{
"cells": [
{
"cell_type": "code",
"execution_count": 104,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#from __future__ import print_function\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"from collections import OrderedDict #sorting participant df dict before pd.concat()\n",
"import matplotlib.pylab as plt\n",
"%matplotlib inline\n",
"\n",
"pd.options.display.mpl_style = 'default'\n",
"import cPickle as pickle\n",
"\n",
"pilot_data = ['010', '011', '012', '013', '014',]\n",
"non_english_fluent = ['023', '031', '045', '050', '070', '106',]\n",
"left_handed = ['042', '088',]\n",
"pro_inst_skill = ['026', '037']\n",
"\n",
"excluded_all_tasks = pilot_data + non_english_fluent + left_handed + pro_inst_skill"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Utility functions"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def col_matches(df, regex):\n",
" 'returns a list of columns in a df that match a regex string.'\n",
" import re\n",
" cols = list(enumerate(df.columns))\n",
" matches = [c for (i, c) in cols \n",
" if re.findall(regex, c)]\n",
" return matches\n",
"\n",
"def compare_transformations(df, columns, functions, **kwargs): \n",
" print('raw')\n",
" df[columns].hist(**kwargs)\n",
" plt.show()\n",
" \n",
" for name, func in functions.items(): \n",
" print(name) \n",
" df[columns].apply(func).hist(**kwargs)\n",
" plt.show()\n",
" \n",
" \n",
"def quickcompare(r, df, size=(15,7)): \n",
" inverse = lambda x: 1.0/x\n",
" return compare_transformations(df, col_matches(df, r),\n",
" {'inverse': inverse,\n",
" 'log1p': np.log1p,\n",
" 'sqrt': np.sqrt, },\n",
" figsize=size)\n",
"\n",
"\n",
"# using this for inline documentation so that it's clear\n",
"# that the printing statement isn't part of the necessary\n",
"# transformation code.\n",
"def html_print(df):\n",
" from IPython.display import HTML \n",
" try:\n",
" out = df.to_html()\n",
" except AttributeError:\n",
" out = pd.DataFrame(df).to_html()\n",
" return HTML(out)\n",
"\n",
"\n",
"def htmljoin(df_list, delimiter=''):\n",
" from IPython.display import HTML\n",
" return HTML(delimiter.join([x.to_html() for x in df_list]))\n",
" \n",
" \n",
"def col_matches(df, regex): \n",
" import re \n",
" cols = list(enumerate(df.columns)) \n",
" matches = [c for (i, c) in cols \n",
" if re.findall(regex, c)] \n",
" return matches\n",
"\n",
"\n",
"def concat_matches(df, *args): \n",
" assert all([len(r) for r in args])\n",
" import re \n",
" col_match_lists = [col_matches(df, regex) for regex in args] \n",
" col_set = [df[matches] for matches in col_match_lists] \n",
" if len(col_set) == 0:\n",
" return None \n",
" elif len(col_set) == 1:\n",
" return col_set[0] \n",
" else:\n",
" return pd.concat(col_set, axis=1)\n",
"\n",
" \n",
"def show_frames(frame_list, delimiter=''):\n",
" \n",
" from IPython.display import HTML\n",
" \n",
" if len(frame_list) == len(delimiter): \n",
" html_out = \"\"\n",
" item_template = '
{}
{}
' \n",
" \n",
" for i, tup in enumerate(zip(frame_list, delimiter)):\n",
" frame = tup[0]\n",
" tag = tup[1]\n",
" html_out += item_template.format(tag, frame.to_html()) \n",
" return HTML(html_out)\n",
" \n",
" else: \n",
" html_out = [df.to_html() for df in frame_list] \n",
" return HTML(delimiter.join(html_out))\n",
" \n",
"\n",
"def hist_all(df, *args, **kwargs):\n",
" numcols = len(df.columns)\n",
" if numcols > 30:\n",
" yn = raw_input(str(numcols) + \" columns. Proceed?\")\n",
" if 'n' in yn: return None\n",
" for c in df:\n",
" print(c)\n",
" try:\n",
" plt.hist(df[c])\n",
" plt.show()\n",
" except:\n",
" print(\"\\t(can't histogram this)\\n\")\n",
" \n",
"\n",
"def scatter_all(df, print_max=None, *args, **kwargs): \n",
" from itertools import combinations \n",
" numcols = len(df.columns)\n",
" if numcols > 6:\n",
" yn = raw_input(str(numcols) + \" columns. Proceed?\")\n",
" if 'n' in yn: return None\n",
" \n",
" combos = combinations(df.columns, 2)\n",
" for c in combos:\n",
" print(c)\n",
" x = df[c[0]]\n",
" y = df[c[1]]\n",
" \n",
" dfc = pd.concat([x, y], axis=1)\n",
" xsort = dfc.sort(columns=dfc.columns[0], inplace=False)\n",
" ysort = dfc.sort(columns=dfc.columns[1], inplace=False) \n",
" \n",
" #print(dfc)\n",
" try:\n",
" dfc.plot(kind='scatter', x=0, y=1)\n",
" plt.show()\n",
" except:\n",
" print(\"can't plot\")\n",
" \n",
" if print_max:\n",
" print(xsort.head(print_max))\n",
" print(ysort.head(print_max))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Importing data, exporting partial info to CSV for SPSS"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"c:/db_pickles/pickle - dfo-flat - 2014-10-13a.pickle\n"
]
}
],
"source": [
"pfilenames = \"c:/db_pickles/pickle - dfo-{measure} - {updated}.pickle\"\n",
"full_updated = '2014-10-13a'\n",
"\n",
"#pfile = pfilenames.format(measure='full', updated=full_updated)\n",
"pfile = pfilenames.format(measure='flat', updated=full_updated)\n",
"print(pfile)\n",
"\n",
"with open(pfile) as f:\n",
" dfo = pickle.load(f)\n",
"\n",
"#for quick searches later\n",
"match = lambda x: concat_matches(dfo, x)\n",
"\n",
"dfo = dfo.replace(77777, np.nan)\n",
"dfo = dfo.replace('77777', np.nan)\n",
"\n",
"#task_pids = {k: sorted(set(v.index.get_level_values('pid')))\n",
"# for (k, v) in task_frames.items()}\n",
"\n",
"to_drop = set(dfo.index).intersection(excluded_all_tasks)\n",
"\n",
"dfo = dfo.drop(to_drop)"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"SCAL_session_day 97\n",
"SCAL_session_time 97\n",
"SCAL_session_isfemale 97\n",
"SCAL_exclusion_jitterlinearmissing 97\n",
"SCAL_exclusion_rhythmadminerror 97\n",
"SCAL_sex_femalezero 97\n",
"SCAL_participant_age 97\n",
"SCAL_calc_wasivocab_totalrawscore 97\n",
"SCAL_calc_wasimatrix_totalscore 96\n",
"SCAL_calc_wasivocab_tscore 97\n",
"SCAL_calc_wasimatrix_tscore 96\n",
"SCAL_calc_wasi_tscore_total 96\n",
"SCAL_calc_fsiq2 96\n",
"SCAL_calc_bfi_extraversion 97\n",
"SCAL_calc_bfi_agreeableness 97\n",
"...\n",
"I8P4_lagdev_mean 96\n",
"I8P4_lagdev_local_sq_abs 96\n",
"I8P4_lagdev_local 96\n",
"I8P4_lagdev_drift 96\n",
"I8L2_ints_count 96\n",
"I8L2_ints_mean 96\n",
"I8L2_ints_variance 96\n",
"I8L2_ints_stdev 96\n",
"I8L2_ints_lag2corr 96\n",
"I8L2_lag2devsq_sum 96\n",
"I8L2_lag2devsq_count 96\n",
"I8L2_lag2devsq_mean 96\n",
"I8L2_lag2devsq_local_sq_abs 96\n",
"I8L2_lag2devsq_local 96\n",
"I8L2_lag2devsq_drift 90\n",
"Length: 577, dtype: int64"
]
},
"execution_count": 107,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfo.count()"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
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"
\n",
" \n",
" \n",
" \n",
" SCAL_session_taskorder | \n",
" 3. Lin, Iso, Jump | \n",
" 1. Iso, Lin, Jump | \n",
" 3. Lin, Iso, Jump | \n",
" 5. Jump, Iso, Lin | \n",
" 3. Lin, Iso, Jump | \n",
" 6. Jump, Lin, Iso | \n",
" 1. Iso, Lin, Jump | \n",
" 6. Jump, Lin, Iso | \n",
" 1. Iso, Lin, Jump | \n",
" 2. Iso, Jump, Lin | \n",
" ... | \n",
" 2. Iso, Jump, Lin | \n",
" 5. Jump, Iso, Lin | \n",
" 5. Jump, Iso, Lin | \n",
" 2. Iso, Jump, Lin | \n",
" 3. Lin, Iso, Jump | \n",
" 6. Jump, Lin, Iso | \n",
" 5. Jump, Iso, Lin | \n",
" 6. Jump, Lin, Iso | \n",
" 1. Iso, Lin, Jump | \n",
" 6. Jump, Lin, Iso | \n",
"
\n",
" \n",
" SCAL_order_500ms_first | \n",
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"
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" \n",
" SCAL_order_rhythmfirst | \n",
" 0 | \n",
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" 0 | \n",
"
\n",
" \n",
" SCAL_notes_qbasic_neurodisorder | \n",
" | \n",
" | \n",
" ADD & general anxiety | \n",
" | \n",
" | \n",
" | \n",
" ADHD | \n",
" | \n",
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" ... | \n",
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"
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" \n",
" SCAL_qbasic_neurodisorderyn | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
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"
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" \n",
" SCAL_orders_500 | \n",
" 1 | \n",
" 0 | \n",
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" 0 | \n",
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\n",
" \n",
" SCAL_orders_800 | \n",
" 0 | \n",
" 1 | \n",
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" 1 | \n",
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\n",
" \n",
" SCAL_orders_iso | \n",
" 1 | \n",
" 0 | \n",
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\n",
" \n",
" SCAL_orders_phase | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 0 | \n",
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\n",
" \n",
" SCAL_orders_linear | \n",
" 0 | \n",
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"
\n",
" \n",
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" \n",
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" \n",
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"
\n",
" \n",
" SCAL_order_psh5t | \n",
" 8 | \n",
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" 3 | \n",
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"
\n",
" \n",
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" \n",
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" \n",
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\n",
" \n",
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"
\n",
" \n",
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" 10 | \n",
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" 9 | \n",
" 13 | \n",
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"
\n",
" \n",
" SCAL_order_lin8j | \n",
" 9 | \n",
" 12 | \n",
" 10 | \n",
" 14 | \n",
" 10 | \n",
" 11 | \n",
" 11 | \n",
" 11 | \n",
" 12 | \n",
" 13 | \n",
" ... | \n",
" 13 | \n",
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" 13 | \n",
" 10 | \n",
" 12 | \n",
" 14 | \n",
" 12 | \n",
" 11 | \n",
" 12 | \n",
"
\n",
" \n",
" SCAL_order_isip5 | \n",
" 16 | \n",
" 15 | \n",
" 15 | \n",
" 15 | \n",
" 15 | \n",
" 16 | \n",
" 16 | \n",
" 16 | \n",
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" 16 | \n",
" ... | \n",
" 16 | \n",
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" 15 | \n",
" 15 | \n",
" 15 | \n",
" 15 | \n",
" 16 | \n",
" 15 | \n",
"
\n",
" \n",
" SCAL_order_isip8 | \n",
" 15 | \n",
" 16 | \n",
" 16 | \n",
" 16 | \n",
" 16 | \n",
" 15 | \n",
" 15 | \n",
" 15 | \n",
" 16 | \n",
" 15 | \n",
" ... | \n",
" 15 | \n",
" 15 | \n",
" 15 | \n",
" 15 | \n",
" 16 | \n",
" 16 | \n",
" 16 | \n",
" 16 | \n",
" 15 | \n",
" 16 | \n",
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\n",
" \n",
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26 rows × 97 columns
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"
"
],
"text/plain": [
" 015 016 \\\n",
"SCAL_session_taskorder 3. Lin, Iso, Jump 1. Iso, Lin, Jump \n",
"SCAL_order_500ms_first 0 1 \n",
"SCAL_order_rhythmfirst 0 0 \n",
"SCAL_notes_qbasic_neurodisorder \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_orders_500 1 0 \n",
"SCAL_orders_800 0 1 \n",
"SCAL_orders_iso 1 0 \n",
"SCAL_orders_phase 2 2 \n",
"SCAL_orders_linear 0 1 \n",
"SCAL_order_iso5t1 2 1 \n",
"SCAL_order_iso8t1 1 2 \n",
"SCAL_order_iso5t2 6 3 \n",
"SCAL_order_iso8t2 5 4 \n",
"SCAL_order_psh5t 8 7 \n",
"SCAL_order_psh8t 7 8 \n",
"SCAL_order_lin5t 4 5 \n",
"SCAL_order_lin8t 3 6 \n",
"SCAL_order_iso5j 12 9 \n",
"SCAL_order_iso8j 11 10 \n",
"SCAL_order_psh5j 14 13 \n",
"SCAL_order_psh8j 13 14 \n",
"SCAL_order_lin5j 10 11 \n",
"SCAL_order_lin8j 9 12 \n",
"SCAL_order_isip5 16 15 \n",
"SCAL_order_isip8 15 16 \n",
"\n",
" 017 018 \\\n",
"SCAL_session_taskorder 3. Lin, Iso, Jump 5. Jump, Iso, Lin \n",
"SCAL_order_500ms_first 1 1 \n",
"SCAL_order_rhythmfirst 1 1 \n",
"SCAL_notes_qbasic_neurodisorder ADD & general anxiety \n",
"SCAL_qbasic_neurodisorderyn 1 0 \n",
"SCAL_orders_500 0 0 \n",
"SCAL_orders_800 1 1 \n",
"SCAL_orders_iso 1 1 \n",
"SCAL_orders_phase 2 0 \n",
"SCAL_orders_linear 0 2 \n",
"SCAL_order_iso5t1 1 1 \n",
"SCAL_order_iso8t1 2 2 \n",
"SCAL_order_iso5t2 5 5 \n",
"SCAL_order_iso8t2 6 6 \n",
"SCAL_order_psh5t 7 3 \n",
"SCAL_order_psh8t 8 4 \n",
"SCAL_order_lin5t 3 7 \n",
"SCAL_order_lin8t 4 8 \n",
"SCAL_order_iso5j 11 11 \n",
"SCAL_order_iso8j 12 12 \n",
"SCAL_order_psh5j 13 9 \n",
"SCAL_order_psh8j 14 10 \n",
"SCAL_order_lin5j 9 13 \n",
"SCAL_order_lin8j 10 14 \n",
"SCAL_order_isip5 15 15 \n",
"SCAL_order_isip8 16 16 \n",
"\n",
" 019 020 \\\n",
"SCAL_session_taskorder 3. Lin, Iso, Jump 6. Jump, Lin, Iso \n",
"SCAL_order_500ms_first 1 0 \n",
"SCAL_order_rhythmfirst 0 0 \n",
"SCAL_notes_qbasic_neurodisorder \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_orders_500 0 1 \n",
"SCAL_orders_800 1 0 \n",
"SCAL_orders_iso 1 2 \n",
"SCAL_orders_phase 2 0 \n",
"SCAL_orders_linear 0 1 \n",
"SCAL_order_iso5t1 1 2 \n",
"SCAL_order_iso8t1 2 1 \n",
"SCAL_order_iso5t2 5 8 \n",
"SCAL_order_iso8t2 6 7 \n",
"SCAL_order_psh5t 7 4 \n",
"SCAL_order_psh8t 8 3 \n",
"SCAL_order_lin5t 3 6 \n",
"SCAL_order_lin8t 4 5 \n",
"SCAL_order_iso5j 11 14 \n",
"SCAL_order_iso8j 12 13 \n",
"SCAL_order_psh5j 13 10 \n",
"SCAL_order_psh8j 14 9 \n",
"SCAL_order_lin5j 9 12 \n",
"SCAL_order_lin8j 10 11 \n",
"SCAL_order_isip5 15 16 \n",
"SCAL_order_isip8 16 15 \n",
"\n",
" 021 022 \\\n",
"SCAL_session_taskorder 1. Iso, Lin, Jump 6. Jump, Lin, Iso \n",
"SCAL_order_500ms_first 0 0 \n",
"SCAL_order_rhythmfirst 1 0 \n",
"SCAL_notes_qbasic_neurodisorder ADHD \n",
"SCAL_qbasic_neurodisorderyn 1 0 \n",
"SCAL_orders_500 1 1 \n",
"SCAL_orders_800 0 0 \n",
"SCAL_orders_iso 0 2 \n",
"SCAL_orders_phase 2 0 \n",
"SCAL_orders_linear 1 1 \n",
"SCAL_order_iso5t1 2 2 \n",
"SCAL_order_iso8t1 1 1 \n",
"SCAL_order_iso5t2 4 8 \n",
"SCAL_order_iso8t2 3 7 \n",
"SCAL_order_psh5t 8 4 \n",
"SCAL_order_psh8t 7 3 \n",
"SCAL_order_lin5t 6 6 \n",
"SCAL_order_lin8t 5 5 \n",
"SCAL_order_iso5j 10 14 \n",
"SCAL_order_iso8j 9 13 \n",
"SCAL_order_psh5j 14 10 \n",
"SCAL_order_psh8j 13 9 \n",
"SCAL_order_lin5j 12 12 \n",
"SCAL_order_lin8j 11 11 \n",
"SCAL_order_isip5 16 16 \n",
"SCAL_order_isip8 15 15 \n",
"\n",
" 024 025 \\\n",
"SCAL_session_taskorder 1. Iso, Lin, Jump 2. Iso, Jump, Lin \n",
"SCAL_order_500ms_first 1 0 \n",
"SCAL_order_rhythmfirst 1 1 \n",
"SCAL_notes_qbasic_neurodisorder \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_orders_500 0 1 \n",
"SCAL_orders_800 1 0 \n",
"SCAL_orders_iso 0 0 \n",
"SCAL_orders_phase 2 1 \n",
"SCAL_orders_linear 1 2 \n",
"SCAL_order_iso5t1 1 2 \n",
"SCAL_order_iso8t1 2 1 \n",
"SCAL_order_iso5t2 3 4 \n",
"SCAL_order_iso8t2 4 3 \n",
"SCAL_order_psh5t 7 6 \n",
"SCAL_order_psh8t 8 5 \n",
"SCAL_order_lin5t 5 8 \n",
"SCAL_order_lin8t 6 7 \n",
"SCAL_order_iso5j 9 10 \n",
"SCAL_order_iso8j 10 9 \n",
"SCAL_order_psh5j 13 12 \n",
"SCAL_order_psh8j 14 11 \n",
"SCAL_order_lin5j 11 14 \n",
"SCAL_order_lin8j 12 13 \n",
"SCAL_order_isip5 15 16 \n",
"SCAL_order_isip8 16 15 \n",
"\n",
" ... 112 \\\n",
"SCAL_session_taskorder ... 2. Iso, Jump, Lin \n",
"SCAL_order_500ms_first ... 0 \n",
"SCAL_order_rhythmfirst ... 0 \n",
"SCAL_notes_qbasic_neurodisorder ... \n",
"SCAL_qbasic_neurodisorderyn ... 0 \n",
"SCAL_orders_500 ... 1 \n",
"SCAL_orders_800 ... 0 \n",
"SCAL_orders_iso ... 0 \n",
"SCAL_orders_phase ... 1 \n",
"SCAL_orders_linear ... 2 \n",
"SCAL_order_iso5t1 ... 2 \n",
"SCAL_order_iso8t1 ... 1 \n",
"SCAL_order_iso5t2 ... 4 \n",
"SCAL_order_iso8t2 ... 3 \n",
"SCAL_order_psh5t ... 6 \n",
"SCAL_order_psh8t ... 5 \n",
"SCAL_order_lin5t ... 8 \n",
"SCAL_order_lin8t ... 7 \n",
"SCAL_order_iso5j ... 10 \n",
"SCAL_order_iso8j ... 9 \n",
"SCAL_order_psh5j ... 12 \n",
"SCAL_order_psh8j ... 11 \n",
"SCAL_order_lin5j ... 14 \n",
"SCAL_order_lin8j ... 13 \n",
"SCAL_order_isip5 ... 16 \n",
"SCAL_order_isip8 ... 15 \n",
"\n",
" 113 114 \\\n",
"SCAL_session_taskorder 5. Jump, Iso, Lin 5. Jump, Iso, Lin \n",
"SCAL_order_500ms_first 0 0 \n",
"SCAL_order_rhythmfirst 1 1 \n",
"SCAL_notes_qbasic_neurodisorder \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_orders_500 1 1 \n",
"SCAL_orders_800 0 0 \n",
"SCAL_orders_iso 1 1 \n",
"SCAL_orders_phase 0 0 \n",
"SCAL_orders_linear 2 2 \n",
"SCAL_order_iso5t1 2 2 \n",
"SCAL_order_iso8t1 1 1 \n",
"SCAL_order_iso5t2 6 6 \n",
"SCAL_order_iso8t2 5 5 \n",
"SCAL_order_psh5t 4 4 \n",
"SCAL_order_psh8t 3 3 \n",
"SCAL_order_lin5t 8 8 \n",
"SCAL_order_lin8t 7 7 \n",
"SCAL_order_iso5j 12 12 \n",
"SCAL_order_iso8j 11 11 \n",
"SCAL_order_psh5j 10 10 \n",
"SCAL_order_psh8j 9 9 \n",
"SCAL_order_lin5j 14 14 \n",
"SCAL_order_lin8j 13 13 \n",
"SCAL_order_isip5 16 16 \n",
"SCAL_order_isip8 15 15 \n",
"\n",
" 115 116 \\\n",
"SCAL_session_taskorder 2. Iso, Jump, Lin 3. Lin, Iso, Jump \n",
"SCAL_order_500ms_first 0 1 \n",
"SCAL_order_rhythmfirst 0 0 \n",
"SCAL_notes_qbasic_neurodisorder \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_orders_500 1 0 \n",
"SCAL_orders_800 0 1 \n",
"SCAL_orders_iso 0 1 \n",
"SCAL_orders_phase 1 2 \n",
"SCAL_orders_linear 2 0 \n",
"SCAL_order_iso5t1 2 1 \n",
"SCAL_order_iso8t1 1 2 \n",
"SCAL_order_iso5t2 4 5 \n",
"SCAL_order_iso8t2 3 6 \n",
"SCAL_order_psh5t 6 7 \n",
"SCAL_order_psh8t 5 8 \n",
"SCAL_order_lin5t 8 3 \n",
"SCAL_order_lin8t 7 4 \n",
"SCAL_order_iso5j 10 11 \n",
"SCAL_order_iso8j 9 12 \n",
"SCAL_order_psh5j 12 13 \n",
"SCAL_order_psh8j 11 14 \n",
"SCAL_order_lin5j 14 9 \n",
"SCAL_order_lin8j 13 10 \n",
"SCAL_order_isip5 16 15 \n",
"SCAL_order_isip8 15 16 \n",
"\n",
" 117 118 \\\n",
"SCAL_session_taskorder 6. Jump, Lin, Iso 5. Jump, Iso, Lin \n",
"SCAL_order_500ms_first 1 1 \n",
"SCAL_order_rhythmfirst 1 1 \n",
"SCAL_notes_qbasic_neurodisorder \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_orders_500 0 0 \n",
"SCAL_orders_800 1 1 \n",
"SCAL_orders_iso 2 1 \n",
"SCAL_orders_phase 0 0 \n",
"SCAL_orders_linear 1 2 \n",
"SCAL_order_iso5t1 1 1 \n",
"SCAL_order_iso8t1 2 2 \n",
"SCAL_order_iso5t2 7 5 \n",
"SCAL_order_iso8t2 8 6 \n",
"SCAL_order_psh5t 3 3 \n",
"SCAL_order_psh8t 4 4 \n",
"SCAL_order_lin5t 5 7 \n",
"SCAL_order_lin8t 6 8 \n",
"SCAL_order_iso5j 13 11 \n",
"SCAL_order_iso8j 14 12 \n",
"SCAL_order_psh5j 9 9 \n",
"SCAL_order_psh8j 10 10 \n",
"SCAL_order_lin5j 11 13 \n",
"SCAL_order_lin8j 12 14 \n",
"SCAL_order_isip5 15 15 \n",
"SCAL_order_isip8 16 16 \n",
"\n",
" 119 120 \\\n",
"SCAL_session_taskorder 6. Jump, Lin, Iso 1. Iso, Lin, Jump \n",
"SCAL_order_500ms_first 1 0 \n",
"SCAL_order_rhythmfirst 0 0 \n",
"SCAL_notes_qbasic_neurodisorder \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_orders_500 0 1 \n",
"SCAL_orders_800 1 0 \n",
"SCAL_orders_iso 2 0 \n",
"SCAL_orders_phase 0 2 \n",
"SCAL_orders_linear 1 1 \n",
"SCAL_order_iso5t1 1 2 \n",
"SCAL_order_iso8t1 2 1 \n",
"SCAL_order_iso5t2 7 4 \n",
"SCAL_order_iso8t2 8 3 \n",
"SCAL_order_psh5t 3 8 \n",
"SCAL_order_psh8t 4 7 \n",
"SCAL_order_lin5t 5 6 \n",
"SCAL_order_lin8t 6 5 \n",
"SCAL_order_iso5j 13 10 \n",
"SCAL_order_iso8j 14 9 \n",
"SCAL_order_psh5j 9 14 \n",
"SCAL_order_psh8j 10 13 \n",
"SCAL_order_lin5j 11 12 \n",
"SCAL_order_lin8j 12 11 \n",
"SCAL_order_isip5 15 16 \n",
"SCAL_order_isip8 16 15 \n",
"\n",
" 121 \n",
"SCAL_session_taskorder 6. Jump, Lin, Iso \n",
"SCAL_order_500ms_first 1 \n",
"SCAL_order_rhythmfirst 0 \n",
"SCAL_notes_qbasic_neurodisorder \n",
"SCAL_qbasic_neurodisorderyn 0 \n",
"SCAL_orders_500 0 \n",
"SCAL_orders_800 1 \n",
"SCAL_orders_iso 2 \n",
"SCAL_orders_phase 0 \n",
"SCAL_orders_linear 1 \n",
"SCAL_order_iso5t1 1 \n",
"SCAL_order_iso8t1 2 \n",
"SCAL_order_iso5t2 7 \n",
"SCAL_order_iso8t2 8 \n",
"SCAL_order_psh5t 3 \n",
"SCAL_order_psh8t 4 \n",
"SCAL_order_lin5t 5 \n",
"SCAL_order_lin8t 6 \n",
"SCAL_order_iso5j 13 \n",
"SCAL_order_iso8j 14 \n",
"SCAL_order_psh5j 9 \n",
"SCAL_order_psh8j 10 \n",
"SCAL_order_lin5j 11 \n",
"SCAL_order_lin8j 12 \n",
"SCAL_order_isip5 15 \n",
"SCAL_order_isip8 16 \n",
"\n",
"[26 rows x 97 columns]"
]
},
"execution_count": 108,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"match('order').T"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"pasted_scales = '''\n",
"\n",
"# the only 'order' variable needed when just looking at ISIP tasks\n",
"SCAL_order_500ms_first\n",
"SCAL_sex_femalezero\n",
"\n",
"SCAL_orders_iso\n",
"SCAL_orders_phase\n",
"SCAL_orders_linear\n",
"\n",
"SCAL_calc_wasivocab_tscore\n",
"SCAL_calc_wasimatrix_tscore\n",
"SCAL_calc_wasi_tscore_total\n",
"SCAL_calc_fsiq2\n",
"\n",
"SCAL_calc_bfi_extraversion\n",
"SCAL_calc_bfi_agreeableness\n",
"SCAL_calc_bfi_conscientiousness\n",
"SCAL_calc_bfi_neuroticism\n",
"SCAL_calc_bfi_openness\n",
"\n",
"# compare with usefulness of constructed index\n",
"SCAL_qmusic_dancelevel\n",
"SCAL_qmusic_instrumentlevel\n",
"SCAL_qmusic_drumlevel\n",
"\n",
"SCAL_qmusic_behaviors_12_friendstaste # comment\n",
"SCAL_qmusic_behaviors_13_sharingint\n",
"SCAL_qmusic_behaviors_14_getinterest\n",
"'''\n",
"\n",
"\n",
"pasted_isip = '''\n",
"\n",
"#from: list(match('local$|drift$').columns)\n",
"\n",
"I5P4_lagdev_local\n",
"I8P4_lagdev_local\n",
"I8P4_lagdev_drift\n",
"I5P4_lagdev_drift\n",
"\n",
"I8L2_lag2devsq_local\n",
"I5L2_lag2devsq_local\n",
"I8L2_lag2devsq_drift\n",
"I5L2_lag2devsq_drift\n",
"\n",
"#needed for filtering out a P that didn't do many taps\n",
"I8P4_ints_count \n",
"I5P4_ints_count\n",
"I8L2_ints_count\n",
"I5L2_ints_count\n",
"'''\n",
"\n",
"pasted_sms = '''\n",
"\n",
"\n",
"\n",
"'''\n",
"\n",
"\n",
"def clean_pasted_vars(pstring):\n",
" pasted_vars = pstring.split('\\n') \n",
"\n",
" #keep line contents before comment\n",
" pasted_vars = [i.split('#')[0] for i in pasted_vars] \n",
"\n",
" #remove hidden whitespace and blank lines\n",
" pasted_vars = [i.strip() for i in pasted_vars]\n",
" pasted_vars = filter(lambda i: i != \"\", pasted_vars)\n",
" \n",
" return pasted_vars\n",
"\n",
"\n",
"df_scales = dfo[clean_pasted_vars(pasted_scales)]\n",
"\n",
"df_isip = dfo[clean_pasted_vars(pasted_isip)]\n",
"df_isip = df_isip.rename(columns=lambda x: x.replace('lagdev_',\"\"))\n",
"df_isip = df_isip.rename(columns=lambda x: x.replace('lag2devsq_',\"\"))\n",
"\n",
"for c in ['I8P4_drift', 'I8P4_local']:\n",
" ISI = 800\n",
" df_isip[c + 'perc'] = df_isip[c] * 100. / ISI\n",
"\n",
"for c in ['I5P4_drift', 'I5P4_local']:\n",
" ISI = 500\n",
" df_isip[c + 'perc'] = df_isip[c] * 100. / ISI\n"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {
"collapsed": false
},
"outputs": [
{
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" 2.112349 | \n",
"
\n",
" \n",
" I8L2_local | \n",
" 4.633893 | \n",
" 3.450640 | \n",
" 3.821327 | \n",
" 4.219624 | \n",
" 3.002175 | \n",
" 4.632072 | \n",
" 3.191604 | \n",
" 2.155060 | \n",
" 3.318396 | \n",
" 2.821277 | \n",
" ... | \n",
" 4.000088 | \n",
" 2.019105 | \n",
" 4.907391 | \n",
" 2.770480 | \n",
" 2.900587 | \n",
" 3.620502 | \n",
" 4.091578 | \n",
" 2.564399 | \n",
" 3.293310 | \n",
" 4.138898 | \n",
"
\n",
" \n",
" I5L2_local | \n",
" 3.668177 | \n",
" 3.682978 | \n",
" 3.654972 | \n",
" 2.455875 | \n",
" 1.859199 | \n",
" 4.017225 | \n",
" 4.294289 | \n",
" 3.458614 | \n",
" 3.633339 | \n",
" 3.150296 | \n",
" ... | \n",
" 3.028811 | \n",
" 2.350576 | \n",
" 6.159270 | \n",
" 3.805219 | \n",
" 3.103455 | \n",
" 3.341830 | \n",
" 3.927692 | \n",
" 1.882107 | \n",
" 3.212816 | \n",
" 2.759899 | \n",
"
\n",
" \n",
" I8L2_drift | \n",
" 4.718045 | \n",
" 1.249453 | \n",
" 3.133114 | \n",
" NaN | \n",
" 1.302005 | \n",
" 3.171907 | \n",
" 3.713490 | \n",
" 1.704434 | \n",
" 2.328300 | \n",
" 4.616893 | \n",
" ... | \n",
" 3.969590 | \n",
" 2.942201 | \n",
" 3.077659 | \n",
" 0.685526 | \n",
" NaN | \n",
" 1.937290 | \n",
" 1.487880 | \n",
" 1.173633 | \n",
" 0.868382 | \n",
" 2.225864 | \n",
"
\n",
" \n",
" I5L2_drift | \n",
" 2.861377 | \n",
" NaN | \n",
" 1.058009 | \n",
" 1.009157 | \n",
" 0.303845 | \n",
" 2.242502 | \n",
" 1.322690 | \n",
" NaN | \n",
" 0.901708 | \n",
" 2.693363 | \n",
" ... | \n",
" 4.034357 | \n",
" 0.360505 | \n",
" 0.999005 | \n",
" NaN | \n",
" NaN | \n",
" 2.484712 | \n",
" 2.214132 | \n",
" 1.244817 | \n",
" 1.096796 | \n",
" 1.199764 | \n",
"
\n",
" \n",
" I8P4_ints_count | \n",
" 134.000000 | \n",
" 112.000000 | \n",
" 109.000000 | \n",
" 114.000000 | \n",
" 116.000000 | \n",
" 111.000000 | \n",
" 121.000000 | \n",
" 109.000000 | \n",
" 124.000000 | \n",
" 105.000000 | \n",
" ... | \n",
" 119.000000 | \n",
" 114.000000 | \n",
" 117.000000 | \n",
" 119.000000 | \n",
" 113.000000 | \n",
" 78.000000 | \n",
" 109.000000 | \n",
" 111.000000 | \n",
" 121.000000 | \n",
" 105.000000 | \n",
"
\n",
" \n",
" I5P4_ints_count | \n",
" 118.000000 | \n",
" 107.000000 | \n",
" 113.000000 | \n",
" 117.000000 | \n",
" 116.000000 | \n",
" 108.000000 | \n",
" 117.000000 | \n",
" 118.000000 | \n",
" 115.000000 | \n",
" 106.000000 | \n",
" ... | \n",
" 113.000000 | \n",
" 115.000000 | \n",
" 117.000000 | \n",
" 111.000000 | \n",
" 113.000000 | \n",
" 108.000000 | \n",
" 113.000000 | \n",
" 108.000000 | \n",
" 120.000000 | \n",
" 115.000000 | \n",
"
\n",
" \n",
" I8L2_ints_count | \n",
" 134.000000 | \n",
" 112.000000 | \n",
" 109.000000 | \n",
" 114.000000 | \n",
" 116.000000 | \n",
" 111.000000 | \n",
" 121.000000 | \n",
" 109.000000 | \n",
" 124.000000 | \n",
" 105.000000 | \n",
" ... | \n",
" 119.000000 | \n",
" 114.000000 | \n",
" 117.000000 | \n",
" 119.000000 | \n",
" 113.000000 | \n",
" 78.000000 | \n",
" 109.000000 | \n",
" 111.000000 | \n",
" 121.000000 | \n",
" 105.000000 | \n",
"
\n",
" \n",
" I5L2_ints_count | \n",
" 118.000000 | \n",
" 107.000000 | \n",
" 113.000000 | \n",
" 117.000000 | \n",
" 116.000000 | \n",
" 108.000000 | \n",
" 117.000000 | \n",
" 118.000000 | \n",
" 115.000000 | \n",
" 106.000000 | \n",
" ... | \n",
" 113.000000 | \n",
" 115.000000 | \n",
" 117.000000 | \n",
" 111.000000 | \n",
" 113.000000 | \n",
" 108.000000 | \n",
" 113.000000 | \n",
" 108.000000 | \n",
" 120.000000 | \n",
" 115.000000 | \n",
"
\n",
" \n",
" I8P4_driftperc | \n",
" 0.670169 | \n",
" 0.268511 | \n",
" 0.481695 | \n",
" 0.281236 | \n",
" 0.280491 | \n",
" 0.518206 | \n",
" 0.516033 | \n",
" 0.283544 | \n",
" 0.383025 | \n",
" 0.609772 | \n",
" ... | \n",
" 0.572280 | \n",
" 0.391738 | \n",
" 0.439022 | \n",
" 0.230562 | \n",
" 0.198156 | \n",
" 0.390081 | \n",
" 0.346405 | \n",
" 0.234292 | \n",
" 0.288580 | \n",
" 0.431598 | \n",
"
\n",
" \n",
" I8P4_localperc | \n",
" 0.483942 | \n",
" 0.371941 | \n",
" 0.386673 | \n",
" 0.410619 | \n",
" 0.297727 | \n",
" 0.473199 | \n",
" 0.329151 | \n",
" 0.193809 | \n",
" 0.331743 | \n",
" 0.292584 | \n",
" ... | \n",
" 0.410755 | \n",
" 0.213306 | \n",
" 0.575802 | \n",
" 0.272240 | \n",
" 0.259558 | \n",
" 0.333604 | \n",
" 0.419729 | \n",
" 0.263404 | \n",
" 0.313003 | \n",
" 0.398498 | \n",
"
\n",
" \n",
" I5P4_driftperc | \n",
" 0.724563 | \n",
" 0.426873 | \n",
" 0.522874 | \n",
" 0.329936 | \n",
" 0.252554 | \n",
" 0.629112 | \n",
" 0.574750 | \n",
" 0.405900 | \n",
" 0.489130 | \n",
" 0.650617 | \n",
" ... | \n",
" 0.861107 | \n",
" 0.286332 | \n",
" 0.779232 | \n",
" 0.477462 | \n",
" 0.353426 | \n",
" 0.600670 | \n",
" 0.641617 | \n",
" 0.308069 | \n",
" 0.480054 | \n",
" 0.422470 | \n",
"
\n",
" \n",
" I5P4_localperc | \n",
" 0.583720 | \n",
" 0.538599 | \n",
" 0.552929 | \n",
" 0.416090 | \n",
" 0.279597 | \n",
" 0.671487 | \n",
" 0.690855 | \n",
" 0.526920 | \n",
" 0.566852 | \n",
" 0.513653 | \n",
" ... | \n",
" 0.525817 | \n",
" 0.379764 | \n",
" 0.974773 | \n",
" 0.588993 | \n",
" 0.454503 | \n",
" 0.576940 | \n",
" 0.633636 | \n",
" 0.329802 | \n",
" 0.480160 | \n",
" 0.428694 | \n",
"
\n",
" \n",
"
\n",
"
16 rows × 97 columns
\n",
"
"
],
"text/plain": [
" 015 016 017 018 019 \\\n",
"I5P4_local 2.918599 2.692996 2.764646 2.080451 1.397983 \n",
"I8P4_local 3.871535 2.975526 3.093386 3.284952 2.381819 \n",
"I8P4_drift 5.361354 2.148091 3.853557 2.249890 2.243927 \n",
"I5P4_drift 3.622814 2.134364 2.614372 1.649681 1.262769 \n",
"I8L2_local 4.633893 3.450640 3.821327 4.219624 3.002175 \n",
"I5L2_local 3.668177 3.682978 3.654972 2.455875 1.859199 \n",
"I8L2_drift 4.718045 1.249453 3.133114 NaN 1.302005 \n",
"I5L2_drift 2.861377 NaN 1.058009 1.009157 0.303845 \n",
"I8P4_ints_count 134.000000 112.000000 109.000000 114.000000 116.000000 \n",
"I5P4_ints_count 118.000000 107.000000 113.000000 117.000000 116.000000 \n",
"I8L2_ints_count 134.000000 112.000000 109.000000 114.000000 116.000000 \n",
"I5L2_ints_count 118.000000 107.000000 113.000000 117.000000 116.000000 \n",
"I8P4_driftperc 0.670169 0.268511 0.481695 0.281236 0.280491 \n",
"I8P4_localperc 0.483942 0.371941 0.386673 0.410619 0.297727 \n",
"I5P4_driftperc 0.724563 0.426873 0.522874 0.329936 0.252554 \n",
"I5P4_localperc 0.583720 0.538599 0.552929 0.416090 0.279597 \n",
"\n",
" 020 021 022 024 025 \\\n",
"I5P4_local 3.357435 3.454273 2.634599 2.834259 2.568266 \n",
"I8P4_local 3.785594 2.633204 1.550475 2.653945 2.340668 \n",
"I8P4_drift 4.145644 4.128266 2.268349 3.064198 4.878173 \n",
"I5P4_drift 3.145559 2.873748 2.029501 2.445649 3.253087 \n",
"I8L2_local 4.632072 3.191604 2.155060 3.318396 2.821277 \n",
"I5L2_local 4.017225 4.294289 3.458614 3.633339 3.150296 \n",
"I8L2_drift 3.171907 3.713490 1.704434 2.328300 4.616893 \n",
"I5L2_drift 2.242502 1.322690 NaN 0.901708 2.693363 \n",
"I8P4_ints_count 111.000000 121.000000 109.000000 124.000000 105.000000 \n",
"I5P4_ints_count 108.000000 117.000000 118.000000 115.000000 106.000000 \n",
"I8L2_ints_count 111.000000 121.000000 109.000000 124.000000 105.000000 \n",
"I5L2_ints_count 108.000000 117.000000 118.000000 115.000000 106.000000 \n",
"I8P4_driftperc 0.518206 0.516033 0.283544 0.383025 0.609772 \n",
"I8P4_localperc 0.473199 0.329151 0.193809 0.331743 0.292584 \n",
"I5P4_driftperc 0.629112 0.574750 0.405900 0.489130 0.650617 \n",
"I5P4_localperc 0.671487 0.690855 0.526920 0.566852 0.513653 \n",
"\n",
" ... 112 113 114 115 \\\n",
"I5P4_local ... 2.629085 1.898820 4.873864 2.944964 \n",
"I8P4_local ... 3.286044 1.706451 4.606419 2.177921 \n",
"I8P4_drift ... 4.578238 3.133905 3.512176 1.844496 \n",
"I5P4_drift ... 4.305536 1.431661 3.896161 2.387312 \n",
"I8L2_local ... 4.000088 2.019105 4.907391 2.770480 \n",
"I5L2_local ... 3.028811 2.350576 6.159270 3.805219 \n",
"I8L2_drift ... 3.969590 2.942201 3.077659 0.685526 \n",
"I5L2_drift ... 4.034357 0.360505 0.999005 NaN \n",
"I8P4_ints_count ... 119.000000 114.000000 117.000000 119.000000 \n",
"I5P4_ints_count ... 113.000000 115.000000 117.000000 111.000000 \n",
"I8L2_ints_count ... 119.000000 114.000000 117.000000 119.000000 \n",
"I5L2_ints_count ... 113.000000 115.000000 117.000000 111.000000 \n",
"I8P4_driftperc ... 0.572280 0.391738 0.439022 0.230562 \n",
"I8P4_localperc ... 0.410755 0.213306 0.575802 0.272240 \n",
"I5P4_driftperc ... 0.861107 0.286332 0.779232 0.477462 \n",
"I5P4_localperc ... 0.525817 0.379764 0.974773 0.588993 \n",
"\n",
" 116 117 118 119 120 \\\n",
"I5P4_local 2.272517 2.884701 3.168178 1.649012 2.400801 \n",
"I8P4_local 2.076461 2.668836 3.357831 2.107230 2.504026 \n",
"I8P4_drift 1.585251 3.120648 2.771240 1.874337 2.308642 \n",
"I5P4_drift 1.767129 3.003352 3.208083 1.540343 2.400271 \n",
"I8L2_local 2.900587 3.620502 4.091578 2.564399 3.293310 \n",
"I5L2_local 3.103455 3.341830 3.927692 1.882107 3.212816 \n",
"I8L2_drift NaN 1.937290 1.487880 1.173633 0.868382 \n",
"I5L2_drift NaN 2.484712 2.214132 1.244817 1.096796 \n",
"I8P4_ints_count 113.000000 78.000000 109.000000 111.000000 121.000000 \n",
"I5P4_ints_count 113.000000 108.000000 113.000000 108.000000 120.000000 \n",
"I8L2_ints_count 113.000000 78.000000 109.000000 111.000000 121.000000 \n",
"I5L2_ints_count 113.000000 108.000000 113.000000 108.000000 120.000000 \n",
"I8P4_driftperc 0.198156 0.390081 0.346405 0.234292 0.288580 \n",
"I8P4_localperc 0.259558 0.333604 0.419729 0.263404 0.313003 \n",
"I5P4_driftperc 0.353426 0.600670 0.641617 0.308069 0.480054 \n",
"I5P4_localperc 0.454503 0.576940 0.633636 0.329802 0.480160 \n",
"\n",
" 121 \n",
"I5P4_local 2.143469 \n",
"I8P4_local 3.187984 \n",
"I8P4_drift 3.452782 \n",
"I5P4_drift 2.112349 \n",
"I8L2_local 4.138898 \n",
"I5L2_local 2.759899 \n",
"I8L2_drift 2.225864 \n",
"I5L2_drift 1.199764 \n",
"I8P4_ints_count 105.000000 \n",
"I5P4_ints_count 115.000000 \n",
"I8L2_ints_count 105.000000 \n",
"I5L2_ints_count 115.000000 \n",
"I8P4_driftperc 0.431598 \n",
"I8P4_localperc 0.398498 \n",
"I5P4_driftperc 0.422470 \n",
"I5P4_localperc 0.428694 \n",
"\n",
"[16 rows x 97 columns]"
]
},
"execution_count": 110,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_isip.T"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# (missing values propagate in pandas arithmetic operations)\n",
"\n",
"total_hours = (dfo.SCAL_qmusic_drumhours + \n",
" dfo.SCAL_qmusic_instrumenthours + \n",
" dfo.SCAL_qmusic_dancehours)\n",
"\n",
"any_hours = (total_hours > 0).astype(int)\n",
"\n",
"#skipna = False: if any missing values, produce a missing-value result\n",
"\n",
"max_skill_level = pd.concat([dfo.SCAL_qmusic_dancelevel, \n",
" dfo.SCAL_qmusic_instrumentlevel, \n",
" dfo.SCAL_qmusic_drumlevel], axis=1).T.max(skipna=False)\n",
"\n",
"sum_skill_level = pd.concat([dfo.SCAL_qmusic_dancelevel, \n",
" dfo.SCAL_qmusic_instrumentlevel, \n",
" dfo.SCAL_qmusic_drumlevel], axis=1).T.sum(skipna=False)\n",
"\n",
"\n",
"social_importance = pd.concat([dfo.SCAL_qmusic_behaviors_12_friendstaste,\n",
" dfo.SCAL_qmusic_behaviors_13_sharingint,\n",
" dfo.SCAL_qmusic_behaviors_14_getinterest,], axis=1).T.sum(skipna=False)\n",
"# (there are no missing values for these three vars)\n",
"\n",
"\n",
"df_constructed = pd.concat(axis=1, \n",
" objs=[any_hours, \n",
" max_skill_level, \n",
" sum_skill_level,\n",
" social_importance], \n",
" keys=['qmusic_calc_anyhours',\n",
" 'qmusic_calc_maxskill',\n",
" 'qmusic_calc_sumskill',\n",
" 'qmusic_calc_socialimp'])"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
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" qmusic_calc_anyhours | \n",
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" qmusic_calc_sumskill | \n",
" qmusic_calc_socialimp | \n",
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" qmusic_calc_anyhours qmusic_calc_maxskill qmusic_calc_sumskill \\\n",
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]
},
{
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"execution_count": 113,
"metadata": {
"collapsed": false
},
"outputs": [
{
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"text": [
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Truncated\n",
"\n",
"I5P4_drift\n",
"limits: 5.52765569721, -0.222743472829\n",
"truncated 8.10995671656 to 5.52765569721.\n"
]
},
{
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"QmCC\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def truncate(s):\n",
" z_limit = 2.97\n",
" maxval = s.mean() + z_limit * s.std()\n",
" minval = s.mean() - z_limit * s.std()\n",
" \n",
" print \"\\n\" + s.name\n",
" print \"limits: {}, {}\".format(maxval, minval)\n",
" assert minval < s.mean() < maxval\n",
" \n",
" def truncval(val):\n",
" tstr = \"truncated {} to {}.\"\n",
" if val > maxval:\n",
" print tstr.format(val, maxval)\n",
" return maxval\n",
" elif val < minval: \n",
" print tstr.format(val, minval)\n",
" if 'DPsd' in s.name:\n",
" print \"WARNING: summary data should not have to be truncated in this direction.\"\n",
" return minval\n",
" else:\n",
" return val\n",
" \n",
" out = s.apply(truncval)\n",
" \n",
" if 'DPsd' in s.name:\n",
" #print('checking...')\n",
" assert out.min() >= 0\n",
" \n",
" return out\n",
"\n",
"def test_trunc(s):\n",
" print \"Original\"\n",
" s.hist()\n",
" plt.show()\n",
" print \"Truncated\"\n",
" truncate(s).hist()\n",
" plt.show()\n",
" \n",
" \n",
"test_trunc(df_isip.I5P4_drift)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"I5P4_local\n",
"limits: 4.90761157606, 0.755692091143\n",
"\n",
"I5P4_local\n",
"limits: 4.90761157606, 0.755692091143\n",
"\n",
"I8P4_local\n",
"limits: 5.29598227358, 0.470629963811\n",
"truncated 6.55088307793 to 5.29598227358.\n",
"\n",
"I8P4_drift\n",
"limits: 6.87780682384, -0.545362091766\n",
"truncated 8.26350638952 to 6.87780682384.\n",
"truncated 7.3133516044 to 6.87780682384.\n",
"\n",
"I5P4_drift\n",
"limits: 5.52765569721, -0.222743472829\n",
"truncated 8.10995671656 to 5.52765569721.\n",
"\n",
"I8L2_local\n",
"limits: 6.58549348051, 0.562338273468\n",
"truncated 9.0214050605 to 6.58549348051.\n",
"\n",
"I5L2_local\n",
"limits: 6.29774676336, 0.891217901061\n",
"truncated 6.41196525963 to 6.29774676336.\n"
]
},
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" I5P4_local | \n",
" I8P4_local | \n",
" I8P4_drift | \n",
" I5P4_drift | \n",
" I8L2_local | \n",
" I5L2_local | \n",
"
\n",
" \n",
" \n",
" \n",
" 015 | \n",
" 2.918599 | \n",
" 3.871535 | \n",
" 5.361354 | \n",
" 3.622814 | \n",
" 4.633893 | \n",
" 3.668177 | \n",
"
\n",
" \n",
" 016 | \n",
" 2.692996 | \n",
" 2.975526 | \n",
" 2.148091 | \n",
" 2.134364 | \n",
" 3.450640 | \n",
" 3.682978 | \n",
"
\n",
" \n",
" 017 | \n",
" 2.764646 | \n",
" 3.093386 | \n",
" 3.853557 | \n",
" 2.614372 | \n",
" 3.821327 | \n",
" 3.654972 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" I5P4_local I8P4_local I8P4_drift I5P4_drift I8L2_local I5L2_local\n",
"015 2.918599 3.871535 5.361354 3.622814 4.633893 3.668177\n",
"016 2.692996 2.975526 2.148091 2.134364 3.450640 3.682978\n",
"017 2.764646 3.093386 3.853557 2.614372 3.821327 3.654972"
]
},
"execution_count": 114,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"drifts = concat_matches(df_isip, 'P4_drift$|local$').apply(truncate)\n",
"drifts.head(3)"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 115,
"metadata": {},
"output_type": "execute_result"
},
{
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"drifts.plot(kind='scatter', x=0,y=1)\n",
"\n",
"#Interesting issue with p. 55 (the outlier on IP54_drift).\n",
"# It appears legitimate: in general the local variation is very\n",
"# small-- but there's a lot of variability, because the subject\n",
"# drifted way down to around 400ms, then jumped up to around 550\n",
"# immediately-- so there were only a couple of intervals where\n",
"# there was a big change from one interval to the next.\n",
"# especially if smoothing across four intervals....."
