "0 | \n", "
baseline_extend_AMT_REQ_CREDIT_BUREAU_DAY | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "0 | \n", "
baseline_extend_AMT_REQ_CREDIT_BUREAU_WEEK | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "0 | \n", "
baseline_extend_AMT_REQ_CREDIT_BUREAU_MON | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "0 | \n", "
baseline_extend_AMT_REQ_CREDIT_BUREAU_QRT | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "0 | \n", "
baseline_extend_AMT_REQ_CREDIT_BUREAU_YEAR | \n", "1 | \n", "0 | \n", "0 | \n", "NaN | \n", "0 | \n", "
baseline_extend_CREDIT_INCOME_PERCENT | \n", "2.008 | \n", "4.791 | \n", "2 | \n", "2.316 | \n", "4.222 | \n", "
baseline_extend_ANNUITY_INCOME_PERCENT | \n", "0.122 | \n", "0.1322 | \n", "0.1 | \n", "0.2199 | \n", "0.18 | \n", "
baseline_extend_CREDIT_TERM | \n", "0.06075 | \n", "0.0276 | \n", "0.05 | \n", "0.09494 | \n", "0.04262 | \n", "
baseline_extend_YEARS_BIRTH | \n", "25.92 | \n", "45.93 | \n", "52.18 | \n", "52.07 | \n", "54.61 | \n", "
baseline_extend_REGISTRATION_YEAR | \n", "9.995 | \n", "3.249 | \n", "11.67 | \n", "26.94 | \n", "11.81 | \n", "
baseline_extend_ID_PUBLISH_YEAR | \n", "5.808 | \n", "0.7973 | \n", "6.934 | \n", "6.677 | \n", "9.474 | \n", "
baseline_extend_LAST_PHONE_CHANGE_YEAR | \n", "3.107 | \n", "2.268 | \n", "2.233 | \n", "1.69 | \n", "3.03 | \n", "
baseline_extend_DAYS_EMPLOYED_ANOM | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
baseline_extend_DAYS_EMPLOYED | \n", "-637 | \n", "-1188 | \n", "-225 | \n", "-3039 | \n", "-3038 | \n", "
baseline_extend_YEARS_EMPLOYED | \n", "1.745 | \n", "3.255 | \n", "0.6164 | \n", "8.326 | \n", "8.323 | \n", "
baseline_extend_YEARS_EMPLOYED_PERCENT | \n", "0.06733 | \n", "0.07086 | \n", "0.01181 | \n", "0.1599 | \n", "0.1524 | \n", "
bureau_balance_1year_STATUS_C_sum_min | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_C_sum_max | \n", "2 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_C_sum_mean | \n", "1.5 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_C_sum_std | \n", "0.8367 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_C_sum_median | \n", "2 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_bureau_num_trans_min | \n", "3 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_bureau_num_trans_max | \n", "9 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_bureau_num_trans_mean | \n", "5 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_bureau_num_trans_std | \n", "2.098 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_bureau_num_trans_median | \n", "4.5 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_0_sum_min | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_0_sum_max | \n", "6 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_0_sum_mean | \n", "2.167 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_0_sum_std | \n", "2.137 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_0_sum_median | \n", "1.5 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_DPD_sum_min | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_DPD_sum_max | \n", "2 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_DPD_sum_mean | \n", "1.333 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_DPD_sum_std | \n", "0.8165 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_DPD_sum_median | \n", "1.5 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_Sold_sum_min | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_Sold_sum_max | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_Sold_sum_mean | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_Sold_sum_std | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_Sold_sum_median | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_X_sum_min | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_X_sum_max | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_X_sum_mean | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_X_sum_std | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_X_sum_median | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_0_max_max | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_Sold_max_max | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_X_max_max | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_DPD_max_max | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_1year_STATUS_C_max_max | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_C_sum_min | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_C_sum_max | \n", "2 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_C_sum_mean | \n", "0.4 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_C_sum_std | \n", "0.8944 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_C_sum_median | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_bureau_num_trans_min | \n", "4 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_bureau_num_trans_max | \n", "12 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_bureau_num_trans_mean | \n", "10 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_bureau_num_trans_std | \n", "3.391 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_bureau_num_trans_median | \n", "11 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_0_sum_min | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_0_sum_max | \n", "12 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_0_sum_mean | \n", "5 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_0_sum_std | \n", "4.359 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_0_sum_median | \n", "4 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_DPD_sum_min | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_DPD_sum_max | \n", "5 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_DPD_sum_mean | \n", "3 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_DPD_sum_std | \n", "2 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_DPD_sum_median | \n", "4 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_Sold_sum_min | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_Sold_sum_max | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_Sold_sum_mean | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_Sold_sum_std | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_Sold_sum_median | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_X_sum_min | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_X_sum_max | \n", "3 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_X_sum_mean | \n", "1.6 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_X_sum_std | \n", "1.517 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_X_sum_median | \n", "2 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_0_max_max | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_Sold_max_max | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_X_max_max | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_DPD_max_max | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_2year_STATUS_C_max_max | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_STATUS_C_sum_min | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_STATUS_C_sum_max | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_STATUS_C_sum_mean | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_STATUS_C_sum_std | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_STATUS_C_sum_median | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_bureau_num_trans_min | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_bureau_num_trans_max | \n", "12 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_bureau_num_trans_mean | \n", "4.667 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_bureau_num_trans_std | \n", "6.351 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_bureau_num_trans_median | \n", "1 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_STATUS_0_sum_min | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_STATUS_0_sum_max | \n", "5 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_STATUS_0_sum_mean | \n", "1.667 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_STATUS_0_sum_std | \n", "2.887 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_STATUS_0_sum_median | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_STATUS_DPD_sum_min | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_STATUS_DPD_sum_max | \n", "4 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_STATUS_DPD_sum_mean | \n", "1.333 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_STATUS_DPD_sum_std | \n", "2.309 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_STATUS_DPD_sum_median | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_STATUS_Sold_sum_min | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_STATUS_Sold_sum_max | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
bureau_balance_gt3year_STATUS_Sold_sum_mean | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