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"I5P4_local\n",
"limits: 4.90761157606, 0.755692091143\n",
"\n",
"I8P4_local\n",
"limits: 5.29598227358, 0.470629963811\n",
"truncated 6.55088307793 to 5.29598227358.\n",
"\n",
"I8P4_drift\n",
"limits: 6.87780682384, -0.545362091766\n",
"truncated 8.26350638952 to 6.87780682384.\n",
"truncated 7.3133516044 to 6.87780682384.\n",
"\n",
"I5P4_drift\n",
"limits: 5.52765569721, -0.222743472829\n",
"truncated 8.10995671656 to 5.52765569721.\n",
"\n",
"I8L2_local\n",
"limits: 6.58549348051, 0.562338273468\n",
"truncated 9.0214050605 to 6.58549348051.\n",
"\n",
"I5L2_local\n",
"limits: 6.29774676336, 0.891217901061\n",
"truncated 6.41196525963 to 6.29774676336.\n",
"\n",
"I8L2_drift\n",
"limits: 6.38719154181, -1.72402557872\n",
"truncated 7.87241198138 to 6.38719154181.\n",
"truncated 7.06373220524 to 6.38719154181.\n",
"\n",
"I5L2_drift\n",
"limits: 5.13409149892, -1.67860799714\n",
"truncated 8.00023059382 to 5.13409149892.\n",
"\n",
"I8P4_driftperc\n",
"limits: 0.85972585298, -0.0681702614708\n",
"truncated 1.03293829869 to 0.85972585298.\n",
"truncated 0.914168950551 to 0.85972585298.\n",
"\n",
"I8P4_localperc\n",
"limits: 0.661997784197, 0.0588287454764\n",
"truncated 0.818860384741 to 0.661997784197.\n",
"\n",
"I5P4_driftperc\n",
"limits: 1.10553113944, -0.0445486945659\n",
"truncated 1.62199134331 to 1.10553113944.\n",
"\n",
"I5P4_localperc\n",
"limits: 0.981522315213, 0.151138418229\n"
]
}
],
"source": [
"df_isip_out = pd.DataFrame(index = df_isip.index)\n",
"\n",
"for c in df_isip.columns:\n",
" if 'ints_count' in c: \n",
" df_isip_out[c] = df_isip[c]\n",
" else:\n",
" df_isip_out[c + '_trunc'] = truncate(df_isip[c])\n",
" #del df_isip[c]"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" 117.000000 | \n",
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" 116.000000 | \n",
" 111.000000 | \n",
" 121.000000 | \n",
" 109.000000 | \n",
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" 114.000000 | \n",
" 117.000000 | \n",
" 119.000000 | \n",
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" 109.000000 | \n",
" 111.000000 | \n",
" 121.000000 | \n",
" 105.000000 | \n",
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\n",
" \n",
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" 107.000000 | \n",
" 113.000000 | \n",
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" 116.000000 | \n",
" 108.000000 | \n",
" 117.000000 | \n",
" 118.000000 | \n",
" 115.000000 | \n",
" 106.000000 | \n",
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" 115.000000 | \n",
" 117.000000 | \n",
" 111.000000 | \n",
" 113.000000 | \n",
" 108.000000 | \n",
" 113.000000 | \n",
" 108.000000 | \n",
" 120.000000 | \n",
" 115.000000 | \n",
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\n",
" \n",
" I8P4_driftperc_trunc | \n",
" 0.670169 | \n",
" 0.268511 | \n",
" 0.481695 | \n",
" 0.281236 | \n",
" 0.280491 | \n",
" 0.518206 | \n",
" 0.516033 | \n",
" 0.283544 | \n",
" 0.383025 | \n",
" 0.609772 | \n",
" ... | \n",
" 0.572280 | \n",
" 0.391738 | \n",
" 0.439022 | \n",
" 0.230562 | \n",
" 0.198156 | \n",
" 0.390081 | \n",
" 0.346405 | \n",
" 0.234292 | \n",
" 0.288580 | \n",
" 0.431598 | \n",
"
\n",
" \n",
" I8P4_localperc_trunc | \n",
" 0.483942 | \n",
" 0.371941 | \n",
" 0.386673 | \n",
" 0.410619 | \n",
" 0.297727 | \n",
" 0.473199 | \n",
" 0.329151 | \n",
" 0.193809 | \n",
" 0.331743 | \n",
" 0.292584 | \n",
" ... | \n",
" 0.410755 | \n",
" 0.213306 | \n",
" 0.575802 | \n",
" 0.272240 | \n",
" 0.259558 | \n",
" 0.333604 | \n",
" 0.419729 | \n",
" 0.263404 | \n",
" 0.313003 | \n",
" 0.398498 | \n",
"
\n",
" \n",
" I5P4_driftperc_trunc | \n",
" 0.724563 | \n",
" 0.426873 | \n",
" 0.522874 | \n",
" 0.329936 | \n",
" 0.252554 | \n",
" 0.629112 | \n",
" 0.574750 | \n",
" 0.405900 | \n",
" 0.489130 | \n",
" 0.650617 | \n",
" ... | \n",
" 0.861107 | \n",
" 0.286332 | \n",
" 0.779232 | \n",
" 0.477462 | \n",
" 0.353426 | \n",
" 0.600670 | \n",
" 0.641617 | \n",
" 0.308069 | \n",
" 0.480054 | \n",
" 0.422470 | \n",
"
\n",
" \n",
" I5P4_localperc_trunc | \n",
" 0.583720 | \n",
" 0.538599 | \n",
" 0.552929 | \n",
" 0.416090 | \n",
" 0.279597 | \n",
" 0.671487 | \n",
" 0.690855 | \n",
" 0.526920 | \n",
" 0.566852 | \n",
" 0.513653 | \n",
" ... | \n",
" 0.525817 | \n",
" 0.379764 | \n",
" 0.974773 | \n",
" 0.588993 | \n",
" 0.454503 | \n",
" 0.576940 | \n",
" 0.633636 | \n",
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\n",
" \n",
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\n",
"
16 rows × 97 columns
\n",
"
"
],
"text/plain": [
" 015 016 017 018 \\\n",
"I5P4_local_trunc 2.918599 2.692996 2.764646 2.080451 \n",
"I8P4_local_trunc 3.871535 2.975526 3.093386 3.284952 \n",
"I8P4_drift_trunc 5.361354 2.148091 3.853557 2.249890 \n",
"I5P4_drift_trunc 3.622814 2.134364 2.614372 1.649681 \n",
"I8L2_local_trunc 4.633893 3.450640 3.821327 4.219624 \n",
"I5L2_local_trunc 3.668177 3.682978 3.654972 2.455875 \n",
"I8L2_drift_trunc 4.718045 1.249453 3.133114 NaN \n",
"I5L2_drift_trunc 2.861377 NaN 1.058009 1.009157 \n",
"I8P4_ints_count 134.000000 112.000000 109.000000 114.000000 \n",
"I5P4_ints_count 118.000000 107.000000 113.000000 117.000000 \n",
"I8L2_ints_count 134.000000 112.000000 109.000000 114.000000 \n",
"I5L2_ints_count 118.000000 107.000000 113.000000 117.000000 \n",
"I8P4_driftperc_trunc 0.670169 0.268511 0.481695 0.281236 \n",
"I8P4_localperc_trunc 0.483942 0.371941 0.386673 0.410619 \n",
"I5P4_driftperc_trunc 0.724563 0.426873 0.522874 0.329936 \n",
"I5P4_localperc_trunc 0.583720 0.538599 0.552929 0.416090 \n",
"\n",
" 019 020 021 022 \\\n",
"I5P4_local_trunc 1.397983 3.357435 3.454273 2.634599 \n",
"I8P4_local_trunc 2.381819 3.785594 2.633204 1.550475 \n",
"I8P4_drift_trunc 2.243927 4.145644 4.128266 2.268349 \n",
"I5P4_drift_trunc 1.262769 3.145559 2.873748 2.029501 \n",
"I8L2_local_trunc 3.002175 4.632072 3.191604 2.155060 \n",
"I5L2_local_trunc 1.859199 4.017225 4.294289 3.458614 \n",
"I8L2_drift_trunc 1.302005 3.171907 3.713490 1.704434 \n",
"I5L2_drift_trunc 0.303845 2.242502 1.322690 NaN \n",
"I8P4_ints_count 116.000000 111.000000 121.000000 109.000000 \n",
"I5P4_ints_count 116.000000 108.000000 117.000000 118.000000 \n",
"I8L2_ints_count 116.000000 111.000000 121.000000 109.000000 \n",
"I5L2_ints_count 116.000000 108.000000 117.000000 118.000000 \n",
"I8P4_driftperc_trunc 0.280491 0.518206 0.516033 0.283544 \n",
"I8P4_localperc_trunc 0.297727 0.473199 0.329151 0.193809 \n",
"I5P4_driftperc_trunc 0.252554 0.629112 0.574750 0.405900 \n",
"I5P4_localperc_trunc 0.279597 0.671487 0.690855 0.526920 \n",
"\n",
" 024 025 ... 112 \\\n",
"I5P4_local_trunc 2.834259 2.568266 ... 2.629085 \n",
"I8P4_local_trunc 2.653945 2.340668 ... 3.286044 \n",
"I8P4_drift_trunc 3.064198 4.878173 ... 4.578238 \n",
"I5P4_drift_trunc 2.445649 3.253087 ... 4.305536 \n",
"I8L2_local_trunc 3.318396 2.821277 ... 4.000088 \n",
"I5L2_local_trunc 3.633339 3.150296 ... 3.028811 \n",
"I8L2_drift_trunc 2.328300 4.616893 ... 3.969590 \n",
"I5L2_drift_trunc 0.901708 2.693363 ... 4.034357 \n",
"I8P4_ints_count 124.000000 105.000000 ... 119.000000 \n",
"I5P4_ints_count 115.000000 106.000000 ... 113.000000 \n",
"I8L2_ints_count 124.000000 105.000000 ... 119.000000 \n",
"I5L2_ints_count 115.000000 106.000000 ... 113.000000 \n",
"I8P4_driftperc_trunc 0.383025 0.609772 ... 0.572280 \n",
"I8P4_localperc_trunc 0.331743 0.292584 ... 0.410755 \n",
"I5P4_driftperc_trunc 0.489130 0.650617 ... 0.861107 \n",
"I5P4_localperc_trunc 0.566852 0.513653 ... 0.525817 \n",
"\n",
" 113 114 115 116 \\\n",
"I5P4_local_trunc 1.898820 4.873864 2.944964 2.272517 \n",
"I8P4_local_trunc 1.706451 4.606419 2.177921 2.076461 \n",
"I8P4_drift_trunc 3.133905 3.512176 1.844496 1.585251 \n",
"I5P4_drift_trunc 1.431661 3.896161 2.387312 1.767129 \n",
"I8L2_local_trunc 2.019105 4.907391 2.770480 2.900587 \n",
"I5L2_local_trunc 2.350576 6.159270 3.805219 3.103455 \n",
"I8L2_drift_trunc 2.942201 3.077659 0.685526 NaN \n",
"I5L2_drift_trunc 0.360505 0.999005 NaN NaN \n",
"I8P4_ints_count 114.000000 117.000000 119.000000 113.000000 \n",
"I5P4_ints_count 115.000000 117.000000 111.000000 113.000000 \n",
"I8L2_ints_count 114.000000 117.000000 119.000000 113.000000 \n",
"I5L2_ints_count 115.000000 117.000000 111.000000 113.000000 \n",
"I8P4_driftperc_trunc 0.391738 0.439022 0.230562 0.198156 \n",
"I8P4_localperc_trunc 0.213306 0.575802 0.272240 0.259558 \n",
"I5P4_driftperc_trunc 0.286332 0.779232 0.477462 0.353426 \n",
"I5P4_localperc_trunc 0.379764 0.974773 0.588993 0.454503 \n",
"\n",
" 117 118 119 120 \\\n",
"I5P4_local_trunc 2.884701 3.168178 1.649012 2.400801 \n",
"I8P4_local_trunc 2.668836 3.357831 2.107230 2.504026 \n",
"I8P4_drift_trunc 3.120648 2.771240 1.874337 2.308642 \n",
"I5P4_drift_trunc 3.003352 3.208083 1.540343 2.400271 \n",
"I8L2_local_trunc 3.620502 4.091578 2.564399 3.293310 \n",
"I5L2_local_trunc 3.341830 3.927692 1.882107 3.212816 \n",
"I8L2_drift_trunc 1.937290 1.487880 1.173633 0.868382 \n",
"I5L2_drift_trunc 2.484712 2.214132 1.244817 1.096796 \n",
"I8P4_ints_count 78.000000 109.000000 111.000000 121.000000 \n",
"I5P4_ints_count 108.000000 113.000000 108.000000 120.000000 \n",
"I8L2_ints_count 78.000000 109.000000 111.000000 121.000000 \n",
"I5L2_ints_count 108.000000 113.000000 108.000000 120.000000 \n",
"I8P4_driftperc_trunc 0.390081 0.346405 0.234292 0.288580 \n",
"I8P4_localperc_trunc 0.333604 0.419729 0.263404 0.313003 \n",
"I5P4_driftperc_trunc 0.600670 0.641617 0.308069 0.480054 \n",
"I5P4_localperc_trunc 0.576940 0.633636 0.329802 0.480160 \n",
"\n",
" 121 \n",
"I5P4_local_trunc 2.143469 \n",
"I8P4_local_trunc 3.187984 \n",
"I8P4_drift_trunc 3.452782 \n",
"I5P4_drift_trunc 2.112349 \n",
"I8L2_local_trunc 4.138898 \n",
"I5L2_local_trunc 2.759899 \n",
"I8L2_drift_trunc 2.225864 \n",
"I5L2_drift_trunc 1.199764 \n",
"I8P4_ints_count 105.000000 \n",
"I5P4_ints_count 115.000000 \n",
"I8L2_ints_count 105.000000 \n",
"I5L2_ints_count 115.000000 \n",
"I8P4_driftperc_trunc 0.431598 \n",
"I8P4_localperc_trunc 0.398498 \n",
"I5P4_driftperc_trunc 0.422470 \n",
"I5P4_localperc_trunc 0.428694 \n",
"\n",
"[16 rows x 97 columns]"
]
},
"execution_count": 117,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_isip_out.T"
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" 7.004012 | \n",
" 4.608983 | \n",
" 3.167766 | \n",
" 3.170995 | \n",
" 3.186261 | \n",
" ... | \n",
" 6.123362 | \n",
" 2.799212 | \n",
" 4.586392 | \n",
" 4.075651 | \n",
" 2.487950 | \n",
" 5.184207 | \n",
" 5.405130 | \n",
" 2.827062 | \n",
" 5.538719 | \n",
" 4.245075 | \n",
"
\n",
" \n",
" SMSR_iso5t1_DPct | \n",
" 109.000000 | \n",
" 116.000000 | \n",
" 117.000000 | \n",
" 116.000000 | \n",
" 116.000000 | \n",
" 117.000000 | \n",
" 116.000000 | \n",
" 114.000000 | \n",
" 116.000000 | \n",
" 110.000000 | \n",
" ... | \n",
" 114.000000 | \n",
" 115.000000 | \n",
" 113.000000 | \n",
" 112.000000 | \n",
" 113.000000 | \n",
" 114.000000 | \n",
" 114.000000 | \n",
" 114.000000 | \n",
" 98.000000 | \n",
" 114.000000 | \n",
"
\n",
" \n",
" SMSR_iso8t1_DPm | \n",
" -3.198754 | \n",
" -2.827224 | \n",
" -13.311147 | \n",
" -0.553203 | \n",
" -2.327200 | \n",
" -3.092538 | \n",
" -1.458121 | \n",
" 0.968610 | \n",
" -2.741571 | \n",
" 0.354671 | \n",
" ... | \n",
" -5.737524 | \n",
" 0.205687 | \n",
" -0.826352 | \n",
" -2.226755 | \n",
" -1.372491 | \n",
" -1.247007 | \n",
" 1.162443 | \n",
" -0.060845 | \n",
" -9.056157 | \n",
" -3.304496 | \n",
"
\n",
" \n",
" SMSR_iso8t1_DPsd | \n",
" 7.944039 | \n",
" 2.964738 | \n",
" 9.624027 | \n",
" 5.005393 | \n",
" 2.431597 | \n",
" 6.505625 | \n",
" 4.433459 | \n",
" 2.268350 | \n",
" 4.452189 | \n",
" 4.964179 | \n",
" ... | \n",
" 8.144077 | \n",
" 2.344456 | \n",
" 6.235354 | \n",
" 3.659721 | \n",
" 2.334648 | \n",
" 5.438937 | \n",
" 3.613148 | \n",
" 2.767637 | \n",
" 4.298762 | \n",
" 5.691151 | \n",
"
\n",
" \n",
" SMSR_iso8t1_DPct | \n",
" 84.000000 | \n",
" 104.000000 | \n",
" 103.000000 | \n",
" 106.000000 | \n",
" 107.000000 | \n",
" 101.000000 | \n",
" 106.000000 | \n",
" 104.000000 | \n",
" 107.000000 | \n",
" 103.000000 | \n",
" ... | \n",
" 98.000000 | \n",
" 104.000000 | \n",
" 104.000000 | \n",
" 106.000000 | \n",
" 106.000000 | \n",
" 103.000000 | \n",
" 106.000000 | \n",
" 104.000000 | \n",
" 102.000000 | \n",
" 105.000000 | \n",
"
\n",
" \n",
" SMSR_iso5t2_DPm | \n",
" -7.320309 | \n",
" -0.609046 | \n",
" -2.155283 | \n",
" -2.628721 | \n",
" -0.035660 | \n",
" -3.025222 | \n",
" -5.794925 | \n",
" -1.195840 | \n",
" -1.939757 | \n",
" 0.793761 | \n",
" ... | \n",
" -10.848408 | \n",
" 1.998485 | \n",
" -2.249983 | \n",
" -0.615855 | \n",
" -2.109468 | \n",
" -10.922451 | \n",
" -1.735612 | \n",
" 1.315051 | \n",
" -11.177051 | \n",
" -7.462378 | \n",
"
\n",
" \n",
" SMSR_iso5t2_DPsd | \n",
" 8.438450 | \n",
" 3.522687 | \n",
" 3.871627 | \n",
" 3.373599 | \n",
" 2.612512 | \n",
" 7.021192 | \n",
" 5.208270 | \n",
" 3.488723 | \n",
" 3.281671 | \n",
" 5.276439 | \n",
" ... | \n",
" 5.511892 | \n",
" 2.801852 | \n",
" 6.319350 | \n",
" 4.716004 | \n",
" 3.143240 | \n",
" 4.653159 | \n",
" 4.076174 | \n",
" 3.167036 | \n",
" 5.855743 | \n",
" 4.506521 | \n",
"
\n",
" \n",
" SMSR_iso5t2_DPct | \n",
" 102.000000 | \n",
" 115.000000 | \n",
" 113.000000 | \n",
" 116.000000 | \n",
" 117.000000 | \n",
" 112.000000 | \n",
" 116.000000 | \n",
" 117.000000 | \n",
" 116.000000 | \n",
" 98.000000 | \n",
" ... | \n",
" 114.000000 | \n",
" 113.000000 | \n",
" 109.000000 | \n",
" 116.000000 | \n",
" 117.000000 | \n",
" 114.000000 | \n",
" 114.000000 | \n",
" 116.000000 | \n",
" 114.000000 | \n",
" 110.000000 | \n",
"
\n",
" \n",
" SMSR_iso8t2_DPm | \n",
" NaN | \n",
" -4.064043 | \n",
" -4.258572 | \n",
" -0.759809 | \n",
" -1.704668 | \n",
" -1.823981 | \n",
" -1.913083 | \n",
" 0.890989 | \n",
" -2.384110 | \n",
" 0.150065 | \n",
" ... | \n",
" -1.732022 | \n",
" -0.082369 | \n",
" -6.790021 | \n",
" -1.854593 | \n",
" -1.226942 | \n",
" -3.161301 | \n",
" 0.728819 | \n",
" -1.877539 | \n",
" -4.290588 | \n",
" -5.760608 | \n",
"
\n",
" \n",
" SMSR_iso8t2_DPsd | \n",
" NaN | \n",
" 3.101403 | \n",
" 5.063099 | \n",
" 5.568829 | \n",
" 3.404020 | \n",
" 6.388830 | \n",
" 4.368410 | \n",
" 2.339890 | \n",
" 4.170302 | \n",
" 4.422124 | \n",
" ... | \n",
" 5.838884 | \n",
" 2.772427 | \n",
" 6.077328 | \n",
" 3.511975 | \n",
" 2.276168 | \n",
" 4.564913 | \n",
" 2.928230 | \n",
" 3.214585 | \n",
" 3.713862 | \n",
" 5.989694 | \n",
"
\n",
" \n",
" SMSR_iso8t2_DPct | \n",
" NaN | \n",
" 105.000000 | \n",
" 105.000000 | \n",
" 107.000000 | \n",
" 107.000000 | \n",
" 102.000000 | \n",
" 106.000000 | \n",
" 106.000000 | \n",
" 107.000000 | \n",
" 101.000000 | \n",
" ... | \n",
" 96.000000 | \n",
" 104.000000 | \n",
" 102.000000 | \n",
" 102.000000 | \n",
" 105.000000 | \n",
" 105.000000 | \n",
" 104.000000 | \n",
" 105.000000 | \n",
" 106.000000 | \n",
" 101.000000 | \n",
"
\n",
" \n",
" SMSR_lin5t_DPm | \n",
" NaN | \n",
" -4.440936 | \n",
" -8.097466 | \n",
" -4.785265 | \n",
" -2.822426 | \n",
" -7.847768 | \n",
" -8.081455 | \n",
" -2.905709 | \n",
" -2.321764 | \n",
" -1.148714 | \n",
" ... | \n",
" -13.171428 | \n",
" -1.070807 | \n",
" -11.101964 | \n",
" -4.147904 | \n",
" -3.269580 | \n",
" -6.060567 | \n",
" -2.044255 | \n",
" -4.613583 | \n",
" -6.337286 | \n",
" -7.769085 | \n",
"
\n",
" \n",
" SMSR_lin5t_DPsd | \n",
" NaN | \n",
" 3.804005 | \n",
" 4.959168 | \n",
" 4.888448 | \n",
" 4.628010 | \n",
" 7.409937 | \n",
" 5.736285 | \n",
" 3.561546 | \n",
" 4.532819 | \n",
" 6.311407 | \n",
" ... | \n",
" 11.863541 | \n",
" 3.458209 | \n",
" 7.417736 | \n",
" 4.439277 | \n",
" 3.199540 | \n",
" 6.582733 | \n",
" 5.129986 | \n",
" 4.204554 | \n",
" 5.773415 | \n",
" 7.357143 | \n",
"
\n",
" \n",
" SMSR_lin5t_DPct | \n",
" NaN | \n",
" 155.000000 | \n",
" 154.000000 | \n",
" 154.000000 | \n",
" 155.000000 | \n",
" 149.000000 | \n",
" 156.000000 | \n",
" 155.000000 | \n",
" 157.000000 | \n",
" 149.000000 | \n",
" ... | \n",
" 121.000000 | \n",
" 150.000000 | \n",
" 148.000000 | \n",
" 141.000000 | \n",
" 154.000000 | \n",
" 150.000000 | \n",
" 154.000000 | \n",
" 152.000000 | \n",
" 157.000000 | \n",
" 143.000000 | \n",
"
\n",
" \n",
" SMSR_lin8t_DPm | \n",
" -1.466780 | \n",
" -2.207710 | \n",
" -1.394524 | \n",
" -0.767171 | \n",
" -1.167629 | \n",
" -2.313080 | \n",
" -0.667972 | \n",
" -0.196244 | \n",
" -2.514913 | \n",
" 2.739635 | \n",
" ... | \n",
" -2.061360 | \n",
" 2.228288 | \n",
" 1.177425 | \n",
" -1.581256 | \n",
" -2.067663 | \n",
" -4.227632 | \n",
" 2.762494 | \n",
" 0.389404 | \n",
" -2.219642 | \n",
" -3.069498 | \n",
"
\n",
" \n",
" SMSR_lin8t_DPsd | \n",
" 11.049303 | \n",
" 3.797363 | \n",
" 5.997794 | \n",
" 4.568257 | \n",
" 4.510050 | \n",
" 5.714329 | \n",
" 4.928837 | \n",
" 3.213383 | \n",
" 5.215915 | \n",
" 5.288537 | \n",
" ... | \n",
" 7.265519 | \n",
" 2.892864 | \n",
" 6.500740 | \n",
" 3.968508 | \n",
" 3.315846 | \n",
" 6.912513 | \n",
" 4.916196 | \n",
" 3.477552 | \n",
" 5.289070 | \n",
" 5.277031 | \n",
"
\n",
" \n",
" SMSR_lin8t_DPct | \n",
" 114.000000 | \n",
" 156.000000 | \n",
" 151.000000 | \n",
" 156.000000 | \n",
" 156.000000 | \n",
" 155.000000 | \n",
" 156.000000 | \n",
" 156.000000 | \n",
" 157.000000 | \n",
" 153.000000 | \n",
" ... | \n",
" 147.000000 | \n",
" 154.000000 | \n",
" 153.000000 | \n",
" 146.000000 | \n",
" 156.000000 | \n",
" 134.000000 | \n",
" 151.000000 | \n",
" 155.000000 | \n",
" 153.000000 | \n",
" 150.000000 | \n",
"
\n",
" \n",
" SMSR_phase5t_DPm | \n",
" -8.176227 | \n",
" -2.727189 | \n",
" -4.037511 | \n",
" -3.222491 | \n",
" -0.056542 | \n",
" -3.009335 | \n",
" -4.691215 | \n",
" -0.877772 | \n",
" -1.028469 | \n",
" 2.607912 | \n",
" ... | \n",
" -7.511362 | \n",
" 2.751770 | \n",
" -4.868650 | \n",
" -0.907275 | \n",
" -1.493659 | \n",
" -7.582498 | \n",
" 3.159855 | \n",
" 2.719712 | \n",
" -6.585747 | \n",
" -2.178178 | \n",
"
\n",
" \n",
" SMSR_phase5t_DPsd | \n",
" 18.286210 | \n",
" 4.636219 | \n",
" 6.101449 | \n",
" 6.015203 | \n",
" 5.880533 | \n",
" 8.832377 | \n",
" 5.631446 | \n",
" 5.549757 | \n",
" 6.495490 | \n",
" 8.974706 | \n",
" ... | \n",
" 8.618557 | \n",
" 4.244219 | \n",
" 7.097735 | \n",
" 10.690847 | \n",
" 4.345646 | \n",
" 9.021404 | \n",
" 8.359160 | \n",
" 4.832540 | \n",
" 6.673500 | \n",
" 7.992546 | \n",
"
\n",
" \n",
" SMSR_phase5t_DPct | \n",
" 143.000000 | \n",
" 155.000000 | \n",
" 154.000000 | \n",
" 155.000000 | \n",
" 156.000000 | \n",
" 144.000000 | \n",
" 156.000000 | \n",
" 154.000000 | \n",
" 157.000000 | \n",
" 147.000000 | \n",
" ... | \n",
" 154.000000 | \n",
" 153.000000 | \n",
" 152.000000 | \n",
" 155.000000 | \n",
" 152.000000 | \n",
" 148.000000 | \n",
" 153.000000 | \n",
" 153.000000 | \n",
" 153.000000 | \n",
" 149.000000 | \n",
"
\n",
" \n",
" SMSR_phase8t_DPm | \n",
" -4.950975 | \n",
" -3.443382 | \n",
" -11.261584 | \n",
" 2.320622 | \n",
" -0.540736 | \n",
" -2.155307 | \n",
" -3.021885 | \n",
" 0.223643 | \n",
" -2.313902 | \n",
" 1.552980 | \n",
" ... | \n",
" -5.626800 | \n",
" 0.941978 | \n",
" -7.163684 | \n",
" -3.237063 | \n",
" -1.668319 | \n",
" -1.081923 | \n",
" 2.320129 | \n",
" -0.321672 | \n",
" -5.452793 | \n",
" -3.261694 | \n",
"
\n",
" \n",
" SMSR_phase8t_DPsd | \n",
" 30.292411 | \n",
" 4.223427 | \n",
" 6.801106 | \n",
" 7.011985 | \n",
" 3.834770 | \n",
" 7.823846 | \n",
" 5.464373 | \n",
" 5.537968 | \n",
" 5.319286 | \n",
" 6.812584 | \n",
" ... | \n",
" 6.988509 | \n",
" 5.164350 | \n",
" 6.926644 | \n",
" 5.851449 | \n",
" 4.129328 | \n",
" 7.146782 | \n",
" 6.167211 | \n",
" 4.298461 | \n",
" 5.503316 | \n",
" 11.802603 | \n",
"
\n",
" \n",
" SMSR_phase8t_DPct | \n",
" 132.000000 | \n",
" 156.000000 | \n",
" 155.000000 | \n",
" 156.000000 | \n",
" 155.000000 | \n",
" 154.000000 | \n",
" 156.000000 | \n",
" 154.000000 | \n",
" 156.000000 | \n",
" 120.000000 | \n",
" ... | \n",
" 154.000000 | \n",
" 154.000000 | \n",
" 147.000000 | \n",
" 152.000000 | \n",
" 156.000000 | \n",
" 153.000000 | \n",
" 152.000000 | \n",
" 153.000000 | \n",
" 154.000000 | \n",
" 143.000000 | \n",
"
\n",
" \n",
" SMSR_iso5j_DPm | \n",
" -7.884204 | \n",
" -6.820084 | \n",
" -5.270395 | \n",
" -0.552320 | \n",
" -3.343108 | \n",
" -6.488198 | \n",
" -3.588275 | \n",
" -2.625491 | \n",
" -5.292310 | \n",
" -7.260642 | \n",
" ... | \n",
" -11.322089 | \n",
" 0.992438 | \n",
" -15.303739 | \n",
" -1.575724 | \n",
" -2.164280 | \n",
" -14.291407 | \n",
" 2.168237 | \n",
" 1.390152 | \n",
" -8.451801 | \n",
" -1.549586 | \n",
"
\n",
" \n",
" SMSR_iso5j_DPsd | \n",
" 4.344289 | \n",
" 5.180662 | \n",
" 5.260285 | \n",
" 6.896868 | \n",
" 6.576153 | \n",
" 6.369871 | \n",
" 5.687223 | \n",
" 5.210024 | \n",
" 6.350138 | \n",
" 5.514704 | \n",
" ... | \n",
" 6.121927 | \n",
" 5.109652 | \n",
" 8.639169 | \n",
" 6.185684 | \n",
" 4.871451 | \n",
" 5.396906 | \n",
" 8.370299 | \n",
" 4.820479 | \n",
" 5.017404 | \n",
" 5.578518 | \n",
"
\n",
" \n",
" SMSR_iso5j_DPct | \n",
" 103.000000 | \n",
" 106.000000 | \n",
" 106.000000 | \n",
" 106.000000 | \n",
" 107.000000 | \n",
" 102.000000 | \n",
" 106.000000 | \n",
" 107.000000 | \n",
" 107.000000 | \n",
" 100.000000 | \n",
" ... | \n",
" 105.000000 | \n",
" 104.000000 | \n",
" 96.000000 | \n",
" 104.000000 | \n",
" 105.000000 | \n",
" 101.000000 | \n",
" 104.000000 | \n",
" 104.000000 | \n",
" 104.000000 | \n",
" 105.000000 | \n",
"
\n",
" \n",
" SMSR_iso8j_DPm | \n",
" NaN | \n",
" -6.218841 | \n",
" -10.064092 | \n",
" -4.987855 | \n",
" -9.660025 | \n",
" -7.975747 | \n",
" -8.929854 | \n",
" 1.649018 | \n",
" -6.925825 | \n",
" -2.223467 | \n",
" ... | \n",
" -12.004863 | \n",
" -2.133730 | \n",
" -11.930682 | \n",
" -5.926679 | \n",
" -5.893919 | \n",
" -4.632284 | \n",
" 0.058726 | \n",
" -5.148439 | \n",
" -7.448876 | \n",
" -10.669810 | \n",
"
\n",
" \n",
" SMSR_iso8j_DPsd | \n",
" NaN | \n",
" 5.435017 | \n",
" 8.475535 | \n",
" 5.883866 | \n",
" 5.660678 | \n",
" 6.168150 | \n",
" 5.515570 | \n",
" 5.788754 | \n",
" 6.075278 | \n",
" 6.741509 | \n",
" ... | \n",
" 8.035791 | \n",
" 3.907462 | \n",
" 6.181960 | \n",
" 5.100964 | \n",
" 5.519451 | \n",
" 4.905857 | \n",
" 6.811418 | \n",
" 4.125815 | \n",
" 4.164116 | \n",
" 5.553144 | \n",
"
\n",
" \n",
" SMSR_iso8j_DPct | \n",
" NaN | \n",
" 106.000000 | \n",
" 107.000000 | \n",
" 105.000000 | \n",
" 107.000000 | \n",
" 106.000000 | \n",
" 107.000000 | \n",
" 106.000000 | \n",
" 107.000000 | \n",
" 100.000000 | \n",
" ... | \n",
" 103.000000 | \n",
" 104.000000 | \n",
" 103.000000 | \n",
" 104.000000 | \n",
" 106.000000 | \n",
" 106.000000 | \n",
" 106.000000 | \n",
" 106.000000 | \n",
" 104.000000 | \n",
" 107.000000 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" SMSR_phase5t_nrm_DPm | \n",
" NaN | \n",
" -3.494445 | \n",
" -6.023428 | \n",
" -4.044406 | \n",
" -0.096803 | \n",
" -4.921805 | \n",
" -6.586367 | \n",
" -1.663917 | \n",
" -2.646197 | \n",
" NaN | \n",
" ... | \n",
" -5.554789 | \n",
" 1.637512 | \n",
" -2.384650 | \n",
" -2.340948 | \n",
" -1.170212 | \n",
" NaN | \n",
" 8.454378 | \n",
" 2.841347 | \n",
" -6.206281 | \n",
" NaN | \n",
"
\n",
" \n",
" SMSR_phase5t_nrm_DPsd | \n",
" NaN | \n",
" 3.447075 | \n",
" 5.069596 | \n",
" 4.472898 | \n",
" 3.686194 | \n",
" 6.961424 | \n",
" 5.077150 | \n",
" 3.764374 | \n",
" 4.054006 | \n",
" NaN | \n",
" ... | \n",
" 8.672406 | \n",
" 2.702044 | \n",
" 7.063415 | \n",
" 6.217980 | \n",
" 3.661628 | \n",
" NaN | \n",
" 4.156459 | \n",
" 3.642057 | \n",
" 6.085368 | \n",
" NaN | \n",
"
\n",
" \n",
" SMSR_phase5t_nrm_DPct | \n",
" NaN | \n",
" 58.000000 | \n",
" 50.000000 | \n",
" 58.000000 | \n",
" 58.000000 | \n",
" 51.000000 | \n",
" 58.000000 | \n",
" 50.000000 | \n",
" 62.000000 | \n",
" NaN | \n",
" ... | \n",
" 50.000000 | \n",
" 49.000000 | \n",
" 55.000000 | \n",
" 54.000000 | \n",
" 49.000000 | \n",
" NaN | \n",
" 49.000000 | \n",
" 49.000000 | \n",
" 50.000000 | \n",
" NaN | \n",
"
\n",
" \n",
" SMSR_phase8t_nrm_DPm | \n",
" NaN | \n",
" -2.738324 | \n",
" -12.613996 | \n",
" 2.200945 | \n",
" -0.550671 | \n",
" -2.789755 | \n",
" -1.841289 | \n",
" -1.104148 | \n",
" -2.114991 | \n",
" NaN | \n",
" ... | \n",
" -8.864571 | \n",
" 1.167334 | \n",
" -6.006915 | \n",
" -3.760204 | \n",
" -2.231690 | \n",
" NaN | \n",
" 0.507251 | \n",
" -0.716042 | \n",
" -5.191294 | \n",
" NaN | \n",
"
\n",
" \n",
" SMSR_phase8t_nrm_DPsd | \n",
" NaN | \n",
" 2.685532 | \n",
" 7.588504 | \n",
" 4.675063 | \n",
" 2.654889 | \n",
" 5.970898 | \n",
" 4.366131 | \n",
" 2.256640 | \n",
" 4.987632 | \n",
" NaN | \n",
" ... | \n",
" 6.390464 | \n",
" 2.777576 | \n",
" 5.458047 | \n",
" 3.717879 | \n",
" 3.070182 | \n",
" NaN | \n",
" 4.423234 | \n",
" 2.651028 | \n",
" 4.713386 | \n",
" NaN | \n",
"
\n",
" \n",
" SMSR_phase8t_nrm_DPct | \n",
" NaN | \n",
" 65.000000 | \n",
" 57.000000 | \n",
" 61.000000 | \n",
" 57.000000 | \n",
" 60.000000 | \n",
" 61.000000 | \n",
" 50.000000 | \n",
" 61.000000 | \n",
" NaN | \n",
" ... | \n",
" 50.000000 | \n",
" 57.000000 | \n",
" 56.000000 | \n",
" 56.000000 | \n",
" 62.000000 | \n",
" NaN | \n",
" 48.000000 | \n",
" 56.000000 | \n",
" 50.000000 | \n",
" NaN | \n",
"
\n",
" \n",
" SMSR_phase5j_nrm_DPm | \n",
" -11.148969 | \n",
" -3.325956 | \n",
" -2.762491 | \n",
" -7.626405 | \n",
" -7.175838 | \n",
" -8.508095 | \n",
" -5.800228 | \n",
" -10.196515 | \n",
" -3.477511 | \n",
" -4.929744 | \n",
" ... | \n",
" -11.247372 | \n",
" 1.597960 | \n",
" -10.049117 | \n",
" -3.918322 | \n",
" -5.244204 | \n",
" NaN | \n",
" -6.636588 | \n",
" -4.443068 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" SMSR_phase5j_nrm_DPsd | \n",
" 9.831048 | \n",
" 4.675775 | \n",
" 8.093669 | \n",
" 6.432369 | \n",
" 8.611338 | \n",
" 7.374434 | \n",
" 6.468034 | \n",
" 7.577475 | \n",
" 5.779530 | \n",
" 9.186420 | \n",
" ... | \n",
" 7.306804 | \n",
" 6.047968 | \n",
" 8.028764 | \n",
" 6.527422 | \n",
" 5.395921 | \n",
" NaN | \n",
" 5.343027 | \n",
" 5.422876 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" SMSR_phase5j_nrm_DPct | \n",
" 46.000000 | \n",
" 58.000000 | \n",
" 52.000000 | \n",
" 56.000000 | \n",
" 58.000000 | \n",
" 59.000000 | \n",
" 58.000000 | \n",
" 50.000000 | \n",
" 62.000000 | \n",
" 49.000000 | \n",
" ... | \n",
" 49.000000 | \n",
" 44.000000 | \n",
" 45.000000 | \n",
" 49.000000 | \n",
" 62.000000 | \n",
" NaN | \n",
" 50.000000 | \n",
" 50.000000 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" SMSR_phase8j_nrm_DPm | \n",
" -9.921800 | \n",
" -5.485820 | \n",
" -11.594407 | \n",
" 0.012137 | \n",
" -1.695137 | \n",
" -13.082447 | \n",
" -9.177448 | \n",
" -1.539006 | \n",
" -5.807808 | \n",
" -1.357039 | \n",
" ... | \n",
" -11.380748 | \n",
" -4.138816 | \n",
" -11.430767 | \n",
" -8.163726 | \n",
" -8.763223 | \n",
" -2.627231 | \n",
" -4.346571 | \n",
" -4.187103 | \n",
" NaN | \n",
" -12.947842 | \n",
"
\n",
" \n",
" SMSR_phase8j_nrm_DPsd | \n",
" 6.769322 | \n",
" 3.882251 | \n",
" 7.146704 | \n",
" 5.035754 | \n",
" 9.043339 | \n",
" 9.028088 | \n",
" 5.704594 | \n",
" 5.154211 | \n",
" 6.207823 | \n",
" 6.458522 | \n",
" ... | \n",
" 6.210700 | \n",
" 4.500170 | \n",
" 7.667751 | \n",
" 4.890995 | \n",
" 5.952829 | \n",
" 7.561797 | \n",
" 6.687784 | \n",
" 4.882306 | \n",
" NaN | \n",
" 5.635160 | \n",
"
\n",
" \n",
" SMSR_phase8j_nrm_DPct | \n",
" 49.000000 | \n",
" 62.000000 | \n",
" 57.000000 | \n",
" 58.000000 | \n",
" 62.000000 | \n",
" 50.000000 | \n",
" 62.000000 | \n",
" 58.000000 | \n",
" 62.000000 | \n",
" 50.000000 | \n",
" ... | \n",
" 58.000000 | \n",
" 50.000000 | \n",
" 61.000000 | \n",
" 57.000000 | \n",
" 55.000000 | \n",
" 56.000000 | \n",
" 58.000000 | \n",
" 58.000000 | \n",
" NaN | \n",
" 58.000000 | \n",
"
\n",
" \n",
" SMSR_lint_610690_DPm | \n",
" -5.904932 | \n",
" -3.629545 | \n",
" -5.018314 | \n",
" -1.965972 | \n",
" -1.046649 | \n",
" -6.135196 | \n",
" -4.141515 | \n",
" -1.082157 | \n",
" -2.521295 | \n",
" 1.547984 | \n",
" ... | \n",
" -13.675623 | \n",
" 0.477503 | \n",
" -5.995810 | \n",
" -2.384010 | \n",
" -1.992656 | \n",
" -3.592472 | \n",
" 1.334023 | \n",
" -2.638309 | \n",
" -3.920254 | \n",
" -2.610475 | \n",
"
\n",
" \n",
" SMSR_lint_610690_DPsd | \n",
" 14.214295 | \n",
" 3.647491 | \n",
" 6.254805 | \n",
" 4.769801 | \n",
" 5.044258 | \n",
" 7.952984 | \n",
" 6.309685 | \n",
" 3.805393 | \n",
" 4.389249 | \n",
" 5.555110 | \n",
" ... | \n",
" 12.938677 | \n",
" 3.283291 | \n",
" 9.406283 | \n",
" 4.755764 | \n",
" 3.414272 | \n",
" 5.783784 | \n",
" 5.413948 | \n",
" 4.346650 | \n",
" 5.520486 | \n",
" 5.307701 | \n",
"
\n",
" \n",
" SMSR_lint_610690_DPct | \n",
" 70.000000 | \n",
" 89.000000 | \n",
" 90.000000 | \n",
" 89.000000 | \n",
" 90.000000 | \n",
" 87.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" ... | \n",
" 85.000000 | \n",
" 90.000000 | \n",
" 88.000000 | \n",
" 85.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" 89.000000 | \n",
" 90.000000 | \n",
" 87.000000 | \n",
"
\n",
" \n",
" SMSR_linj_610690_DPm | \n",
" -11.469696 | \n",
" -4.611525 | \n",
" -6.104771 | \n",
" NaN | \n",
" -2.766766 | \n",
" -5.984495 | \n",
" -1.798480 | \n",
" -2.341115 | \n",
" -6.378774 | \n",
" -2.082932 | \n",
" ... | \n",
" NaN | \n",
" 1.346563 | \n",
" -17.484409 | \n",
" -4.747037 | \n",
" -3.671017 | \n",
" -10.843955 | \n",
" -1.537152 | \n",
" -1.352451 | \n",
" -3.832061 | \n",
" -5.911024 | \n",
"
\n",
" \n",
" SMSR_linj_610690_DPsd | \n",
" 10.788868 | \n",
" 6.692989 | \n",
" 14.833960 | \n",
" NaN | \n",
" 12.881389 | \n",
" 7.355279 | \n",
" 10.090107 | \n",
" 7.873377 | \n",
" 7.713142 | \n",
" 7.518116 | \n",
" ... | \n",
" NaN | \n",
" 6.278382 | \n",
" 9.227213 | \n",
" 6.783321 | \n",
" 5.841060 | \n",
" 7.550096 | \n",
" 7.191732 | \n",
" 4.922011 | \n",
" 7.405898 | \n",
" 11.879577 | \n",
"
\n",
" \n",
" SMSR_linj_610690_DPct | \n",
" 88.000000 | \n",
" 89.000000 | \n",
" 86.000000 | \n",
" NaN | \n",
" 84.000000 | \n",
" 88.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" ... | \n",
" NaN | \n",
" 90.000000 | \n",
" 88.000000 | \n",
" 90.000000 | \n",
" 89.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
"
\n",
" \n",
" SMSR_lint_700800_DPm | \n",
" NaN | \n",
" -2.836999 | \n",
" -5.324347 | \n",
" -2.588808 | \n",
" -0.534889 | \n",
" -3.920463 | \n",
" -2.249709 | \n",
" -1.423945 | \n",
" -3.538202 | \n",
" 2.053367 | \n",
" ... | \n",
" NaN | \n",
" -0.203763 | \n",
" -2.421917 | \n",
" -3.037278 | \n",
" -3.049772 | \n",
" -3.185119 | \n",
" 0.806381 | \n",
" -1.259571 | \n",
" -4.405488 | \n",
" -6.258277 | \n",
"
\n",
" \n",
" SMSR_lint_700800_DPsd | \n",
" NaN | \n",
" 4.188447 | \n",
" 6.278797 | \n",
" 5.991372 | \n",
" 4.800754 | \n",
" 6.452870 | \n",
" 5.338793 | \n",
" 3.525517 | \n",
" 5.302861 | \n",
" 5.957211 | \n",
" ... | \n",
" NaN | \n",
" 3.474329 | \n",
" 9.170531 | \n",
" 4.447257 | \n",
" 3.353788 | \n",
" 8.064835 | \n",
" 3.622448 | \n",
" 3.628472 | \n",
" 5.876414 | \n",
" 9.321889 | \n",
"
\n",
" \n",
" SMSR_lint_700800_DPct | \n",
" NaN | \n",
" 100.000000 | \n",
" 99.000000 | \n",
" 99.000000 | \n",
" 100.000000 | \n",
" 97.000000 | \n",
" 101.000000 | \n",
" 100.000000 | \n",
" 102.000000 | \n",
" 94.000000 | \n",
" ... | \n",
" NaN | \n",
" 95.000000 | \n",
" 97.000000 | \n",
" 90.000000 | \n",
" 99.000000 | \n",
" 81.000000 | \n",
" 99.000000 | \n",
" 98.000000 | \n",
" 102.000000 | \n",
" 87.000000 | \n",
"
\n",
" \n",
" SMSR_lint_500600_DPm | \n",
" NaN | \n",
" -2.935850 | \n",
" -3.679656 | \n",
" -3.081273 | \n",
" -4.239167 | \n",
" -4.696701 | \n",
" -6.162629 | \n",
" -2.058697 | \n",
" -1.059976 | \n",
" -0.138641 | \n",
" ... | \n",
" -1.890201 | \n",
" 1.884941 | \n",
" -6.121897 | \n",
" -3.185709 | \n",
" -2.553906 | \n",
" -8.668644 | \n",
" -0.270897 | \n",
" -2.702535 | \n",
" -3.943322 | \n",
" -6.960489 | \n",
"
\n",
" \n",
" SMSR_lint_500600_DPsd | \n",
" NaN | \n",
" 3.763389 | \n",
" 7.094297 | \n",
" 4.338958 | \n",
" 3.428162 | \n",
" 6.109977 | \n",
" 7.413205 | \n",
" 3.699728 | \n",
" 4.834872 | \n",
" 6.247794 | \n",
" ... | \n",
" 9.205697 | \n",
" 3.589876 | \n",
" 9.466895 | \n",
" 3.924627 | \n",
" 2.970704 | \n",
" 5.239500 | \n",
" 6.837897 | \n",
" 5.603176 | \n",
" 5.913442 | \n",
" 4.700504 | \n",
"
\n",
" \n",
" SMSR_lint_500600_DPct | \n",
" NaN | \n",
" 102.000000 | \n",
" 96.000000 | \n",
" 102.000000 | \n",
" 101.000000 | \n",
" 101.000000 | \n",
" 101.000000 | \n",
" 101.000000 | \n",
" 102.000000 | \n",
" 98.000000 | \n",
" ... | \n",
" 96.000000 | \n",
" 99.000000 | \n",
" 97.000000 | \n",
" 95.000000 | \n",
" 101.000000 | \n",
" 94.000000 | \n",
" 96.000000 | \n",
" 100.000000 | \n",
" 98.000000 | \n",
" 99.000000 | \n",
"
\n",
" \n",
" SMSR_linj_700800_DPm | \n",
" -4.543913 | \n",
" -5.536776 | \n",
" -6.491154 | \n",
" NaN | \n",
" NaN | \n",
" -9.080940 | \n",
" -5.285475 | \n",
" -1.128587 | \n",
" -6.143924 | \n",
" 1.101778 | \n",
" ... | \n",
" NaN | \n",
" -0.760195 | \n",
" NaN | \n",
" -5.754093 | \n",
" -2.759417 | \n",
" -4.056123 | \n",
" -2.236343 | \n",
" -2.155906 | \n",
" -6.996401 | \n",
" -8.532782 | \n",
"
\n",
" \n",
" SMSR_linj_700800_DPsd | \n",
" 8.344733 | \n",
" 5.658566 | \n",
" 8.351930 | \n",
" NaN | \n",
" NaN | \n",
" 7.484739 | \n",
" 7.572755 | \n",
" 5.879357 | \n",
" 6.601137 | \n",
" 6.673417 | \n",
" ... | \n",
" NaN | \n",
" 5.307915 | \n",
" NaN | \n",
" 5.832539 | \n",
" 5.775269 | \n",
" 5.086778 | \n",
" 5.948107 | \n",
" 5.018592 | \n",
" 4.189604 | \n",
" 10.555065 | \n",
"
\n",
" \n",
" SMSR_linj_700800_DPct | \n",
" 82.000000 | \n",
" 102.000000 | \n",
" 94.000000 | \n",
" NaN | \n",
" NaN | \n",
" 95.000000 | \n",
" 101.000000 | \n",
" 99.000000 | \n",
" 100.000000 | \n",
" 93.000000 | \n",
" ... | \n",
" NaN | \n",
" 98.000000 | \n",
" NaN | \n",
" 101.000000 | \n",
" 98.000000 | \n",
" 99.000000 | \n",
" 97.000000 | \n",
" 97.000000 | \n",
" 91.000000 | \n",
" 98.000000 | \n",
"
\n",
" \n",
" SMSR_linj_500600_DPm | \n",
" -9.168428 | \n",
" -4.356788 | \n",
" -6.390442 | \n",
" NaN | \n",
" -6.003091 | \n",
" -9.124480 | \n",
" -4.398286 | \n",
" -5.446709 | \n",
" -3.476588 | \n",
" -3.543392 | \n",
" ... | \n",
" -16.546086 | \n",
" -0.700534 | \n",
" -14.919772 | \n",
" -5.130468 | \n",
" -1.959767 | \n",
" -12.389941 | \n",
" -2.258212 | \n",
" -1.509382 | \n",
" -4.102402 | \n",
" -2.914103 | \n",
"
\n",
" \n",
" SMSR_linj_500600_DPsd | \n",
" 9.660953 | \n",
" 6.813903 | \n",
" 14.502102 | \n",
" NaN | \n",
" 9.550193 | \n",
" 11.361092 | \n",
" 10.270239 | \n",
" 11.104630 | \n",
" 8.447056 | \n",
" 6.763741 | \n",
" ... | \n",
" 11.726403 | \n",
" 7.186386 | \n",
" 13.197983 | \n",
" 8.916590 | \n",
" 6.994755 | \n",
" 8.385819 | \n",
" 9.242493 | \n",
" 10.248535 | \n",
" 5.844371 | \n",
" 8.385738 | \n",
"
\n",
" \n",
" SMSR_linj_500600_DPct | \n",
" 88.000000 | \n",
" 102.000000 | \n",
" 83.000000 | \n",
" NaN | \n",
" 80.000000 | \n",
" 91.000000 | \n",
" 83.000000 | \n",
" 99.000000 | \n",
" 99.000000 | \n",
" 91.000000 | \n",
" ... | \n",
" 79.000000 | \n",
" 99.000000 | \n",
" 96.000000 | \n",
" 100.000000 | \n",
" 101.000000 | \n",
" 98.000000 | \n",
" 94.000000 | \n",
" 101.000000 | \n",
" 99.000000 | \n",
" 98.000000 | \n",
"
\n",
" \n",
"
\n",
"
96 rows × 97 columns
\n",
"
"
],
"text/plain": [
" 015 016 017 018 \\\n",
"SMSR_iso5t1_DPm -3.202915 -2.840413 -2.290274 -3.022502 \n",
"SMSR_iso5t1_DPsd 8.582088 3.423481 3.607109 3.291210 \n",
"SMSR_iso5t1_DPct 109.000000 116.000000 117.000000 116.000000 \n",
"SMSR_iso8t1_DPm -3.198754 -2.827224 -13.311147 -0.553203 \n",
"SMSR_iso8t1_DPsd 7.944039 2.964738 9.624027 5.005393 \n",
"SMSR_iso8t1_DPct 84.000000 104.000000 103.000000 106.000000 \n",
"SMSR_iso5t2_DPm -7.320309 -0.609046 -2.155283 -2.628721 \n",
"SMSR_iso5t2_DPsd 8.438450 3.522687 3.871627 3.373599 \n",
"SMSR_iso5t2_DPct 102.000000 115.000000 113.000000 116.000000 \n",
"SMSR_iso8t2_DPm NaN -4.064043 -4.258572 -0.759809 \n",
"SMSR_iso8t2_DPsd NaN 3.101403 5.063099 5.568829 \n",
"SMSR_iso8t2_DPct NaN 105.000000 105.000000 107.000000 \n",
"SMSR_lin5t_DPm NaN -4.440936 -8.097466 -4.785265 \n",
"SMSR_lin5t_DPsd NaN 3.804005 4.959168 4.888448 \n",
"SMSR_lin5t_DPct NaN 155.000000 154.000000 154.000000 \n",
"SMSR_lin8t_DPm -1.466780 -2.207710 -1.394524 -0.767171 \n",
"SMSR_lin8t_DPsd 11.049303 3.797363 5.997794 4.568257 \n",
"SMSR_lin8t_DPct 114.000000 156.000000 151.000000 156.000000 \n",
"SMSR_phase5t_DPm -8.176227 -2.727189 -4.037511 -3.222491 \n",
"SMSR_phase5t_DPsd 18.286210 4.636219 6.101449 6.015203 \n",
"SMSR_phase5t_DPct 143.000000 155.000000 154.000000 155.000000 \n",
"SMSR_phase8t_DPm -4.950975 -3.443382 -11.261584 2.320622 \n",
"SMSR_phase8t_DPsd 30.292411 4.223427 6.801106 7.011985 \n",
"SMSR_phase8t_DPct 132.000000 156.000000 155.000000 156.000000 \n",
"SMSR_iso5j_DPm -7.884204 -6.820084 -5.270395 -0.552320 \n",
"SMSR_iso5j_DPsd 4.344289 5.180662 5.260285 6.896868 \n",
"SMSR_iso5j_DPct 103.000000 106.000000 106.000000 106.000000 \n",
"SMSR_iso8j_DPm NaN -6.218841 -10.064092 -4.987855 \n",
"SMSR_iso8j_DPsd NaN 5.435017 8.475535 5.883866 \n",
"SMSR_iso8j_DPct NaN 106.000000 107.000000 105.000000 \n",
"... ... ... ... ... \n",
"SMSR_phase5t_nrm_DPm NaN -3.494445 -6.023428 -4.044406 \n",
"SMSR_phase5t_nrm_DPsd NaN 3.447075 5.069596 4.472898 \n",
"SMSR_phase5t_nrm_DPct NaN 58.000000 50.000000 58.000000 \n",
"SMSR_phase8t_nrm_DPm NaN -2.738324 -12.613996 2.200945 \n",
"SMSR_phase8t_nrm_DPsd NaN 2.685532 7.588504 4.675063 \n",
"SMSR_phase8t_nrm_DPct NaN 65.000000 57.000000 61.000000 \n",
"SMSR_phase5j_nrm_DPm -11.148969 -3.325956 -2.762491 -7.626405 \n",
"SMSR_phase5j_nrm_DPsd 9.831048 4.675775 8.093669 6.432369 \n",
"SMSR_phase5j_nrm_DPct 46.000000 58.000000 52.000000 56.000000 \n",
"SMSR_phase8j_nrm_DPm -9.921800 -5.485820 -11.594407 0.012137 \n",
"SMSR_phase8j_nrm_DPsd 6.769322 3.882251 7.146704 5.035754 \n",
"SMSR_phase8j_nrm_DPct 49.000000 62.000000 57.000000 58.000000 \n",
"SMSR_lint_610690_DPm -5.904932 -3.629545 -5.018314 -1.965972 \n",
"SMSR_lint_610690_DPsd 14.214295 3.647491 6.254805 4.769801 \n",
"SMSR_lint_610690_DPct 70.000000 89.000000 90.000000 89.000000 \n",
"SMSR_linj_610690_DPm -11.469696 -4.611525 -6.104771 NaN \n",
"SMSR_linj_610690_DPsd 10.788868 6.692989 14.833960 NaN \n",
"SMSR_linj_610690_DPct 88.000000 89.000000 86.000000 NaN \n",
"SMSR_lint_700800_DPm NaN -2.836999 -5.324347 -2.588808 \n",
"SMSR_lint_700800_DPsd NaN 4.188447 6.278797 5.991372 \n",
"SMSR_lint_700800_DPct NaN 100.000000 99.000000 99.000000 \n",
"SMSR_lint_500600_DPm NaN -2.935850 -3.679656 -3.081273 \n",
"SMSR_lint_500600_DPsd NaN 3.763389 7.094297 4.338958 \n",
"SMSR_lint_500600_DPct NaN 102.000000 96.000000 102.000000 \n",
"SMSR_linj_700800_DPm -4.543913 -5.536776 -6.491154 NaN \n",
"SMSR_linj_700800_DPsd 8.344733 5.658566 8.351930 NaN \n",
"SMSR_linj_700800_DPct 82.000000 102.000000 94.000000 NaN \n",
"SMSR_linj_500600_DPm -9.168428 -4.356788 -6.390442 NaN \n",
"SMSR_linj_500600_DPsd 9.660953 6.813903 14.502102 NaN \n",
"SMSR_linj_500600_DPct 88.000000 102.000000 83.000000 NaN \n",
"\n",
" 019 020 021 022 \\\n",
"SMSR_iso5t1_DPm -0.588655 -10.975295 -3.609441 -1.953836 \n",
"SMSR_iso5t1_DPsd 2.583675 7.004012 4.608983 3.167766 \n",
"SMSR_iso5t1_DPct 116.000000 117.000000 116.000000 114.000000 \n",
"SMSR_iso8t1_DPm -2.327200 -3.092538 -1.458121 0.968610 \n",
"SMSR_iso8t1_DPsd 2.431597 6.505625 4.433459 2.268350 \n",
"SMSR_iso8t1_DPct 107.000000 101.000000 106.000000 104.000000 \n",
"SMSR_iso5t2_DPm -0.035660 -3.025222 -5.794925 -1.195840 \n",
"SMSR_iso5t2_DPsd 2.612512 7.021192 5.208270 3.488723 \n",
"SMSR_iso5t2_DPct 117.000000 112.000000 116.000000 117.000000 \n",
"SMSR_iso8t2_DPm -1.704668 -1.823981 -1.913083 0.890989 \n",
"SMSR_iso8t2_DPsd 3.404020 6.388830 4.368410 2.339890 \n",
"SMSR_iso8t2_DPct 107.000000 102.000000 106.000000 106.000000 \n",
"SMSR_lin5t_DPm -2.822426 -7.847768 -8.081455 -2.905709 \n",
"SMSR_lin5t_DPsd 4.628010 7.409937 5.736285 3.561546 \n",
"SMSR_lin5t_DPct 155.000000 149.000000 156.000000 155.000000 \n",
"SMSR_lin8t_DPm -1.167629 -2.313080 -0.667972 -0.196244 \n",
"SMSR_lin8t_DPsd 4.510050 5.714329 4.928837 3.213383 \n",
"SMSR_lin8t_DPct 156.000000 155.000000 156.000000 156.000000 \n",
"SMSR_phase5t_DPm -0.056542 -3.009335 -4.691215 -0.877772 \n",
"SMSR_phase5t_DPsd 5.880533 8.832377 5.631446 5.549757 \n",
"SMSR_phase5t_DPct 156.000000 144.000000 156.000000 154.000000 \n",
"SMSR_phase8t_DPm -0.540736 -2.155307 -3.021885 0.223643 \n",
"SMSR_phase8t_DPsd 3.834770 7.823846 5.464373 5.537968 \n",
"SMSR_phase8t_DPct 155.000000 154.000000 156.000000 154.000000 \n",
"SMSR_iso5j_DPm -3.343108 -6.488198 -3.588275 -2.625491 \n",
"SMSR_iso5j_DPsd 6.576153 6.369871 5.687223 5.210024 \n",
"SMSR_iso5j_DPct 107.000000 102.000000 106.000000 107.000000 \n",
"SMSR_iso8j_DPm -9.660025 -7.975747 -8.929854 1.649018 \n",
"SMSR_iso8j_DPsd 5.660678 6.168150 5.515570 5.788754 \n",
"SMSR_iso8j_DPct 107.000000 106.000000 107.000000 106.000000 \n",
"... ... ... ... ... \n",
"SMSR_phase5t_nrm_DPm -0.096803 -4.921805 -6.586367 -1.663917 \n",
"SMSR_phase5t_nrm_DPsd 3.686194 6.961424 5.077150 3.764374 \n",
"SMSR_phase5t_nrm_DPct 58.000000 51.000000 58.000000 50.000000 \n",
"SMSR_phase8t_nrm_DPm -0.550671 -2.789755 -1.841289 -1.104148 \n",
"SMSR_phase8t_nrm_DPsd 2.654889 5.970898 4.366131 2.256640 \n",
"SMSR_phase8t_nrm_DPct 57.000000 60.000000 61.000000 50.000000 \n",
"SMSR_phase5j_nrm_DPm -7.175838 -8.508095 -5.800228 -10.196515 \n",
"SMSR_phase5j_nrm_DPsd 8.611338 7.374434 6.468034 7.577475 \n",
"SMSR_phase5j_nrm_DPct 58.000000 59.000000 58.000000 50.000000 \n",
"SMSR_phase8j_nrm_DPm -1.695137 -13.082447 -9.177448 -1.539006 \n",
"SMSR_phase8j_nrm_DPsd 9.043339 9.028088 5.704594 5.154211 \n",
"SMSR_phase8j_nrm_DPct 62.000000 50.000000 62.000000 58.000000 \n",
"SMSR_lint_610690_DPm -1.046649 -6.135196 -4.141515 -1.082157 \n",
"SMSR_lint_610690_DPsd 5.044258 7.952984 6.309685 3.805393 \n",
"SMSR_lint_610690_DPct 90.000000 87.000000 90.000000 90.000000 \n",
"SMSR_linj_610690_DPm -2.766766 -5.984495 -1.798480 -2.341115 \n",
"SMSR_linj_610690_DPsd 12.881389 7.355279 10.090107 7.873377 \n",
"SMSR_linj_610690_DPct 84.000000 88.000000 90.000000 90.000000 \n",
"SMSR_lint_700800_DPm -0.534889 -3.920463 -2.249709 -1.423945 \n",
"SMSR_lint_700800_DPsd 4.800754 6.452870 5.338793 3.525517 \n",
"SMSR_lint_700800_DPct 100.000000 97.000000 101.000000 100.000000 \n",
"SMSR_lint_500600_DPm -4.239167 -4.696701 -6.162629 -2.058697 \n",
"SMSR_lint_500600_DPsd 3.428162 6.109977 7.413205 3.699728 \n",
"SMSR_lint_500600_DPct 101.000000 101.000000 101.000000 101.000000 \n",
"SMSR_linj_700800_DPm NaN -9.080940 -5.285475 -1.128587 \n",
"SMSR_linj_700800_DPsd NaN 7.484739 7.572755 5.879357 \n",
"SMSR_linj_700800_DPct NaN 95.000000 101.000000 99.000000 \n",
"SMSR_linj_500600_DPm -6.003091 -9.124480 -4.398286 -5.446709 \n",
"SMSR_linj_500600_DPsd 9.550193 11.361092 10.270239 11.104630 \n",
"SMSR_linj_500600_DPct 80.000000 91.000000 83.000000 99.000000 \n",
"\n",
" 024 025 ... 112 \\\n",
"SMSR_iso5t1_DPm -5.568016 -5.484477 ... -10.934370 \n",
"SMSR_iso5t1_DPsd 3.170995 3.186261 ... 6.123362 \n",
"SMSR_iso5t1_DPct 116.000000 110.000000 ... 114.000000 \n",
"SMSR_iso8t1_DPm -2.741571 0.354671 ... -5.737524 \n",
"SMSR_iso8t1_DPsd 4.452189 4.964179 ... 8.144077 \n",
"SMSR_iso8t1_DPct 107.000000 103.000000 ... 98.000000 \n",
"SMSR_iso5t2_DPm -1.939757 0.793761 ... -10.848408 \n",
"SMSR_iso5t2_DPsd 3.281671 5.276439 ... 5.511892 \n",
"SMSR_iso5t2_DPct 116.000000 98.000000 ... 114.000000 \n",
"SMSR_iso8t2_DPm -2.384110 0.150065 ... -1.732022 \n",
"SMSR_iso8t2_DPsd 4.170302 4.422124 ... 5.838884 \n",
"SMSR_iso8t2_DPct 107.000000 101.000000 ... 96.000000 \n",
"SMSR_lin5t_DPm -2.321764 -1.148714 ... -13.171428 \n",
"SMSR_lin5t_DPsd 4.532819 6.311407 ... 11.863541 \n",
"SMSR_lin5t_DPct 157.000000 149.000000 ... 121.000000 \n",
"SMSR_lin8t_DPm -2.514913 2.739635 ... -2.061360 \n",
"SMSR_lin8t_DPsd 5.215915 5.288537 ... 7.265519 \n",
"SMSR_lin8t_DPct 157.000000 153.000000 ... 147.000000 \n",
"SMSR_phase5t_DPm -1.028469 2.607912 ... -7.511362 \n",
"SMSR_phase5t_DPsd 6.495490 8.974706 ... 8.618557 \n",
"SMSR_phase5t_DPct 157.000000 147.000000 ... 154.000000 \n",
"SMSR_phase8t_DPm -2.313902 1.552980 ... -5.626800 \n",
"SMSR_phase8t_DPsd 5.319286 6.812584 ... 6.988509 \n",
"SMSR_phase8t_DPct 156.000000 120.000000 ... 154.000000 \n",
"SMSR_iso5j_DPm -5.292310 -7.260642 ... -11.322089 \n",
"SMSR_iso5j_DPsd 6.350138 5.514704 ... 6.121927 \n",
"SMSR_iso5j_DPct 107.000000 100.000000 ... 105.000000 \n",
"SMSR_iso8j_DPm -6.925825 -2.223467 ... -12.004863 \n",
"SMSR_iso8j_DPsd 6.075278 6.741509 ... 8.035791 \n",
"SMSR_iso8j_DPct 107.000000 100.000000 ... 103.000000 \n",
"... ... ... ... ... \n",
"SMSR_phase5t_nrm_DPm -2.646197 NaN ... -5.554789 \n",
"SMSR_phase5t_nrm_DPsd 4.054006 NaN ... 8.672406 \n",
"SMSR_phase5t_nrm_DPct 62.000000 NaN ... 50.000000 \n",
"SMSR_phase8t_nrm_DPm -2.114991 NaN ... -8.864571 \n",
"SMSR_phase8t_nrm_DPsd 4.987632 NaN ... 6.390464 \n",
"SMSR_phase8t_nrm_DPct 61.000000 NaN ... 50.000000 \n",
"SMSR_phase5j_nrm_DPm -3.477511 -4.929744 ... -11.247372 \n",
"SMSR_phase5j_nrm_DPsd 5.779530 9.186420 ... 7.306804 \n",
"SMSR_phase5j_nrm_DPct 62.000000 49.000000 ... 49.000000 \n",
"SMSR_phase8j_nrm_DPm -5.807808 -1.357039 ... -11.380748 \n",
"SMSR_phase8j_nrm_DPsd 6.207823 6.458522 ... 6.210700 \n",
"SMSR_phase8j_nrm_DPct 62.000000 50.000000 ... 58.000000 \n",
"SMSR_lint_610690_DPm -2.521295 1.547984 ... -13.675623 \n",
"SMSR_lint_610690_DPsd 4.389249 5.555110 ... 12.938677 \n",
"SMSR_lint_610690_DPct 90.000000 90.000000 ... 85.000000 \n",
"SMSR_linj_610690_DPm -6.378774 -2.082932 ... NaN \n",
"SMSR_linj_610690_DPsd 7.713142 7.518116 ... NaN \n",
"SMSR_linj_610690_DPct 90.000000 90.000000 ... NaN \n",
"SMSR_lint_700800_DPm -3.538202 2.053367 ... NaN \n",
"SMSR_lint_700800_DPsd 5.302861 5.957211 ... NaN \n",
"SMSR_lint_700800_DPct 102.000000 94.000000 ... NaN \n",
"SMSR_lint_500600_DPm -1.059976 -0.138641 ... -1.890201 \n",
"SMSR_lint_500600_DPsd 4.834872 6.247794 ... 9.205697 \n",
"SMSR_lint_500600_DPct 102.000000 98.000000 ... 96.000000 \n",
"SMSR_linj_700800_DPm -6.143924 1.101778 ... NaN \n",
"SMSR_linj_700800_DPsd 6.601137 6.673417 ... NaN \n",
"SMSR_linj_700800_DPct 100.000000 93.000000 ... NaN \n",
"SMSR_linj_500600_DPm -3.476588 -3.543392 ... -16.546086 \n",
"SMSR_linj_500600_DPsd 8.447056 6.763741 ... 11.726403 \n",
"SMSR_linj_500600_DPct 99.000000 91.000000 ... 79.000000 \n",
"\n",
" 113 114 115 116 \\\n",
"SMSR_iso5t1_DPm -0.918811 -1.107983 -0.594511 -0.838101 \n",
"SMSR_iso5t1_DPsd 2.799212 4.586392 4.075651 2.487950 \n",
"SMSR_iso5t1_DPct 115.000000 113.000000 112.000000 113.000000 \n",
"SMSR_iso8t1_DPm 0.205687 -0.826352 -2.226755 -1.372491 \n",
"SMSR_iso8t1_DPsd 2.344456 6.235354 3.659721 2.334648 \n",
"SMSR_iso8t1_DPct 104.000000 104.000000 106.000000 106.000000 \n",
"SMSR_iso5t2_DPm 1.998485 -2.249983 -0.615855 -2.109468 \n",
"SMSR_iso5t2_DPsd 2.801852 6.319350 4.716004 3.143240 \n",
"SMSR_iso5t2_DPct 113.000000 109.000000 116.000000 117.000000 \n",
"SMSR_iso8t2_DPm -0.082369 -6.790021 -1.854593 -1.226942 \n",
"SMSR_iso8t2_DPsd 2.772427 6.077328 3.511975 2.276168 \n",
"SMSR_iso8t2_DPct 104.000000 102.000000 102.000000 105.000000 \n",
"SMSR_lin5t_DPm -1.070807 -11.101964 -4.147904 -3.269580 \n",
"SMSR_lin5t_DPsd 3.458209 7.417736 4.439277 3.199540 \n",
"SMSR_lin5t_DPct 150.000000 148.000000 141.000000 154.000000 \n",
"SMSR_lin8t_DPm 2.228288 1.177425 -1.581256 -2.067663 \n",
"SMSR_lin8t_DPsd 2.892864 6.500740 3.968508 3.315846 \n",
"SMSR_lin8t_DPct 154.000000 153.000000 146.000000 156.000000 \n",
"SMSR_phase5t_DPm 2.751770 -4.868650 -0.907275 -1.493659 \n",
"SMSR_phase5t_DPsd 4.244219 7.097735 10.690847 4.345646 \n",
"SMSR_phase5t_DPct 153.000000 152.000000 155.000000 152.000000 \n",
"SMSR_phase8t_DPm 0.941978 -7.163684 -3.237063 -1.668319 \n",
"SMSR_phase8t_DPsd 5.164350 6.926644 5.851449 4.129328 \n",
"SMSR_phase8t_DPct 154.000000 147.000000 152.000000 156.000000 \n",
"SMSR_iso5j_DPm 0.992438 -15.303739 -1.575724 -2.164280 \n",
"SMSR_iso5j_DPsd 5.109652 8.639169 6.185684 4.871451 \n",
"SMSR_iso5j_DPct 104.000000 96.000000 104.000000 105.000000 \n",
"SMSR_iso8j_DPm -2.133730 -11.930682 -5.926679 -5.893919 \n",
"SMSR_iso8j_DPsd 3.907462 6.181960 5.100964 5.519451 \n",
"SMSR_iso8j_DPct 104.000000 103.000000 104.000000 106.000000 \n",
"... ... ... ... ... \n",
"SMSR_phase5t_nrm_DPm 1.637512 -2.384650 -2.340948 -1.170212 \n",
"SMSR_phase5t_nrm_DPsd 2.702044 7.063415 6.217980 3.661628 \n",
"SMSR_phase5t_nrm_DPct 49.000000 55.000000 54.000000 49.000000 \n",
"SMSR_phase8t_nrm_DPm 1.167334 -6.006915 -3.760204 -2.231690 \n",
"SMSR_phase8t_nrm_DPsd 2.777576 5.458047 3.717879 3.070182 \n",
"SMSR_phase8t_nrm_DPct 57.000000 56.000000 56.000000 62.000000 \n",
"SMSR_phase5j_nrm_DPm 1.597960 -10.049117 -3.918322 -5.244204 \n",
"SMSR_phase5j_nrm_DPsd 6.047968 8.028764 6.527422 5.395921 \n",
"SMSR_phase5j_nrm_DPct 44.000000 45.000000 49.000000 62.000000 \n",
"SMSR_phase8j_nrm_DPm -4.138816 -11.430767 -8.163726 -8.763223 \n",
"SMSR_phase8j_nrm_DPsd 4.500170 7.667751 4.890995 5.952829 \n",
"SMSR_phase8j_nrm_DPct 50.000000 61.000000 57.000000 55.000000 \n",
"SMSR_lint_610690_DPm 0.477503 -5.995810 -2.384010 -1.992656 \n",
"SMSR_lint_610690_DPsd 3.283291 9.406283 4.755764 3.414272 \n",
"SMSR_lint_610690_DPct 90.000000 88.000000 85.000000 90.000000 \n",
"SMSR_linj_610690_DPm 1.346563 -17.484409 -4.747037 -3.671017 \n",
"SMSR_linj_610690_DPsd 6.278382 9.227213 6.783321 5.841060 \n",
"SMSR_linj_610690_DPct 90.000000 88.000000 90.000000 89.000000 \n",
"SMSR_lint_700800_DPm -0.203763 -2.421917 -3.037278 -3.049772 \n",
"SMSR_lint_700800_DPsd 3.474329 9.170531 4.447257 3.353788 \n",
"SMSR_lint_700800_DPct 95.000000 97.000000 90.000000 99.000000 \n",
"SMSR_lint_500600_DPm 1.884941 -6.121897 -3.185709 -2.553906 \n",
"SMSR_lint_500600_DPsd 3.589876 9.466895 3.924627 2.970704 \n",
"SMSR_lint_500600_DPct 99.000000 97.000000 95.000000 101.000000 \n",
"SMSR_linj_700800_DPm -0.760195 NaN -5.754093 -2.759417 \n",
"SMSR_linj_700800_DPsd 5.307915 NaN 5.832539 5.775269 \n",
"SMSR_linj_700800_DPct 98.000000 NaN 101.000000 98.000000 \n",
"SMSR_linj_500600_DPm -0.700534 -14.919772 -5.130468 -1.959767 \n",
"SMSR_linj_500600_DPsd 7.186386 13.197983 8.916590 6.994755 \n",
"SMSR_linj_500600_DPct 99.000000 96.000000 100.000000 101.000000 \n",
"\n",
" 117 118 119 120 \\\n",
"SMSR_iso5t1_DPm -7.211448 -3.449031 -0.357402 -5.634339 \n",
"SMSR_iso5t1_DPsd 5.184207 5.405130 2.827062 5.538719 \n",
"SMSR_iso5t1_DPct 114.000000 114.000000 114.000000 98.000000 \n",
"SMSR_iso8t1_DPm -1.247007 1.162443 -0.060845 -9.056157 \n",
"SMSR_iso8t1_DPsd 5.438937 3.613148 2.767637 4.298762 \n",
"SMSR_iso8t1_DPct 103.000000 106.000000 104.000000 102.000000 \n",
"SMSR_iso5t2_DPm -10.922451 -1.735612 1.315051 -11.177051 \n",
"SMSR_iso5t2_DPsd 4.653159 4.076174 3.167036 5.855743 \n",
"SMSR_iso5t2_DPct 114.000000 114.000000 116.000000 114.000000 \n",
"SMSR_iso8t2_DPm -3.161301 0.728819 -1.877539 -4.290588 \n",
"SMSR_iso8t2_DPsd 4.564913 2.928230 3.214585 3.713862 \n",
"SMSR_iso8t2_DPct 105.000000 104.000000 105.000000 106.000000 \n",
"SMSR_lin5t_DPm -6.060567 -2.044255 -4.613583 -6.337286 \n",
"SMSR_lin5t_DPsd 6.582733 5.129986 4.204554 5.773415 \n",
"SMSR_lin5t_DPct 150.000000 154.000000 152.000000 157.000000 \n",
"SMSR_lin8t_DPm -4.227632 2.762494 0.389404 -2.219642 \n",
"SMSR_lin8t_DPsd 6.912513 4.916196 3.477552 5.289070 \n",
"SMSR_lin8t_DPct 134.000000 151.000000 155.000000 153.000000 \n",
"SMSR_phase5t_DPm -7.582498 3.159855 2.719712 -6.585747 \n",
"SMSR_phase5t_DPsd 9.021404 8.359160 4.832540 6.673500 \n",
"SMSR_phase5t_DPct 148.000000 153.000000 153.000000 153.000000 \n",
"SMSR_phase8t_DPm -1.081923 2.320129 -0.321672 -5.452793 \n",
"SMSR_phase8t_DPsd 7.146782 6.167211 4.298461 5.503316 \n",
"SMSR_phase8t_DPct 153.000000 152.000000 153.000000 154.000000 \n",
"SMSR_iso5j_DPm -14.291407 2.168237 1.390152 -8.451801 \n",
"SMSR_iso5j_DPsd 5.396906 8.370299 4.820479 5.017404 \n",
"SMSR_iso5j_DPct 101.000000 104.000000 104.000000 104.000000 \n",
"SMSR_iso8j_DPm -4.632284 0.058726 -5.148439 -7.448876 \n",
"SMSR_iso8j_DPsd 4.905857 6.811418 4.125815 4.164116 \n",
"SMSR_iso8j_DPct 106.000000 106.000000 106.000000 104.000000 \n",
"... ... ... ... ... \n",
"SMSR_phase5t_nrm_DPm NaN 8.454378 2.841347 -6.206281 \n",
"SMSR_phase5t_nrm_DPsd NaN 4.156459 3.642057 6.085368 \n",
"SMSR_phase5t_nrm_DPct NaN 49.000000 49.000000 50.000000 \n",
"SMSR_phase8t_nrm_DPm NaN 0.507251 -0.716042 -5.191294 \n",
"SMSR_phase8t_nrm_DPsd NaN 4.423234 2.651028 4.713386 \n",
"SMSR_phase8t_nrm_DPct NaN 48.000000 56.000000 50.000000 \n",
"SMSR_phase5j_nrm_DPm NaN -6.636588 -4.443068 NaN \n",
"SMSR_phase5j_nrm_DPsd NaN 5.343027 5.422876 NaN \n",
"SMSR_phase5j_nrm_DPct NaN 50.000000 50.000000 NaN \n",
"SMSR_phase8j_nrm_DPm -2.627231 -4.346571 -4.187103 NaN \n",
"SMSR_phase8j_nrm_DPsd 7.561797 6.687784 4.882306 NaN \n",
"SMSR_phase8j_nrm_DPct 56.000000 58.000000 58.000000 NaN \n",
"SMSR_lint_610690_DPm -3.592472 1.334023 -2.638309 -3.920254 \n",
"SMSR_lint_610690_DPsd 5.783784 5.413948 4.346650 5.520486 \n",
"SMSR_lint_610690_DPct 90.000000 90.000000 89.000000 90.000000 \n",
"SMSR_linj_610690_DPm -10.843955 -1.537152 -1.352451 -3.832061 \n",
"SMSR_linj_610690_DPsd 7.550096 7.191732 4.922011 7.405898 \n",
"SMSR_linj_610690_DPct 90.000000 90.000000 90.000000 90.000000 \n",
"SMSR_lint_700800_DPm -3.185119 0.806381 -1.259571 -4.405488 \n",
"SMSR_lint_700800_DPsd 8.064835 3.622448 3.628472 5.876414 \n",
"SMSR_lint_700800_DPct 81.000000 99.000000 98.000000 102.000000 \n",
"SMSR_lint_500600_DPm -8.668644 -0.270897 -2.702535 -3.943322 \n",
"SMSR_lint_500600_DPsd 5.239500 6.837897 5.603176 5.913442 \n",
"SMSR_lint_500600_DPct 94.000000 96.000000 100.000000 98.000000 \n",
"SMSR_linj_700800_DPm -4.056123 -2.236343 -2.155906 -6.996401 \n",
"SMSR_linj_700800_DPsd 5.086778 5.948107 5.018592 4.189604 \n",
"SMSR_linj_700800_DPct 99.000000 97.000000 97.000000 91.000000 \n",
"SMSR_linj_500600_DPm -12.389941 -2.258212 -1.509382 -4.102402 \n",
"SMSR_linj_500600_DPsd 8.385819 9.242493 10.248535 5.844371 \n",
"SMSR_linj_500600_DPct 98.000000 94.000000 101.000000 99.000000 \n",
"\n",
" 121 \n",
"SMSR_iso5t1_DPm -4.897263 \n",
"SMSR_iso5t1_DPsd 4.245075 \n",
"SMSR_iso5t1_DPct 114.000000 \n",
"SMSR_iso8t1_DPm -3.304496 \n",
"SMSR_iso8t1_DPsd 5.691151 \n",
"SMSR_iso8t1_DPct 105.000000 \n",
"SMSR_iso5t2_DPm -7.462378 \n",
"SMSR_iso5t2_DPsd 4.506521 \n",
"SMSR_iso5t2_DPct 110.000000 \n",
"SMSR_iso8t2_DPm -5.760608 \n",
"SMSR_iso8t2_DPsd 5.989694 \n",
"SMSR_iso8t2_DPct 101.000000 \n",
"SMSR_lin5t_DPm -7.769085 \n",