pos_cash_CNT_INSTALMENT_std | \n", "0 | \n", "2.807 | \n", "0.5 | \n", "9.279 | \n", "4.884 | \n", "
pos_cash_CNT_INSTALMENT_FUTURE_max | \n", "24 | \n", "12 | \n", "4 | \n", "48 | \n", "24 | \n", "
pos_cash_CNT_INSTALMENT_FUTURE_min | \n", "6 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
pos_cash_CNT_INSTALMENT_FUTURE_sum | \n", "285 | \n", "162 | \n", "9 | \n", "173 | \n", "592 | \n", "
pos_cash_CNT_INSTALMENT_FUTURE_mean | \n", "15 | \n", "5.786 | \n", "2.25 | \n", "8.65 | \n", "8.97 | \n", "
pos_cash_CNT_INSTALMENT_FUTURE_std | \n", "5.627 | \n", "3.843 | \n", "1.708 | \n", "10.16 | \n", "6.312 | \n", "
prev_app_NAME_PRODUCT_TYPE_walk_in_sum | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "
prev_app_NAME_PRODUCT_TYPE_walk_in_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0.1667 | \n", "
prev_app_NAME_PRODUCT_TYPE_walk_in_max | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "
prev_app_NAME_CONTRACT_TYPE_Revolving_loans_sum | \n", "0 | \n", "0 | \n", "0 | \n", "2 | \n", "0 | \n", "
prev_app_NAME_CONTRACT_TYPE_Revolving_loans_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0.2222 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_Card_Street_sum | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_Card_Street_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0.1111 | \n", "0 | \n", "
prev_app_NAME_CONTRACT_TYPE_Consumer_loans_mean | \n", "1 | \n", "0.6667 | \n", "1 | \n", "0.2222 | \n", "0.3333 | \n", "
prev_app_NAME_CONTRACT_TYPE_Revolving_loans_max | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_Card_Street_max | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_X_Sell__low_mean | \n", "0 | \n", "0.3333 | \n", "0 | \n", "0.2222 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_X_Sell__low_max | \n", "0 | \n", "1 | \n", "0 | \n", "1 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_X_Sell__low_sum | \n", "0 | \n", "1 | \n", "0 | \n", "2 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_POS_industry_with_interest_mean | \n", "0 | \n", "0.3333 | \n", "0 | \n", "0.1111 | \n", "0 | \n", "
prev_app_NAME_CONTRACT_TYPE_Consumer_loans_sum | \n", "1 | \n", "2 | \n", "1 | \n", "2 | \n", "2 | \n", "
prev_app_NAME_TYPE_SUITE_Unaccompanied_mean | \n", "1 | \n", "0.3333 | \n", "1 | \n", "0.8889 | \n", "0.6667 | \n", "
prev_app_PRODUCT_COMBINATION_POS_industry_with_interest_sum | \n", "0 | \n", "1 | \n", "0 | \n", "1 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_POS_industry_with_interest_max | \n", "0 | \n", "1 | \n", "0 | \n", "1 | \n", "0 | \n", "
prev_app_NAME_TYPE_SUITE_Family_mean | \n", "0 | \n", "0.6667 | \n", "0 | \n", "0.1111 | \n", "0.3333 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_X_Sell__high_sum | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_X_Sell__high_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0.1111 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_X_Sell__high_max | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "
prev_app_NAME_PRODUCT_TYPE_XNA_mean | \n", "1 | \n", "0.6667 | \n", "1 | \n", "0.5556 | \n", "0.3333 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_Street__high_sum | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "
prev_app_NAME_TYPE_SUITE_Family_max | \n", "0 | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_Street__high_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0.1667 | \n", "
prev_app_NAME_TYPE_SUITE_Family_sum | \n", "0 | \n", "2 | \n", "0 | \n", "1 | \n", "2 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_Street__high_max | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "
prev_app_NAME_TYPE_SUITE_Unaccompanied_sum | \n", "1 | \n", "1 | \n", "1 | \n", "8 | \n", "4 | \n", "
prev_app_PRODUCT_COMBINATION_POS_household_without_interest_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_POS_household_without_interest_sum | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_POS_household_without_interest_max | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_sum | \n", "0 | \n", "0 | \n", "0 | \n", "2 | \n", "0 | \n", "
prev_app_NAME_CONTRACT_TYPE_Cash_loans_sum | \n", "0 | \n", "1 | \n", "0 | \n", "5 | \n", "4 | \n", "
prev_app_PRODUCT_COMBINATION_POS_mobile_with_interest_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0.1667 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0.2222 | \n", "0 | \n", "