"SMSR_lin5t_DPsd 7.357143 \n",
"SMSR_lin5t_DPct 143.000000 \n",
"SMSR_lin8t_DPm -3.069498 \n",
"SMSR_lin8t_DPsd 5.277031 \n",
"SMSR_lin8t_DPct 150.000000 \n",
"SMSR_phase5t_DPm -2.178178 \n",
"SMSR_phase5t_DPsd 7.992546 \n",
"SMSR_phase5t_DPct 149.000000 \n",
"SMSR_phase8t_DPm -3.261694 \n",
"SMSR_phase8t_DPsd 11.802603 \n",
"SMSR_phase8t_DPct 143.000000 \n",
"SMSR_iso5j_DPm -1.549586 \n",
"SMSR_iso5j_DPsd 5.578518 \n",
"SMSR_iso5j_DPct 105.000000 \n",
"SMSR_iso8j_DPm -10.669810 \n",
"SMSR_iso8j_DPsd 5.553144 \n",
"SMSR_iso8j_DPct 107.000000 \n",
"... ... \n",
"SMSR_phase5t_nrm_DPm NaN \n",
"SMSR_phase5t_nrm_DPsd NaN \n",
"SMSR_phase5t_nrm_DPct NaN \n",
"SMSR_phase8t_nrm_DPm NaN \n",
"SMSR_phase8t_nrm_DPsd NaN \n",
"SMSR_phase8t_nrm_DPct NaN \n",
"SMSR_phase5j_nrm_DPm NaN \n",
"SMSR_phase5j_nrm_DPsd NaN \n",
"SMSR_phase5j_nrm_DPct NaN \n",
"SMSR_phase8j_nrm_DPm -12.947842 \n",
"SMSR_phase8j_nrm_DPsd 5.635160 \n",
"SMSR_phase8j_nrm_DPct 58.000000 \n",
"SMSR_lint_610690_DPm -2.610475 \n",
"SMSR_lint_610690_DPsd 5.307701 \n",
"SMSR_lint_610690_DPct 87.000000 \n",
"SMSR_linj_610690_DPm -5.911024 \n",
"SMSR_linj_610690_DPsd 11.879577 \n",
"SMSR_linj_610690_DPct 90.000000 \n",
"SMSR_lint_700800_DPm -6.258277 \n",
"SMSR_lint_700800_DPsd 9.321889 \n",
"SMSR_lint_700800_DPct 87.000000 \n",
"SMSR_lint_500600_DPm -6.960489 \n",
"SMSR_lint_500600_DPsd 4.700504 \n",
"SMSR_lint_500600_DPct 99.000000 \n",
"SMSR_linj_700800_DPm -8.532782 \n",
"SMSR_linj_700800_DPsd 10.555065 \n",
"SMSR_linj_700800_DPct 98.000000 \n",
"SMSR_linj_500600_DPm -2.914103 \n",
"SMSR_linj_500600_DPsd 8.385738 \n",
"SMSR_linj_500600_DPct 98.000000 \n",
"\n",
"[96 rows x 97 columns]"
]
},
"execution_count": 120,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#list(match('DPm$|DPsd$'))\n",
"match('DP').T"
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"SMSR_iso5t1_DPsd\n",
"limits: 8.60087044757, 0.203275967148\n",
"truncated 10.6900950028 to 8.60087044757.\n",
"truncated 9.63481950073 to 8.60087044757.\n",
"\n",
"SMSR_iso8t1_DPsd\n",
"limits: 9.87651971902, -0.763594860008\n",
"\n",
"SMSR_iso5t2_DPsd\n",
"limits: 10.3558807623, -0.608126417552\n",
"truncated 11.8612907326 to 10.3558807623.\n",
"truncated 13.5791256854 to 10.3558807623.\n",
"\n",
"SMSR_iso8t2_DPsd\n",
"limits: 9.59878522787, -0.712988554483\n",
"truncated 11.8655977545 to 9.59878522787.\n",
"\n",
"SMSR_lin5t_DPsd\n",
"limits: 10.8070076853, 0.158185111673\n",
"truncated 11.8635409538 to 10.8070076853.\n",
"\n",
"SMSR_lin8t_DPsd\n",
"limits: 10.0280231673, 0.294474921876\n",
"truncated 11.0493026542 to 10.0280231673.\n",
"truncated 11.0265619805 to 10.0280231673.\n",
"\n",
"SMSR_phase5t_DPsd\n",
"limits: 16.7535407837, -2.54631807882\n",
"truncated 18.2862100575 to 16.7535407837.\n",
"truncated 27.5098384048 to 16.7535407837.\n",
"truncated 17.0772452267 to 16.7535407837.\n",
"\n",
"SMSR_phase8t_DPsd\n",
"limits: 25.0649109419, -9.78174786142\n",
"truncated 30.2924106841 to 25.0649109419.\n",
"truncated 29.3655735002 to 25.0649109419.\n",
"truncated 31.3696714705 to 25.0649109419.\n",
"truncated 35.3537566366 to 25.0649109419.\n",
"\n",
"SMSR_iso5j_DPsd\n",
"limits: 9.76005728626, 1.95406060147\n",
"truncated 10.4387748387 to 9.76005728626.\n",
"truncated 10.4313044455 to 9.76005728626.\n",
"truncated 11.36798779 to 9.76005728626.\n",
"\n",
"SMSR_iso8j_DPsd\n",
"limits: 10.4665189452, 1.68514052117\n",
"\n",
"SMSR_lin5j_DPsd\n",
"limits: 11.2443131701, 1.72243300701\n",
"truncated 11.4630163932 to 11.2443131701.\n",
"\n",
"SMSR_lin8j_DPsd\n",
"limits: 12.8418099592, 3.35718360955\n",
"truncated 13.7019946774 to 12.8418099592.\n",
"\n",
"SMSR_phase5j_DPsd\n",
"limits: 19.4590993849, -2.59075231868\n",
"truncated 29.2275328231 to 19.4590993849.\n",
"truncated 19.5795283111 to 19.4590993849.\n",
"truncated 22.6466134823 to 19.4590993849.\n",
"\n",
"SMSR_phase8j_DPsd\n",
"limits: 25.8521354004, -8.65582694262\n",
"truncated 27.0387786759 to 25.8521354004.\n",
"truncated 32.4262272662 to 25.8521354004.\n",
"truncated 33.7193492796 to 25.8521354004.\n",
"truncated 39.7947850535 to 25.8521354004.\n",
"\n",
"SMSR_phase8j_psk_DPsd\n",
"limits: 14.1453144241, 1.0792810039\n",
"truncated 14.9105059267 to 14.1453144241.\n",
"truncated 17.3588478049 to 14.1453144241.\n",
"\n",
"SMSR_phase8j_psr_DPsd\n",
"limits: 14.1638879692, 1.07619626791\n",
"truncated 14.9105059267 to 14.1638879692.\n",
"truncated 16.8504597429 to 14.1638879692.\n",
"truncated 14.7323511959 to 14.1638879692.\n",
"\n",
"SMSR_phase8t_psk_DPsd\n",
"limits: 17.2730425126, -1.16562527323\n",
"truncated 19.5324307943 to 17.2730425126.\n",
"truncated 19.6005924732 to 17.2730425126.\n",
"\n",
"SMSR_phase8t_psr_DPsd\n",
"limits: 17.1087270275, -0.937097835085\n",
"truncated 19.5324307943 to 17.1087270275.\n",
"truncated 19.1031420415 to 17.1087270275.\n",
"\n",
"SMSR_phase5j_psk_DPsd\n",
"limits: 15.3704159134, 3.24397748433\n",
"\n",
"SMSR_phase5j_psr_DPsd\n",
"limits: 15.4729098117, 3.17698380026\n",
"\n",
"SMSR_phase5t_psk_DPsd\n",
"limits: 15.6260466573, 0.594047665708\n",
"truncated 16.5909759069 to 15.6260466573.\n",
"\n",
"SMSR_phase5t_psr_DPsd\n",
"limits: 15.4723438306, 0.772750861551\n",
"truncated 15.9840524432 to 15.4723438306.\n",
"truncated 15.5549046358 to 15.4723438306.\n",
"\n",
"SMSR_phase5t_nrm_DPsd\n",
"limits: 9.57906060484, 0.0863548982969\n",
"truncated 11.167463781 to 9.57906060484.\n",
"\n",
"SMSR_phase8t_nrm_DPsd\n",
"limits: 9.70501390299, -0.527050525708\n",
"truncated 10.2613675719 to 9.70501390299.\n",
"\n",
"SMSR_phase5j_nrm_DPsd\n",
"limits: 10.7605241168, 1.75917296527\n",
"\n",
"SMSR_phase8j_nrm_DPsd\n",
"limits: 11.2631174044, 1.25496949494\n",
"\n",
"SMSR_lint_610690_DPsd\n",
"limits: 13.7149460015, -1.33088075612\n",
"truncated 14.2142951 to 13.7149460015.\n",
"truncated 13.7196181966 to 13.7149460015.\n",
"\n",
"SMSR_linj_610690_DPsd\n",
"limits: 14.9057616429, 1.91966356957\n",
"\n",
"SMSR_lint_700800_DPsd\n",
"limits: 12.9349960801, -1.2967639024\n",
"\n",
"SMSR_lint_500600_DPsd\n",
"limits: 11.9556365861, -0.349007960833\n",
"truncated 15.0164273031 to 11.9556365861.\n",
"\n",
"SMSR_linj_700800_DPsd\n",
"limits: 11.94468936, 1.82632330467\n",
"truncated 13.0389206706 to 11.94468936.\n",
"\n",
"SMSR_linj_500600_DPsd\n",
"limits: 14.3891779854, 3.45206607345\n",
"truncated 14.5021015221 to 14.3891779854.\n"
]
},
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" 015 | \n",
" 016 | \n",
" 017 | \n",
" 018 | \n",
" 019 | \n",
" 020 | \n",
" 021 | \n",
" 022 | \n",
" 024 | \n",
" 025 | \n",
" ... | \n",
" 112 | \n",
" 113 | \n",
" 114 | \n",
" 115 | \n",
" 116 | \n",
" 117 | \n",
" 118 | \n",
" 119 | \n",
" 120 | \n",
" 121 | \n",
"
\n",
" \n",
" \n",
" \n",
" s_iso5t1_DPm | \n",
" -3.202915 | \n",
" -2.840413 | \n",
" -2.290274 | \n",
" -3.022502 | \n",
" -0.588655 | \n",
" -10.975295 | \n",
" -3.609441 | \n",
" -1.953836 | \n",
" -5.568016 | \n",
" -5.484477 | \n",
" ... | \n",
" -10.934370 | \n",
" -0.918811 | \n",
" -1.107983 | \n",
" -0.594511 | \n",
" -0.838101 | \n",
" -7.211448 | \n",
" -3.449031 | \n",
" -0.357402 | \n",
" -5.634339 | \n",
" -4.897263 | \n",
"
\n",
" \n",
" s_iso5t1_DPsd_trunc | \n",
" 8.582088 | \n",
" 3.423481 | \n",
" 3.607109 | \n",
" 3.291210 | \n",
" 2.583675 | \n",
" 7.004012 | \n",
" 4.608983 | \n",
" 3.167766 | \n",
" 3.170995 | \n",
" 3.186261 | \n",
" ... | \n",
" 6.123362 | \n",
" 2.799212 | \n",
" 4.586392 | \n",
" 4.075651 | \n",
" 2.487950 | \n",
" 5.184207 | \n",
" 5.405130 | \n",
" 2.827062 | \n",
" 5.538719 | \n",
" 4.245075 | \n",
"
\n",
" \n",
" s_iso5t1_DPct | \n",
" 109.000000 | \n",
" 116.000000 | \n",
" 117.000000 | \n",
" 116.000000 | \n",
" 116.000000 | \n",
" 117.000000 | \n",
" 116.000000 | \n",
" 114.000000 | \n",
" 116.000000 | \n",
" 110.000000 | \n",
" ... | \n",
" 114.000000 | \n",
" 115.000000 | \n",
" 113.000000 | \n",
" 112.000000 | \n",
" 113.000000 | \n",
" 114.000000 | \n",
" 114.000000 | \n",
" 114.000000 | \n",
" 98.000000 | \n",
" 114.000000 | \n",
"
\n",
" \n",
" s_iso8t1_DPm | \n",
" -3.198754 | \n",
" -2.827224 | \n",
" -13.311147 | \n",
" -0.553203 | \n",
" -2.327200 | \n",
" -3.092538 | \n",
" -1.458121 | \n",
" 0.968610 | \n",
" -2.741571 | \n",
" 0.354671 | \n",
" ... | \n",
" -5.737524 | \n",
" 0.205687 | \n",
" -0.826352 | \n",
" -2.226755 | \n",
" -1.372491 | \n",
" -1.247007 | \n",
" 1.162443 | \n",
" -0.060845 | \n",
" -9.056157 | \n",
" -3.304496 | \n",
"
\n",
" \n",
" s_iso8t1_DPsd_trunc | \n",
" 7.944039 | \n",
" 2.964738 | \n",
" 9.624027 | \n",
" 5.005393 | \n",
" 2.431597 | \n",
" 6.505625 | \n",
" 4.433459 | \n",
" 2.268350 | \n",
" 4.452189 | \n",
" 4.964179 | \n",
" ... | \n",
" 8.144077 | \n",
" 2.344456 | \n",
" 6.235354 | \n",
" 3.659721 | \n",
" 2.334648 | \n",
" 5.438937 | \n",
" 3.613148 | \n",
" 2.767637 | \n",
" 4.298762 | \n",
" 5.691151 | \n",
"
\n",
" \n",
" s_iso8t1_DPct | \n",
" 84.000000 | \n",
" 104.000000 | \n",
" 103.000000 | \n",
" 106.000000 | \n",
" 107.000000 | \n",
" 101.000000 | \n",
" 106.000000 | \n",
" 104.000000 | \n",
" 107.000000 | \n",
" 103.000000 | \n",
" ... | \n",
" 98.000000 | \n",
" 104.000000 | \n",
" 104.000000 | \n",
" 106.000000 | \n",
" 106.000000 | \n",
" 103.000000 | \n",
" 106.000000 | \n",
" 104.000000 | \n",
" 102.000000 | \n",
" 105.000000 | \n",
"
\n",
" \n",
" s_iso5t2_DPm | \n",
" -7.320309 | \n",
" -0.609046 | \n",
" -2.155283 | \n",
" -2.628721 | \n",
" -0.035660 | \n",
" -3.025222 | \n",
" -5.794925 | \n",
" -1.195840 | \n",
" -1.939757 | \n",
" 0.793761 | \n",
" ... | \n",
" -10.848408 | \n",
" 1.998485 | \n",
" -2.249983 | \n",
" -0.615855 | \n",
" -2.109468 | \n",
" -10.922451 | \n",
" -1.735612 | \n",
" 1.315051 | \n",
" -11.177051 | \n",
" -7.462378 | \n",
"
\n",
" \n",
" s_iso5t2_DPsd_trunc | \n",
" 8.438450 | \n",
" 3.522687 | \n",
" 3.871627 | \n",
" 3.373599 | \n",
" 2.612512 | \n",
" 7.021192 | \n",
" 5.208270 | \n",
" 3.488723 | \n",
" 3.281671 | \n",
" 5.276439 | \n",
" ... | \n",
" 5.511892 | \n",
" 2.801852 | \n",
" 6.319350 | \n",
" 4.716004 | \n",
" 3.143240 | \n",
" 4.653159 | \n",
" 4.076174 | \n",
" 3.167036 | \n",
" 5.855743 | \n",
" 4.506521 | \n",
"
\n",
" \n",
" s_iso5t2_DPct | \n",
" 102.000000 | \n",
" 115.000000 | \n",
" 113.000000 | \n",
" 116.000000 | \n",
" 117.000000 | \n",
" 112.000000 | \n",
" 116.000000 | \n",
" 117.000000 | \n",
" 116.000000 | \n",
" 98.000000 | \n",
" ... | \n",
" 114.000000 | \n",
" 113.000000 | \n",
" 109.000000 | \n",
" 116.000000 | \n",
" 117.000000 | \n",
" 114.000000 | \n",
" 114.000000 | \n",
" 116.000000 | \n",
" 114.000000 | \n",
" 110.000000 | \n",
"
\n",
" \n",
" s_iso8t2_DPm | \n",
" NaN | \n",
" -4.064043 | \n",
" -4.258572 | \n",
" -0.759809 | \n",
" -1.704668 | \n",
" -1.823981 | \n",
" -1.913083 | \n",
" 0.890989 | \n",
" -2.384110 | \n",
" 0.150065 | \n",
" ... | \n",
" -1.732022 | \n",
" -0.082369 | \n",
" -6.790021 | \n",
" -1.854593 | \n",
" -1.226942 | \n",
" -3.161301 | \n",
" 0.728819 | \n",
" -1.877539 | \n",
" -4.290588 | \n",
" -5.760608 | \n",
"
\n",
" \n",
" s_iso8t2_DPsd_trunc | \n",
" NaN | \n",
" 3.101403 | \n",
" 5.063099 | \n",
" 5.568829 | \n",
" 3.404020 | \n",
" 6.388830 | \n",
" 4.368410 | \n",
" 2.339890 | \n",
" 4.170302 | \n",
" 4.422124 | \n",
" ... | \n",
" 5.838884 | \n",
" 2.772427 | \n",
" 6.077328 | \n",
" 3.511975 | \n",
" 2.276168 | \n",
" 4.564913 | \n",
" 2.928230 | \n",
" 3.214585 | \n",
" 3.713862 | \n",
" 5.989694 | \n",
"
\n",
" \n",
" s_iso8t2_DPct | \n",
" NaN | \n",
" 105.000000 | \n",
" 105.000000 | \n",
" 107.000000 | \n",
" 107.000000 | \n",
" 102.000000 | \n",
" 106.000000 | \n",
" 106.000000 | \n",
" 107.000000 | \n",
" 101.000000 | \n",
" ... | \n",
" 96.000000 | \n",
" 104.000000 | \n",
" 102.000000 | \n",
" 102.000000 | \n",
" 105.000000 | \n",
" 105.000000 | \n",
" 104.000000 | \n",
" 105.000000 | \n",
" 106.000000 | \n",
" 101.000000 | \n",
"
\n",
" \n",
" s_lin5t_DPm | \n",
" NaN | \n",
" -4.440936 | \n",
" -8.097466 | \n",
" -4.785265 | \n",
" -2.822426 | \n",
" -7.847768 | \n",
" -8.081455 | \n",
" -2.905709 | \n",
" -2.321764 | \n",
" -1.148714 | \n",
" ... | \n",
" -13.171428 | \n",
" -1.070807 | \n",
" -11.101964 | \n",
" -4.147904 | \n",
" -3.269580 | \n",
" -6.060567 | \n",
" -2.044255 | \n",
" -4.613583 | \n",
" -6.337286 | \n",
" -7.769085 | \n",
"
\n",
" \n",
" s_lin5t_DPsd_trunc | \n",
" NaN | \n",
" 3.804005 | \n",
" 4.959168 | \n",
" 4.888448 | \n",
" 4.628010 | \n",
" 7.409937 | \n",
" 5.736285 | \n",
" 3.561546 | \n",
" 4.532819 | \n",
" 6.311407 | \n",
" ... | \n",
" 10.807008 | \n",
" 3.458209 | \n",
" 7.417736 | \n",
" 4.439277 | \n",
" 3.199540 | \n",
" 6.582733 | \n",
" 5.129986 | \n",
" 4.204554 | \n",
" 5.773415 | \n",
" 7.357143 | \n",
"
\n",
" \n",
" s_lin5t_DPct | \n",
" NaN | \n",
" 155.000000 | \n",
" 154.000000 | \n",
" 154.000000 | \n",
" 155.000000 | \n",
" 149.000000 | \n",
" 156.000000 | \n",
" 155.000000 | \n",
" 157.000000 | \n",
" 149.000000 | \n",
" ... | \n",
" 121.000000 | \n",
" 150.000000 | \n",
" 148.000000 | \n",
" 141.000000 | \n",
" 154.000000 | \n",
" 150.000000 | \n",
" 154.000000 | \n",
" 152.000000 | \n",
" 157.000000 | \n",
" 143.000000 | \n",
"
\n",
" \n",
" s_lin8t_DPm | \n",
" -1.466780 | \n",
" -2.207710 | \n",
" -1.394524 | \n",
" -0.767171 | \n",
" -1.167629 | \n",
" -2.313080 | \n",
" -0.667972 | \n",
" -0.196244 | \n",
" -2.514913 | \n",
" 2.739635 | \n",
" ... | \n",
" -2.061360 | \n",
" 2.228288 | \n",
" 1.177425 | \n",
" -1.581256 | \n",
" -2.067663 | \n",
" -4.227632 | \n",
" 2.762494 | \n",
" 0.389404 | \n",
" -2.219642 | \n",
" -3.069498 | \n",
"
\n",
" \n",
" s_lin8t_DPsd_trunc | \n",
" 10.028023 | \n",
" 3.797363 | \n",
" 5.997794 | \n",
" 4.568257 | \n",
" 4.510050 | \n",
" 5.714329 | \n",
" 4.928837 | \n",
" 3.213383 | \n",
" 5.215915 | \n",
" 5.288537 | \n",
" ... | \n",
" 7.265519 | \n",
" 2.892864 | \n",
" 6.500740 | \n",
" 3.968508 | \n",
" 3.315846 | \n",
" 6.912513 | \n",
" 4.916196 | \n",
" 3.477552 | \n",
" 5.289070 | \n",
" 5.277031 | \n",
"
\n",
" \n",
" s_lin8t_DPct | \n",
" 114.000000 | \n",
" 156.000000 | \n",
" 151.000000 | \n",
" 156.000000 | \n",
" 156.000000 | \n",
" 155.000000 | \n",
" 156.000000 | \n",
" 156.000000 | \n",
" 157.000000 | \n",
" 153.000000 | \n",
" ... | \n",
" 147.000000 | \n",
" 154.000000 | \n",
" 153.000000 | \n",
" 146.000000 | \n",
" 156.000000 | \n",
" 134.000000 | \n",
" 151.000000 | \n",
" 155.000000 | \n",
" 153.000000 | \n",
" 150.000000 | \n",
"
\n",
" \n",
" s_phase5t_DPm | \n",
" -8.176227 | \n",
" -2.727189 | \n",
" -4.037511 | \n",
" -3.222491 | \n",
" -0.056542 | \n",
" -3.009335 | \n",
" -4.691215 | \n",
" -0.877772 | \n",
" -1.028469 | \n",
" 2.607912 | \n",
" ... | \n",
" -7.511362 | \n",
" 2.751770 | \n",
" -4.868650 | \n",
" -0.907275 | \n",
" -1.493659 | \n",
" -7.582498 | \n",
" 3.159855 | \n",
" 2.719712 | \n",
" -6.585747 | \n",
" -2.178178 | \n",
"
\n",
" \n",
" s_phase5t_DPsd_trunc | \n",
" 16.753541 | \n",
" 4.636219 | \n",
" 6.101449 | \n",
" 6.015203 | \n",
" 5.880533 | \n",
" 8.832377 | \n",
" 5.631446 | \n",
" 5.549757 | \n",
" 6.495490 | \n",
" 8.974706 | \n",
" ... | \n",
" 8.618557 | \n",
" 4.244219 | \n",
" 7.097735 | \n",
" 10.690847 | \n",
" 4.345646 | \n",
" 9.021404 | \n",
" 8.359160 | \n",
" 4.832540 | \n",
" 6.673500 | \n",
" 7.992546 | \n",
"
\n",
" \n",
" s_phase5t_DPct | \n",
" 143.000000 | \n",
" 155.000000 | \n",
" 154.000000 | \n",
" 155.000000 | \n",
" 156.000000 | \n",
" 144.000000 | \n",
" 156.000000 | \n",
" 154.000000 | \n",
" 157.000000 | \n",
" 147.000000 | \n",
" ... | \n",
" 154.000000 | \n",
" 153.000000 | \n",
" 152.000000 | \n",
" 155.000000 | \n",
" 152.000000 | \n",
" 148.000000 | \n",
" 153.000000 | \n",
" 153.000000 | \n",
" 153.000000 | \n",
" 149.000000 | \n",
"
\n",
" \n",
" s_phase8t_DPm | \n",
" -4.950975 | \n",
" -3.443382 | \n",
" -11.261584 | \n",
" 2.320622 | \n",
" -0.540736 | \n",
" -2.155307 | \n",
" -3.021885 | \n",
" 0.223643 | \n",
" -2.313902 | \n",
" 1.552980 | \n",
" ... | \n",
" -5.626800 | \n",
" 0.941978 | \n",
" -7.163684 | \n",
" -3.237063 | \n",
" -1.668319 | \n",
" -1.081923 | \n",
" 2.320129 | \n",
" -0.321672 | \n",
" -5.452793 | \n",
" -3.261694 | \n",
"
\n",
" \n",
" s_phase8t_DPsd_trunc | \n",
" 25.064911 | \n",
" 4.223427 | \n",
" 6.801106 | \n",
" 7.011985 | \n",
" 3.834770 | \n",
" 7.823846 | \n",
" 5.464373 | \n",
" 5.537968 | \n",
" 5.319286 | \n",
" 6.812584 | \n",
" ... | \n",
" 6.988509 | \n",
" 5.164350 | \n",
" 6.926644 | \n",
" 5.851449 | \n",
" 4.129328 | \n",
" 7.146782 | \n",
" 6.167211 | \n",
" 4.298461 | \n",
" 5.503316 | \n",
" 11.802603 | \n",
"
\n",
" \n",
" s_phase8t_DPct | \n",
" 132.000000 | \n",
" 156.000000 | \n",
" 155.000000 | \n",
" 156.000000 | \n",
" 155.000000 | \n",
" 154.000000 | \n",
" 156.000000 | \n",
" 154.000000 | \n",
" 156.000000 | \n",
" 120.000000 | \n",
" ... | \n",
" 154.000000 | \n",
" 154.000000 | \n",
" 147.000000 | \n",
" 152.000000 | \n",
" 156.000000 | \n",
" 153.000000 | \n",
" 152.000000 | \n",
" 153.000000 | \n",
" 154.000000 | \n",
" 143.000000 | \n",
"
\n",
" \n",
" s_iso5j_DPm | \n",
" -7.884204 | \n",
" -6.820084 | \n",
" -5.270395 | \n",
" -0.552320 | \n",
" -3.343108 | \n",
" -6.488198 | \n",
" -3.588275 | \n",
" -2.625491 | \n",
" -5.292310 | \n",
" -7.260642 | \n",
" ... | \n",
" -11.322089 | \n",
" 0.992438 | \n",
" -15.303739 | \n",
" -1.575724 | \n",
" -2.164280 | \n",
" -14.291407 | \n",
" 2.168237 | \n",
" 1.390152 | \n",
" -8.451801 | \n",
" -1.549586 | \n",
"
\n",
" \n",
" s_iso5j_DPsd_trunc | \n",
" 4.344289 | \n",
" 5.180662 | \n",
" 5.260285 | \n",
" 6.896868 | \n",
" 6.576153 | \n",
" 6.369871 | \n",
" 5.687223 | \n",
" 5.210024 | \n",
" 6.350138 | \n",
" 5.514704 | \n",
" ... | \n",
" 6.121927 | \n",
" 5.109652 | \n",
" 8.639169 | \n",
" 6.185684 | \n",
" 4.871451 | \n",
" 5.396906 | \n",
" 8.370299 | \n",
" 4.820479 | \n",
" 5.017404 | \n",
" 5.578518 | \n",
"
\n",
" \n",
" s_iso5j_DPct | \n",
" 103.000000 | \n",
" 106.000000 | \n",
" 106.000000 | \n",
" 106.000000 | \n",
" 107.000000 | \n",
" 102.000000 | \n",
" 106.000000 | \n",
" 107.000000 | \n",
" 107.000000 | \n",
" 100.000000 | \n",
" ... | \n",
" 105.000000 | \n",
" 104.000000 | \n",
" 96.000000 | \n",
" 104.000000 | \n",
" 105.000000 | \n",
" 101.000000 | \n",
" 104.000000 | \n",
" 104.000000 | \n",
" 104.000000 | \n",
" 105.000000 | \n",
"
\n",
" \n",
" s_iso8j_DPm | \n",
" NaN | \n",
" -6.218841 | \n",
" -10.064092 | \n",
" -4.987855 | \n",
" -9.660025 | \n",
" -7.975747 | \n",
" -8.929854 | \n",
" 1.649018 | \n",
" -6.925825 | \n",
" -2.223467 | \n",
" ... | \n",
" -12.004863 | \n",
" -2.133730 | \n",
" -11.930682 | \n",
" -5.926679 | \n",
" -5.893919 | \n",
" -4.632284 | \n",
" 0.058726 | \n",
" -5.148439 | \n",
" -7.448876 | \n",
" -10.669810 | \n",
"
\n",
" \n",
" s_iso8j_DPsd_trunc | \n",
" NaN | \n",
" 5.435017 | \n",
" 8.475535 | \n",
" 5.883866 | \n",
" 5.660678 | \n",
" 6.168150 | \n",
" 5.515570 | \n",
" 5.788754 | \n",
" 6.075278 | \n",
" 6.741509 | \n",
" ... | \n",
" 8.035791 | \n",
" 3.907462 | \n",
" 6.181960 | \n",
" 5.100964 | \n",
" 5.519451 | \n",
" 4.905857 | \n",
" 6.811418 | \n",
" 4.125815 | \n",
" 4.164116 | \n",
" 5.553144 | \n",
"
\n",
" \n",
" s_iso8j_DPct | \n",
" NaN | \n",
" 106.000000 | \n",
" 107.000000 | \n",
" 105.000000 | \n",
" 107.000000 | \n",
" 106.000000 | \n",
" 107.000000 | \n",
" 106.000000 | \n",
" 107.000000 | \n",
" 100.000000 | \n",
" ... | \n",
" 103.000000 | \n",
" 104.000000 | \n",
" 103.000000 | \n",
" 104.000000 | \n",
" 106.000000 | \n",
" 106.000000 | \n",
" 106.000000 | \n",
" 106.000000 | \n",
" 104.000000 | \n",
" 107.000000 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" s_phase5t_nrm_DPm | \n",
" NaN | \n",
" -3.494445 | \n",
" -6.023428 | \n",
" -4.044406 | \n",
" -0.096803 | \n",
" -4.921805 | \n",
" -6.586367 | \n",
" -1.663917 | \n",
" -2.646197 | \n",
" NaN | \n",
" ... | \n",
" -5.554789 | \n",
" 1.637512 | \n",
" -2.384650 | \n",
" -2.340948 | \n",
" -1.170212 | \n",
" NaN | \n",
" 8.454378 | \n",
" 2.841347 | \n",
" -6.206281 | \n",
" NaN | \n",
"
\n",
" \n",
" s_phase5t_nrm_DPsd_trunc | \n",
" NaN | \n",
" 3.447075 | \n",
" 5.069596 | \n",
" 4.472898 | \n",
" 3.686194 | \n",
" 6.961424 | \n",
" 5.077150 | \n",
" 3.764374 | \n",
" 4.054006 | \n",
" NaN | \n",
" ... | \n",
" 8.672406 | \n",
" 2.702044 | \n",
" 7.063415 | \n",
" 6.217980 | \n",
" 3.661628 | \n",
" NaN | \n",
" 4.156459 | \n",
" 3.642057 | \n",
" 6.085368 | \n",
" NaN | \n",
"
\n",
" \n",
" s_phase5t_nrm_DPct | \n",
" NaN | \n",
" 58.000000 | \n",
" 50.000000 | \n",
" 58.000000 | \n",
" 58.000000 | \n",
" 51.000000 | \n",
" 58.000000 | \n",
" 50.000000 | \n",
" 62.000000 | \n",
" NaN | \n",
" ... | \n",
" 50.000000 | \n",
" 49.000000 | \n",
" 55.000000 | \n",
" 54.000000 | \n",
" 49.000000 | \n",
" NaN | \n",
" 49.000000 | \n",
" 49.000000 | \n",
" 50.000000 | \n",
" NaN | \n",
"
\n",
" \n",
" s_phase8t_nrm_DPm | \n",
" NaN | \n",
" -2.738324 | \n",
" -12.613996 | \n",
" 2.200945 | \n",
" -0.550671 | \n",
" -2.789755 | \n",
" -1.841289 | \n",
" -1.104148 | \n",
" -2.114991 | \n",
" NaN | \n",
" ... | \n",
" -8.864571 | \n",
" 1.167334 | \n",
" -6.006915 | \n",
" -3.760204 | \n",
" -2.231690 | \n",
" NaN | \n",
" 0.507251 | \n",
" -0.716042 | \n",
" -5.191294 | \n",
" NaN | \n",
"
\n",
" \n",
" s_phase8t_nrm_DPsd_trunc | \n",
" NaN | \n",
" 2.685532 | \n",
" 7.588504 | \n",
" 4.675063 | \n",
" 2.654889 | \n",
" 5.970898 | \n",
" 4.366131 | \n",
" 2.256640 | \n",
" 4.987632 | \n",
" NaN | \n",
" ... | \n",
" 6.390464 | \n",
" 2.777576 | \n",
" 5.458047 | \n",
" 3.717879 | \n",
" 3.070182 | \n",
" NaN | \n",
" 4.423234 | \n",
" 2.651028 | \n",
" 4.713386 | \n",
" NaN | \n",
"
\n",
" \n",
" s_phase8t_nrm_DPct | \n",
" NaN | \n",
" 65.000000 | \n",
" 57.000000 | \n",
" 61.000000 | \n",
" 57.000000 | \n",
" 60.000000 | \n",
" 61.000000 | \n",
" 50.000000 | \n",
" 61.000000 | \n",
" NaN | \n",
" ... | \n",
" 50.000000 | \n",
" 57.000000 | \n",
" 56.000000 | \n",
" 56.000000 | \n",
" 62.000000 | \n",
" NaN | \n",
" 48.000000 | \n",
" 56.000000 | \n",
" 50.000000 | \n",
" NaN | \n",
"
\n",
" \n",
" s_phase5j_nrm_DPm | \n",
" -11.148969 | \n",
" -3.325956 | \n",
" -2.762491 | \n",
" -7.626405 | \n",
" -7.175838 | \n",
" -8.508095 | \n",
" -5.800228 | \n",
" -10.196515 | \n",
" -3.477511 | \n",
" -4.929744 | \n",
" ... | \n",
" -11.247372 | \n",
" 1.597960 | \n",
" -10.049117 | \n",
" -3.918322 | \n",
" -5.244204 | \n",
" NaN | \n",
" -6.636588 | \n",
" -4.443068 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" s_phase5j_nrm_DPsd_trunc | \n",
" 9.831048 | \n",
" 4.675775 | \n",
" 8.093669 | \n",
" 6.432369 | \n",
" 8.611338 | \n",
" 7.374434 | \n",
" 6.468034 | \n",
" 7.577475 | \n",
" 5.779530 | \n",
" 9.186420 | \n",
" ... | \n",
" 7.306804 | \n",
" 6.047968 | \n",
" 8.028764 | \n",
" 6.527422 | \n",
" 5.395921 | \n",
" NaN | \n",
" 5.343027 | \n",
" 5.422876 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" s_phase5j_nrm_DPct | \n",
" 46.000000 | \n",
" 58.000000 | \n",
" 52.000000 | \n",
" 56.000000 | \n",
" 58.000000 | \n",
" 59.000000 | \n",
" 58.000000 | \n",
" 50.000000 | \n",
" 62.000000 | \n",
" 49.000000 | \n",
" ... | \n",
" 49.000000 | \n",
" 44.000000 | \n",
" 45.000000 | \n",
" 49.000000 | \n",
" 62.000000 | \n",
" NaN | \n",
" 50.000000 | \n",
" 50.000000 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" s_phase8j_nrm_DPm | \n",
" -9.921800 | \n",
" -5.485820 | \n",
" -11.594407 | \n",
" 0.012137 | \n",
" -1.695137 | \n",
" -13.082447 | \n",
" -9.177448 | \n",
" -1.539006 | \n",
" -5.807808 | \n",
" -1.357039 | \n",
" ... | \n",
" -11.380748 | \n",
" -4.138816 | \n",
" -11.430767 | \n",
" -8.163726 | \n",
" -8.763223 | \n",
" -2.627231 | \n",
" -4.346571 | \n",
" -4.187103 | \n",
" NaN | \n",
" -12.947842 | \n",
"
\n",
" \n",
" s_phase8j_nrm_DPsd_trunc | \n",
" 6.769322 | \n",
" 3.882251 | \n",
" 7.146704 | \n",
" 5.035754 | \n",
" 9.043339 | \n",
" 9.028088 | \n",
" 5.704594 | \n",
" 5.154211 | \n",
" 6.207823 | \n",
" 6.458522 | \n",
" ... | \n",
" 6.210700 | \n",
" 4.500170 | \n",
" 7.667751 | \n",
" 4.890995 | \n",
" 5.952829 | \n",
" 7.561797 | \n",
" 6.687784 | \n",
" 4.882306 | \n",
" NaN | \n",
" 5.635160 | \n",
"
\n",
" \n",
" s_phase8j_nrm_DPct | \n",
" 49.000000 | \n",
" 62.000000 | \n",
" 57.000000 | \n",
" 58.000000 | \n",
" 62.000000 | \n",
" 50.000000 | \n",
" 62.000000 | \n",
" 58.000000 | \n",
" 62.000000 | \n",
" 50.000000 | \n",
" ... | \n",
" 58.000000 | \n",
" 50.000000 | \n",
" 61.000000 | \n",
" 57.000000 | \n",
" 55.000000 | \n",
" 56.000000 | \n",
" 58.000000 | \n",
" 58.000000 | \n",
" NaN | \n",
" 58.000000 | \n",
"
\n",
" \n",
" s_lint_610690_DPm | \n",
" -5.904932 | \n",
" -3.629545 | \n",
" -5.018314 | \n",
" -1.965972 | \n",
" -1.046649 | \n",
" -6.135196 | \n",
" -4.141515 | \n",
" -1.082157 | \n",
" -2.521295 | \n",
" 1.547984 | \n",
" ... | \n",
" -13.675623 | \n",
" 0.477503 | \n",
" -5.995810 | \n",
" -2.384010 | \n",
" -1.992656 | \n",
" -3.592472 | \n",
" 1.334023 | \n",
" -2.638309 | \n",
" -3.920254 | \n",
" -2.610475 | \n",
"
\n",
" \n",
" s_lint_610690_DPsd_trunc | \n",
" 13.714946 | \n",
" 3.647491 | \n",
" 6.254805 | \n",
" 4.769801 | \n",
" 5.044258 | \n",
" 7.952984 | \n",
" 6.309685 | \n",
" 3.805393 | \n",
" 4.389249 | \n",
" 5.555110 | \n",
" ... | \n",
" 12.938677 | \n",
" 3.283291 | \n",
" 9.406283 | \n",
" 4.755764 | \n",
" 3.414272 | \n",
" 5.783784 | \n",
" 5.413948 | \n",
" 4.346650 | \n",
" 5.520486 | \n",
" 5.307701 | \n",
"
\n",
" \n",
" s_lint_610690_DPct | \n",
" 70.000000 | \n",
" 89.000000 | \n",
" 90.000000 | \n",
" 89.000000 | \n",
" 90.000000 | \n",
" 87.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" ... | \n",
" 85.000000 | \n",
" 90.000000 | \n",
" 88.000000 | \n",
" 85.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" 89.000000 | \n",
" 90.000000 | \n",
" 87.000000 | \n",
"
\n",
" \n",
" s_linj_610690_DPm | \n",
" -11.469696 | \n",
" -4.611525 | \n",
" -6.104771 | \n",
" NaN | \n",
" -2.766766 | \n",
" -5.984495 | \n",
" -1.798480 | \n",
" -2.341115 | \n",
" -6.378774 | \n",
" -2.082932 | \n",
" ... | \n",
" NaN | \n",
" 1.346563 | \n",
" -17.484409 | \n",
" -4.747037 | \n",
" -3.671017 | \n",
" -10.843955 | \n",
" -1.537152 | \n",
" -1.352451 | \n",
" -3.832061 | \n",
" -5.911024 | \n",
"
\n",
" \n",
" s_linj_610690_DPsd_trunc | \n",
" 10.788868 | \n",
" 6.692989 | \n",
" 14.833960 | \n",
" NaN | \n",
" 12.881389 | \n",
" 7.355279 | \n",
" 10.090107 | \n",
" 7.873377 | \n",
" 7.713142 | \n",
" 7.518116 | \n",
" ... | \n",
" NaN | \n",
" 6.278382 | \n",
" 9.227213 | \n",
" 6.783321 | \n",
" 5.841060 | \n",
" 7.550096 | \n",
" 7.191732 | \n",
" 4.922011 | \n",
" 7.405898 | \n",
" 11.879577 | \n",
"
\n",
" \n",
" s_linj_610690_DPct | \n",
" 88.000000 | \n",
" 89.000000 | \n",
" 86.000000 | \n",
" NaN | \n",
" 84.000000 | \n",
" 88.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" ... | \n",
" NaN | \n",
" 90.000000 | \n",
" 88.000000 | \n",
" 90.000000 | \n",
" 89.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
" 90.000000 | \n",
"
\n",
" \n",
" s_lint_700800_DPm | \n",
" NaN | \n",
" -2.836999 | \n",
" -5.324347 | \n",
" -2.588808 | \n",
" -0.534889 | \n",
" -3.920463 | \n",
" -2.249709 | \n",
" -1.423945 | \n",
" -3.538202 | \n",
" 2.053367 | \n",
" ... | \n",
" NaN | \n",
" -0.203763 | \n",
" -2.421917 | \n",
" -3.037278 | \n",
" -3.049772 | \n",
" -3.185119 | \n",
" 0.806381 | \n",
" -1.259571 | \n",
" -4.405488 | \n",
" -6.258277 | \n",
"
\n",
" \n",
" s_lint_700800_DPsd_trunc | \n",
" NaN | \n",
" 4.188447 | \n",
" 6.278797 | \n",
" 5.991372 | \n",
" 4.800754 | \n",
" 6.452870 | \n",
" 5.338793 | \n",
" 3.525517 | \n",
" 5.302861 | \n",
" 5.957211 | \n",
" ... | \n",
" NaN | \n",
" 3.474329 | \n",
" 9.170531 | \n",
" 4.447257 | \n",
" 3.353788 | \n",
" 8.064835 | \n",
" 3.622448 | \n",
" 3.628472 | \n",
" 5.876414 | \n",
" 9.321889 | \n",
"
\n",
" \n",
" s_lint_700800_DPct | \n",
" NaN | \n",
" 100.000000 | \n",
" 99.000000 | \n",
" 99.000000 | \n",
" 100.000000 | \n",
" 97.000000 | \n",
" 101.000000 | \n",
" 100.000000 | \n",
" 102.000000 | \n",
" 94.000000 | \n",
" ... | \n",
" NaN | \n",
" 95.000000 | \n",
" 97.000000 | \n",
" 90.000000 | \n",
" 99.000000 | \n",
" 81.000000 | \n",
" 99.000000 | \n",
" 98.000000 | \n",
" 102.000000 | \n",
" 87.000000 | \n",
"
\n",
" \n",
" s_lint_500600_DPm | \n",
" NaN | \n",
" -2.935850 | \n",
" -3.679656 | \n",
" -3.081273 | \n",
" -4.239167 | \n",
" -4.696701 | \n",
" -6.162629 | \n",
" -2.058697 | \n",
" -1.059976 | \n",
" -0.138641 | \n",
" ... | \n",
" -1.890201 | \n",
" 1.884941 | \n",
" -6.121897 | \n",
" -3.185709 | \n",
" -2.553906 | \n",
" -8.668644 | \n",
" -0.270897 | \n",
" -2.702535 | \n",
" -3.943322 | \n",
" -6.960489 | \n",
"
\n",
" \n",
" s_lint_500600_DPsd_trunc | \n",
" NaN | \n",
" 3.763389 | \n",
" 7.094297 | \n",
" 4.338958 | \n",
" 3.428162 | \n",
" 6.109977 | \n",
" 7.413205 | \n",
" 3.699728 | \n",
" 4.834872 | \n",
" 6.247794 | \n",
" ... | \n",
" 9.205697 | \n",
" 3.589876 | \n",
" 9.466895 | \n",
" 3.924627 | \n",
" 2.970704 | \n",
" 5.239500 | \n",
" 6.837897 | \n",
" 5.603176 | \n",
" 5.913442 | \n",
" 4.700504 | \n",
"
\n",
" \n",
" s_lint_500600_DPct | \n",
" NaN | \n",
" 102.000000 | \n",
" 96.000000 | \n",
" 102.000000 | \n",
" 101.000000 | \n",
" 101.000000 | \n",
" 101.000000 | \n",
" 101.000000 | \n",
" 102.000000 | \n",
" 98.000000 | \n",
" ... | \n",
" 96.000000 | \n",
" 99.000000 | \n",
" 97.000000 | \n",
" 95.000000 | \n",
" 101.000000 | \n",
" 94.000000 | \n",
" 96.000000 | \n",
" 100.000000 | \n",
" 98.000000 | \n",
" 99.000000 | \n",
"
\n",
" \n",
" s_linj_700800_DPm | \n",
" -4.543913 | \n",
" -5.536776 | \n",
" -6.491154 | \n",
" NaN | \n",
" NaN | \n",
" -9.080940 | \n",
" -5.285475 | \n",
" -1.128587 | \n",
" -6.143924 | \n",
" 1.101778 | \n",
" ... | \n",
" NaN | \n",
" -0.760195 | \n",
" NaN | \n",
" -5.754093 | \n",
" -2.759417 | \n",
" -4.056123 | \n",
" -2.236343 | \n",
" -2.155906 | \n",
" -6.996401 | \n",
" -8.532782 | \n",
"
\n",
" \n",
" s_linj_700800_DPsd_trunc | \n",
" 8.344733 | \n",
" 5.658566 | \n",
" 8.351930 | \n",
" NaN | \n",
" NaN | \n",
" 7.484739 | \n",
" 7.572755 | \n",
" 5.879357 | \n",
" 6.601137 | \n",
" 6.673417 | \n",
" ... | \n",
" NaN | \n",
" 5.307915 | \n",
" NaN | \n",
" 5.832539 | \n",
" 5.775269 | \n",
" 5.086778 | \n",
" 5.948107 | \n",
" 5.018592 | \n",
" 4.189604 | \n",
" 10.555065 | \n",
"
\n",
" \n",
" s_linj_700800_DPct | \n",
" 82.000000 | \n",
" 102.000000 | \n",
" 94.000000 | \n",
" NaN | \n",
" NaN | \n",
" 95.000000 | \n",
" 101.000000 | \n",
" 99.000000 | \n",
" 100.000000 | \n",
" 93.000000 | \n",
" ... | \n",
" NaN | \n",
" 98.000000 | \n",
" NaN | \n",
" 101.000000 | \n",
" 98.000000 | \n",
" 99.000000 | \n",
" 97.000000 | \n",
" 97.000000 | \n",
" 91.000000 | \n",
" 98.000000 | \n",
"
\n",
" \n",
" s_linj_500600_DPm | \n",
" -9.168428 | \n",
" -4.356788 | \n",
" -6.390442 | \n",
" NaN | \n",
" -6.003091 | \n",
" -9.124480 | \n",
" -4.398286 | \n",
" -5.446709 | \n",
" -3.476588 | \n",
" -3.543392 | \n",
" ... | \n",
" -16.546086 | \n",
" -0.700534 | \n",
" -14.919772 | \n",
" -5.130468 | \n",
" -1.959767 | \n",
" -12.389941 | \n",
" -2.258212 | \n",
" -1.509382 | \n",
" -4.102402 | \n",
" -2.914103 | \n",
"
\n",
" \n",
" s_linj_500600_DPsd_trunc | \n",
" 9.660953 | \n",
" 6.813903 | \n",
" 14.389178 | \n",
" NaN | \n",
" 9.550193 | \n",
" 11.361092 | \n",
" 10.270239 | \n",
" 11.104630 | \n",
" 8.447056 | \n",
" 6.763741 | \n",
" ... | \n",
" 11.726403 | \n",
" 7.186386 | \n",
" 13.197983 | \n",
" 8.916590 | \n",
" 6.994755 | \n",
" 8.385819 | \n",
" 9.242493 | \n",
" 10.248535 | \n",
" 5.844371 | \n",
" 8.385738 | \n",
"
\n",
" \n",
" s_linj_500600_DPct | \n",
" 88.000000 | \n",
" 102.000000 | \n",
" 83.000000 | \n",
" NaN | \n",
" 80.000000 | \n",
" 91.000000 | \n",
" 83.000000 | \n",
" 99.000000 | \n",
" 99.000000 | \n",
" 91.000000 | \n",
" ... | \n",
" 79.000000 | \n",
" 99.000000 | \n",
" 96.000000 | \n",
" 100.000000 | \n",
" 101.000000 | \n",
" 98.000000 | \n",
" 94.000000 | \n",
" 101.000000 | \n",
" 99.000000 | \n",
" 98.000000 | \n",
"
\n",
" \n",
"
\n",
"
96 rows × 97 columns
\n",
"
"
],
"text/plain": [
" 015 016 017 018 \\\n",
"s_iso5t1_DPm -3.202915 -2.840413 -2.290274 -3.022502 \n",
"s_iso5t1_DPsd_trunc 8.582088 3.423481 3.607109 3.291210 \n",
"s_iso5t1_DPct 109.000000 116.000000 117.000000 116.000000 \n",
"s_iso8t1_DPm -3.198754 -2.827224 -13.311147 -0.553203 \n",
"s_iso8t1_DPsd_trunc 7.944039 2.964738 9.624027 5.005393 \n",
"s_iso8t1_DPct 84.000000 104.000000 103.000000 106.000000 \n",
"s_iso5t2_DPm -7.320309 -0.609046 -2.155283 -2.628721 \n",
"s_iso5t2_DPsd_trunc 8.438450 3.522687 3.871627 3.373599 \n",
"s_iso5t2_DPct 102.000000 115.000000 113.000000 116.000000 \n",
"s_iso8t2_DPm NaN -4.064043 -4.258572 -0.759809 \n",
"s_iso8t2_DPsd_trunc NaN 3.101403 5.063099 5.568829 \n",
"s_iso8t2_DPct NaN 105.000000 105.000000 107.000000 \n",
"s_lin5t_DPm NaN -4.440936 -8.097466 -4.785265 \n",
"s_lin5t_DPsd_trunc NaN 3.804005 4.959168 4.888448 \n",
"s_lin5t_DPct NaN 155.000000 154.000000 154.000000 \n",
"s_lin8t_DPm -1.466780 -2.207710 -1.394524 -0.767171 \n",
"s_lin8t_DPsd_trunc 10.028023 3.797363 5.997794 4.568257 \n",
"s_lin8t_DPct 114.000000 156.000000 151.000000 156.000000 \n",
"s_phase5t_DPm -8.176227 -2.727189 -4.037511 -3.222491 \n",
"s_phase5t_DPsd_trunc 16.753541 4.636219 6.101449 6.015203 \n",
"s_phase5t_DPct 143.000000 155.000000 154.000000 155.000000 \n",
"s_phase8t_DPm -4.950975 -3.443382 -11.261584 2.320622 \n",
"s_phase8t_DPsd_trunc 25.064911 4.223427 6.801106 7.011985 \n",
"s_phase8t_DPct 132.000000 156.000000 155.000000 156.000000 \n",
"s_iso5j_DPm -7.884204 -6.820084 -5.270395 -0.552320 \n",
"s_iso5j_DPsd_trunc 4.344289 5.180662 5.260285 6.896868 \n",
"s_iso5j_DPct 103.000000 106.000000 106.000000 106.000000 \n",
"s_iso8j_DPm NaN -6.218841 -10.064092 -4.987855 \n",
"s_iso8j_DPsd_trunc NaN 5.435017 8.475535 5.883866 \n",
"s_iso8j_DPct NaN 106.000000 107.000000 105.000000 \n",
"... ... ... ... ... \n",
"s_phase5t_nrm_DPm NaN -3.494445 -6.023428 -4.044406 \n",
"s_phase5t_nrm_DPsd_trunc NaN 3.447075 5.069596 4.472898 \n",
"s_phase5t_nrm_DPct NaN 58.000000 50.000000 58.000000 \n",
"s_phase8t_nrm_DPm NaN -2.738324 -12.613996 2.200945 \n",
"s_phase8t_nrm_DPsd_trunc NaN 2.685532 7.588504 4.675063 \n",
"s_phase8t_nrm_DPct NaN 65.000000 57.000000 61.000000 \n",
"s_phase5j_nrm_DPm -11.148969 -3.325956 -2.762491 -7.626405 \n",
"s_phase5j_nrm_DPsd_trunc 9.831048 4.675775 8.093669 6.432369 \n",
"s_phase5j_nrm_DPct 46.000000 58.000000 52.000000 56.000000 \n",
"s_phase8j_nrm_DPm -9.921800 -5.485820 -11.594407 0.012137 \n",
"s_phase8j_nrm_DPsd_trunc 6.769322 3.882251 7.146704 5.035754 \n",
"s_phase8j_nrm_DPct 49.000000 62.000000 57.000000 58.000000 \n",
"s_lint_610690_DPm -5.904932 -3.629545 -5.018314 -1.965972 \n",
"s_lint_610690_DPsd_trunc 13.714946 3.647491 6.254805 4.769801 \n",
"s_lint_610690_DPct 70.000000 89.000000 90.000000 89.000000 \n",
"s_linj_610690_DPm -11.469696 -4.611525 -6.104771 NaN \n",
"s_linj_610690_DPsd_trunc 10.788868 6.692989 14.833960 NaN \n",
"s_linj_610690_DPct 88.000000 89.000000 86.000000 NaN \n",
"s_lint_700800_DPm NaN -2.836999 -5.324347 -2.588808 \n",
"s_lint_700800_DPsd_trunc NaN 4.188447 6.278797 5.991372 \n",
"s_lint_700800_DPct NaN 100.000000 99.000000 99.000000 \n",
"s_lint_500600_DPm NaN -2.935850 -3.679656 -3.081273 \n",
"s_lint_500600_DPsd_trunc NaN 3.763389 7.094297 4.338958 \n",
"s_lint_500600_DPct NaN 102.000000 96.000000 102.000000 \n",
"s_linj_700800_DPm -4.543913 -5.536776 -6.491154 NaN \n",
"s_linj_700800_DPsd_trunc 8.344733 5.658566 8.351930 NaN \n",
"s_linj_700800_DPct 82.000000 102.000000 94.000000 NaN \n",
"s_linj_500600_DPm -9.168428 -4.356788 -6.390442 NaN \n",
"s_linj_500600_DPsd_trunc 9.660953 6.813903 14.389178 NaN \n",
"s_linj_500600_DPct 88.000000 102.000000 83.000000 NaN \n",
"\n",
" 019 020 021 022 \\\n",
"s_iso5t1_DPm -0.588655 -10.975295 -3.609441 -1.953836 \n",
"s_iso5t1_DPsd_trunc 2.583675 7.004012 4.608983 3.167766 \n",
"s_iso5t1_DPct 116.000000 117.000000 116.000000 114.000000 \n",
"s_iso8t1_DPm -2.327200 -3.092538 -1.458121 0.968610 \n",
"s_iso8t1_DPsd_trunc 2.431597 6.505625 4.433459 2.268350 \n",
"s_iso8t1_DPct 107.000000 101.000000 106.000000 104.000000 \n",
"s_iso5t2_DPm -0.035660 -3.025222 -5.794925 -1.195840 \n",
"s_iso5t2_DPsd_trunc 2.612512 7.021192 5.208270 3.488723 \n",
"s_iso5t2_DPct 117.000000 112.000000 116.000000 117.000000 \n",
"s_iso8t2_DPm -1.704668 -1.823981 -1.913083 0.890989 \n",
"s_iso8t2_DPsd_trunc 3.404020 6.388830 4.368410 2.339890 \n",
"s_iso8t2_DPct 107.000000 102.000000 106.000000 106.000000 \n",
"s_lin5t_DPm -2.822426 -7.847768 -8.081455 -2.905709 \n",
"s_lin5t_DPsd_trunc 4.628010 7.409937 5.736285 3.561546 \n",
"s_lin5t_DPct 155.000000 149.000000 156.000000 155.000000 \n",
"s_lin8t_DPm -1.167629 -2.313080 -0.667972 -0.196244 \n",
"s_lin8t_DPsd_trunc 4.510050 5.714329 4.928837 3.213383 \n",
"s_lin8t_DPct 156.000000 155.000000 156.000000 156.000000 \n",
"s_phase5t_DPm -0.056542 -3.009335 -4.691215 -0.877772 \n",
"s_phase5t_DPsd_trunc 5.880533 8.832377 5.631446 5.549757 \n",
"s_phase5t_DPct 156.000000 144.000000 156.000000 154.000000 \n",
"s_phase8t_DPm -0.540736 -2.155307 -3.021885 0.223643 \n",
"s_phase8t_DPsd_trunc 3.834770 7.823846 5.464373 5.537968 \n",
"s_phase8t_DPct 155.000000 154.000000 156.000000 154.000000 \n",
"s_iso5j_DPm -3.343108 -6.488198 -3.588275 -2.625491 \n",
"s_iso5j_DPsd_trunc 6.576153 6.369871 5.687223 5.210024 \n",
"s_iso5j_DPct 107.000000 102.000000 106.000000 107.000000 \n",
"s_iso8j_DPm -9.660025 -7.975747 -8.929854 1.649018 \n",
"s_iso8j_DPsd_trunc 5.660678 6.168150 5.515570 5.788754 \n",
"s_iso8j_DPct 107.000000 106.000000 107.000000 106.000000 \n",
"... ... ... ... ... \n",
"s_phase5t_nrm_DPm -0.096803 -4.921805 -6.586367 -1.663917 \n",
"s_phase5t_nrm_DPsd_trunc 3.686194 6.961424 5.077150 3.764374 \n",
"s_phase5t_nrm_DPct 58.000000 51.000000 58.000000 50.000000 \n",
"s_phase8t_nrm_DPm -0.550671 -2.789755 -1.841289 -1.104148 \n",
"s_phase8t_nrm_DPsd_trunc 2.654889 5.970898 4.366131 2.256640 \n",
"s_phase8t_nrm_DPct 57.000000 60.000000 61.000000 50.000000 \n",
"s_phase5j_nrm_DPm -7.175838 -8.508095 -5.800228 -10.196515 \n",
"s_phase5j_nrm_DPsd_trunc 8.611338 7.374434 6.468034 7.577475 \n",
"s_phase5j_nrm_DPct 58.000000 59.000000 58.000000 50.000000 \n",
"s_phase8j_nrm_DPm -1.695137 -13.082447 -9.177448 -1.539006 \n",
"s_phase8j_nrm_DPsd_trunc 9.043339 9.028088 5.704594 5.154211 \n",
"s_phase8j_nrm_DPct 62.000000 50.000000 62.000000 58.000000 \n",
"s_lint_610690_DPm -1.046649 -6.135196 -4.141515 -1.082157 \n",
"s_lint_610690_DPsd_trunc 5.044258 7.952984 6.309685 3.805393 \n",
"s_lint_610690_DPct 90.000000 87.000000 90.000000 90.000000 \n",
"s_linj_610690_DPm -2.766766 -5.984495 -1.798480 -2.341115 \n",
"s_linj_610690_DPsd_trunc 12.881389 7.355279 10.090107 7.873377 \n",
"s_linj_610690_DPct 84.000000 88.000000 90.000000 90.000000 \n",
"s_lint_700800_DPm -0.534889 -3.920463 -2.249709 -1.423945 \n",
"s_lint_700800_DPsd_trunc 4.800754 6.452870 5.338793 3.525517 \n",
"s_lint_700800_DPct 100.000000 97.000000 101.000000 100.000000 \n",
"s_lint_500600_DPm -4.239167 -4.696701 -6.162629 -2.058697 \n",
"s_lint_500600_DPsd_trunc 3.428162 6.109977 7.413205 3.699728 \n",
"s_lint_500600_DPct 101.000000 101.000000 101.000000 101.000000 \n",
"s_linj_700800_DPm NaN -9.080940 -5.285475 -1.128587 \n",
"s_linj_700800_DPsd_trunc NaN 7.484739 7.572755 5.879357 \n",
"s_linj_700800_DPct NaN 95.000000 101.000000 99.000000 \n",
"s_linj_500600_DPm -6.003091 -9.124480 -4.398286 -5.446709 \n",
"s_linj_500600_DPsd_trunc 9.550193 11.361092 10.270239 11.104630 \n",
"s_linj_500600_DPct 80.000000 91.000000 83.000000 99.000000 \n",
"\n",
" 024 025 ... 112 \\\n",
"s_iso5t1_DPm -5.568016 -5.484477 ... -10.934370 \n",
"s_iso5t1_DPsd_trunc 3.170995 3.186261 ... 6.123362 \n",
"s_iso5t1_DPct 116.000000 110.000000 ... 114.000000 \n",
"s_iso8t1_DPm -2.741571 0.354671 ... -5.737524 \n",
"s_iso8t1_DPsd_trunc 4.452189 4.964179 ... 8.144077 \n",
"s_iso8t1_DPct 107.000000 103.000000 ... 98.000000 \n",
"s_iso5t2_DPm -1.939757 0.793761 ... -10.848408 \n",
"s_iso5t2_DPsd_trunc 3.281671 5.276439 ... 5.511892 \n",
"s_iso5t2_DPct 116.000000 98.000000 ... 114.000000 \n",
"s_iso8t2_DPm -2.384110 0.150065 ... -1.732022 \n",
"s_iso8t2_DPsd_trunc 4.170302 4.422124 ... 5.838884 \n",
"s_iso8t2_DPct 107.000000 101.000000 ... 96.000000 \n",
"s_lin5t_DPm -2.321764 -1.148714 ... -13.171428 \n",
"s_lin5t_DPsd_trunc 4.532819 6.311407 ... 10.807008 \n",
"s_lin5t_DPct 157.000000 149.000000 ... 121.000000 \n",
"s_lin8t_DPm -2.514913 2.739635 ... -2.061360 \n",
"s_lin8t_DPsd_trunc 5.215915 5.288537 ... 7.265519 \n",
"s_lin8t_DPct 157.000000 153.000000 ... 147.000000 \n",
"s_phase5t_DPm -1.028469 2.607912 ... -7.511362 \n",
"s_phase5t_DPsd_trunc 6.495490 8.974706 ... 8.618557 \n",
"s_phase5t_DPct 157.000000 147.000000 ... 154.000000 \n",
"s_phase8t_DPm -2.313902 1.552980 ... -5.626800 \n",
"s_phase8t_DPsd_trunc 5.319286 6.812584 ... 6.988509 \n",
"s_phase8t_DPct 156.000000 120.000000 ... 154.000000 \n",
"s_iso5j_DPm -5.292310 -7.260642 ... -11.322089 \n",
"s_iso5j_DPsd_trunc 6.350138 5.514704 ... 6.121927 \n",
"s_iso5j_DPct 107.000000 100.000000 ... 105.000000 \n",
"s_iso8j_DPm -6.925825 -2.223467 ... -12.004863 \n",
"s_iso8j_DPsd_trunc 6.075278 6.741509 ... 8.035791 \n",
"s_iso8j_DPct 107.000000 100.000000 ... 103.000000 \n",
"... ... ... ... ... \n",
"s_phase5t_nrm_DPm -2.646197 NaN ... -5.554789 \n",
"s_phase5t_nrm_DPsd_trunc 4.054006 NaN ... 8.672406 \n",
"s_phase5t_nrm_DPct 62.000000 NaN ... 50.000000 \n",
"s_phase8t_nrm_DPm -2.114991 NaN ... -8.864571 \n",
"s_phase8t_nrm_DPsd_trunc 4.987632 NaN ... 6.390464 \n",
"s_phase8t_nrm_DPct 61.000000 NaN ... 50.000000 \n",
"s_phase5j_nrm_DPm -3.477511 -4.929744 ... -11.247372 \n",
"s_phase5j_nrm_DPsd_trunc 5.779530 9.186420 ... 7.306804 \n",
"s_phase5j_nrm_DPct 62.000000 49.000000 ... 49.000000 \n",
"s_phase8j_nrm_DPm -5.807808 -1.357039 ... -11.380748 \n",
"s_phase8j_nrm_DPsd_trunc 6.207823 6.458522 ... 6.210700 \n",
"s_phase8j_nrm_DPct 62.000000 50.000000 ... 58.000000 \n",
"s_lint_610690_DPm -2.521295 1.547984 ... -13.675623 \n",
"s_lint_610690_DPsd_trunc 4.389249 5.555110 ... 12.938677 \n",
"s_lint_610690_DPct 90.000000 90.000000 ... 85.000000 \n",
"s_linj_610690_DPm -6.378774 -2.082932 ... NaN \n",
"s_linj_610690_DPsd_trunc 7.713142 7.518116 ... NaN \n",
"s_linj_610690_DPct 90.000000 90.000000 ... NaN \n",
"s_lint_700800_DPm -3.538202 2.053367 ... NaN \n",
"s_lint_700800_DPsd_trunc 5.302861 5.957211 ... NaN \n",
"s_lint_700800_DPct 102.000000 94.000000 ... NaN \n",
"s_lint_500600_DPm -1.059976 -0.138641 ... -1.890201 \n",
"s_lint_500600_DPsd_trunc 4.834872 6.247794 ... 9.205697 \n",
"s_lint_500600_DPct 102.000000 98.000000 ... 96.000000 \n",
"s_linj_700800_DPm -6.143924 1.101778 ... NaN \n",
"s_linj_700800_DPsd_trunc 6.601137 6.673417 ... NaN \n",
"s_linj_700800_DPct 100.000000 93.000000 ... NaN \n",
"s_linj_500600_DPm -3.476588 -3.543392 ... -16.546086 \n",
"s_linj_500600_DPsd_trunc 8.447056 6.763741 ... 11.726403 \n",
"s_linj_500600_DPct 99.000000 91.000000 ... 79.000000 \n",
"\n",
" 113 114 115 116 \\\n",
"s_iso5t1_DPm -0.918811 -1.107983 -0.594511 -0.838101 \n",
"s_iso5t1_DPsd_trunc 2.799212 4.586392 4.075651 2.487950 \n",
"s_iso5t1_DPct 115.000000 113.000000 112.000000 113.000000 \n",
"s_iso8t1_DPm 0.205687 -0.826352 -2.226755 -1.372491 \n",
"s_iso8t1_DPsd_trunc 2.344456 6.235354 3.659721 2.334648 \n",
"s_iso8t1_DPct 104.000000 104.000000 106.000000 106.000000 \n",
"s_iso5t2_DPm 1.998485 -2.249983 -0.615855 -2.109468 \n",
"s_iso5t2_DPsd_trunc 2.801852 6.319350 4.716004 3.143240 \n",
"s_iso5t2_DPct 113.000000 109.000000 116.000000 117.000000 \n",
"s_iso8t2_DPm -0.082369 -6.790021 -1.854593 -1.226942 \n",
"s_iso8t2_DPsd_trunc 2.772427 6.077328 3.511975 2.276168 \n",
"s_iso8t2_DPct 104.000000 102.000000 102.000000 105.000000 \n",
"s_lin5t_DPm -1.070807 -11.101964 -4.147904 -3.269580 \n",
"s_lin5t_DPsd_trunc 3.458209 7.417736 4.439277 3.199540 \n",
"s_lin5t_DPct 150.000000 148.000000 141.000000 154.000000 \n",
"s_lin8t_DPm 2.228288 1.177425 -1.581256 -2.067663 \n",
"s_lin8t_DPsd_trunc 2.892864 6.500740 3.968508 3.315846 \n",
"s_lin8t_DPct 154.000000 153.000000 146.000000 156.000000 \n",
"s_phase5t_DPm 2.751770 -4.868650 -0.907275 -1.493659 \n",
"s_phase5t_DPsd_trunc 4.244219 7.097735 10.690847 4.345646 \n",
"s_phase5t_DPct 153.000000 152.000000 155.000000 152.000000 \n",
"s_phase8t_DPm 0.941978 -7.163684 -3.237063 -1.668319 \n",
"s_phase8t_DPsd_trunc 5.164350 6.926644 5.851449 4.129328 \n",
"s_phase8t_DPct 154.000000 147.000000 152.000000 156.000000 \n",
"s_iso5j_DPm 0.992438 -15.303739 -1.575724 -2.164280 \n",
"s_iso5j_DPsd_trunc 5.109652 8.639169 6.185684 4.871451 \n",
"s_iso5j_DPct 104.000000 96.000000 104.000000 105.000000 \n",
"s_iso8j_DPm -2.133730 -11.930682 -5.926679 -5.893919 \n",
"s_iso8j_DPsd_trunc 3.907462 6.181960 5.100964 5.519451 \n",
"s_iso8j_DPct 104.000000 103.000000 104.000000 106.000000 \n",
"... ... ... ... ... \n",
"s_phase5t_nrm_DPm 1.637512 -2.384650 -2.340948 -1.170212 \n",
"s_phase5t_nrm_DPsd_trunc 2.702044 7.063415 6.217980 3.661628 \n",
"s_phase5t_nrm_DPct 49.000000 55.000000 54.000000 49.000000 \n",
"s_phase8t_nrm_DPm 1.167334 -6.006915 -3.760204 -2.231690 \n",
"s_phase8t_nrm_DPsd_trunc 2.777576 5.458047 3.717879 3.070182 \n",
"s_phase8t_nrm_DPct 57.000000 56.000000 56.000000 62.000000 \n",
"s_phase5j_nrm_DPm 1.597960 -10.049117 -3.918322 -5.244204 \n",
"s_phase5j_nrm_DPsd_trunc 6.047968 8.028764 6.527422 5.395921 \n",
"s_phase5j_nrm_DPct 44.000000 45.000000 49.000000 62.000000 \n",
"s_phase8j_nrm_DPm -4.138816 -11.430767 -8.163726 -8.763223 \n",
"s_phase8j_nrm_DPsd_trunc 4.500170 7.667751 4.890995 5.952829 \n",
"s_phase8j_nrm_DPct 50.000000 61.000000 57.000000 55.000000 \n",
"s_lint_610690_DPm 0.477503 -5.995810 -2.384010 -1.992656 \n",
"s_lint_610690_DPsd_trunc 3.283291 9.406283 4.755764 3.414272 \n",
"s_lint_610690_DPct 90.000000 88.000000 85.000000 90.000000 \n",
"s_linj_610690_DPm 1.346563 -17.484409 -4.747037 -3.671017 \n",
"s_linj_610690_DPsd_trunc 6.278382 9.227213 6.783321 5.841060 \n",
"s_linj_610690_DPct 90.000000 88.000000 90.000000 89.000000 \n",
"s_lint_700800_DPm -0.203763 -2.421917 -3.037278 -3.049772 \n",
"s_lint_700800_DPsd_trunc 3.474329 9.170531 4.447257 3.353788 \n",
"s_lint_700800_DPct 95.000000 97.000000 90.000000 99.000000 \n",
"s_lint_500600_DPm 1.884941 -6.121897 -3.185709 -2.553906 \n",
"s_lint_500600_DPsd_trunc 3.589876 9.466895 3.924627 2.970704 \n",
"s_lint_500600_DPct 99.000000 97.000000 95.000000 101.000000 \n",
"s_linj_700800_DPm -0.760195 NaN -5.754093 -2.759417 \n",
"s_linj_700800_DPsd_trunc 5.307915 NaN 5.832539 5.775269 \n",
"s_linj_700800_DPct 98.000000 NaN 101.000000 98.000000 \n",
"s_linj_500600_DPm -0.700534 -14.919772 -5.130468 -1.959767 \n",
"s_linj_500600_DPsd_trunc 7.186386 13.197983 8.916590 6.994755 \n",
"s_linj_500600_DPct 99.000000 96.000000 100.000000 101.000000 \n",
"\n",
" 117 118 119 120 \\\n",
"s_iso5t1_DPm -7.211448 -3.449031 -0.357402 -5.634339 \n",
"s_iso5t1_DPsd_trunc 5.184207 5.405130 2.827062 5.538719 \n",
"s_iso5t1_DPct 114.000000 114.000000 114.000000 98.000000 \n",
"s_iso8t1_DPm -1.247007 1.162443 -0.060845 -9.056157 \n",
"s_iso8t1_DPsd_trunc 5.438937 3.613148 2.767637 4.298762 \n",
"s_iso8t1_DPct 103.000000 106.000000 104.000000 102.000000 \n",
"s_iso5t2_DPm -10.922451 -1.735612 1.315051 -11.177051 \n",
"s_iso5t2_DPsd_trunc 4.653159 4.076174 3.167036 5.855743 \n",
"s_iso5t2_DPct 114.000000 114.000000 116.000000 114.000000 \n",
"s_iso8t2_DPm -3.161301 0.728819 -1.877539 -4.290588 \n",
"s_iso8t2_DPsd_trunc 4.564913 2.928230 3.214585 3.713862 \n",
"s_iso8t2_DPct 105.000000 104.000000 105.000000 106.000000 \n",
"s_lin5t_DPm -6.060567 -2.044255 -4.613583 -6.337286 \n",
"s_lin5t_DPsd_trunc 6.582733 5.129986 4.204554 5.773415 \n",
"s_lin5t_DPct 150.000000 154.000000 152.000000 157.000000 \n",
"s_lin8t_DPm -4.227632 2.762494 0.389404 -2.219642 \n",
"s_lin8t_DPsd_trunc 6.912513 4.916196 3.477552 5.289070 \n",
"s_lin8t_DPct 134.000000 151.000000 155.000000 153.000000 \n",
"s_phase5t_DPm -7.582498 3.159855 2.719712 -6.585747 \n",
"s_phase5t_DPsd_trunc 9.021404 8.359160 4.832540 6.673500 \n",
"s_phase5t_DPct 148.000000 153.000000 153.000000 153.000000 \n",
"s_phase8t_DPm -1.081923 2.320129 -0.321672 -5.452793 \n",
"s_phase8t_DPsd_trunc 7.146782 6.167211 4.298461 5.503316 \n",
"s_phase8t_DPct 153.000000 152.000000 153.000000 154.000000 \n",
"s_iso5j_DPm -14.291407 2.168237 1.390152 -8.451801 \n",
"s_iso5j_DPsd_trunc 5.396906 8.370299 4.820479 5.017404 \n",
"s_iso5j_DPct 101.000000 104.000000 104.000000 104.000000 \n",
"s_iso8j_DPm -4.632284 0.058726 -5.148439 -7.448876 \n",
"s_iso8j_DPsd_trunc 4.905857 6.811418 4.125815 4.164116 \n",
"s_iso8j_DPct 106.000000 106.000000 106.000000 104.000000 \n",
"... ... ... ... ... \n",
"s_phase5t_nrm_DPm NaN 8.454378 2.841347 -6.206281 \n",
"s_phase5t_nrm_DPsd_trunc NaN 4.156459 3.642057 6.085368 \n",
"s_phase5t_nrm_DPct NaN 49.000000 49.000000 50.000000 \n",
"s_phase8t_nrm_DPm NaN 0.507251 -0.716042 -5.191294 \n",
"s_phase8t_nrm_DPsd_trunc NaN 4.423234 2.651028 4.713386 \n",
"s_phase8t_nrm_DPct NaN 48.000000 56.000000 50.000000 \n",
"s_phase5j_nrm_DPm NaN -6.636588 -4.443068 NaN \n",
"s_phase5j_nrm_DPsd_trunc NaN 5.343027 5.422876 NaN \n",
"s_phase5j_nrm_DPct NaN 50.000000 50.000000 NaN \n",
"s_phase8j_nrm_DPm -2.627231 -4.346571 -4.187103 NaN \n",
"s_phase8j_nrm_DPsd_trunc 7.561797 6.687784 4.882306 NaN \n",
"s_phase8j_nrm_DPct 56.000000 58.000000 58.000000 NaN \n",
"s_lint_610690_DPm -3.592472 1.334023 -2.638309 -3.920254 \n",
"s_lint_610690_DPsd_trunc 5.783784 5.413948 4.346650 5.520486 \n",
"s_lint_610690_DPct 90.000000 90.000000 89.000000 90.000000 \n",
"s_linj_610690_DPm -10.843955 -1.537152 -1.352451 -3.832061 \n",
"s_linj_610690_DPsd_trunc 7.550096 7.191732 4.922011 7.405898 \n",
"s_linj_610690_DPct 90.000000 90.000000 90.000000 90.000000 \n",
"s_lint_700800_DPm -3.185119 0.806381 -1.259571 -4.405488 \n",
"s_lint_700800_DPsd_trunc 8.064835 3.622448 3.628472 5.876414 \n",
"s_lint_700800_DPct 81.000000 99.000000 98.000000 102.000000 \n",
"s_lint_500600_DPm -8.668644 -0.270897 -2.702535 -3.943322 \n",
"s_lint_500600_DPsd_trunc 5.239500 6.837897 5.603176 5.913442 \n",
"s_lint_500600_DPct 94.000000 96.000000 100.000000 98.000000 \n",
"s_linj_700800_DPm -4.056123 -2.236343 -2.155906 -6.996401 \n",
"s_linj_700800_DPsd_trunc 5.086778 5.948107 5.018592 4.189604 \n",
"s_linj_700800_DPct 99.000000 97.000000 97.000000 91.000000 \n",
"s_linj_500600_DPm -12.389941 -2.258212 -1.509382 -4.102402 \n",
"s_linj_500600_DPsd_trunc 8.385819 9.242493 10.248535 5.844371 \n",
"s_linj_500600_DPct 98.000000 94.000000 101.000000 99.000000 \n",
"\n",
" 121 \n",
"s_iso5t1_DPm -4.897263 \n",
"s_iso5t1_DPsd_trunc 4.245075 \n",
"s_iso5t1_DPct 114.000000 \n",
"s_iso8t1_DPm -3.304496 \n",
"s_iso8t1_DPsd_trunc 5.691151 \n",
"s_iso8t1_DPct 105.000000 \n",
"s_iso5t2_DPm -7.462378 \n",
"s_iso5t2_DPsd_trunc 4.506521 \n",
"s_iso5t2_DPct 110.000000 \n",
"s_iso8t2_DPm -5.760608 \n",
"s_iso8t2_DPsd_trunc 5.989694 \n",
"s_iso8t2_DPct 101.000000 \n",
"s_lin5t_DPm -7.769085 \n",
"s_lin5t_DPsd_trunc 7.357143 \n",
"s_lin5t_DPct 143.000000 \n",
"s_lin8t_DPm -3.069498 \n",
"s_lin8t_DPsd_trunc 5.277031 \n",
"s_lin8t_DPct 150.000000 \n",
"s_phase5t_DPm -2.178178 \n",
"s_phase5t_DPsd_trunc 7.992546 \n",
"s_phase5t_DPct 149.000000 \n",
"s_phase8t_DPm -3.261694 \n",
"s_phase8t_DPsd_trunc 11.802603 \n",
"s_phase8t_DPct 143.000000 \n",
"s_iso5j_DPm -1.549586 \n",
"s_iso5j_DPsd_trunc 5.578518 \n",
"s_iso5j_DPct 105.000000 \n",
"s_iso8j_DPm -10.669810 \n",
"s_iso8j_DPsd_trunc 5.553144 \n",
"s_iso8j_DPct 107.000000 \n",
"... ... \n",
"s_phase5t_nrm_DPm NaN \n",
"s_phase5t_nrm_DPsd_trunc NaN \n",
"s_phase5t_nrm_DPct NaN \n",
"s_phase8t_nrm_DPm NaN \n",
"s_phase8t_nrm_DPsd_trunc NaN \n",
"s_phase8t_nrm_DPct NaN \n",
"s_phase5j_nrm_DPm NaN \n",
"s_phase5j_nrm_DPsd_trunc NaN \n",
"s_phase5j_nrm_DPct NaN \n",
"s_phase8j_nrm_DPm -12.947842 \n",
"s_phase8j_nrm_DPsd_trunc 5.635160 \n",
"s_phase8j_nrm_DPct 58.000000 \n",
"s_lint_610690_DPm -2.610475 \n",
"s_lint_610690_DPsd_trunc 5.307701 \n",
"s_lint_610690_DPct 87.000000 \n",
"s_linj_610690_DPm -5.911024 \n",
"s_linj_610690_DPsd_trunc 11.879577 \n",
"s_linj_610690_DPct 90.000000 \n",
"s_lint_700800_DPm -6.258277 \n",
"s_lint_700800_DPsd_trunc 9.321889 \n",
"s_lint_700800_DPct 87.000000 \n",
"s_lint_500600_DPm -6.960489 \n",
"s_lint_500600_DPsd_trunc 4.700504 \n",
"s_lint_500600_DPct 99.000000 \n",
"s_linj_700800_DPm -8.532782 \n",
"s_linj_700800_DPsd_trunc 10.555065 \n",
"s_linj_700800_DPct 98.000000 \n",
"s_linj_500600_DPm -2.914103 \n",
"s_linj_500600_DPsd_trunc 8.385738 \n",
"s_linj_500600_DPct 98.000000 \n",
"\n",
"[96 rows x 97 columns]"
]
},
"execution_count": 121,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_sms = match('DP')\n",
"\n",
"df_sms_out = pd.DataFrame(index = df_sms.index)\n",
"\n",
"for c in df_sms.columns: \n",
" trimname = 's_' + c[5:] \n",
" if (\"DPct\" in c) or (\"DPm\" in c):\n",
" df_sms_out[trimname] = df_sms[c]\n",
" else:\n",
" df_sms_out[trimname + '_trunc'] = truncate(df_sms[c])\n",
" \n",
"df_sms_out.T"
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" 2.133366 | \n",
" 1.622487 | \n",
" 1.472279 | \n",
" 1.994289 | \n",
" 2.021399 | \n",
" 2.135832 | \n",
" 1.854509 | \n",
" 1.928630 | \n",
" 2.161561 | \n",
"
\n",
" \n",
" 049 | \n",
" 2.151863 | \n",
" 1.945161 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 2.305383 | \n",
" 2.515234 | \n",
" 3.221469 | \n",
" 2.278298 | \n",
" NaN | \n",
" ... | \n",
" 2.259580 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 2.579684 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 051 | \n",
" 1.390749 | \n",
" 1.182839 | \n",
" 1.382496 | \n",
" 1.271641 | \n",
" 1.423009 | \n",
" 1.359170 | \n",
" 1.739229 | \n",
" 1.898883 | \n",
" 1.676281 | \n",
" 1.539143 | \n",
" ... | \n",
" 1.715900 | \n",
" 1.543755 | \n",
" 2.140252 | \n",
" 1.421400 | \n",
" 1.626791 | \n",
" 2.082926 | \n",
" 1.548873 | \n",
" 1.403939 | \n",
" 1.931787 | \n",
" 1.984162 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 091 | \n",
" 1.449116 | \n",
" 1.211588 | \n",
" 1.333326 | \n",
" 1.168292 | \n",
" 1.566006 | \n",
" 1.257787 | \n",
" 1.597946 | \n",
" 1.549170 | \n",
" 1.499167 | \n",
" 1.487188 | \n",
" ... | \n",
" 1.312618 | \n",
" 1.201153 | \n",
" 1.522880 | \n",
" 1.496527 | \n",
" 1.446165 | \n",
" 1.612523 | \n",
" 1.643412 | \n",
" 1.396902 | \n",
" 1.671687 | \n",