prev_app_NAME_PRODUCT_TYPE_x_sell_mean | \n", "0 | \n", "0.3333 | \n", "0 | \n", "0.4444 | \n", "0.5 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_max | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_POS_mobile_with_interest_max | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "
prev_app_PRODUCT_COMBINATION_POS_mobile_with_interest_sum | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "
prev_app_NAME_CONTRACT_TYPE_Cash_loans_mean | \n", "0 | \n", "0.3333 | \n", "0 | \n", "0.5556 | \n", "0.6667 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_Street__middle_sum | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_Street__middle_max | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_Street__middle_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_X_Sell__middle_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0.5 | \n", "
prev_app_PRODUCT_COMBINATION_POS_household_with_interest_mean | \n", "0 | \n", "0.3333 | \n", "0 | \n", "0.1111 | \n", "0.1667 | \n", "
prev_app_PRODUCT_COMBINATION_POS_household_with_interest_sum | \n", "0 | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_X_Sell__middle_max | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_X_Sell__middle_sum | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "3 | \n", "
prev_app_PRODUCT_COMBINATION_Card_X_Sell_sum | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "
prev_app_FLAG_LAST_APPL_PER_CONTRACT_Y_sum | \n", "1 | \n", "3 | \n", "1 | \n", "9 | \n", "6 | \n", "
prev_app_NAME_TYPE_SUITE_Children_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_NAME_TYPE_SUITE_Children_max | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_NAME_TYPE_SUITE_Children_sum | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_NAME_CONTRACT_TYPE_Cash_loans_max | \n", "0 | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "
prev_app_PRODUCT_COMBINATION_Card_X_Sell_max | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_Card_X_Sell_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0.1111 | \n", "0 | \n", "
prev_app_WEEKDAY_APPR_PROCESS_START_SATURDAY_mean | \n", "1 | \n", "0.3333 | \n", "0 | \n", "0.1111 | \n", "0.1667 | \n", "
prev_app_WEEKDAY_APPR_PROCESS_START_MONDAY_sum | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "
prev_app_PRODUCT_COMBINATION_POS_household_with_interest_max | \n", "0 | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "
prev_app_NAME_PRODUCT_TYPE_x_sell_max | \n", "0 | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "
prev_app_PRODUCT_COMBINATION_POS_industry_without_interest_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_POS_industry_without_interest_max | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_POS_industry_without_interest_sum | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_NAME_PRODUCT_TYPE_x_sell_sum | \n", "0 | \n", "1 | \n", "0 | \n", "4 | \n", "3 | \n", "
prev_app_WEEKDAY_APPR_PROCESS_START_SUNDAY_mean | \n", "0 | \n", "0.3333 | \n", "0 | \n", "0.1111 | \n", "0.3333 | \n", "
prev_app_NAME_CONTRACT_TYPE_Consumer_loans_max | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "
prev_app_WEEKDAY_APPR_PROCESS_START_SATURDAY_max | \n", "1 | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "
prev_app_WEEKDAY_APPR_PROCESS_START_WEDNESDAY_sum | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_WEEKDAY_APPR_PROCESS_START_FRIDAY_sum | \n", "0 | \n", "1 | \n", "1 | \n", "0 | \n", "1 | \n", "
prev_app_WEEKDAY_APPR_PROCESS_START_SUNDAY_max | \n", "0 | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "
prev_app_WEEKDAY_APPR_PROCESS_START_MONDAY_max | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "
prev_app_WEEKDAY_APPR_PROCESS_START_SUNDAY_sum | \n", "0 | \n", "1 | \n", "0 | \n", "1 | \n", "2 | \n", "
prev_app_WEEKDAY_APPR_PROCESS_START_THURSDAY_sum | \n", "0 | \n", "0 | \n", "0 | \n", "6 | \n", "1 | \n", "
prev_app_WEEKDAY_APPR_PROCESS_START_MONDAY_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0.1667 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_Street__low_sum | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_Street__low_max | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_Cash_Street__low_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_WEEKDAY_APPR_PROCESS_START_TUESDAY_sum | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "
prev_app_WEEKDAY_APPR_PROCESS_START_WEDNESDAY_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_WEEKDAY_APPR_PROCESS_START_WEDNESDAY_max | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_WEEKDAY_APPR_PROCESS_START_SATURDAY_sum | \n", "1 | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "
prev_app_NAME_TYPE_SUITE_Unaccompanied_max | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "
prev_app_WEEKDAY_APPR_PROCESS_START_FRIDAY_max | \n", "0 | \n", "1 | \n", "1 | \n", "0 | \n", "1 | \n", "
prev_app_WEEKDAY_APPR_PROCESS_START_FRIDAY_mean | \n", "0 | \n", "0.3333 | \n", "1 | \n", "0 | \n", "0.1667 | \n", "
prev_app_NAME_TYPE_SUITE_Spouse,_partner_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_WEEKDAY_APPR_PROCESS_START_THURSDAY_max | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "1 | \n", "
prev_app_NAME_PRODUCT_TYPE_XNA_max | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "
prev_app_NAME_PRODUCT_TYPE_XNA_sum | \n", "1 | \n", "2 | \n", "1 | \n", "5 | \n", "2 | \n", "
prev_app_NAME_TYPE_SUITE_Spouse,_partner_max | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_POS_mobile_without_interest_mean | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_POS_mobile_without_interest_max | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_POS_mobile_without_interest_sum | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_POS_other_with_interest_mean | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_POS_other_with_interest_max | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_PRODUCT_COMBINATION_POS_other_with_interest_sum | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_NAME_TYPE_SUITE_Spouse,_partner_sum | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_FLAG_LAST_APPL_PER_CONTRACT_N_sum | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_FLAG_LAST_APPL_PER_CONTRACT_Y_mean | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "
prev_app_FLAG_LAST_APPL_PER_CONTRACT_N_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_FLAG_LAST_APPL_PER_CONTRACT_N_max | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_WEEKDAY_APPR_PROCESS_START_THURSDAY_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0.6667 | \n", "0.1667 | \n", "
prev_app_NAME_TYPE_SUITE_Other_A_sum | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_NAME_TYPE_SUITE_Other_A_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_NAME_TYPE_SUITE_Other_A_max | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_NAME_CONTRACT_STATUS_ordinal_std | \n", "NaN | \n", "0 | \n", "NaN | \n", "0.7265 | \n", "0 | \n", "
prev_app_CODE_REJECT_REASON_ordinal_std | \n", "NaN | \n", "0 | \n", "NaN | \n", "0.6667 | \n", "0 | \n", "
prev_app_NAME_CONTRACT_STATUS_ordinal_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0.5556 | \n", "0 | \n", "
prev_app_PREPAID_USER_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0.5556 | \n", "0.1667 | \n", "
prev_app_CODE_REJECT_REASON_ordinal_mean | \n", "0 | \n", "0 | \n", "0 | \n", "0.2222 | \n", "0 | \n", "
prev_app_CODE_REJECT_REASON_ordinal_sum | \n", "0 | \n", "0 | \n", "0 | \n", "2 | \n", "0 | \n", "
prev_app_NAME_YIELD_GROUP_ordinal_mean | \n", "3 | \n", "1.667 | \n", "1 | \n", "1.222 | \n", "1.5 | \n", "
prev_app_NAME_CONTRACT_STATUS_ordinal_sum | \n", "0 | \n", "0 | \n", "0 | \n", "5 | \n", "0 | \n", "
prev_app_CODE_REJECT_REASON_ordinal_max | \n", "0 | \n", "0 | \n", "0 | \n", "2 | \n", "0 | \n", "
prev_app_NAME_GOODS_CATEGORY_ordinal_mean | \n", "13 | \n", "2.333 | \n", "1 | \n", "1.222 | \n", "1.333 | \n", "
prev_app_NAME_YIELD_GROUP_ordinal_max | \n", "3 | \n", "3 | \n", "1 | \n", "3 | \n", "2 | \n", "
prev_app_PREPAID_USER_sum | \n", "0 | \n", "0 | \n", "0 | \n", "5 | \n", "1 | \n", "
prev_app_NAME_CONTRACT_STATUS_ordinal_max | \n", "0 | \n", "0 | \n", "0 | \n", "2 | \n", "0 | \n", "
prev_app_NAME_PORTFOLIO_ordinal_mean | \n", "0 | \n", "0.3333 | \n", "0 | \n", "1.333 | \n", "0.6667 | \n", "
prev_app_NAME_GOODS_CATEGORY_ordinal_max | \n", "13 | \n", "5 | \n", "1 | \n", "7 | \n", "4 | \n", "
prev_app_NAME_GOODS_CATEGORY_ordinal_sum | \n", "13 | \n", "7 | \n", "1 | \n", "11 | \n", "8 | \n", "
prev_app_PREPAID_USER_std | \n", "NaN | \n", "0 | \n", "NaN | \n", "0.527 | \n", "0.4082 | \n", "
prev_app_SELLERPLACE_AREA_mean | \n", "500 | \n", "533 | \n", "30 | \n", "894.2 | \n", "409.2 | \n", "
prev_app_HOUR_APPR_PROCESS_START_mean | \n", "9 | \n", "14.67 | \n", "5 | \n", "14.67 | \n", "12.33 | \n", "
prev_app_NAME_CASH_LOAN_PURPOSE_ordinal_std | \n", "NaN | \n", "0.5774 | \n", "NaN | \n", "0.527 | \n", "0.5164 | \n", "