" 2.032135 | \n",
"
\n",
" \n",
" 092 | \n",
" 1.345000 | \n",
" 1.487471 | \n",
" 1.275930 | \n",
" 1.485463 | \n",
" 1.854254 | \n",
" 1.759965 | \n",
" 1.798088 | \n",
" 1.784696 | \n",
" 1.695897 | \n",
" 1.930878 | \n",
" ... | \n",
" 1.593130 | \n",
" 1.598847 | \n",
" 2.037424 | \n",
" 1.668468 | \n",
" 1.788295 | \n",
" 2.010605 | \n",
" 2.163077 | \n",
" 1.642071 | \n",
" 1.604979 | \n",
" 2.064925 | \n",
"
\n",
" \n",
" 093 | \n",
" 1.585773 | \n",
" 1.546694 | \n",
" 1.637662 | \n",
" 1.430066 | \n",
" 1.811371 | \n",
" 1.605881 | \n",
" 1.860800 | \n",
" 1.731256 | \n",
" 1.739643 | \n",
" 1.994637 | \n",
" ... | \n",
" 1.786350 | \n",
" 1.494587 | \n",
" 1.604424 | \n",
" 1.937038 | \n",
" 1.623223 | \n",
" 2.210662 | \n",
" 1.841742 | \n",
" 1.887073 | \n",
" 1.920084 | \n",
" 2.071302 | \n",
"
\n",
" \n",
" 094 | \n",
" 1.657986 | \n",
" 1.631690 | \n",
" 1.760155 | \n",
" 1.702428 | \n",
" 1.819522 | \n",
" 1.731488 | \n",
" 1.982937 | \n",
" 2.056478 | \n",
" 1.873470 | \n",
" 2.043344 | \n",
" ... | \n",
" 1.623816 | \n",
" 2.033164 | \n",
" 1.822206 | \n",
" 2.118901 | \n",
" 1.959386 | \n",
" 2.100451 | \n",
" 2.046481 | \n",
" 1.737708 | \n",
" 1.894117 | \n",
" 2.346369 | \n",
"
\n",
" \n",
" 095 | \n",
" 1.350039 | \n",
" 1.402022 | \n",
" 1.648476 | \n",
" 1.212946 | \n",
" 1.625273 | \n",
" 1.426034 | \n",
" 1.679399 | \n",
" 1.596319 | \n",
" 1.818386 | \n",
" 1.422117 | \n",
" ... | \n",
" 1.285899 | \n",
" 1.673913 | \n",
" 1.732342 | \n",
" 1.435371 | \n",
" 1.706072 | \n",
" 2.514380 | \n",
" 1.645232 | \n",
" 1.619249 | \n",
" 2.432453 | \n",
" 2.160559 | \n",
"
\n",
" \n",
" 096 | \n",
" 1.183688 | \n",
" 1.257725 | \n",
" 1.506640 | \n",
" 1.262937 | \n",
" 1.537900 | \n",
" 1.572777 | \n",
" 1.588762 | \n",
" 1.686659 | \n",
" 1.821079 | \n",
" 1.710031 | \n",
" ... | \n",
" 1.223411 | \n",
" 1.358376 | \n",
" 1.693641 | \n",
" 1.816137 | \n",
" 1.590050 | \n",
" 1.837736 | \n",
" 1.514546 | \n",
" 1.615584 | \n",
" 1.791156 | \n",
" 2.050975 | \n",
"
\n",
" \n",
" 097 | \n",
" 1.553118 | \n",
" 1.441133 | \n",
" 1.734186 | \n",
" 1.340447 | \n",
" 1.491838 | \n",
" 1.498280 | \n",
" 1.793375 | \n",
" 1.706463 | \n",
" 1.681646 | \n",
" 1.762506 | \n",
" ... | \n",
" 1.643316 | \n",
" 1.475694 | \n",
" 1.937992 | \n",
" 1.937221 | \n",
" 1.609334 | \n",
" 2.240401 | \n",
" 1.476850 | \n",
" 1.596564 | \n",
" 1.803030 | \n",
" 2.166801 | \n",
"
\n",
" \n",
" 098 | \n",
" 1.394417 | \n",
" 1.117052 | \n",
" 1.130257 | \n",
" 1.176846 | \n",
" 1.352986 | \n",
" 1.430074 | \n",
" 1.464891 | \n",
" 1.556825 | \n",
" 1.552316 | \n",
" 1.439605 | \n",
" ... | \n",
" 1.235928 | \n",
" NaN | \n",
" 1.843422 | \n",
" 1.353870 | \n",
" 1.610200 | \n",
" 1.781598 | \n",
" 1.290688 | \n",
" 1.401033 | \n",
" 1.582123 | \n",
" 1.988594 | \n",
"
\n",
" \n",
" 099 | \n",
" 1.447692 | \n",
" 1.463197 | \n",
" 1.539633 | \n",
" 1.345424 | \n",
" 1.514859 | \n",
" 1.873326 | \n",
" 2.132830 | \n",
" 2.150460 | \n",
" 1.987616 | \n",
" 1.823680 | \n",
" ... | \n",
" 1.521154 | \n",
" 1.685878 | \n",
" 1.807076 | \n",
" 1.931085 | \n",
" 1.817515 | \n",
" 2.103678 | \n",
" 1.696299 | \n",
" 1.735805 | \n",
" 1.902442 | \n",
" 2.210110 | \n",
"
\n",
" \n",
" 100 | \n",
" 1.499580 | \n",
" 1.267989 | \n",
" 1.156310 | \n",
" 1.214675 | \n",
" 1.667821 | \n",
" 1.396713 | \n",
" 1.642567 | \n",
" 1.625895 | \n",
" 1.685254 | \n",
" 1.548109 | \n",
" ... | \n",
" 1.394467 | \n",
" 1.579856 | \n",
" 2.033780 | \n",
" 1.962556 | \n",
" 1.610190 | \n",
" 2.184703 | \n",
" 1.583766 | \n",
" 1.712850 | \n",
" 1.852059 | \n",
" 2.106062 | \n",
"
\n",
" \n",
" 101 | \n",
" 1.704965 | \n",
" 1.360519 | \n",
" 1.659895 | \n",
" 1.557076 | \n",
" 1.841867 | \n",
" 1.731204 | \n",
" 1.996825 | \n",
" 1.913525 | \n",
" 1.830431 | \n",
" 1.909514 | \n",
" ... | \n",
" 1.593418 | \n",
" 1.842436 | \n",
" 1.767468 | \n",
" 1.950009 | \n",
" 1.987316 | \n",
" 2.057702 | \n",
" 1.736324 | \n",
" 1.606754 | \n",
" 1.904446 | \n",
" 2.066410 | \n",
"
\n",
" \n",
" 102 | \n",
" 1.392795 | \n",
" 1.183798 | \n",
" 1.490049 | \n",
" 1.149026 | \n",
" 1.563346 | \n",
" 1.734824 | \n",
" 1.683533 | \n",
" 1.647868 | \n",
" 1.773656 | \n",
" 1.655395 | \n",
" ... | \n",
" 1.104012 | \n",
" 1.233142 | \n",
" 1.900904 | \n",
" 1.670638 | \n",
" 1.966298 | \n",
" 1.993827 | \n",
" 1.593197 | \n",
" 1.761838 | \n",
" 1.810530 | \n",
" 2.153517 | \n",
"
\n",
" \n",
" 103 | \n",
" 1.375605 | \n",
" 1.484798 | \n",
" 1.526401 | \n",
" 1.354565 | \n",
" 1.499534 | \n",
" 1.789324 | \n",
" 1.735533 | \n",
" 1.555921 | \n",
" 1.849073 | \n",
" 1.791545 | \n",
" ... | \n",
" 1.196766 | \n",
" 1.245895 | \n",
" 1.907844 | \n",
" 1.988744 | \n",
" 1.822989 | \n",
" 1.998910 | \n",
" 1.575008 | \n",
" 1.866607 | \n",
" 1.864822 | \n",
" 2.111631 | \n",
"
\n",
" \n",
" 104 | \n",
" 1.545028 | \n",
" 1.747669 | \n",
" 1.566731 | \n",
" NaN | \n",
" 2.231160 | \n",
" 1.791717 | \n",
" 2.622076 | \n",
" 2.938816 | \n",
" NaN | \n",
" 1.596170 | \n",
" ... | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 2.238897 | \n",
" 2.198332 | \n",
" NaN | \n",
" 2.041397 | \n",
" 2.050829 | \n",
" NaN | \n",
" 2.473611 | \n",
"
\n",
" \n",
" 105 | \n",
" 1.801153 | \n",
" 1.739995 | \n",
" 1.901948 | \n",
" 2.243605 | \n",
" 2.276922 | \n",
" 2.141057 | \n",
" 1.944161 | \n",
" 2.155787 | \n",
" 1.862689 | \n",
" 2.063905 | \n",
" ... | \n",
" 1.783304 | \n",
" 1.549508 | \n",
" 2.134887 | \n",
" NaN | \n",
" 2.275106 | \n",
" 2.419920 | \n",
" 2.286061 | \n",
" 2.179113 | \n",
" NaN | \n",
" 2.522852 | \n",
"
\n",
" \n",
" 107 | \n",
" 1.192646 | \n",
" 1.036598 | \n",
" 1.323714 | \n",
" 1.213214 | \n",
" 1.377351 | \n",
" 1.461565 | \n",
" 1.456936 | \n",
" 1.391359 | \n",
" 1.649415 | \n",
" 1.594488 | \n",
" ... | \n",
" NaN | \n",
" 1.219295 | \n",
" NaN | \n",
" NaN | \n",
" 1.461152 | \n",
" 1.954683 | \n",
" 1.554497 | \n",
" 1.276529 | \n",
" 1.820042 | \n",
" 2.091235 | \n",
"
\n",
" \n",
" 108 | \n",
" 1.524372 | \n",
" 1.342621 | \n",
" 1.494930 | \n",
" 1.296824 | \n",
" 1.550446 | \n",
" 1.647128 | \n",
" 1.853779 | \n",
" 1.669186 | \n",
" 1.553136 | \n",
" 1.678444 | \n",
" ... | \n",
" 1.763007 | \n",
" 1.432985 | \n",
" 1.862758 | \n",
" 1.727473 | \n",
" 1.806187 | \n",
" 2.094723 | \n",
" 1.748951 | \n",
" 1.554200 | \n",
" 1.690032 | \n",
" 2.452959 | \n",
"
\n",
" \n",
" 109 | \n",
" 1.405253 | \n",
" 1.173891 | \n",
" 1.531845 | \n",
" 1.431531 | \n",
" 1.680366 | \n",
" 1.786235 | \n",
" 2.200408 | \n",
" 2.016352 | \n",
" 1.675157 | \n",
" 1.709617 | \n",
" ... | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 1.611400 | \n",
" 1.989616 | \n",
" 1.932359 | \n",
" 1.704973 | \n",
" 1.999620 | \n",
" 1.626547 | \n",
" 1.956897 | \n",
"
\n",
" \n",
" 110 | \n",
" 1.345261 | \n",
" 1.356246 | \n",
" 1.296935 | \n",
" 1.043001 | \n",
" 1.357591 | \n",
" 1.223697 | \n",
" 1.538119 | \n",
" 1.445808 | \n",
" 1.534092 | \n",
" 1.467484 | \n",
" ... | \n",
" 1.218798 | \n",
" 0.844649 | \n",
" 1.516383 | \n",
" 1.374264 | \n",
" 1.385988 | \n",
" 2.029942 | \n",
" 1.366578 | \n",
" 1.406781 | \n",
" 1.841802 | \n",
" 2.002637 | \n",
"
\n",
" \n",
" 111 | \n",
" 1.402827 | \n",
" 1.438419 | \n",
" 1.544511 | \n",
" 1.533494 | \n",
" 1.394360 | \n",
" 1.456176 | \n",
" 1.612266 | \n",
" 1.943491 | \n",
" 1.767450 | \n",
" 1.599098 | \n",
" ... | \n",
" 1.442153 | \n",
" 1.315708 | \n",
" 1.677284 | \n",
" 1.753042 | \n",
" 1.284367 | \n",
" 2.027371 | \n",
" 1.518075 | \n",
" 1.502315 | \n",
" 1.830891 | \n",
" 2.010234 | \n",
"
\n",
" \n",
" 112 | \n",
" 1.812111 | \n",
" 2.097291 | \n",
" 1.706908 | \n",
" 1.764540 | \n",
" 2.380195 | \n",
" 1.983140 | \n",
" 2.153918 | \n",
" 1.944267 | \n",
" 1.811877 | \n",
" 2.083905 | \n",
" ... | \n",
" 2.160146 | \n",
" 1.854807 | \n",
" 1.988806 | \n",
" 1.826274 | \n",
" 2.560221 | \n",
" NaN | \n",
" NaN | \n",
" 2.219823 | \n",
" NaN | \n",
" 2.461843 | \n",
"
\n",
" \n",
" 113 | \n",
" 1.029338 | \n",
" 0.852053 | \n",
" 1.030281 | \n",
" 1.019723 | \n",
" 1.240751 | \n",
" 1.062247 | \n",
" 1.445558 | \n",
" 1.641779 | \n",
" 1.631131 | \n",
" 1.362888 | \n",
" ... | \n",
" 0.994008 | \n",
" 1.021579 | \n",
" 1.799722 | \n",
" 1.504115 | \n",
" 1.188846 | \n",
" 1.837112 | \n",
" 1.245401 | \n",
" 1.278118 | \n",
" 1.669199 | \n",
" 1.972188 | \n",
"
\n",
" \n",
" 114 | \n",
" 1.523094 | \n",
" 1.830235 | \n",
" 1.843616 | \n",
" 1.804565 | \n",
" 2.003874 | \n",
" 1.871916 | \n",
" 1.959776 | \n",
" 1.935375 | \n",
" 2.156306 | \n",
" 1.821635 | \n",
" ... | \n",
" 1.954929 | \n",
" 1.697091 | \n",
" 2.083031 | \n",
" 2.037023 | \n",
" 2.241378 | \n",
" 2.222157 | \n",
" 2.215995 | \n",
" 2.247801 | \n",
" NaN | \n",
" 2.580064 | \n",
"
\n",
" \n",
" 115 | \n",
" 1.405030 | \n",
" 1.297387 | \n",
" 1.550962 | \n",
" 1.256179 | \n",
" 1.490492 | \n",
" 1.378390 | \n",
" 2.369388 | \n",
" 1.766689 | \n",
" 1.822238 | \n",
" 1.629429 | \n",
" ... | \n",
" 1.827445 | \n",
" 1.313153 | \n",
" 1.876012 | \n",
" 1.587396 | \n",
" 1.559357 | \n",
" 1.914467 | \n",
" 1.492288 | \n",
" 1.367271 | \n",
" 1.763452 | \n",
" 2.187914 | \n",
"
\n",
" \n",
" 116 | \n",
" 0.911459 | \n",
" 0.847861 | \n",
" 1.145254 | \n",
" 0.822493 | \n",
" 1.163007 | \n",
" 1.198713 | \n",
" 1.469174 | \n",
" 1.418115 | \n",
" 1.583392 | \n",
" 1.708278 | \n",
" ... | \n",
" 1.297908 | \n",
" 1.121737 | \n",
" 1.685643 | \n",
" 1.783867 | \n",
" 1.227964 | \n",
" 1.764912 | \n",
" 1.210090 | \n",
" 1.088799 | \n",
" 1.753585 | \n",
" 1.945161 | \n",
"
\n",
" \n",
" 117 | \n",
" 1.645617 | \n",
" 1.693584 | \n",
" 1.537546 | \n",
" 1.518399 | \n",
" 1.884450 | \n",
" 1.933333 | \n",
" 2.199600 | \n",
" 1.966662 | \n",
" 1.685826 | \n",
" 1.590430 | \n",
" ... | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 2.023109 | \n",
" 1.755058 | \n",
" 2.021560 | \n",
" 2.087513 | \n",
" 1.656226 | \n",
" 1.626645 | \n",
" 2.126542 | \n",
"
\n",
" \n",
" 118 | \n",
" 1.687348 | \n",
" 1.284579 | \n",
" 1.405159 | \n",
" 1.074398 | \n",
" 1.635103 | \n",
" 1.592535 | \n",
" 2.123358 | \n",
" 1.819247 | \n",
" 2.124690 | \n",
" 1.918600 | \n",
" ... | \n",
" 1.424663 | \n",
" 1.486871 | \n",
" 1.675792 | \n",
" 1.900283 | \n",
" 1.688979 | \n",
" 1.972932 | \n",
" 1.287150 | \n",
" 1.922480 | \n",
" 1.783073 | \n",
" 2.223812 | \n",
"
\n",
" \n",
" 119 | \n",
" 1.039238 | \n",
" 1.017994 | \n",
" 1.152796 | \n",
" 1.167698 | \n",
" 1.436168 | \n",
" 1.246329 | \n",
" 1.575372 | \n",
" 1.458257 | \n",
" 1.572873 | \n",
" 1.417264 | \n",
" ... | \n",
" 1.292549 | \n",
" 0.974948 | \n",
" 1.690626 | \n",
" 1.585618 | \n",
" 1.469405 | \n",
" 1.593717 | \n",
" 1.288812 | \n",
" 1.723334 | \n",
" 1.613149 | \n",
" 2.327135 | \n",
"
\n",
" \n",
" 120 | \n",
" 1.711763 | \n",
" 1.458327 | \n",
" 1.767423 | \n",
" 1.312072 | \n",
" 1.753264 | \n",
" 1.665642 | \n",
" 1.898144 | \n",
" 1.705351 | \n",
" 1.612913 | \n",
" 1.426504 | \n",
" ... | \n",
" 1.805887 | \n",
" 1.550407 | \n",
" NaN | \n",
" NaN | \n",
" 1.708466 | \n",
" 2.002277 | \n",
" 1.770947 | \n",
" 1.777228 | \n",
" 1.432606 | \n",
" 1.765479 | \n",
"
\n",
" \n",
" 121 | \n",
" 1.445759 | \n",
" 1.738912 | \n",
" 1.505525 | \n",
" 1.790040 | \n",
" 1.995672 | \n",
" 1.663364 | \n",
" 2.078509 | \n",
" 2.468320 | \n",
" 1.718923 | \n",
" 1.714364 | \n",
" ... | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 1.729026 | \n",
" 1.669159 | \n",
" 2.474821 | \n",
" 2.232365 | \n",
" 1.547670 | \n",
" 2.356606 | \n",
" 2.126532 | \n",
"
\n",
" \n",
"
\n",
"
97 rows × 32 columns
\n",
"
"
],
"text/plain": [
" s_iso5t1_DPsd_trunc_log s_iso8t1_DPsd_trunc_log \\\n",
"015 2.149677 2.072422 \n",
"016 1.230658 1.086789 \n",
"017 1.282907 2.264263 \n",
"018 1.191255 1.610516 \n",
"019 0.949213 0.888548 \n",
"020 1.946483 1.872667 \n",
"021 1.528007 1.489180 \n",
"022 1.153027 0.819053 \n",
"024 1.154046 1.493396 \n",
"025 1.158848 1.602248 \n",
"027 1.214988 0.828005 \n",
"028 1.366933 1.220317 \n",
"029 1.586056 2.132944 \n",
"030 1.215353 1.032932 \n",
"032 0.730980 0.953815 \n",
"033 1.294672 1.289049 \n",
"034 0.950003 0.880918 \n",
"035 1.772024 1.604723 \n",
"036 1.988666 2.270262 \n",
"038 1.349000 1.186314 \n",
"039 1.190395 1.659190 \n",
"040 1.507903 1.388848 \n",
"041 1.268629 1.156100 \n",
"043 1.770687 2.020416 \n",
"044 1.237567 1.075156 \n",
"046 1.626021 1.682230 \n",
"047 1.380242 1.398949 \n",
"048 1.610828 1.472176 \n",
"049 2.151863 1.945161 \n",
"051 1.390749 1.182839 \n",
".. ... ... \n",
"091 1.449116 1.211588 \n",
"092 1.345000 1.487471 \n",
"093 1.585773 1.546694 \n",
"094 1.657986 1.631690 \n",
"095 1.350039 1.402022 \n",
"096 1.183688 1.257725 \n",
"097 1.553118 1.441133 \n",
"098 1.394417 1.117052 \n",
"099 1.447692 1.463197 \n",
"100 1.499580 1.267989 \n",
"101 1.704965 1.360519 \n",
"102 1.392795 1.183798 \n",
"103 1.375605 1.484798 \n",
"104 1.545028 1.747669 \n",
"105 1.801153 1.739995 \n",
"107 1.192646 1.036598 \n",
"108 1.524372 1.342621 \n",
"109 1.405253 1.173891 \n",
"110 1.345261 1.356246 \n",
"111 1.402827 1.438419 \n",
"112 1.812111 2.097291 \n",
"113 1.029338 0.852053 \n",
"114 1.523094 1.830235 \n",
"115 1.405030 1.297387 \n",
"116 0.911459 0.847861 \n",
"117 1.645617 1.693584 \n",
"118 1.687348 1.284579 \n",
"119 1.039238 1.017994 \n",
"120 1.711763 1.458327 \n",
"121 1.445759 1.738912 \n",
"\n",
" s_iso5t2_DPsd_trunc_log s_iso8t2_DPsd_trunc_log s_lin5t_DPsd_trunc_log \\\n",
"015 2.132799 NaN NaN \n",
"016 1.259224 1.131855 1.336055 \n",
"017 1.353675 1.621979 1.601238 \n",
"018 1.215980 1.717185 1.586875 \n",
"019 0.960312 1.224957 1.532127 \n",
"020 1.948933 1.854551 2.002822 \n",
"021 1.650248 1.474399 1.746812 \n",
"022 1.249536 0.850104 1.270195 \n",
"024 1.188353 1.427988 1.511344 \n",
"025 1.663251 1.486620 1.842359 \n",
"027 1.164947 0.866506 1.186399 \n",
"028 1.463579 1.125788 1.408837 \n",
"029 1.685272 2.148802 2.265091 \n",
"030 1.198445 1.286700 1.361396 \n",
"032 0.931665 0.957351 0.962286 \n",
"033 1.381905 1.184637 1.381818 \n",
"034 1.032546 0.927776 1.277905 \n",
"035 1.813727 1.506809 1.742526 \n",
"036 2.058694 2.255787 2.143534 \n",
"038 1.200030 1.327411 1.935074 \n",
"039 1.420872 1.269212 1.571259 \n",
"040 1.335028 1.330698 1.602610 \n",
"041 1.231555 1.221466 1.476011 \n",
"043 1.887461 1.393694 2.027668 \n",
"044 1.281449 1.319819 1.817071 \n",
"046 1.643886 1.272820 1.666841 \n",
"047 1.650766 1.582803 1.722535 \n",
"048 1.656246 1.803049 2.078463 \n",
"049 NaN NaN NaN \n",
"051 1.382496 1.271641 1.423009 \n",
".. ... ... ... \n",
"091 1.333326 1.168292 1.566006 \n",
"092 1.275930 1.485463 1.854254 \n",
"093 1.637662 1.430066 1.811371 \n",
"094 1.760155 1.702428 1.819522 \n",
"095 1.648476 1.212946 1.625273 \n",
"096 1.506640 1.262937 1.537900 \n",
"097 1.734186 1.340447 1.491838 \n",
"098 1.130257 1.176846 1.352986 \n",
"099 1.539633 1.345424 1.514859 \n",
"100 1.156310 1.214675 1.667821 \n",
"101 1.659895 1.557076 1.841867 \n",
"102 1.490049 1.149026 1.563346 \n",
"103 1.526401 1.354565 1.499534 \n",
"104 1.566731 NaN 2.231160 \n",
"105 1.901948 2.243605 2.276922 \n",
"107 1.323714 1.213214 1.377351 \n",
"108 1.494930 1.296824 1.550446 \n",
"109 1.531845 1.431531 1.680366 \n",
"110 1.296935 1.043001 1.357591 \n",
"111 1.544511 1.533494 1.394360 \n",
"112 1.706908 1.764540 2.380195 \n",
"113 1.030281 1.019723 1.240751 \n",
"114 1.843616 1.804565 2.003874 \n",
"115 1.550962 1.256179 1.490492 \n",
"116 1.145254 0.822493 1.163007 \n",
"117 1.537546 1.518399 1.884450 \n",
"118 1.405159 1.074398 1.635103 \n",
"119 1.152796 1.167698 1.436168 \n",
"120 1.767423 1.312072 1.753264 \n",
"121 1.505525 1.790040 1.995672 \n",
"\n",
" s_lin8t_DPsd_trunc_log s_phase5t_DPsd_trunc_log \\\n",
"015 2.305383 2.818610 \n",
"016 1.334307 1.533899 \n",
"017 1.791392 1.808526 \n",
"018 1.519132 1.794290 \n",
"019 1.506308 1.771647 \n",
"020 1.742977 2.178424 \n",
"021 1.595103 1.728366 \n",
"022 1.167324 1.713754 \n",
"024 1.651714 1.871108 \n",
"025 1.665542 2.194410 \n",
"027 1.280419 1.769993 \n",
"028 1.402979 1.706406 \n",
"029 NaN 1.969318 \n",
"030 1.611186 2.042024 \n",
"032 1.067413 1.307490 \n",
"033 1.264568 1.775199 \n",
"034 1.136625 1.275862 \n",
"035 1.511419 1.629492 \n",
"036 1.993123 2.197500 \n",
"038 1.529049 1.610191 \n",
"039 1.533313 1.913795 \n",
"040 1.286600 1.975731 \n",
"041 1.342788 1.660153 \n",
"043 2.004970 2.065970 \n",
"044 1.671288 1.755334 \n",
"046 1.768587 1.989147 \n",
"047 1.598411 1.792947 \n",
"048 1.711675 1.863482 \n",
"049 2.305383 2.515234 \n",
"051 1.359170 1.739229 \n",
".. ... ... \n",
"091 1.257787 1.597946 \n",
"092 1.759965 1.798088 \n",
"093 1.605881 1.860800 \n",
"094 1.731488 1.982937 \n",
"095 1.426034 1.679399 \n",
"096 1.572777 1.588762 \n",
"097 1.498280 1.793375 \n",
"098 1.430074 1.464891 \n",
"099 1.873326 2.132830 \n",
"100 1.396713 1.642567 \n",
"101 1.731204 1.996825 \n",
"102 1.734824 1.683533 \n",
"103 1.789324 1.735533 \n",
"104 1.791717 2.622076 \n",
"105 2.141057 1.944161 \n",
"107 1.461565 1.456936 \n",
"108 1.647128 1.853779 \n",
"109 1.786235 2.200408 \n",
"110 1.223697 1.538119 \n",
"111 1.456176 1.612266 \n",
"112 1.983140 2.153918 \n",
"113 1.062247 1.445558 \n",
"114 1.871916 1.959776 \n",
"115 1.378390 2.369388 \n",
"116 1.198713 1.469174 \n",
"117 1.933333 2.199600 \n",
"118 1.592535 2.123358 \n",
"119 1.246329 1.575372 \n",
"120 1.665642 1.898144 \n",
"121 1.663364 2.078509 \n",
"\n",
" s_phase8t_DPsd_trunc_log s_iso5j_DPsd_trunc_log s_iso8j_DPsd_trunc_log \\\n",
"015 3.221469 1.468862 NaN \n",
"016 1.440647 1.644933 1.692863 \n",
"017 1.917085 1.660185 2.137184 \n",
"018 1.947621 1.931067 1.772214 \n",
"019 1.344109 1.883450 1.733544 \n",
"020 2.057176 1.851579 1.819399 \n",
"021 1.698249 1.738222 1.707575 \n",
"022 1.711628 1.650584 1.755917 \n",
"024 1.671339 1.848477 1.804228 \n",
"025 1.918771 1.707418 1.908284 \n",
"027 1.497272 1.665816 1.558870 \n",
"028 1.600644 1.632847 1.634404 \n",
"029 2.183792 1.712491 1.953943 \n",
"030 1.660030 1.780308 1.653158 \n",
"032 1.427185 1.375821 1.585096 \n",
"033 1.551936 1.539494 1.517684 \n",
"034 1.369869 1.417779 1.459033 \n",
"035 1.688118 1.754228 2.106827 \n",
"036 2.439745 2.000589 2.120761 \n",
"038 1.689371 1.606894 2.047864 \n",
"039 1.979875 1.778573 1.474032 \n",
"040 1.560555 1.633493 1.717268 \n",
"041 1.653653 1.642166 1.665112 \n",
"043 1.779030 1.948347 1.954462 \n",
"044 1.633415 1.607361 1.897884 \n",
"046 1.736674 1.737062 1.860388 \n",
"047 2.037111 1.736514 1.849484 \n",
"048 2.087143 1.538067 1.518730 \n",
"049 3.221469 2.278298 NaN \n",
"051 1.898883 1.676281 1.539143 \n",
".. ... ... ... \n",
"091 1.549170 1.499167 1.487188 \n",
"092 1.784696 1.695897 1.930878 \n",
"093 1.731256 1.739643 1.994637 \n",
"094 2.056478 1.873470 2.043344 \n",
"095 1.596319 1.818386 1.422117 \n",
"096 1.686659 1.821079 1.710031 \n",
"097 1.706463 1.681646 1.762506 \n",
"098 1.556825 1.552316 1.439605 \n",
"099 2.150460 1.987616 1.823680 \n",
"100 1.625895 1.685254 1.548109 \n",
"101 1.913525 1.830431 1.909514 \n",
"102 1.647868 1.773656 1.655395 \n",
"103 1.555921 1.849073 1.791545 \n",
"104 2.938816 NaN 1.596170 \n",
"105 2.155787 1.862689 2.063905 \n",
"107 1.391359 1.649415 1.594488 \n",
"108 1.669186 1.553136 1.678444 \n",
"109 2.016352 1.675157 1.709617 \n",
"110 1.445808 1.534092 1.467484 \n",
"111 1.943491 1.767450 1.599098 \n",
"112 1.944267 1.811877 2.083905 \n",
"113 1.641779 1.631131 1.362888 \n",
"114 1.935375 2.156306 1.821635 \n",
"115 1.766689 1.822238 1.629429 \n",
"116 1.418115 1.583392 1.708278 \n",
"117 1.966662 1.685826 1.590430 \n",
"118 1.819247 2.124690 1.918600 \n",
"119 1.458257 1.572873 1.417264 \n",
"120 1.705351 1.612913 1.426504 \n",
"121 2.468320 1.718923 1.714364 \n",
"\n",
" ... s_phase5t_nrm_DPsd_trunc_log \\\n",
"015 ... NaN \n",
"016 ... 1.237526 \n",
"017 ... 1.623261 \n",
"018 ... 1.498037 \n",
"019 ... 1.304594 \n",
"020 ... 1.940384 \n",
"021 ... 1.624750 \n",
"022 ... 1.325582 \n",
"024 ... 1.399705 \n",
"025 ... NaN \n",
"027 ... 1.022401 \n",
"028 ... 1.732058 \n",
"029 ... 1.398667 \n",
"030 ... NaN \n",
"032 ... 0.994635 \n",
"033 ... NaN \n",
"034 ... 1.086269 \n",
"035 ... 1.537437 \n",
"036 ... 2.053092 \n",
"038 ... 1.136915 \n",
"039 ... 1.729659 \n",
"040 ... 1.642887 \n",
"041 ... 1.056194 \n",
"043 ... 1.736332 \n",
"044 ... NaN \n",
"046 ... 1.877527 \n",
"047 ... 1.338539 \n",
"048 ... 1.410348 \n",
"049 ... 2.259580 \n",
"051 ... 1.715900 \n",
".. ... ... \n",
"091 ... 1.312618 \n",
"092 ... 1.593130 \n",
"093 ... 1.786350 \n",
"094 ... 1.623816 \n",
"095 ... 1.285899 \n",
"096 ... 1.223411 \n",
"097 ... 1.643316 \n",
"098 ... 1.235928 \n",
"099 ... 1.521154 \n",
"100 ... 1.394467 \n",
"101 ... 1.593418 \n",
"102 ... 1.104012 \n",
"103 ... 1.196766 \n",
"104 ... NaN \n",
"105 ... 1.783304 \n",
"107 ... NaN \n",
"108 ... 1.763007 \n",
"109 ... NaN \n",
"110 ... 1.218798 \n",
"111 ... 1.442153 \n",
"112 ... 2.160146 \n",
"113 ... 0.994008 \n",
"114 ... 1.954929 \n",
"115 ... 1.827445 \n",
"116 ... 1.297908 \n",
"117 ... NaN \n",
"118 ... 1.424663 \n",
"119 ... 1.292549 \n",
"120 ... 1.805887 \n",
"121 ... NaN \n",
"\n",
" s_phase8t_nrm_DPsd_trunc_log s_phase5j_nrm_DPsd_trunc_log \\\n",
"015 NaN 2.285546 \n",
"016 0.987879 1.542395 \n",
"017 2.026634 2.091082 \n",
"018 1.542243 1.861343 \n",
"019 0.976403 2.153080 \n",
"020 1.786897 1.998019 \n",
"021 1.473877 1.866872 \n",
"022 0.813877 2.025180 \n",
"024 1.606961 1.754322 \n",
"025 NaN 2.217726 \n",
"027 1.141060 NaN \n",
"028 1.030859 1.826140 \n",
"029 2.122931 1.593972 \n",
"030 1.359501 1.771705 \n",
"032 0.891385 1.650457 \n",
"033 1.060631 2.111017 \n",
"034 1.016607 1.212294 \n",
"035 1.526862 1.633169 \n",
"036 1.975793 2.296213 \n",
"038 1.425693 1.881336 \n",
"039 1.417454 1.952375 \n",
"040 1.135644 1.771934 \n",
"041 1.028205 NaN \n",
"043 1.753461 1.700811 \n",
"044 1.481575 1.889121 \n",
"046 1.274797 2.111023 \n",
"047 1.514411 1.848916 \n",
"048 2.133366 1.622487 \n",
"049 NaN NaN \n",
"051 1.543755 2.140252 \n",
".. ... ... \n",
"091 1.201153 1.522880 \n",
"092 1.598847 2.037424 \n",
"093 1.494587 1.604424 \n",
"094 2.033164 1.822206 \n",
"095 1.673913 1.732342 \n",
"096 1.358376 1.693641 \n",
"097 1.475694 1.937992 \n",
"098 NaN 1.843422 \n",
"099 1.685878 1.807076 \n",
"100 1.579856 2.033780 \n",
"101 1.842436 1.767468 \n",
"102 1.233142 1.900904 \n",
"103 1.245895 1.907844 \n",
"104 NaN NaN \n",
"105 1.549508 2.134887 \n",
"107 1.219295 NaN \n",
"108 1.432985 1.862758 \n",
"109 NaN NaN \n",
"110 0.844649 1.516383 \n",
"111 1.315708 1.677284 \n",
"112 1.854807 1.988806 \n",
"113 1.021579 1.799722 \n",
"114 1.697091 2.083031 \n",
"115 1.313153 1.876012 \n",
"116 1.121737 1.685643 \n",
"117 NaN NaN \n",
"118 1.486871 1.675792 \n",
"119 0.974948 1.690626 \n",
"120 1.550407 NaN \n",
"121 NaN NaN \n",
"\n",
" s_phase8j_nrm_DPsd_trunc_log s_lint_610690_DPsd_trunc_log \\\n",
"015 1.912401 2.618486 \n",
"016 1.356415 1.294040 \n",
"017 1.966651 1.833350 \n",
"018 1.616563 1.562305 \n",
"019 2.202028 1.618251 \n",
"020 2.200341 2.073547 \n",
"021 1.741272 1.842086 \n",
"022 1.639814 1.336419 \n",
"024 1.825810 1.479158 \n",
"025 1.865401 1.714718 \n",
"027 1.406696 1.267500 \n",
"028 1.704556 1.613654 \n",
"029 1.801566 2.588409 \n",
"030 1.732649 1.645449 \n",
"032 1.317304 0.989258 \n",
"033 1.719209 1.456811 \n",
"034 1.629381 1.325006 \n",
"035 2.083243 1.873733 \n",
"036 2.389359 2.119564 \n",
"038 NaN 2.175734 \n",
"039 2.201466 1.540354 \n",
"040 1.778303 1.605856 \n",
"041 1.796749 1.638167 \n",
"043 2.048392 2.187593 \n",
"044 1.628732 1.751771 \n",
"046 1.642103 1.838421 \n",
"047 1.932931 1.743906 \n",
"048 1.472279 1.994289 \n",
"049 NaN NaN \n",
"051 1.421400 1.626791 \n",
".. ... ... \n",
"091 1.496527 1.446165 \n",
"092 1.668468 1.788295 \n",
"093 1.937038 1.623223 \n",
"094 2.118901 1.959386 \n",
"095 1.435371 1.706072 \n",
"096 1.816137 1.590050 \n",
"097 1.937221 1.609334 \n",
"098 1.353870 1.610200 \n",
"099 1.931085 1.817515 \n",
"100 1.962556 1.610190 \n",
"101 1.950009 1.987316 \n",
"102 1.670638 1.966298 \n",
"103 1.988744 1.822989 \n",
"104 2.238897 2.198332 \n",
"105 NaN 2.275106 \n",
"107 NaN 1.461152 \n",
"108 1.727473 1.806187 \n",
"109 1.611400 1.989616 \n",
"110 1.374264 1.385988 \n",
"111 1.753042 1.284367 \n",
"112 1.826274 2.560221 \n",
"113 1.504115 1.188846 \n",
"114 2.037023 2.241378 \n",
"115 1.587396 1.559357 \n",
"116 1.783867 1.227964 \n",
"117 2.023109 1.755058 \n",
"118 1.900283 1.688979 \n",
"119 1.585618 1.469405 \n",
"120 NaN 1.708466 \n",
"121 1.729026 1.669159 \n",
"\n",
" s_linj_610690_DPsd_trunc_log s_lint_700800_DPsd_trunc_log \\\n",
"015 2.378515 NaN \n",
"016 1.901060 1.432330 \n",
"017 2.696919 1.837178 \n",
"018 NaN 1.790320 \n",
"019 2.555784 1.568773 \n",
"020 1.995418 1.864525 \n",
"021 2.311555 1.675000 \n",
"022 2.063487 1.260027 \n",
"024 2.042926 1.668247 \n",
"025 2.017316 1.784602 \n",
"027 2.307323 1.217068 \n",
"028 1.895121 1.317712 \n",
"029 2.008597 2.496306 \n",
"030 1.736958 1.524256 \n",
"032 2.119965 0.864621 \n",
"033 1.891067 1.317890 \n",
"034 1.831234 1.102818 \n",
"035 2.237716 1.956526 \n",
"036 2.178587 2.357026 \n",
"038 2.258559 1.555299 \n",
"039 2.270023 1.713960 \n",
"040 2.250770 1.563731 \n",
"041 2.196335 1.407219 \n",
"043 2.030588 2.366285 \n",
"044 2.436343 2.054416 \n",
"046 1.999868 1.642178 \n",
"047 1.997943 1.709317 \n",
"048 2.021399 2.135832 \n",
"049 2.579684 NaN \n",
"051 2.082926 1.548873 \n",
".. ... ... \n",
"091 1.612523 1.643412 \n",
"092 2.010605 2.163077 \n",
"093 2.210662 1.841742 \n",
"094 2.100451 2.046481 \n",
"095 2.514380 1.645232 \n",
"096 1.837736 1.514546 \n",
"097 2.240401 1.476850 \n",
"098 1.781598 1.290688 \n",
"099 2.103678 1.696299 \n",
"100 2.184703 1.583766 \n",
"101 2.057702 1.736324 \n",
"102 1.993827 1.593197 \n",
"103 1.998910 1.575008 \n",
"104 NaN 2.041397 \n",
"105 2.419920 2.286061 \n",
"107 1.954683 1.554497 \n",
"108 2.094723 1.748951 \n",
"109 1.932359 1.704973 \n",
"110 2.029942 1.366578 \n",
"111 2.027371 1.518075 \n",
"112 NaN NaN \n",
"113 1.837112 1.245401 \n",
"114 2.222157 2.215995 \n",
"115 1.914467 1.492288 \n",
"116 1.764912 1.210090 \n",
"117 2.021560 2.087513 \n",
"118 1.972932 1.287150 \n",
"119 1.593717 1.288812 \n",
"120 2.002277 1.770947 \n",
"121 2.474821 2.232365 \n",
"\n",
" s_lint_500600_DPsd_trunc_log s_linj_700800_DPsd_trunc_log \\\n",
"015 NaN 2.121631 \n",
"016 1.325320 1.733171 \n",
"017 1.959291 2.122493 \n",
"018 1.467634 NaN \n",
"019 1.232024 NaN \n",
"020 1.809923 2.012866 \n",
"021 2.003263 2.024557 \n",
"022 1.308259 1.771447 \n",
"024 1.575855 1.887242 \n",
"025 1.832228 1.898132 \n",
"027 1.283543 2.480287 \n",
"028 1.434900 1.676633 \n",
"029 NaN 2.133729 \n",
"030 1.541147 1.597709 \n",
"032 1.329376 2.015059 \n",
"033 1.326461 1.542612 \n",
"034 1.561855 1.811249 \n",
"035 2.083396 NaN \n",
"036 2.117718 2.305887 \n",
"038 1.539148 1.885687 \n",
"039 1.721283 2.113891 \n",
"040 1.299501 2.097774 \n",
"041 1.563882 1.993542 \n",
"043 2.023421 2.260785 \n",
"044 1.517867 1.882276 \n",
"046 1.813503 1.671312 \n",
"047 1.714107 2.056160 \n",
"048 1.854509 1.928630 \n",
"049 NaN NaN \n",
"051 1.403939 1.931787 \n",
".. ... ... \n",
"091 1.396902 1.671687 \n",
"092 1.642071 1.604979 \n",
"093 1.887073 1.920084 \n",
"094 1.737708 1.894117 \n",