prev_app_SELLERPLACE_AREA_std | \n", "NaN | \n", "757.5 | \n", "NaN | \n", "2674 | \n", "612.9 | \n", "
prev_app_NAME_GOODS_CATEGORY_ordinal_std | \n", "NaN | \n", "2.517 | \n", "NaN | \n", "2.539 | \n", "2.066 | \n", "
prev_app_SELLERPLACE_AREA_max | \n", "500 | \n", "1400 | \n", "30 | \n", "8025 | \n", "1200 | \n", "
prev_app_NAME_PAYMENT_TYPE_ordinal_mean | \n", "1 | \n", "0.3333 | \n", "0 | \n", "0.5556 | \n", "0.1667 | \n", "
prev_app_NAME_PORTFOLIO_ordinal_sum | \n", "0 | \n", "1 | \n", "0 | \n", "12 | \n", "4 | \n", "
prev_app_NAME_PAYMENT_TYPE_ordinal_sum | \n", "1 | \n", "1 | \n", "0 | \n", "5 | \n", "1 | \n", "
prev_app_HOUR_APPR_PROCESS_START_min | \n", "9 | \n", "12 | \n", "5 | \n", "12 | \n", "8 | \n", "
prev_app_HOUR_APPR_PROCESS_START_max | \n", "9 | \n", "17 | \n", "5 | \n", "15 | \n", "15 | \n", "
prev_app_SELLERPLACE_AREA_sum | \n", "500 | \n", "1599 | \n", "30 | \n", "8048 | \n", "2455 | \n", "
prev_app_NAME_PORTFOLIO_ordinal_max | \n", "0 | \n", "1 | \n", "0 | \n", "3 | \n", "1 | \n", "
prev_app_NAME_PORTFOLIO_ordinal_std | \n", "NaN | \n", "0.5774 | \n", "NaN | \n", "1 | \n", "0.5164 | \n", "
prev_app_PREPAID_USER_max | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "1 | \n", "
prev_app_NAME_SELLER_INDUSTRY_ordinal_mean | \n", "7 | \n", "1.333 | \n", "2 | \n", "0.5556 | \n", "0.8333 | \n", "
prev_app_NAME_CASH_LOAN_PURPOSE_ordinal_max | \n", "0 | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "
prev_app_NAME_YIELD_GROUP_ordinal_sum | \n", "3 | \n", "5 | \n", "1 | \n", "11 | \n", "9 | \n", "
prev_app_NAME_YIELD_GROUP_ordinal_std | \n", "NaN | \n", "1.155 | \n", "NaN | \n", "1.302 | \n", "0.5477 | \n", "
prev_app_NAME_SELLER_INDUSTRY_ordinal_max | \n", "7 | \n", "3 | \n", "2 | \n", "4 | \n", "2 | \n", "
prev_app_NAME_CASH_LOAN_PURPOSE_ordinal_sum | \n", "0 | \n", "1 | \n", "0 | \n", "5 | \n", "4 | \n", "
prev_app_NAME_CASH_LOAN_PURPOSE_ordinal_mean | \n", "0 | \n", "0.3333 | \n", "0 | \n", "0.5556 | \n", "0.6667 | \n", "
prev_app_NAME_SELLER_INDUSTRY_ordinal_sum | \n", "7 | \n", "4 | \n", "2 | \n", "5 | \n", "5 | \n", "
prev_app_NAME_CLIENT_TYPE_ordinal_std | \n", "NaN | \n", "1.155 | \n", "NaN | \n", "0.3333 | \n", "0.4082 | \n", "
prev_app_NAME_YIELD_GROUP_ordinal_min | \n", "3 | \n", "1 | \n", "1 | \n", "0 | \n", "1 | \n", "
prev_app_NAME_SELLER_INDUSTRY_ordinal_std | \n", "NaN | \n", "1.528 | \n", "NaN | \n", "1.333 | \n", "0.7528 | \n", "
prev_app_NAME_PAYMENT_TYPE_ordinal_std | \n", "NaN | \n", "0.5774 | \n", "NaN | \n", "0.527 | \n", "0.4082 | \n", "
prev_app_NAME_PAYMENT_TYPE_ordinal_max | \n", "1 | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "
prev_app_NAME_GOODS_CATEGORY_ordinal_min | \n", "13 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "
prev_app_NAME_CLIENT_TYPE_ordinal_max | \n", "1 | \n", "2 | \n", "1 | \n", "1 | \n", "1 | \n", "
prev_app_CHANNEL_TYPE_ordinal_std | \n", "NaN | \n", "1 | \n", "NaN | \n", "0.7071 | \n", "1.835 | \n", "
prev_app_NFLAG_LAST_APPL_IN_DAY_sum | \n", "1 | \n", "3 | \n", "1 | \n", "9 | \n", "6 | \n", "
prev_app_HOUR_APPR_PROCESS_START_std | \n", "NaN | \n", "2.517 | \n", "NaN | \n", "1 | \n", "2.503 | \n", "
prev_app_NAME_SELLER_INDUSTRY_ordinal_min | \n", "7 | \n", "0 | \n", "2 | \n", "0 | \n", "0 | \n", "
prev_app_SELLERPLACE_AREA_min | \n", "500 | \n", "-1 | \n", "30 | \n", "-1 | \n", "-1 | \n", "
prev_app_CHANNEL_TYPE_ordinal_max | \n", "2 | \n", "2 | \n", "3 | \n", "2 | \n", "5 | \n", "
prev_app_NAME_PORTFOLIO_ordinal_min | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_NAME_PAYMENT_TYPE_ordinal_min | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_NAME_CLIENT_TYPE_ordinal_mean | \n", "1 | \n", "1.333 | \n", "1 | \n", "0.1111 | \n", "0.1667 | \n", "
prev_app_CHANNEL_TYPE_ordinal_min | \n", "2 | \n", "0 | \n", "3 | \n", "0 | \n", "0 | \n", "
prev_app_NAME_CLIENT_TYPE_ordinal_min | \n", "1 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "
prev_app_CHANNEL_TYPE_ordinal_mean | \n", "2 | \n", "1 | \n", "3 | \n", "0.3333 | \n", "1.833 | \n", "
prev_app_CHANNEL_TYPE_ordinal_sum | \n", "2 | \n", "3 | \n", "3 | \n", "3 | \n", "11 | \n", "
prev_app_NAME_CLIENT_TYPE_ordinal_sum | \n", "1 | \n", "4 | \n", "1 | \n", "1 | \n", "1 | \n", "
prev_app_NFLAG_LAST_APPL_IN_DAY_std | \n", "NaN | \n", "0 | \n", "NaN | \n", "0 | \n", "0 | \n", "
prev_app_NFLAG_LAST_APPL_IN_DAY_min | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "
prev_app_NFLAG_LAST_APPL_IN_DAY_mean | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "
prev_app_DAYS_FIRST_DRAWING_TO_YEARS_std | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
prev_app_DAYS_FIRST_DRAWING_TO_YEARS_mean | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
prev_app_DAYS_FIRST_DRAWING_TO_YEARS_max | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
prev_app_DAYS_FIRST_DRAWING_TO_YEARS_min | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
prev_app_DAYS_DECISION_TO_YEARS_std | \n", "NaN | \n", "2.461 | \n", "NaN | \n", "0.4308 | \n", "1.965 | \n", "
prev_app_DAYS_LAST_DUE_1ST_VERSION_TO_YEARS_sum | \n", "-0.3425 | \n", "8.255 | \n", "1.901 | \n", "-2.995 | \n", "11.47 | \n", "
prev_app_AMT_DOWN_PAYMENT_std | \n", "NaN | \n", "3975 | \n", "NaN | \n", "2.223e+04 | \n", "1760 | \n", "
prev_app_DAYS_FIRST_DUE_TO_YEARS_std | \n", "NaN | \n", "2.46 | \n", "NaN | \n", "0.55 | \n", "2.13 | \n", "
prev_app_DAYS_DECISION_TO_YEARS_mean | \n", "1.66 | \n", "3.575 | \n", "2.233 | \n", "0.7464 | \n", "3.35 | \n", "
prev_app_DAYS_FIRST_DUE_TO_YEARS_max | \n", "1.548 | \n", "6.329 | \n", "2.148 | \n", "1.493 | \n", "6.373 | \n", "
prev_app_DAYS_DECISION_TO_YEARS_max | \n", "1.66 | \n", "6.414 | \n", "2.233 | \n", "1.69 | \n", "6.458 | \n", "
prev_app_DAYS_LAST_DUE_1ST_VERSION_TO_YEARS_max | \n", "-0.3425 | \n", "5.425 | \n", "1.901 | \n", "0.589 | \n", "5.633 | \n", "
prev_app_DAYS_LAST_DUE_TO_YEARS_sum | \n", "0.06849 | \n", "8.666 | \n", "1.984 | \n", "1.578 | \n", "12.5 | \n", "
prev_app_DAYS_TERMINATION_TO_YEARS_sum | \n", "0.04658 | \n", "8.608 | \n", "1.956 | \n", "1.532 | \n", "12.39 | \n", "
prev_app_AMT_DOWN_PAYMENT_sum | \n", "0 | \n", "6885 | \n", "4860 | \n", "6.968e+04 | \n", "6782 | \n", "
prev_app_DAYS_FIRST_DUE_TO_YEARS_sum | \n", "1.548 | \n", "10.47 | \n", "2.148 | \n", "2.677 | \n", "17.3 | \n", "
prev_app_AMT_DOWN_PAYMENT_max | \n", "0 | \n", "6885 | \n", "4860 | \n", "6.699e+04 | \n", "3676 | \n", "
prev_app_AMT_DOWN_PAYMENT_mean | \n", "0 | \n", "2295 | \n", "4860 | \n", "7742 | \n", "1130 | \n", "
prev_app_DAYS_LAST_DUE_TO_YEARS_max | \n", "0.06849 | \n", "5.425 | \n", "1.984 | \n", "1.164 | \n", "5.633 | \n", "
prev_app_RATE_DOWN_PAYMENT_std | \n", "NaN | \n", "0.05004 | \n", "NaN | \n", "0.05631 | \n", "0.0672 | \n", "
prev_app_DAYS_TERMINATION_TO_YEARS_max | \n", "0.04658 | \n", "5.414 | \n", "1.956 | \n", "1.14 | \n", "5.592 | \n", "
prev_app_DAYS_LAST_DUE_1ST_VERSION_TO_YEARS_mean | \n", "-0.3425 | \n", "2.752 | \n", "1.901 | \n", "-0.9982 | \n", "2.294 | \n", "
prev_app_DAYS_FIRST_DUE_TO_YEARS_mean | \n", "1.548 | \n", "3.491 | \n", "2.148 | \n", "0.8922 | \n", "3.461 | \n", "
prev_app_AMT_ANNUITY_mean | \n", "9252 | \n", "5.655e+04 | \n", "5357 | \n", "1.577e+04 | \n", "1.228e+04 | \n", "
prev_app_DAYS_LAST_DUE_TO_YEARS_std | \n", "NaN | \n", "2.202 | \n", "NaN | \n", "0.5308 | \n", "2.052 | \n", "
prev_app_CNT_PAYMENT_std | \n", "NaN | \n", "3.464 | \n", "NaN | \n", "19.7 | \n", "14.35 | \n", "
prev_app_RATE_DOWN_PAYMENT_max | \n", "0 | \n", "0.1001 | \n", "0.212 | \n", "0.2178 | \n", "0.2189 | \n", "
prev_app_DAYS_TERMINATION_TO_YEARS_std | \n", "NaN | \n", "2.209 | \n", "NaN | \n", "0.5289 | \n", "2.042 | \n", "
prev_app_DAYS_LAST_DUE_TO_YEARS_mean | \n", "0.06849 | \n", "2.889 | \n", "1.984 | \n", "0.789 | \n", "3.125 | \n", "
prev_app_DAYS_TERMINATION_TO_YEARS_mean | \n", "0.04658 | \n", "2.869 | \n", "1.956 | \n", "0.7658 | \n", "3.099 | \n", "
prev_app_RATE_DOWN_PAYMENT_mean | \n", "0 | \n", "0.05056 | \n", "0.212 | \n", "0.07645 | \n", "0.08758 | \n", "
prev_app_AMT_ANNUITY_min | \n", "9252 | \n", "6737 | \n", "5357 | \n", "0 | \n", "1834 | \n", "
prev_app_DAYS_DECISION_TO_YEARS_sum | \n", "1.66 | \n", "10.73 | \n", "2.233 | \n", "6.718 | \n", "20.1 | \n", "
prev_app_AMT_APPLICATION_mean | \n", "1.791e+05 | \n", "4.354e+05 | \n", "2.428e+04 | \n", "2.722e+05 | \n", "1.505e+05 | \n", "
prev_app_AMT_GOODS_PRICE_mean | \n", "1.791e+05 | \n", "4.354e+05 | \n", "2.428e+04 | \n", "2.722e+05 | \n", "1.505e+05 | \n", "
prev_app_DAYS_FIRST_DRAWING_TO_YEARS_sum | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_AMT_ANNUITY_max | \n", "9252 | \n", "9.836e+04 | \n", "5357 | \n", "3.995e+04 | \n", "2.268e+04 | \n", "
prev_app_AMT_CREDIT_min | \n", "1.791e+05 | \n", "6.805e+04 | \n", "2.011e+04 | \n", "0 | \n", "1.462e+04 | \n", "