"095 1.619249 2.432453 \n",
"096 1.615584 1.791156 \n",
"097 1.596564 1.803030 \n",
"098 1.401033 1.582123 \n",
"099 1.735805 1.902442 \n",
"100 1.712850 1.852059 \n",
"101 1.606754 1.904446 \n",
"102 1.761838 1.810530 \n",
"103 1.866607 1.864822 \n",
"104 2.050829 NaN \n",
"105 2.179113 NaN \n",
"107 1.276529 1.820042 \n",
"108 1.554200 1.690032 \n",
"109 1.999620 1.626547 \n",
"110 1.406781 1.841802 \n",
"111 1.502315 1.830891 \n",
"112 2.219823 NaN \n",
"113 1.278118 1.669199 \n",
"114 2.247801 NaN \n",
"115 1.367271 1.763452 \n",
"116 1.088799 1.753585 \n",
"117 1.656226 1.626645 \n",
"118 1.922480 1.783073 \n",
"119 1.723334 1.613149 \n",
"120 1.777228 1.432606 \n",
"121 1.547670 2.356606 \n",
"\n",
" s_linj_500600_DPsd_trunc_log \n",
"015 2.268092 \n",
"016 1.918965 \n",
"017 2.666476 \n",
"018 NaN \n",
"019 2.256561 \n",
"020 2.430195 \n",
"021 2.329250 \n",
"022 2.407362 \n",
"024 2.133818 \n",
"025 1.911576 \n",
"027 NaN \n",
"028 1.955105 \n",
"029 2.217507 \n",
"030 2.159650 \n",
"032 2.187460 \n",
"033 1.903832 \n",
"034 2.092147 \n",
"035 2.365780 \n",
"036 2.283641 \n",
"038 NaN \n",
"039 2.105389 \n",
"040 2.608676 \n",
"041 NaN \n",
"043 2.052124 \n",
"044 2.350594 \n",
"046 2.184300 \n",
"047 2.176172 \n",
"048 2.161561 \n",
"049 NaN \n",
"051 1.984162 \n",
".. ... \n",
"091 2.032135 \n",
"092 2.064925 \n",
"093 2.071302 \n",
"094 2.346369 \n",
"095 2.160559 \n",
"096 2.050975 \n",
"097 2.166801 \n",
"098 1.988594 \n",
"099 2.210110 \n",
"100 2.106062 \n",
"101 2.066410 \n",
"102 2.153517 \n",
"103 2.111631 \n",
"104 2.473611 \n",
"105 2.522852 \n",
"107 2.091235 \n",
"108 2.452959 \n",
"109 1.956897 \n",
"110 2.002637 \n",
"111 2.010234 \n",
"112 2.461843 \n",
"113 1.972188 \n",
"114 2.580064 \n",
"115 2.187914 \n",
"116 1.945161 \n",
"117 2.126542 \n",
"118 2.223812 \n",
"119 2.327135 \n",
"120 1.765479 \n",
"121 2.126532 \n",
"\n",
"[97 rows x 32 columns]"
]
},
"execution_count": 122,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_nonzero_transformed = match('nonzero')\n",
"df_log_transformed = match('ln1p')\n",
"\n",
"isip_using = ['I5P4_local_trunc',\n",
" 'I8P4_local_trunc',\n",
" 'I5P4_drift_trunc',\n",
" 'I8P4_drift_trunc',]\n",
"\n",
"df_log_isips = np.log(df_isip_out[isip_using])\n",
"df_log_isips.columns = [c + \"_log\" for c in df_log_isips.columns]\n",
"\n",
"\n",
"to_log = [c for c in df_sms_out if \"DPsd\" in c]\n",
"df_log_sms = np.log(df_sms_out[to_log])\n",
"df_log_sms.columns = [c + \"_log\" for c in df_log_sms.columns]\n",
"\n",
"df_log_sms"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df_to_analyze = pd.concat(axis=1, \n",
" objs=[df_scales, \n",
" df_constructed,\n",
" df_log_transformed,\n",
" df_nonzero_transformed,\n",
" df_isip_out,\n",
" df_log_isips,\n",
" df_sms_out,\n",
" df_log_sms,\n",
" ])"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
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" 0.745374 | \n",
" 0.917900 | \n",
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"
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" \n",
" I5P4_drift_trunc_log | \n",
" 1.287251 | \n",
" 0.758169 | \n",
" 0.961024 | \n",
" 0.500582 | \n",
" 0.233307 | \n",
" 1.145992 | \n",
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" \n",
" I8P4_drift_trunc_log | \n",
" 1.679217 | \n",
" 0.764580 | \n",
" 1.348997 | \n",
" 0.810881 | \n",
" 0.808227 | \n",
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" 1.019295 | \n",
" 0.628255 | \n",
" 0.836660 | \n",
" 1.239180 | \n",
"
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" \n",
" s_iso5t1_DPsd_trunc_log | \n",
" 2.149677 | \n",
" 1.230658 | \n",
" 1.282907 | \n",
" 1.191255 | \n",
" 0.949213 | \n",
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" 1.158848 | \n",
" ... | \n",
" 1.812111 | \n",
" 1.029338 | \n",
" 1.523094 | \n",
" 1.405030 | \n",
" 0.911459 | \n",
" 1.645617 | \n",
" 1.687348 | \n",
" 1.039238 | \n",
" 1.711763 | \n",
" 1.445759 | \n",
"
\n",
" \n",
" s_iso8t1_DPsd_trunc_log | \n",
" 2.072422 | \n",
" 1.086789 | \n",
" 2.264263 | \n",
" 1.610516 | \n",
" 0.888548 | \n",
" 1.872667 | \n",
" 1.489180 | \n",
" 0.819053 | \n",
" 1.493396 | \n",
" 1.602248 | \n",
" ... | \n",
" 2.097291 | \n",
" 0.852053 | \n",
" 1.830235 | \n",
" 1.297387 | \n",
" 0.847861 | \n",
" 1.693584 | \n",
" 1.284579 | \n",
" 1.017994 | \n",
" 1.458327 | \n",
" 1.738912 | \n",
"
\n",
" \n",
" s_iso5t2_DPsd_trunc_log | \n",
" 2.132799 | \n",
" 1.259224 | \n",
" 1.353675 | \n",
" 1.215980 | \n",
" 0.960312 | \n",
" 1.948933 | \n",
" 1.650248 | \n",
" 1.249536 | \n",
" 1.188353 | \n",
" 1.663251 | \n",
" ... | \n",
" 1.706908 | \n",
" 1.030281 | \n",
" 1.843616 | \n",
" 1.550962 | \n",
" 1.145254 | \n",
" 1.537546 | \n",
" 1.405159 | \n",
" 1.152796 | \n",
" 1.767423 | \n",
" 1.505525 | \n",
"
\n",
" \n",
" s_iso8t2_DPsd_trunc_log | \n",
" NaN | \n",
" 1.131855 | \n",
" 1.621979 | \n",
" 1.717185 | \n",
" 1.224957 | \n",
" 1.854551 | \n",
" 1.474399 | \n",
" 0.850104 | \n",
" 1.427988 | \n",
" 1.486620 | \n",
" ... | \n",
" 1.764540 | \n",
" 1.019723 | \n",
" 1.804565 | \n",
" 1.256179 | \n",
" 0.822493 | \n",
" 1.518399 | \n",
" 1.074398 | \n",
" 1.167698 | \n",
" 1.312072 | \n",
" 1.790040 | \n",
"
\n",
" \n",
" s_lin5t_DPsd_trunc_log | \n",
" NaN | \n",
" 1.336055 | \n",
" 1.601238 | \n",
" 1.586875 | \n",
" 1.532127 | \n",
" 2.002822 | \n",
" 1.746812 | \n",
" 1.270195 | \n",
" 1.511344 | \n",
" 1.842359 | \n",
" ... | \n",
" 2.380195 | \n",
" 1.240751 | \n",
" 2.003874 | \n",
" 1.490492 | \n",
" 1.163007 | \n",
" 1.884450 | \n",
" 1.635103 | \n",
" 1.436168 | \n",
" 1.753264 | \n",
" 1.995672 | \n",
"
\n",
" \n",
" s_lin8t_DPsd_trunc_log | \n",
" 2.305383 | \n",
" 1.334307 | \n",
" 1.791392 | \n",
" 1.519132 | \n",
" 1.506308 | \n",
" 1.742977 | \n",
" 1.595103 | \n",
" 1.167324 | \n",
" 1.651714 | \n",
" 1.665542 | \n",
" ... | \n",
" 1.983140 | \n",
" 1.062247 | \n",
" 1.871916 | \n",
" 1.378390 | \n",
" 1.198713 | \n",
" 1.933333 | \n",
" 1.592535 | \n",
" 1.246329 | \n",
" 1.665642 | \n",
" 1.663364 | \n",
"
\n",
" \n",
" s_phase5t_DPsd_trunc_log | \n",
" 2.818610 | \n",
" 1.533899 | \n",
" 1.808526 | \n",
" 1.794290 | \n",
" 1.771647 | \n",
" 2.178424 | \n",
" 1.728366 | \n",
" 1.713754 | \n",
" 1.871108 | \n",
" 2.194410 | \n",
" ... | \n",
" 2.153918 | \n",
" 1.445558 | \n",
" 1.959776 | \n",
" 2.369388 | \n",
" 1.469174 | \n",
" 2.199600 | \n",
" 2.123358 | \n",
" 1.575372 | \n",
" 1.898144 | \n",
" 2.078509 | \n",
"
\n",
" \n",
" s_phase8t_DPsd_trunc_log | \n",
" 3.221469 | \n",
" 1.440647 | \n",
" 1.917085 | \n",
" 1.947621 | \n",
" 1.344109 | \n",
" 2.057176 | \n",
" 1.698249 | \n",
" 1.711628 | \n",
" 1.671339 | \n",
" 1.918771 | \n",
" ... | \n",
" 1.944267 | \n",
" 1.641779 | \n",
" 1.935375 | \n",
" 1.766689 | \n",
" 1.418115 | \n",
" 1.966662 | \n",
" 1.819247 | \n",
" 1.458257 | \n",
" 1.705351 | \n",
" 2.468320 | \n",
"
\n",
" \n",
" s_iso5j_DPsd_trunc_log | \n",
" 1.468862 | \n",
" 1.644933 | \n",
" 1.660185 | \n",
" 1.931067 | \n",
" 1.883450 | \n",
" 1.851579 | \n",
" 1.738222 | \n",
" 1.650584 | \n",
" 1.848477 | \n",
" 1.707418 | \n",
" ... | \n",
" 1.811877 | \n",
" 1.631131 | \n",
" 2.156306 | \n",
" 1.822238 | \n",
" 1.583392 | \n",
" 1.685826 | \n",
" 2.124690 | \n",
" 1.572873 | \n",
" 1.612913 | \n",
" 1.718923 | \n",
"
\n",
" \n",
" s_iso8j_DPsd_trunc_log | \n",
" NaN | \n",
" 1.692863 | \n",
" 2.137184 | \n",
" 1.772214 | \n",
" 1.733544 | \n",
" 1.819399 | \n",
" 1.707575 | \n",
" 1.755917 | \n",
" 1.804228 | \n",
" 1.908284 | \n",
" ... | \n",
" 2.083905 | \n",
" 1.362888 | \n",
" 1.821635 | \n",
" 1.629429 | \n",
" 1.708278 | \n",
" 1.590430 | \n",
" 1.918600 | \n",
" 1.417264 | \n",
" 1.426504 | \n",
" 1.714364 | \n",
"
\n",
" \n",
" s_lin5j_DPsd_trunc_log | \n",
" 2.015058 | \n",
" 1.649390 | \n",
" 1.871980 | \n",
" NaN | \n",
" NaN | \n",
" 1.917798 | \n",
" 1.620410 | \n",
" 2.070804 | \n",
" 1.787552 | \n",
" 1.761812 | \n",
" ... | \n",
" NaN | \n",
" 1.395519 | \n",
" 2.419863 | \n",
" 1.719042 | \n",
" 1.585274 | \n",
" 2.041828 | \n",
" 1.756458 | \n",
" 1.810486 | \n",
" 1.675215 | \n",
" 2.132917 | \n",
"
\n",
" \n",
" s_lin8j_DPsd_trunc_log | \n",
" 2.116002 | \n",
" 1.890228 | \n",
" 2.313866 | \n",
" 2.099799 | \n",
" 2.200428 | \n",
" 2.308440 | \n",
" 2.141411 | \n",
" 1.997351 | \n",
" 2.083193 | \n",
" 2.043251 | \n",
" ... | \n",
" 2.183058 | \n",
" 1.850603 | \n",
" 2.326427 | \n",
" 1.971129 | \n",
" 1.811144 | \n",
" 2.128409 | \n",
" 2.040155 | \n",
" 1.914217 | \n",
" 1.817584 | \n",
" 2.400156 | \n",
"
\n",
" \n",
" s_phase5j_DPsd_trunc_log | \n",
" 2.422405 | \n",
" 1.774558 | \n",
" 2.262908 | \n",
" 2.144661 | \n",
" 2.739569 | \n",
" 2.087969 | \n",
" 1.802783 | \n",
" 2.051451 | \n",
" 2.067474 | \n",
" 2.104918 | \n",
" ... | \n",
" 2.155658 | \n",
" 2.254326 | \n",
" 2.238179 | \n",
" 1.951401 | \n",
" 1.814308 | \n",
" 2.232164 | \n",
" 1.880433 | \n",
" 1.736957 | \n",
" 2.057894 | \n",
" 2.333196 | \n",
"
\n",
" \n",
" s_phase8j_DPsd_trunc_log | \n",
" 2.540202 | \n",
" 1.624128 | \n",
" 2.170845 | \n",
" 1.740630 | \n",
" 2.359743 | \n",
" 2.445744 | \n",
" 1.774009 | \n",
" 1.614812 | \n",
" 1.849079 | \n",
" 1.919424 | \n",
" ... | \n",
" 1.981102 | \n",
" 1.731812 | \n",
" 2.011558 | \n",
" 1.692822 | \n",
" 1.864767 | \n",
" 2.026249 | \n",
" 1.911932 | \n",
" 1.699957 | \n",
" 1.899737 | \n",
" 2.077448 | \n",
"
\n",
" \n",
" s_phase8j_psk_DPsd_trunc_log | \n",
" 1.661158 | \n",
" 1.612924 | \n",
" 2.027585 | \n",
" 1.761192 | \n",
" 2.566462 | \n",
" 2.115852 | \n",
" 1.885312 | \n",
" 1.602012 | \n",
" 1.797048 | \n",
" 2.073824 | \n",
" ... | \n",
" 2.199807 | \n",
" 2.058860 | \n",
" 1.900451 | \n",
" 1.992052 | \n",
" 1.584186 | \n",
" 2.110640 | \n",
" 1.740867 | \n",
" 1.964700 | \n",
" 1.941108 | \n",
" 2.165882 | \n",
"
\n",
" \n",
" s_phase8j_psr_DPsd_trunc_log | \n",
" 1.822314 | \n",
" 1.612924 | \n",
" 2.027585 | \n",
" 1.761192 | \n",
" 2.566462 | \n",
" 2.115852 | \n",
" 1.885312 | \n",
" 1.602012 | \n",
" 1.797048 | \n",
" 2.073824 | \n",
" ... | \n",
" 2.199807 | \n",
" 2.058860 | \n",
" 1.900451 | \n",
" 1.992052 | \n",
" 1.584186 | \n",
" 2.080504 | \n",
" 1.740867 | \n",
" 1.964700 | \n",
" 1.941108 | \n",
" 2.165882 | \n",
"
\n",
" \n",
" s_phase8t_psk_DPsd_trunc_log | \n",
" 2.448769 | \n",
" 1.412633 | \n",
" 2.169406 | \n",
" 1.752274 | \n",
" 1.517247 | \n",
" 2.419211 | \n",
" 1.976305 | \n",
" 2.309860 | \n",
" 1.974328 | \n",
" NaN | \n",
" ... | \n",
" 1.951454 | \n",
" 2.154065 | \n",
" 1.922902 | \n",
" 2.187971 | \n",
" 1.518313 | \n",
" 1.894646 | \n",
" 1.690675 | \n",
" 1.524311 | \n",
" 2.218610 | \n",
" 2.187834 | \n",
"
\n",
" \n",
" s_phase8t_psr_DPsd_trunc_log | \n",
" 2.527728 | \n",
" 1.616072 | \n",
" 2.169406 | \n",
" 1.752274 | \n",
" 1.517247 | \n",
" 2.416043 | \n",
" 1.976305 | \n",
" 2.309860 | \n",
" 1.974328 | \n",
" 1.670599 | \n",
" ... | \n",
" 1.951454 | \n",
" 2.163158 | \n",
" 1.922902 | \n",
" 2.187971 | \n",
" 1.626977 | \n",
" 1.977654 | \n",
" 1.690675 | \n",
" 1.627795 | \n",
" 2.218610 | \n",
" 2.246768 | \n",
"
\n",
" \n",
" s_phase5j_psk_DPsd_trunc_log | \n",
" 2.293633 | \n",
" 2.047200 | \n",
" 2.600479 | \n",
" 2.094738 | \n",
" 2.409779 | \n",
" 2.460101 | \n",
" 1.940695 | \n",
" 2.372425 | \n",
" 2.388867 | \n",
" 2.356191 | \n",
" ... | \n",
" 2.361161 | \n",
" 2.327977 | \n",
" 2.337696 | \n",
" 2.297506 | \n",
" 1.949023 | \n",
" 2.458198 | \n",
" 2.037533 | \n",
" 1.767952 | \n",
" 2.101445 | \n",
" 2.328501 | \n",
"
\n",
" \n",
" s_phase5j_psr_DPsd_trunc_log | \n",
" 2.346532 | \n",
" 2.047200 | \n",
" 2.553754 | \n",
" 2.094738 | \n",
" 2.409779 | \n",
" 2.493829 | \n",
" 1.940695 | \n",
" 2.372425 | \n",
" 2.388867 | \n",
" 2.356191 | \n",
" ... | \n",
" 2.361161 | \n",
" 2.327977 | \n",
" 2.474297 | \n",
" 2.297506 | \n",
" 1.949023 | \n",
" 2.458198 | \n",
" 2.037533 | \n",
" 1.767952 | \n",
" 2.101445 | \n",
" 2.328501 | \n",
"
\n",
" \n",
" s_phase5t_psk_DPsd_trunc_log | \n",
" 2.748939 | \n",
" 1.801437 | \n",
" 2.241850 | \n",
" 1.851662 | \n",
" 1.960636 | \n",
" 2.496431 | \n",
" 1.970924 | \n",
" 2.282671 | \n",
" 2.420283 | \n",
" 2.235988 | \n",
" ... | \n",
" 2.235615 | \n",
" 1.836924 | \n",
" 2.023312 | \n",
" 2.012784 | \n",
" 0.754183 | \n",
" 2.469274 | \n",
" 1.925059 | \n",
" 2.033728 | \n",
" 1.849398 | \n",
" 2.562076 | \n",
"
\n",
" \n",
" s_phase5t_psr_DPsd_trunc_log | \n",
" 2.739054 | \n",
" 1.801437 | \n",
" 2.241850 | \n",
" 1.851662 | \n",
" 1.960636 | \n",
" 2.428850 | \n",
" 1.970924 | \n",
" 2.282671 | \n",
" 2.420283 | \n",
" 2.202548 | \n",
" ... | \n",
" 2.235615 | \n",
" 1.836924 | \n",
" 2.047796 | \n",
" 2.035536 | \n",
" 0.754183 | \n",
" 2.477226 | \n",
" 1.925059 | \n",
" 2.033728 | \n",
" 1.949939 | \n",
" 2.524329 | \n",
"
\n",
" \n",
" s_phase5t_nrm_DPsd_trunc_log | \n",
" NaN | \n",
" 1.237526 | \n",
" 1.623261 | \n",
" 1.498037 | \n",
" 1.304594 | \n",
" 1.940384 | \n",
" 1.624750 | \n",
" 1.325582 | \n",
" 1.399705 | \n",
" NaN | \n",
" ... | \n",
" 2.160146 | \n",
" 0.994008 | \n",
" 1.954929 | \n",
" 1.827445 | \n",
" 1.297908 | \n",
" NaN | \n",
" 1.424663 | \n",
" 1.292549 | \n",
" 1.805887 | \n",
" NaN | \n",
"
\n",
" \n",
" s_phase8t_nrm_DPsd_trunc_log | \n",
" NaN | \n",
" 0.987879 | \n",
" 2.026634 | \n",
" 1.542243 | \n",
" 0.976403 | \n",
" 1.786897 | \n",
" 1.473877 | \n",
" 0.813877 | \n",
" 1.606961 | \n",
" NaN | \n",
" ... | \n",
" 1.854807 | \n",
" 1.021579 | \n",
" 1.697091 | \n",
" 1.313153 | \n",
" 1.121737 | \n",
" NaN | \n",
" 1.486871 | \n",
" 0.974948 | \n",
" 1.550407 | \n",
" NaN | \n",
"
\n",
" \n",
" s_phase5j_nrm_DPsd_trunc_log | \n",
" 2.285546 | \n",
" 1.542395 | \n",
" 2.091082 | \n",
" 1.861343 | \n",
" 2.153080 | \n",
" 1.998019 | \n",
" 1.866872 | \n",
" 2.025180 | \n",
" 1.754322 | \n",
" 2.217726 | \n",
" ... | \n",
" 1.988806 | \n",
" 1.799722 | \n",
" 2.083031 | \n",
" 1.876012 | \n",
" 1.685643 | \n",
" NaN | \n",
" 1.675792 | \n",
" 1.690626 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" s_phase8j_nrm_DPsd_trunc_log | \n",
" 1.912401 | \n",
" 1.356415 | \n",
" 1.966651 | \n",
" 1.616563 | \n",
" 2.202028 | \n",
" 2.200341 | \n",
" 1.741272 | \n",
" 1.639814 | \n",
" 1.825810 | \n",
" 1.865401 | \n",
" ... | \n",
" 1.826274 | \n",
" 1.504115 | \n",
" 2.037023 | \n",
" 1.587396 | \n",
" 1.783867 | \n",
" 2.023109 | \n",
" 1.900283 | \n",
" 1.585618 | \n",
" NaN | \n",
" 1.729026 | \n",
"
\n",
" \n",
" s_lint_610690_DPsd_trunc_log | \n",
" 2.618486 | \n",
" 1.294040 | \n",
" 1.833350 | \n",
" 1.562305 | \n",
" 1.618251 | \n",
" 2.073547 | \n",
" 1.842086 | \n",
" 1.336419 | \n",
" 1.479158 | \n",
" 1.714718 | \n",
" ... | \n",
" 2.560221 | \n",
" 1.188846 | \n",
" 2.241378 | \n",
" 1.559357 | \n",
" 1.227964 | \n",
" 1.755058 | \n",
" 1.688979 | \n",
" 1.469405 | \n",
" 1.708466 | \n",
" 1.669159 | \n",
"
\n",
" \n",
" s_linj_610690_DPsd_trunc_log | \n",
" 2.378515 | \n",
" 1.901060 | \n",
" 2.696919 | \n",
" NaN | \n",
" 2.555784 | \n",
" 1.995418 | \n",
" 2.311555 | \n",
" 2.063487 | \n",
" 2.042926 | \n",
" 2.017316 | \n",
" ... | \n",
" NaN | \n",
" 1.837112 | \n",
" 2.222157 | \n",
" 1.914467 | \n",
" 1.764912 | \n",
" 2.021560 | \n",
" 1.972932 | \n",
" 1.593717 | \n",
" 2.002277 | \n",
" 2.474821 | \n",
"
\n",
" \n",
" s_lint_700800_DPsd_trunc_log | \n",
" NaN | \n",
" 1.432330 | \n",
" 1.837178 | \n",
" 1.790320 | \n",
" 1.568773 | \n",
" 1.864525 | \n",
" 1.675000 | \n",
" 1.260027 | \n",
" 1.668247 | \n",
" 1.784602 | \n",
" ... | \n",
" NaN | \n",
" 1.245401 | \n",
" 2.215995 | \n",
" 1.492288 | \n",
" 1.210090 | \n",
" 2.087513 | \n",
" 1.287150 | \n",
" 1.288812 | \n",
" 1.770947 | \n",
" 2.232365 | \n",
"
\n",
" \n",
" s_lint_500600_DPsd_trunc_log | \n",
" NaN | \n",
" 1.325320 | \n",
" 1.959291 | \n",
" 1.467634 | \n",
" 1.232024 | \n",
" 1.809923 | \n",
" 2.003263 | \n",
" 1.308259 | \n",
" 1.575855 | \n",
" 1.832228 | \n",
" ... | \n",
" 2.219823 | \n",
" 1.278118 | \n",
" 2.247801 | \n",
" 1.367271 | \n",
" 1.088799 | \n",
" 1.656226 | \n",
" 1.922480 | \n",
" 1.723334 | \n",
" 1.777228 | \n",
" 1.547670 | \n",
"
\n",
" \n",
" s_linj_700800_DPsd_trunc_log | \n",
" 2.121631 | \n",
" 1.733171 | \n",
" 2.122493 | \n",
" NaN | \n",
" NaN | \n",
" 2.012866 | \n",
" 2.024557 | \n",
" 1.771447 | \n",
" 1.887242 | \n",
" 1.898132 | \n",
" ... | \n",
" NaN | \n",
" 1.669199 | \n",
" NaN | \n",
" 1.763452 | \n",
" 1.753585 | \n",
" 1.626645 | \n",
" 1.783073 | \n",
" 1.613149 | \n",
" 1.432606 | \n",
" 2.356606 | \n",
"
\n",
" \n",
" s_linj_500600_DPsd_trunc_log | \n",
" 2.268092 | \n",
" 1.918965 | \n",
" 2.666476 | \n",
" NaN | \n",
" 2.256561 | \n",
" 2.430195 | \n",
" 2.329250 | \n",
" 2.407362 | \n",
" 2.133818 | \n",
" 1.911576 | \n",
" ... | \n",
" 2.461843 | \n",
" 1.972188 | \n",
" 2.580064 | \n",
" 2.187914 | \n",
" 1.945161 | \n",
" 2.126542 | \n",
" 2.223812 | \n",
" 2.327135 | \n",
" 1.765479 | \n",
" 2.126532 | \n",
"
\n",
" \n",
"
\n",
"
36 rows × 97 columns
\n",
"
"
],
"text/plain": [
" 015 016 017 018 \\\n",
"I5P4_local_trunc_log 1.071104 0.990654 1.016912 0.732585 \n",
"I8P4_local_trunc_log 1.353651 1.090421 1.129266 1.189352 \n",
"I5P4_drift_trunc_log 1.287251 0.758169 0.961024 0.500582 \n",
"I8P4_drift_trunc_log 1.679217 0.764580 1.348997 0.810881 \n",
"s_iso5t1_DPsd_trunc_log 2.149677 1.230658 1.282907 1.191255 \n",
"s_iso8t1_DPsd_trunc_log 2.072422 1.086789 2.264263 1.610516 \n",
"s_iso5t2_DPsd_trunc_log 2.132799 1.259224 1.353675 1.215980 \n",
"s_iso8t2_DPsd_trunc_log NaN 1.131855 1.621979 1.717185 \n",
"s_lin5t_DPsd_trunc_log NaN 1.336055 1.601238 1.586875 \n",
"s_lin8t_DPsd_trunc_log 2.305383 1.334307 1.791392 1.519132 \n",
"s_phase5t_DPsd_trunc_log 2.818610 1.533899 1.808526 1.794290 \n",
"s_phase8t_DPsd_trunc_log 3.221469 1.440647 1.917085 1.947621 \n",
"s_iso5j_DPsd_trunc_log 1.468862 1.644933 1.660185 1.931067 \n",
"s_iso8j_DPsd_trunc_log NaN 1.692863 2.137184 1.772214 \n",
"s_lin5j_DPsd_trunc_log 2.015058 1.649390 1.871980 NaN \n",
"s_lin8j_DPsd_trunc_log 2.116002 1.890228 2.313866 2.099799 \n",
"s_phase5j_DPsd_trunc_log 2.422405 1.774558 2.262908 2.144661 \n",
"s_phase8j_DPsd_trunc_log 2.540202 1.624128 2.170845 1.740630 \n",
"s_phase8j_psk_DPsd_trunc_log 1.661158 1.612924 2.027585 1.761192 \n",
"s_phase8j_psr_DPsd_trunc_log 1.822314 1.612924 2.027585 1.761192 \n",
"s_phase8t_psk_DPsd_trunc_log 2.448769 1.412633 2.169406 1.752274 \n",
"s_phase8t_psr_DPsd_trunc_log 2.527728 1.616072 2.169406 1.752274 \n",
"s_phase5j_psk_DPsd_trunc_log 2.293633 2.047200 2.600479 2.094738 \n",
"s_phase5j_psr_DPsd_trunc_log 2.346532 2.047200 2.553754 2.094738 \n",
"s_phase5t_psk_DPsd_trunc_log 2.748939 1.801437 2.241850 1.851662 \n",
"s_phase5t_psr_DPsd_trunc_log 2.739054 1.801437 2.241850 1.851662 \n",
"s_phase5t_nrm_DPsd_trunc_log NaN 1.237526 1.623261 1.498037 \n",
"s_phase8t_nrm_DPsd_trunc_log NaN 0.987879 2.026634 1.542243 \n",
"s_phase5j_nrm_DPsd_trunc_log 2.285546 1.542395 2.091082 1.861343 \n",
"s_phase8j_nrm_DPsd_trunc_log 1.912401 1.356415 1.966651 1.616563 \n",
"s_lint_610690_DPsd_trunc_log 2.618486 1.294040 1.833350 1.562305 \n",
"s_linj_610690_DPsd_trunc_log 2.378515 1.901060 2.696919 NaN \n",
"s_lint_700800_DPsd_trunc_log NaN 1.432330 1.837178 1.790320 \n",
"s_lint_500600_DPsd_trunc_log NaN 1.325320 1.959291 1.467634 \n",
"s_linj_700800_DPsd_trunc_log 2.121631 1.733171 2.122493 NaN \n",
"s_linj_500600_DPsd_trunc_log 2.268092 1.918965 2.666476 NaN \n",
"\n",
" 019 020 021 022 \\\n",
"I5P4_local_trunc_log 0.335030 1.211177 1.239612 0.968731 \n",
"I8P4_local_trunc_log 0.867865 1.331203 0.968201 0.438561 \n",
"I5P4_drift_trunc_log 0.233307 1.145992 1.055617 0.707790 \n",
"I8P4_drift_trunc_log 0.808227 1.422058 1.417857 0.819052 \n",
"s_iso5t1_DPsd_trunc_log 0.949213 1.946483 1.528007 1.153027 \n",
"s_iso8t1_DPsd_trunc_log 0.888548 1.872667 1.489180 0.819053 \n",
"s_iso5t2_DPsd_trunc_log 0.960312 1.948933 1.650248 1.249536 \n",
"s_iso8t2_DPsd_trunc_log 1.224957 1.854551 1.474399 0.850104 \n",
"s_lin5t_DPsd_trunc_log 1.532127 2.002822 1.746812 1.270195 \n",
"s_lin8t_DPsd_trunc_log 1.506308 1.742977 1.595103 1.167324 \n",
"s_phase5t_DPsd_trunc_log 1.771647 2.178424 1.728366 1.713754 \n",
"s_phase8t_DPsd_trunc_log 1.344109 2.057176 1.698249 1.711628 \n",
"s_iso5j_DPsd_trunc_log 1.883450 1.851579 1.738222 1.650584 \n",
"s_iso8j_DPsd_trunc_log 1.733544 1.819399 1.707575 1.755917 \n",
"s_lin5j_DPsd_trunc_log NaN 1.917798 1.620410 2.070804 \n",
"s_lin8j_DPsd_trunc_log 2.200428 2.308440 2.141411 1.997351 \n",
"s_phase5j_DPsd_trunc_log 2.739569 2.087969 1.802783 2.051451 \n",
"s_phase8j_DPsd_trunc_log 2.359743 2.445744 1.774009 1.614812 \n",
"s_phase8j_psk_DPsd_trunc_log 2.566462 2.115852 1.885312 1.602012 \n",
"s_phase8j_psr_DPsd_trunc_log 2.566462 2.115852 1.885312 1.602012 \n",
"s_phase8t_psk_DPsd_trunc_log 1.517247 2.419211 1.976305 2.309860 \n",
"s_phase8t_psr_DPsd_trunc_log 1.517247 2.416043 1.976305 2.309860 \n",
"s_phase5j_psk_DPsd_trunc_log 2.409779 2.460101 1.940695 2.372425 \n",
"s_phase5j_psr_DPsd_trunc_log 2.409779 2.493829 1.940695 2.372425 \n",
"s_phase5t_psk_DPsd_trunc_log 1.960636 2.496431 1.970924 2.282671 \n",
"s_phase5t_psr_DPsd_trunc_log 1.960636 2.428850 1.970924 2.282671 \n",
"s_phase5t_nrm_DPsd_trunc_log 1.304594 1.940384 1.624750 1.325582 \n",
"s_phase8t_nrm_DPsd_trunc_log 0.976403 1.786897 1.473877 0.813877 \n",
"s_phase5j_nrm_DPsd_trunc_log 2.153080 1.998019 1.866872 2.025180 \n",
"s_phase8j_nrm_DPsd_trunc_log 2.202028 2.200341 1.741272 1.639814 \n",
"s_lint_610690_DPsd_trunc_log 1.618251 2.073547 1.842086 1.336419 \n",
"s_linj_610690_DPsd_trunc_log 2.555784 1.995418 2.311555 2.063487 \n",
"s_lint_700800_DPsd_trunc_log 1.568773 1.864525 1.675000 1.260027 \n",
"s_lint_500600_DPsd_trunc_log 1.232024 1.809923 2.003263 1.308259 \n",
"s_linj_700800_DPsd_trunc_log NaN 2.012866 2.024557 1.771447 \n",
"s_linj_500600_DPsd_trunc_log 2.256561 2.430195 2.329250 2.407362 \n",
"\n",
" 024 025 ... 112 \\\n",
"I5P4_local_trunc_log 1.041781 0.943231 ... 0.966636 \n",
"I8P4_local_trunc_log 0.976047 0.850436 ... 1.189684 \n",
"I5P4_drift_trunc_log 0.894311 1.179604 ... 1.459902 \n",
"I8P4_drift_trunc_log 1.119786 1.584771 ... 1.521314 \n",
"s_iso5t1_DPsd_trunc_log 1.154046 1.158848 ... 1.812111 \n",
"s_iso8t1_DPsd_trunc_log 1.493396 1.602248 ... 2.097291 \n",
"s_iso5t2_DPsd_trunc_log 1.188353 1.663251 ... 1.706908 \n",
"s_iso8t2_DPsd_trunc_log 1.427988 1.486620 ... 1.764540 \n",
"s_lin5t_DPsd_trunc_log 1.511344 1.842359 ... 2.380195 \n",
"s_lin8t_DPsd_trunc_log 1.651714 1.665542 ... 1.983140 \n",
"s_phase5t_DPsd_trunc_log 1.871108 2.194410 ... 2.153918 \n",
"s_phase8t_DPsd_trunc_log 1.671339 1.918771 ... 1.944267 \n",
"s_iso5j_DPsd_trunc_log 1.848477 1.707418 ... 1.811877 \n",
"s_iso8j_DPsd_trunc_log 1.804228 1.908284 ... 2.083905 \n",
"s_lin5j_DPsd_trunc_log 1.787552 1.761812 ... NaN \n",
"s_lin8j_DPsd_trunc_log 2.083193 2.043251 ... 2.183058 \n",
"s_phase5j_DPsd_trunc_log 2.067474 2.104918 ... 2.155658 \n",
"s_phase8j_DPsd_trunc_log 1.849079 1.919424 ... 1.981102 \n",
"s_phase8j_psk_DPsd_trunc_log 1.797048 2.073824 ... 2.199807 \n",
"s_phase8j_psr_DPsd_trunc_log 1.797048 2.073824 ... 2.199807 \n",
"s_phase8t_psk_DPsd_trunc_log 1.974328 NaN ... 1.951454 \n",
"s_phase8t_psr_DPsd_trunc_log 1.974328 1.670599 ... 1.951454 \n",
"s_phase5j_psk_DPsd_trunc_log 2.388867 2.356191 ... 2.361161 \n",
"s_phase5j_psr_DPsd_trunc_log 2.388867 2.356191 ... 2.361161 \n",
"s_phase5t_psk_DPsd_trunc_log 2.420283 2.235988 ... 2.235615 \n",
"s_phase5t_psr_DPsd_trunc_log 2.420283 2.202548 ... 2.235615 \n",
"s_phase5t_nrm_DPsd_trunc_log 1.399705 NaN ... 2.160146 \n",
"s_phase8t_nrm_DPsd_trunc_log 1.606961 NaN ... 1.854807 \n",
"s_phase5j_nrm_DPsd_trunc_log 1.754322 2.217726 ... 1.988806 \n",
"s_phase8j_nrm_DPsd_trunc_log 1.825810 1.865401 ... 1.826274 \n",
"s_lint_610690_DPsd_trunc_log 1.479158 1.714718 ... 2.560221 \n",
"s_linj_610690_DPsd_trunc_log 2.042926 2.017316 ... NaN \n",
"s_lint_700800_DPsd_trunc_log 1.668247 1.784602 ... NaN \n",
"s_lint_500600_DPsd_trunc_log 1.575855 1.832228 ... 2.219823 \n",
"s_linj_700800_DPsd_trunc_log 1.887242 1.898132 ... NaN \n",
"s_linj_500600_DPsd_trunc_log 2.133818 1.911576 ... 2.461843 \n",
"\n",
" 113 114 115 116 \\\n",
"I5P4_local_trunc_log 0.641233 1.583887 1.080096 0.820888 \n",
"I8P4_local_trunc_log 0.534416 1.527451 0.778371 0.730665 \n",
"I5P4_drift_trunc_log 0.358835 1.359992 0.870168 0.569356 \n",
"I8P4_drift_trunc_log 1.142280 1.256236 0.612206 0.460743 \n",
"s_iso5t1_DPsd_trunc_log 1.029338 1.523094 1.405030 0.911459 \n",
"s_iso8t1_DPsd_trunc_log 0.852053 1.830235 1.297387 0.847861 \n",
"s_iso5t2_DPsd_trunc_log 1.030281 1.843616 1.550962 1.145254 \n",
"s_iso8t2_DPsd_trunc_log 1.019723 1.804565 1.256179 0.822493 \n",
"s_lin5t_DPsd_trunc_log 1.240751 2.003874 1.490492 1.163007 \n",
"s_lin8t_DPsd_trunc_log 1.062247 1.871916 1.378390 1.198713 \n",
"s_phase5t_DPsd_trunc_log 1.445558 1.959776 2.369388 1.469174 \n",
"s_phase8t_DPsd_trunc_log 1.641779 1.935375 1.766689 1.418115 \n",
"s_iso5j_DPsd_trunc_log 1.631131 2.156306 1.822238 1.583392 \n",
"s_iso8j_DPsd_trunc_log 1.362888 1.821635 1.629429 1.708278 \n",
"s_lin5j_DPsd_trunc_log 1.395519 2.419863 1.719042 1.585274 \n",
"s_lin8j_DPsd_trunc_log 1.850603 2.326427 1.971129 1.811144 \n",
"s_phase5j_DPsd_trunc_log 2.254326 2.238179 1.951401 1.814308 \n",
"s_phase8j_DPsd_trunc_log 1.731812 2.011558 1.692822 1.864767 \n",
"s_phase8j_psk_DPsd_trunc_log 2.058860 1.900451 1.992052 1.584186 \n",
"s_phase8j_psr_DPsd_trunc_log 2.058860 1.900451 1.992052 1.584186 \n",
"s_phase8t_psk_DPsd_trunc_log 2.154065 1.922902 2.187971 1.518313 \n",
"s_phase8t_psr_DPsd_trunc_log 2.163158 1.922902 2.187971 1.626977 \n",
"s_phase5j_psk_DPsd_trunc_log 2.327977 2.337696 2.297506 1.949023 \n",
"s_phase5j_psr_DPsd_trunc_log 2.327977 2.474297 2.297506 1.949023 \n",
"s_phase5t_psk_DPsd_trunc_log 1.836924 2.023312 2.012784 0.754183 \n",
"s_phase5t_psr_DPsd_trunc_log 1.836924 2.047796 2.035536 0.754183 \n",
"s_phase5t_nrm_DPsd_trunc_log 0.994008 1.954929 1.827445 1.297908 \n",
"s_phase8t_nrm_DPsd_trunc_log 1.021579 1.697091 1.313153 1.121737 \n",
"s_phase5j_nrm_DPsd_trunc_log 1.799722 2.083031 1.876012 1.685643 \n",
"s_phase8j_nrm_DPsd_trunc_log 1.504115 2.037023 1.587396 1.783867 \n",
"s_lint_610690_DPsd_trunc_log 1.188846 2.241378 1.559357 1.227964 \n",
"s_linj_610690_DPsd_trunc_log 1.837112 2.222157 1.914467 1.764912 \n",
"s_lint_700800_DPsd_trunc_log 1.245401 2.215995 1.492288 1.210090 \n",
"s_lint_500600_DPsd_trunc_log 1.278118 2.247801 1.367271 1.088799 \n",
"s_linj_700800_DPsd_trunc_log 1.669199 NaN 1.763452 1.753585 \n",
"s_linj_500600_DPsd_trunc_log 1.972188 2.580064 2.187914 1.945161 \n",
"\n",
" 117 118 119 120 121 \n",
"I5P4_local_trunc_log 1.059421 1.153157 0.500176 0.875803 0.762425 \n",
"I8P4_local_trunc_log 0.981642 1.211295 0.745374 0.917900 1.159389 \n",
"I5P4_drift_trunc_log 1.099729 1.165674 0.432005 0.875582 0.747801 \n",
"I8P4_drift_trunc_log 1.138041 1.019295 0.628255 0.836660 1.239180 \n",
"s_iso5t1_DPsd_trunc_log 1.645617 1.687348 1.039238 1.711763 1.445759 \n",
"s_iso8t1_DPsd_trunc_log 1.693584 1.284579 1.017994 1.458327 1.738912 \n",
"s_iso5t2_DPsd_trunc_log 1.537546 1.405159 1.152796 1.767423 1.505525 \n",
"s_iso8t2_DPsd_trunc_log 1.518399 1.074398 1.167698 1.312072 1.790040 \n",