prev_app_DAYS_DECISION_TO_YEARS_min | \n", "1.66 | \n", "2.044 | \n", "2.233 | \n", "0.4959 | \n", "1.025 | \n", "
prev_app_CNT_PAYMENT_max | \n", "24 | \n", "12 | \n", "4 | \n", "48 | \n", "48 | \n", "
prev_app_AMT_GOODS_PRICE_min | \n", "1.791e+05 | \n", "6.881e+04 | \n", "2.428e+04 | \n", "0 | \n", "1.718e+04 | \n", "
prev_app_AMT_APPLICATION_min | \n", "1.791e+05 | \n", "6.881e+04 | \n", "2.428e+04 | \n", "0 | \n", "1.718e+04 | \n", "
prev_app_AMT_CREDIT_mean | \n", "1.791e+05 | \n", "4.842e+05 | \n", "2.011e+04 | \n", "2.917e+05 | \n", "1.666e+05 | \n", "
prev_app_AMT_ANNUITY_sum | \n", "9252 | \n", "1.697e+05 | \n", "5357 | \n", "1.419e+05 | \n", "7.367e+04 | \n", "
prev_app_CNT_PAYMENT_min | \n", "24 | \n", "6 | \n", "4 | \n", "0 | \n", "10 | \n", "
prev_app_DAYS_LAST_DUE_1ST_VERSION_TO_YEARS_std | \n", "NaN | \n", "2.342 | \n", "NaN | \n", "2.153 | \n", "2.556 | \n", "
prev_app_AMT_APPLICATION_max | \n", "1.791e+05 | \n", "9e+05 | \n", "2.428e+04 | \n", "6.885e+05 | \n", "2.475e+05 | \n", "
prev_app_AMT_GOODS_PRICE_max | \n", "1.791e+05 | \n", "9e+05 | \n", "2.428e+04 | \n", "6.885e+05 | \n", "2.475e+05 | \n", "
prev_app_AMT_ANNUITY_std | \n", "NaN | \n", "4.633e+04 | \n", "NaN | \n", "1.6e+04 | \n", "8064 | \n", "
prev_app_RATE_DOWN_PAYMENT_sum | \n", "0 | \n", "0.1517 | \n", "0.212 | \n", "0.6881 | \n", "0.5255 | \n", "
prev_app_NFLAG_INSURED_ON_APPROVAL_sum | \n", "0 | \n", "2 | \n", "0 | \n", "0 | \n", "3 | \n", "
prev_app_DAYS_LAST_DUE_1ST_VERSION_TO_YEARS_min | \n", "-0.3425 | \n", "1.058 | \n", "1.901 | \n", "-3.449 | \n", "-0.9479 | \n", "
prev_app_RATE_INTEREST_PRIVILEGED_mean | \n", "0.8351 | \n", "0.8351 | \n", "0.8351 | \n", "0.8351 | \n", "0.8351 | \n", "
prev_app_AMT_APPLICATION_sum | \n", "1.791e+05 | \n", "1.306e+06 | \n", "2.428e+04 | \n", "2.45e+06 | \n", "9.032e+05 | \n", "
prev_app_AMT_GOODS_PRICE_sum | \n", "1.791e+05 | \n", "1.306e+06 | \n", "2.428e+04 | \n", "2.45e+06 | \n", "9.032e+05 | \n", "
prev_app_AMT_CREDIT_max | \n", "1.791e+05 | \n", "1.036e+06 | \n", "2.011e+04 | \n", "9.066e+05 | \n", "2.844e+05 | \n", "
prev_app_NFLAG_INSURED_ON_APPROVAL_max | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "1 | \n", "
prev_app_RATE_INTEREST_PRIMARY_sum | \n", "0.1891 | \n", "0.5674 | \n", "0.1891 | \n", "1.702 | \n", "1.135 | \n", "
prev_app_RATE_INTEREST_PRIVILEGED_sum | \n", "0.8351 | \n", "2.505 | \n", "0.8351 | \n", "7.516 | \n", "5.011 | \n", "
prev_app_NFLAG_INSURED_ON_APPROVAL_std | \n", "NaN | \n", "0.5774 | \n", "NaN | \n", "0 | \n", "0.5477 | \n", "
prev_app_CNT_PAYMENT_mean | \n", "24 | \n", "10 | \n", "4 | \n", "15.33 | \n", "20.67 | \n", "
prev_app_CNT_PAYMENT_sum | \n", "24 | \n", "30 | \n", "4 | \n", "138 | \n", "124 | \n", "
prev_app_AMT_APPLICATION_std | \n", "NaN | \n", "4.242e+05 | \n", "NaN | \n", "2.862e+05 | \n", "1.006e+05 | \n", "
prev_app_AMT_GOODS_PRICE_std | \n", "NaN | \n", "4.242e+05 | \n", "NaN | \n", "2.862e+05 | \n", "1.006e+05 | \n", "
prev_app_AMT_CREDIT_sum | \n", "1.791e+05 | \n", "1.453e+06 | \n", "2.011e+04 | \n", "2.625e+06 | \n", "9.998e+05 | \n", "
prev_app_DAYS_FIRST_DUE_TO_YEARS_min | \n", "1.548 | \n", "1.962 | \n", "2.148 | \n", "0.4137 | \n", "0.9425 | \n", "
prev_app_AMT_DOWN_PAYMENT_min | \n", "0 | \n", "0 | \n", "4860 | \n", "0 | \n", "0 | \n", "
prev_app_NFLAG_INSURED_ON_APPROVAL_mean | \n", "0 | \n", "0.6667 | \n", "0 | \n", "0 | \n", "0.6 | \n", "
prev_app_NFLAG_INSURED_ON_APPROVAL_min | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
prev_app_DAYS_LAST_DUE_TO_YEARS_min | \n", "0.06849 | \n", "1.468 | \n", "1.984 | \n", "0.4137 | \n", "0.9699 | \n", "
prev_app_DAYS_TERMINATION_TO_YEARS_min | \n", "0.04658 | \n", "1.444 | \n", "1.956 | \n", "0.3918 | \n", "0.9507 | \n", "
prev_app_RATE_DOWN_PAYMENT_min | \n", "0 | \n", "0 | \n", "0.212 | \n", "0.05161 | \n", "0.05161 | \n", "
prev_app_AMT_CREDIT_std | \n", "NaN | \n", "4.979e+05 | \n", "NaN | \n", "3.333e+05 | \n", "1.18e+05 | \n", "
prev_app_RATE_INTEREST_PRIMARY_mean | \n", "0.1891 | \n", "0.1891 | \n", "0.1891 | \n", "0.1891 | \n", "0.1891 | \n", "
prev_app_SK_ID_PREV | \n", "1 | \n", "3 | \n", "1 | \n", "9 | \n", "6 | \n", "
1045 rows × 5 columns
\n", "\n", " | SK_ID_CURR | \n", "TARGET | \n", "
---|---|---|
0 | \n", "100001 | \n", "0.0367 | \n", "
1 | \n", "100005 | \n", "0.1421 | \n", "
2 | \n", "100013 | \n", "0.0275 | \n", "
3 | \n", "100028 | \n", "0.0400 | \n", "
4 | \n", "100038 | \n", "0.1547 | \n", "