"s_lin5t_DPsd_trunc_log 1.884450 1.635103 1.436168 1.753264 1.995672 \n",
"s_lin8t_DPsd_trunc_log 1.933333 1.592535 1.246329 1.665642 1.663364 \n",
"s_phase5t_DPsd_trunc_log 2.199600 2.123358 1.575372 1.898144 2.078509 \n",
"s_phase8t_DPsd_trunc_log 1.966662 1.819247 1.458257 1.705351 2.468320 \n",
"s_iso5j_DPsd_trunc_log 1.685826 2.124690 1.572873 1.612913 1.718923 \n",
"s_iso8j_DPsd_trunc_log 1.590430 1.918600 1.417264 1.426504 1.714364 \n",
"s_lin5j_DPsd_trunc_log 2.041828 1.756458 1.810486 1.675215 2.132917 \n",
"s_lin8j_DPsd_trunc_log 2.128409 2.040155 1.914217 1.817584 2.400156 \n",
"s_phase5j_DPsd_trunc_log 2.232164 1.880433 1.736957 2.057894 2.333196 \n",
"s_phase8j_DPsd_trunc_log 2.026249 1.911932 1.699957 1.899737 2.077448 \n",
"s_phase8j_psk_DPsd_trunc_log 2.110640 1.740867 1.964700 1.941108 2.165882 \n",
"s_phase8j_psr_DPsd_trunc_log 2.080504 1.740867 1.964700 1.941108 2.165882 \n",
"s_phase8t_psk_DPsd_trunc_log 1.894646 1.690675 1.524311 2.218610 2.187834 \n",
"s_phase8t_psr_DPsd_trunc_log 1.977654 1.690675 1.627795 2.218610 2.246768 \n",
"s_phase5j_psk_DPsd_trunc_log 2.458198 2.037533 1.767952 2.101445 2.328501 \n",
"s_phase5j_psr_DPsd_trunc_log 2.458198 2.037533 1.767952 2.101445 2.328501 \n",
"s_phase5t_psk_DPsd_trunc_log 2.469274 1.925059 2.033728 1.849398 2.562076 \n",
"s_phase5t_psr_DPsd_trunc_log 2.477226 1.925059 2.033728 1.949939 2.524329 \n",
"s_phase5t_nrm_DPsd_trunc_log NaN 1.424663 1.292549 1.805887 NaN \n",
"s_phase8t_nrm_DPsd_trunc_log NaN 1.486871 0.974948 1.550407 NaN \n",
"s_phase5j_nrm_DPsd_trunc_log NaN 1.675792 1.690626 NaN NaN \n",
"s_phase8j_nrm_DPsd_trunc_log 2.023109 1.900283 1.585618 NaN 1.729026 \n",
"s_lint_610690_DPsd_trunc_log 1.755058 1.688979 1.469405 1.708466 1.669159 \n",
"s_linj_610690_DPsd_trunc_log 2.021560 1.972932 1.593717 2.002277 2.474821 \n",
"s_lint_700800_DPsd_trunc_log 2.087513 1.287150 1.288812 1.770947 2.232365 \n",
"s_lint_500600_DPsd_trunc_log 1.656226 1.922480 1.723334 1.777228 1.547670 \n",
"s_linj_700800_DPsd_trunc_log 1.626645 1.783073 1.613149 1.432606 2.356606 \n",
"s_linj_500600_DPsd_trunc_log 2.126542 2.223812 2.327135 1.765479 2.126532 \n",
"\n",
"[36 rows x 97 columns]"
]
},
"execution_count": 124,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#concat_matches(df_to_analyze, 'I?P4_local_trunc|I?P4_drift_trunc').T\n",
"concat_matches(df_to_analyze, 'log$').T"
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# TO DO:\n",
"# Calculate z scores for each DPsd\n",
"# Calculate the mean of the two z scores for each 500/800 pairing\n",
"# See if the value of this still correlates with the 500-first/800-first order variable\n",
"\n",
"\n",
"remove_unused = [c for c in df_to_analyze.columns \n",
" if ( '_psk_' in c \n",
" or 's_lint_' in c \n",
" or 's_linj_' in c)]\n",
"for c in remove_unused:\n",
" del df_to_analyze[c]\n",
" \n",
"\n",
"to_combine = concat_matches(df_to_analyze, 'DPsd_trunc')\n",
"#for p in list(to_combine.columns):\n",
" #print(p)\n",
"\n",
"for c in ['I5P4_local_trunc',\n",
" 'I8P4_local_trunc',\n",
" 'I5P4_drift_trunc',\n",
" 'I8P4_drift_trunc',]:\n",
" to_combine[c] = df_to_analyze[c]\n",
" \n",
" \n",
"z_to_combine = (to_combine.mean() - to_combine) / to_combine.std()\n",
"#proper column-wise z score output was confirmed\n",
"\n",
"\n",
"df_to_analyze['IP4_local_trunc_mz58'] = ( z_to_combine['I5P4_local_trunc'] \n",
" + z_to_combine['I8P4_local_trunc']) / 2\n",
"\n",
"df_to_analyze['IP4_drift_trunc_mz58'] = ( z_to_combine['I5P4_drift_trunc'] \n",
" + z_to_combine['I8P4_drift_trunc']) / 2\n",
"\n",
"\n",
"df_to_analyze['iso_j_DPsd_trunc_mz58'] = ( z_to_combine['s_iso5j_DPsd_trunc'] \n",
" + z_to_combine['s_iso8j_DPsd_trunc']) / 2\n",
"\n",
"df_to_analyze['iso_t1_DPsd_trunc_mz58'] = ( z_to_combine['s_iso5t1_DPsd_trunc'] \n",
" + z_to_combine['s_iso8t1_DPsd_trunc']) / 2\n",
"\n",
"df_to_analyze['iso_t2_DPsd_trunc_mz58'] = ( z_to_combine['s_iso5t2_DPsd_trunc'] \n",
" + z_to_combine['s_iso8t2_DPsd_trunc']) / 2\n",
"\n",
"df_to_analyze['lin_j_DPsd_trunc_mz58'] = ( z_to_combine['s_lin5j_DPsd_trunc'] \n",
" + z_to_combine['s_lin8j_DPsd_trunc']) / 2\n",
"\n",
"df_to_analyze['lin_t_DPsd_trunc_mz58'] = ( z_to_combine['s_lin5t_DPsd_trunc'] \n",
" + z_to_combine['s_lin8t_DPsd_trunc']) / 2\n",
"\n",
"df_to_analyze['phase_j_nrm_DPsd_trunc_mz58'] = ( z_to_combine['s_phase5j_nrm_DPsd_trunc'] \n",
" + z_to_combine['s_phase8j_nrm_DPsd_trunc']) / 2\n",
"\n",
"df_to_analyze['phase_j_psr_DPsd_trunc_mz58'] = ( z_to_combine['s_phase5j_psr_DPsd_trunc'] \n",
" + z_to_combine['s_phase8j_psr_DPsd_trunc']) / 2\n",
"\n",
"df_to_analyze['phase_t_nrm_DPsd_trunc_mz58'] = ( z_to_combine['s_phase5t_nrm_DPsd_trunc'] \n",
" + z_to_combine['s_phase8t_nrm_DPsd_trunc']) / 2\n",
"\n",
"df_to_analyze['phase_t_psr_DPsd_trunc_mz58'] = ( z_to_combine['s_phase5t_psr_DPsd_trunc'] \n",
" + z_to_combine['s_phase8t_psr_DPsd_trunc']) / 2\n",
"#null values propagate to new measure (confirmed)\n",
"\n",
"#df_to_analyze['IP4_drift_trunc_mz58'][20:]"
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"SAVED: c:/db_pickles/pickle - dfo-subset_to_spss - 2014-10-15c.csv\n",
"\n"
]
},
{
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" 4.111111 | \n",
" 2.888889 | \n",
" 4.111111 | \n",
" 4.444444 | \n",
" 4.222222 | \n",
" 3.888889 | \n",
" 3.555556 | \n",
" 5.000000 | \n",
" 2.222222 | \n",
" ... | \n",
" 5.000000 | \n",
" 4.444444 | \n",
" 4.444444 | \n",
" 2.888889 | \n",
" 3.666667 | \n",
" 4.555556 | \n",
" 4.111111 | \n",
" 3.666667 | \n",
" 3.111111 | \n",
" 3.333333 | \n",
"
\n",
" \n",
" SCAL_calc_bfi_conscientiousness | \n",
" 3.777778 | \n",
" 2.777778 | \n",
" 3.555556 | \n",
" 4.555556 | \n",
" 4.000000 | \n",
" 3.111111 | \n",
" 3.888889 | \n",
" 4.444444 | \n",
" 3.444444 | \n",
" 2.555556 | \n",
" ... | \n",
" 4.555556 | \n",
" 4.000000 | \n",
" 2.888889 | \n",
" 2.888889 | \n",
" 3.444444 | \n",
" 3.555556 | \n",
" 2.888889 | \n",
" 3.444444 | \n",
" 3.222222 | \n",
" 3.555556 | \n",
"
\n",
" \n",
" SCAL_calc_bfi_neuroticism | \n",
" 3.125000 | \n",
" 3.250000 | \n",
" 3.000000 | \n",
" 3.000000 | \n",
" 1.750000 | \n",
" 2.625000 | \n",
" 3.875000 | \n",
" 3.250000 | \n",
" 2.125000 | \n",
" 3.500000 | \n",
" ... | \n",
" 2.250000 | \n",
" 1.375000 | \n",
" 4.375000 | \n",
" 2.500000 | \n",
" 2.125000 | \n",
" 3.875000 | \n",
" 2.625000 | \n",
" 2.875000 | \n",
" 3.250000 | \n",
" 3.142857 | \n",
"
\n",
" \n",
" SCAL_calc_bfi_openness | \n",
" 2.800000 | \n",
" 3.700000 | \n",
" 3.700000 | \n",
" 3.600000 | \n",
" 3.300000 | \n",
" 2.500000 | \n",
" 2.700000 | \n",
" 4.700000 | \n",
" 4.200000 | \n",
" 3.200000 | \n",
" ... | \n",
" 4.300000 | \n",
" 3.600000 | \n",
" 3.600000 | \n",
" 4.300000 | \n",
" 4.400000 | \n",
" 3.000000 | \n",
" 3.900000 | \n",
" 4.300000 | \n",
" 4.900000 | \n",
" 4.200000 | \n",
"
\n",
" \n",
" SCAL_qmusic_dancelevel | \n",
" 2.000000 | \n",
" 2.000000 | \n",
" 1.000000 | \n",
" 3.000000 | \n",
" 4.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 1.000000 | \n",
" 3.000000 | \n",
" ... | \n",
" 5.000000 | \n",
" 0.000000 | \n",
" 3.000000 | \n",
" 2.000000 | \n",
" 3.000000 | \n",
" 4.000000 | \n",
" 3.000000 | \n",
" 3.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" SCAL_qmusic_instrumentlevel | \n",
" 0.000000 | \n",
" 3.000000 | \n",
" 3.000000 | \n",
" 0.000000 | \n",
" 2.000000 | \n",
" 0.000000 | \n",
" 1.000000 | \n",
" 4.000000 | \n",
" 2.000000 | \n",
" 0.000000 | \n",
" ... | \n",
" 0.000000 | \n",
" 4.000000 | \n",
" 4.000000 | \n",
" 4.000000 | \n",
" 3.000000 | \n",
" 0.000000 | \n",
" 3.000000 | \n",
" 3.000000 | \n",
" 0.000000 | \n",
" 2.000000 | \n",
"
\n",
" \n",
" SCAL_qmusic_drumlevel | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" ... | \n",
" 0.000000 | \n",
" 4.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 4.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" SCAL_qmusic_behaviors_12_friendstaste | \n",
" 3.000000 | \n",
" 3.000000 | \n",
" 1.000000 | \n",
" 3.000000 | \n",
" 4.000000 | \n",
" 3.000000 | \n",
" 2.000000 | \n",
" 2.000000 | \n",
" 4.000000 | \n",
" 4.000000 | \n",
" ... | \n",
" 7.000000 | \n",
" 4.000000 | \n",
" 2.000000 | \n",
" 3.000000 | \n",
" 5.000000 | \n",
" 5.000000 | \n",
" 4.000000 | \n",
" 6.000000 | \n",
" 5.000000 | \n",
" 5.000000 | \n",
"
\n",
" \n",
" SCAL_qmusic_behaviors_13_sharingint | \n",
" 4.000000 | \n",
" 5.000000 | \n",
" 1.000000 | \n",
" 4.000000 | \n",
" 2.000000 | \n",
" 4.000000 | \n",
" 3.000000 | \n",
" 5.000000 | \n",
" 1.000000 | \n",
" 3.000000 | \n",
" ... | \n",
" 5.000000 | \n",
" 4.000000 | \n",
" 2.000000 | \n",
" 4.000000 | \n",
" 7.000000 | \n",
" 6.000000 | \n",
" 5.000000 | \n",
" 7.000000 | \n",
" 5.000000 | \n",
" 5.000000 | \n",
"
\n",
" \n",
" SCAL_qmusic_behaviors_14_getinterest | \n",
" 5.000000 | \n",
" 5.000000 | \n",
" 4.000000 | \n",
" 4.000000 | \n",
" 2.000000 | \n",
" 4.000000 | \n",
" 2.000000 | \n",
" 3.000000 | \n",
" 7.000000 | \n",
" 4.000000 | \n",
" ... | \n",
" 5.000000 | \n",
" 5.000000 | \n",
" 3.000000 | \n",
" 1.000000 | \n",
" 7.000000 | \n",
" 5.000000 | \n",
" 5.000000 | \n",
" 7.000000 | \n",
" 5.000000 | \n",
" 6.000000 | \n",
"
\n",
" \n",
" qmusic_calc_anyhours | \n",
" 1.000000 | \n",
" 1.000000 | \n",
" 0.000000 | \n",
" 1.000000 | \n",
" 1.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 1.000000 | \n",
" 1.000000 | \n",
" ... | \n",
" 1.000000 | \n",
" 1.000000 | \n",
" 1.000000 | \n",
" 1.000000 | \n",
" 1.000000 | \n",
" 1.000000 | \n",
" 1.000000 | \n",
" 1.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" qmusic_calc_maxskill | \n",
" 2.000000 | \n",
" 3.000000 | \n",
" 3.000000 | \n",
" 3.000000 | \n",
" 4.000000 | \n",
" 0.000000 | \n",
" 1.000000 | \n",
" 4.000000 | \n",
" 2.000000 | \n",
" 3.000000 | \n",
" ... | \n",
" 5.000000 | \n",
" 4.000000 | \n",
" 4.000000 | \n",
" 4.000000 | \n",
" 3.000000 | \n",
" 4.000000 | \n",
" 3.000000 | \n",
" 4.000000 | \n",
" 0.000000 | \n",
" 2.000000 | \n",
"
\n",
" \n",
" qmusic_calc_sumskill | \n",
" 2.000000 | \n",
" 5.000000 | \n",
" 4.000000 | \n",
" 3.000000 | \n",
" 6.000000 | \n",
" 0.000000 | \n",
" 1.000000 | \n",
" 4.000000 | \n",
" 3.000000 | \n",
" 3.000000 | \n",
" ... | \n",
" 5.000000 | \n",
" 8.000000 | \n",
" 7.000000 | \n",
" 6.000000 | \n",
" 6.000000 | \n",
" 4.000000 | \n",
" 6.000000 | \n",
" 10.000000 | \n",
" 0.000000 | \n",
" 2.000000 | \n",
"
\n",
" \n",
" qmusic_calc_socialimp | \n",
" 12.000000 | \n",
" 13.000000 | \n",
" 6.000000 | \n",
" 11.000000 | \n",
" 8.000000 | \n",
" 11.000000 | \n",
" 7.000000 | \n",
" 10.000000 | \n",
" 12.000000 | \n",
" 11.000000 | \n",
" ... | \n",
" 17.000000 | \n",
" 13.000000 | \n",
" 7.000000 | \n",
" 8.000000 | \n",
" 19.000000 | \n",
" 16.000000 | \n",
" 14.000000 | \n",
" 20.000000 | \n",
" 15.000000 | \n",
" 16.000000 | \n",
"
\n",
" \n",
" SCAL_qmusic_behaviors_07_yourself_ln1p | \n",
" 2.708050 | \n",
" 2.944439 | \n",
" 2.602690 | \n",
" 3.258097 | \n",
" 2.397895 | \n",
" 3.931826 | \n",
" 1.791759 | \n",
" 3.931826 | \n",
" 3.931826 | \n",
" 1.945910 | \n",
" ... | \n",
" 1.609438 | \n",
" 1.945910 | \n",
" 2.397895 | \n",
" 2.397895 | \n",
" 3.433987 | \n",
" 1.791759 | \n",
" 3.044522 | \n",
" 4.290459 | \n",
" 1.791759 | \n",
" 2.772589 | \n",
"
\n",
" \n",
" SCAL_qmusic_behaviors_08_otherprs_ln1p | \n",
" 2.397895 | \n",
" 2.302585 | \n",
" 1.791759 | \n",
" 1.791759 | \n",
" 1.791759 | \n",
" 3.433987 | \n",
" 2.708050 | \n",
" 3.433987 | \n",
" 2.397895 | \n",
" 0.693147 | \n",
" ... | \n",
" 1.386294 | \n",
" 1.098612 | \n",
" 1.098612 | \n",
" 2.708050 | \n",
" 1.098612 | \n",
" 3.433987 | \n",
" 3.044522 | \n",
" 4.394449 | \n",
" 0.000000 | \n",
" 1.791759 | \n",
"
\n",
" \n",
" SCAL_qmusic_behaviors_09_danceprv_ln1p | \n",
" 1.791759 | \n",
" 0.530628 | \n",
" 0.000000 | \n",
" 1.098612 | \n",
" 3.433987 | \n",
" 2.397895 | \n",
" 0.000000 | \n",
" 3.931826 | \n",
" 2.772589 | \n",
" 0.000000 | \n",
" ... | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.693147 | \n",
" 1.098612 | \n",
" 0.916291 | \n",
" 1.098612 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.693147 | \n",
" 0.693147 | \n",
"
\n",
" \n",
" SCAL_qmusic_dancelevel_ln1p | \n",
" 1.098612 | \n",
" 1.098612 | \n",
" 0.693147 | \n",
" 1.386294 | \n",
" 1.609438 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.693147 | \n",
" 1.386294 | \n",
" ... | \n",
" 1.791759 | \n",
" 0.000000 | \n",
" 1.386294 | \n",
" 1.098612 | \n",
" 1.386294 | \n",
" 1.609438 | \n",
" 1.386294 | \n",
" 1.386294 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" SCAL_qmusic_singinghours_nonzero | \n",
" 1.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" ... | \n",
" 0.000000 | \n",
" 1.000000 | \n",
" 0.000000 | \n",
" 1.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" SCAL_qmusic_singingtimes_nonzero | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" ... | \n",
" 0.000000 | \n",
" 1.000000 | \n",
" 0.000000 | \n",
" 1.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" s_iso8t2_DPsd_trunc_log | \n",
" NaN | \n",
" 1.131855 | \n",
" 1.621979 | \n",
" 1.717185 | \n",
" 1.224957 | \n",
" 1.854551 | \n",
" 1.474399 | \n",
" 0.850104 | \n",
" 1.427988 | \n",
" 1.486620 | \n",
" ... | \n",
" 1.764540 | \n",
" 1.019723 | \n",
" 1.804565 | \n",
" 1.256179 | \n",
" 0.822493 | \n",
" 1.518399 | \n",
" 1.074398 | \n",
" 1.167698 | \n",
" 1.312072 | \n",
" 1.790040 | \n",
"
\n",
" \n",
" s_lin5t_DPsd_trunc_log | \n",
" NaN | \n",
" 1.336055 | \n",
" 1.601238 | \n",
" 1.586875 | \n",
" 1.532127 | \n",
" 2.002822 | \n",
" 1.746812 | \n",
" 1.270195 | \n",
" 1.511344 | \n",
" 1.842359 | \n",
" ... | \n",
" 2.380195 | \n",
" 1.240751 | \n",
" 2.003874 | \n",
" 1.490492 | \n",
" 1.163007 | \n",
" 1.884450 | \n",
" 1.635103 | \n",
" 1.436168 | \n",
" 1.753264 | \n",
" 1.995672 | \n",
"
\n",
" \n",
" s_lin8t_DPsd_trunc_log | \n",
" 2.305383 | \n",
" 1.334307 | \n",
" 1.791392 | \n",
" 1.519132 | \n",
" 1.506308 | \n",
" 1.742977 | \n",
" 1.595103 | \n",
" 1.167324 | \n",
" 1.651714 | \n",
" 1.665542 | \n",
" ... | \n",
" 1.983140 | \n",
" 1.062247 | \n",
" 1.871916 | \n",
" 1.378390 | \n",
" 1.198713 | \n",
" 1.933333 | \n",
" 1.592535 | \n",
" 1.246329 | \n",
" 1.665642 | \n",
" 1.663364 | \n",
"
\n",
" \n",
" s_phase5t_DPsd_trunc_log | \n",
" 2.818610 | \n",
" 1.533899 | \n",
" 1.808526 | \n",
" 1.794290 | \n",
" 1.771647 | \n",
" 2.178424 | \n",
" 1.728366 | \n",
" 1.713754 | \n",
" 1.871108 | \n",
" 2.194410 | \n",
" ... | \n",
" 2.153918 | \n",
" 1.445558 | \n",
" 1.959776 | \n",
" 2.369388 | \n",
" 1.469174 | \n",
" 2.199600 | \n",
" 2.123358 | \n",
" 1.575372 | \n",
" 1.898144 | \n",
" 2.078509 | \n",
"
\n",
" \n",
" s_phase8t_DPsd_trunc_log | \n",
" 3.221469 | \n",
" 1.440647 | \n",
" 1.917085 | \n",
" 1.947621 | \n",
" 1.344109 | \n",
" 2.057176 | \n",
" 1.698249 | \n",
" 1.711628 | \n",
" 1.671339 | \n",
" 1.918771 | \n",
" ... | \n",
" 1.944267 | \n",
" 1.641779 | \n",
" 1.935375 | \n",
" 1.766689 | \n",
" 1.418115 | \n",
" 1.966662 | \n",
" 1.819247 | \n",
" 1.458257 | \n",
" 1.705351 | \n",
" 2.468320 | \n",
"
\n",
" \n",
" s_iso5j_DPsd_trunc_log | \n",
" 1.468862 | \n",
" 1.644933 | \n",
" 1.660185 | \n",
" 1.931067 | \n",
" 1.883450 | \n",
" 1.851579 | \n",
" 1.738222 | \n",
" 1.650584 | \n",
" 1.848477 | \n",
" 1.707418 | \n",
" ... | \n",
" 1.811877 | \n",
" 1.631131 | \n",
" 2.156306 | \n",
" 1.822238 | \n",
" 1.583392 | \n",
" 1.685826 | \n",
" 2.124690 | \n",
" 1.572873 | \n",
" 1.612913 | \n",
" 1.718923 | \n",
"
\n",
" \n",
" s_iso8j_DPsd_trunc_log | \n",
" NaN | \n",
" 1.692863 | \n",
" 2.137184 | \n",
" 1.772214 | \n",
" 1.733544 | \n",
" 1.819399 | \n",
" 1.707575 | \n",
" 1.755917 | \n",
" 1.804228 | \n",
" 1.908284 | \n",
" ... | \n",
" 2.083905 | \n",
" 1.362888 | \n",
" 1.821635 | \n",
" 1.629429 | \n",
" 1.708278 | \n",
" 1.590430 | \n",
" 1.918600 | \n",
" 1.417264 | \n",
" 1.426504 | \n",
" 1.714364 | \n",
"
\n",
" \n",
" s_lin5j_DPsd_trunc_log | \n",
" 2.015058 | \n",
" 1.649390 | \n",
" 1.871980 | \n",
" NaN | \n",
" NaN | \n",
" 1.917798 | \n",
" 1.620410 | \n",
" 2.070804 | \n",
" 1.787552 | \n",
" 1.761812 | \n",
" ... | \n",
" NaN | \n",
" 1.395519 | \n",
" 2.419863 | \n",
" 1.719042 | \n",
" 1.585274 | \n",
" 2.041828 | \n",
" 1.756458 | \n",
" 1.810486 | \n",
" 1.675215 | \n",
" 2.132917 | \n",
"
\n",
" \n",
" s_lin8j_DPsd_trunc_log | \n",
" 2.116002 | \n",
" 1.890228 | \n",
" 2.313866 | \n",
" 2.099799 | \n",
" 2.200428 | \n",
" 2.308440 | \n",
" 2.141411 | \n",
" 1.997351 | \n",
" 2.083193 | \n",
" 2.043251 | \n",
" ... | \n",
" 2.183058 | \n",
" 1.850603 | \n",
" 2.326427 | \n",
" 1.971129 | \n",
" 1.811144 | \n",
" 2.128409 | \n",
" 2.040155 | \n",
" 1.914217 | \n",
" 1.817584 | \n",
" 2.400156 | \n",
"
\n",
" \n",
" s_phase5j_DPsd_trunc_log | \n",
" 2.422405 | \n",
" 1.774558 | \n",
" 2.262908 | \n",
" 2.144661 | \n",
" 2.739569 | \n",
" 2.087969 | \n",
" 1.802783 | \n",
" 2.051451 | \n",
" 2.067474 | \n",
" 2.104918 | \n",
" ... | \n",
" 2.155658 | \n",
" 2.254326 | \n",
" 2.238179 | \n",
" 1.951401 | \n",
" 1.814308 | \n",
" 2.232164 | \n",
" 1.880433 | \n",
" 1.736957 | \n",
" 2.057894 | \n",
" 2.333196 | \n",
"
\n",
" \n",
" s_phase8j_DPsd_trunc_log | \n",
" 2.540202 | \n",
" 1.624128 | \n",
" 2.170845 | \n",
" 1.740630 | \n",
" 2.359743 | \n",
" 2.445744 | \n",
" 1.774009 | \n",
" 1.614812 | \n",
" 1.849079 | \n",
" 1.919424 | \n",
" ... | \n",
" 1.981102 | \n",
" 1.731812 | \n",
" 2.011558 | \n",
" 1.692822 | \n",
" 1.864767 | \n",
" 2.026249 | \n",
" 1.911932 | \n",
" 1.699957 | \n",
" 1.899737 | \n",
" 2.077448 | \n",
"
\n",
" \n",
" s_phase8j_psr_DPsd_trunc_log | \n",
" 1.822314 | \n",
" 1.612924 | \n",
" 2.027585 | \n",
" 1.761192 | \n",
" 2.566462 | \n",
" 2.115852 | \n",
" 1.885312 | \n",
" 1.602012 | \n",
" 1.797048 | \n",
" 2.073824 | \n",
" ... | \n",
" 2.199807 | \n",
" 2.058860 | \n",
" 1.900451 | \n",
" 1.992052 | \n",
" 1.584186 | \n",
" 2.080504 | \n",
" 1.740867 | \n",
" 1.964700 | \n",
" 1.941108 | \n",
" 2.165882 | \n",
"
\n",
" \n",
" s_phase8t_psr_DPsd_trunc_log | \n",
" 2.527728 | \n",
" 1.616072 | \n",
" 2.169406 | \n",
" 1.752274 | \n",
" 1.517247 | \n",
" 2.416043 | \n",
" 1.976305 | \n",
" 2.309860 | \n",
" 1.974328 | \n",
" 1.670599 | \n",
" ... | \n",
" 1.951454 | \n",
" 2.163158 | \n",
" 1.922902 | \n",
" 2.187971 | \n",
" 1.626977 | \n",
" 1.977654 | \n",
" 1.690675 | \n",
" 1.627795 | \n",
" 2.218610 | \n",
" 2.246768 | \n",
"
\n",
" \n",
" s_phase5j_psr_DPsd_trunc_log | \n",
" 2.346532 | \n",
" 2.047200 | \n",
" 2.553754 | \n",
" 2.094738 | \n",
" 2.409779 | \n",
" 2.493829 | \n",
" 1.940695 | \n",
" 2.372425 | \n",
" 2.388867 | \n",
" 2.356191 | \n",
" ... | \n",
" 2.361161 | \n",
" 2.327977 | \n",
" 2.474297 | \n",
" 2.297506 | \n",
" 1.949023 | \n",
" 2.458198 | \n",
" 2.037533 | \n",
" 1.767952 | \n",
" 2.101445 | \n",
" 2.328501 | \n",
"
\n",
" \n",
" s_phase5t_psr_DPsd_trunc_log | \n",
" 2.739054 | \n",
" 1.801437 | \n",
" 2.241850 | \n",
" 1.851662 | \n",
" 1.960636 | \n",
" 2.428850 | \n",
" 1.970924 | \n",
" 2.282671 | \n",
" 2.420283 | \n",
" 2.202548 | \n",
" ... | \n",
" 2.235615 | \n",
" 1.836924 | \n",
" 2.047796 | \n",
" 2.035536 | \n",
" 0.754183 | \n",
" 2.477226 | \n",
" 1.925059 | \n",
" 2.033728 | \n",
" 1.949939 | \n",
" 2.524329 | \n",
"
\n",
" \n",
" s_phase5t_nrm_DPsd_trunc_log | \n",
" NaN | \n",
" 1.237526 | \n",
" 1.623261 | \n",
" 1.498037 | \n",
" 1.304594 | \n",
" 1.940384 | \n",
" 1.624750 | \n",
" 1.325582 | \n",
" 1.399705 | \n",
" NaN | \n",
" ... | \n",
" 2.160146 | \n",
" 0.994008 | \n",
" 1.954929 | \n",
" 1.827445 | \n",
" 1.297908 | \n",
" NaN | \n",
" 1.424663 | \n",
" 1.292549 | \n",
" 1.805887 | \n",
" NaN | \n",
"
\n",
" \n",
" s_phase8t_nrm_DPsd_trunc_log | \n",
" NaN | \n",
" 0.987879 | \n",
" 2.026634 | \n",
" 1.542243 | \n",
" 0.976403 | \n",
" 1.786897 | \n",
" 1.473877 | \n",
" 0.813877 | \n",
" 1.606961 | \n",
" NaN | \n",
" ... | \n",
" 1.854807 | \n",
" 1.021579 | \n",
" 1.697091 | \n",
" 1.313153 | \n",
" 1.121737 | \n",
" NaN | \n",
" 1.486871 | \n",
" 0.974948 | \n",
" 1.550407 | \n",
" NaN | \n",
"
\n",
" \n",
" s_phase5j_nrm_DPsd_trunc_log | \n",
" 2.285546 | \n",
" 1.542395 | \n",
" 2.091082 | \n",
" 1.861343 | \n",
" 2.153080 | \n",
" 1.998019 | \n",
" 1.866872 | \n",
" 2.025180 | \n",
" 1.754322 | \n",
" 2.217726 | \n",
" ... | \n",
" 1.988806 | \n",
" 1.799722 | \n",
" 2.083031 | \n",
" 1.876012 | \n",
" 1.685643 | \n",
" NaN | \n",
" 1.675792 | \n",
" 1.690626 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" s_phase8j_nrm_DPsd_trunc_log | \n",
" 1.912401 | \n",
" 1.356415 | \n",
" 1.966651 | \n",
" 1.616563 | \n",
" 2.202028 | \n",
" 2.200341 | \n",
" 1.741272 | \n",
" 1.639814 | \n",
" 1.825810 | \n",
" 1.865401 | \n",
" ... | \n",
" 1.826274 | \n",
" 1.504115 | \n",
" 2.037023 | \n",
" 1.587396 | \n",
" 1.783867 | \n",
" 2.023109 | \n",
" 1.900283 | \n",
" 1.585618 | \n",
" NaN | \n",
" 1.729026 | \n",
"
\n",
" \n",
" IP4_local_trunc_mz58 | \n",
" -0.719911 | \n",
" 0.030023 | \n",
" -0.098648 | \n",
" 0.264946 | \n",
" 1.346369 | \n",
" -0.977373 | \n",
" -0.289685 | \n",
" 1.007855 | \n",
" 0.140207 | \n",
" 0.536259 | \n",
" ... | \n",
" -0.128227 | \n",
" 1.431727 | \n",
" -2.601290 | \n",
" 0.373697 | \n",
" 0.921365 | \n",
" 0.094343 | \n",
" -0.561011 | \n",
" 1.347167 | \n",
" 0.548749 | \n",
" 0.283562 | \n",
"
\n",
" \n",
" IP4_drift_trunc_mz58 | \n",
" -1.528469 | \n",
" 0.714178 | \n",
" -0.292168 | \n",
" 0.958729 | \n",
" 1.190850 | \n",
" -0.730949 | \n",
" -0.562301 | \n",
" 0.725530 | \n",
" 0.141896 | \n",
" -1.104657 | \n",
" ... | \n",
" -1.602305 | \n",
" 0.714119 | \n",
" -0.908375 | \n",
" 0.692513 | \n",
" 1.170212 | \n",
" -0.212934 | \n",
" -0.186605 | \n",
" 1.182491 | \n",
" 0.488464 | \n",
" 0.175288 | \n",
"
\n",
" \n",
" iso_j_DPsd_trunc_mz58 | \n",
" NaN | \n",
" 0.485154 | \n",
" -0.576302 | \n",
" -0.380216 | \n",
" -0.171384 | \n",
" -0.257252 | \n",
" 0.247292 | \n",
" 0.353306 | \n",
" -0.217636 | \n",
" -0.095610 | \n",
" ... | \n",
" -0.785827 | \n",
" 1.031322 | \n",
" -1.205449 | \n",
" 0.180269 | \n",
" 0.585161 | \n",
" 0.574214 | \n",
" -1.306551 | \n",
" 1.077703 | \n",
" 0.982872 | \n",
" 0.279781 | \n",
"
\n",
" \n",
" iso_t1_DPsd_trunc_mz58 | \n",
" -2.580137 | \n",
" 0.811229 | \n",
" -1.118839 | \n",
" 0.292937 | \n",
" 1.285882 | \n",
" -1.566353 | \n",
" -0.058700 | \n",
" 1.104828 | \n",
" 0.493995 | \n",
" 0.345159 | \n",
" ... | \n",
" -1.682016 | \n",
" 1.226579 | \n",
" -0.552902 | \n",
" 0.364202 | \n",
" 1.350083 | \n",
" -0.562542 | \n",
" -0.138621 | \n",
" 1.097650 | \n",
" -0.381829 | \n",
" -0.268570 | \n",
"
\n",
" \n",
" iso_t2_DPsd_trunc_mz58 | \n",
" NaN | \n",
" 0.794860 | \n",
" 0.092600 | \n",
" 0.089634 | \n",
" 0.978486 | \n",
" -1.264454 | \n",
" -0.100952 | \n",
" 1.036733 | \n",
" 0.542787 | \n",
" -0.137933 | \n",
" ... | \n",
" -0.640099 | \n",
" 1.113219 | \n",
" -0.957161 | \n",
" 0.308590 | \n",
" 1.160745 | \n",
" 0.007410 | \n",
" 0.679895 | \n",
" 0.868153 | \n",
" -0.097989 | \n",
" -0.381475 | \n",
"
\n",
" \n",
" lin_j_DPsd_trunc_mz58 | \n",
" -0.386014 | \n",
" 0.869291 | \n",
" -0.652105 | \n",
" NaN | \n",
" NaN | \n",
" -0.730164 | \n",
" 0.312428 | \n",
" -0.224457 | \n",
" 0.177851 | \n",
" 0.325795 | \n",
" ... | \n",
" NaN | \n",
" 1.317060 | \n",
" -2.179467 | \n",
" 0.573569 | \n",
" 1.131269 | \n",
" -0.482863 | \n",
" 0.343152 | \n",
" 0.532899 | \n",
" 0.974700 | \n",
" -1.550512 | \n",
"
\n",
" \n",
" lin_t_DPsd_trunc_mz58 | \n",
" NaN | \n",
" 0.904052 | \n",
" -0.128324 | \n",
" 0.348596 | \n",
" 0.441437 | \n",
" -0.736396 | \n",
" -0.008309 | \n",
" 1.159761 | \n",
" 0.243038 | \n",
" -0.287189 | \n",
" ... | \n",
" -2.200433 | \n",
" 1.291631 | \n",
" -0.989890 | \n",
" 0.668271 | \n",
" 1.230220 | \n",
" -0.883423 | \n",
" 0.168568 | \n",
" 0.892052 | \n",
" -0.133994 | \n",
" -0.581622 | \n",
"
\n",
" \n",
" phase_j_nrm_DPsd_trunc_mz58 | \n",
" -1.329748 | \n",
" 1.227999 | \n",
" -0.868490 | \n",
" 0.306098 | \n",
" -1.602138 | \n",
" -1.189495 | \n",
" 0.095847 | \n",
" -0.106883 | \n",
" 0.173681 | \n",
" -1.024821 | \n",
" ... | \n",
" -0.331097 | \n",
" 0.591870 | \n",
" -1.001700 | \n",
" 0.317694 | \n",
" 0.375925 | \n",
" NaN | \n",
" 0.175273 | \n",
" 0.684718 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" phase_j_psr_DPsd_trunc_mz58 | \n",
" 0.067268 | \n",
" 1.004538 | \n",
" -0.856846 | \n",
" 0.718332 | \n",
" -1.760186 | \n",
" -0.846781 | \n",
" 0.811338 | \n",
" 0.298666 | \n",
" -0.004325 | \n",
" -0.387652 | \n",
" ... | \n",
" -0.660225 | \n",
" -0.288006 | \n",
" -0.399035 | \n",
" -0.090422 | \n",
" 1.214085 | \n",
" -0.674306 | \n",
" 0.855914 | \n",
" 0.945735 | \n",
" 0.426026 | \n",
" -0.504698 | \n",
"
\n",
" \n",
" phase_t_nrm_DPsd_trunc_mz58 | \n",
" NaN | \n",
" 1.004355 | \n",
" -0.967242 | \n",
" 0.084122 | \n",
" 0.935139 | \n",
" -1.110738 | \n",
" -0.022757 | \n",
" 1.026597 | \n",
" 0.129298 | \n",
" NaN | \n",
" ... | \n",
" -1.793738 | \n",
" 1.221023 | \n",
" -0.993391 | \n",
" -0.205448 | \n",
" 0.821133 | \n",
" NaN | \n",
" 0.261642 | \n",
" 0.950711 | \n",
" -0.454616 | \n",
" NaN | \n",
"
\n",
" \n",
" phase_t_psr_DPsd_trunc_mz58 | \n",
" -2.276363 | \n",
" 0.941098 | \n",
" -0.387289 | \n",
" 0.750056 | \n",
" 0.810448 | \n",
" -1.206365 | \n",
" 0.334312 | \n",
" -0.696282 | \n",
" -0.492269 | \n",
" 0.283389 | \n",
" ... | \n",
" -0.077780 | \n",
" 0.260199 | \n",
" 0.282691 | \n",
" -0.058554 | \n",
" 1.732216 | \n",
" -0.630644 | \n",
" 0.711092 | \n",
" 0.608235 | \n",
" 0.021168 | \n",
" -1.134973 | \n",
"
\n",
" \n",
"
\n",
"
156 rows × 97 columns
\n",
"
"
],
"text/plain": [
" 015 016 017 \\\n",
"SCAL_order_500ms_first 0.000000 1.000000 1.000000 \n",
"SCAL_sex_femalezero 0.000000 1.000000 1.000000 \n",
"SCAL_orders_iso 1.000000 0.000000 1.000000 \n",
"SCAL_orders_phase 2.000000 2.000000 2.000000 \n",
"SCAL_orders_linear 0.000000 1.000000 0.000000 \n",
"SCAL_calc_wasivocab_tscore 49.000000 78.000000 55.000000 \n",
"SCAL_calc_wasimatrix_tscore 38.000000 53.000000 54.000000 \n",
"SCAL_calc_wasi_tscore_total 87.000000 131.000000 109.000000 \n",
"SCAL_calc_fsiq2 89.000000 127.000000 108.000000 \n",
"SCAL_calc_bfi_extraversion 2.125000 4.000000 2.750000 \n",
"SCAL_calc_bfi_agreeableness 3.666667 4.111111 2.888889 \n",
"SCAL_calc_bfi_conscientiousness 3.777778 2.777778 3.555556 \n",
"SCAL_calc_bfi_neuroticism 3.125000 3.250000 3.000000 \n",
"SCAL_calc_bfi_openness 2.800000 3.700000 3.700000 \n",
"SCAL_qmusic_dancelevel 2.000000 2.000000 1.000000 \n",
"SCAL_qmusic_instrumentlevel 0.000000 3.000000 3.000000 \n",
"SCAL_qmusic_drumlevel 0.000000 0.000000 0.000000 \n",
"SCAL_qmusic_behaviors_12_friendstaste 3.000000 3.000000 1.000000 \n",
"SCAL_qmusic_behaviors_13_sharingint 4.000000 5.000000 1.000000 \n",
"SCAL_qmusic_behaviors_14_getinterest 5.000000 5.000000 4.000000 \n",
"qmusic_calc_anyhours 1.000000 1.000000 0.000000 \n",
"qmusic_calc_maxskill 2.000000 3.000000 3.000000 \n",
"qmusic_calc_sumskill 2.000000 5.000000 4.000000 \n",
"qmusic_calc_socialimp 12.000000 13.000000 6.000000 \n",
"SCAL_qmusic_behaviors_07_yourself_ln1p 2.708050 2.944439 2.602690 \n",
"SCAL_qmusic_behaviors_08_otherprs_ln1p 2.397895 2.302585 1.791759 \n",
"SCAL_qmusic_behaviors_09_danceprv_ln1p 1.791759 0.530628 0.000000 \n",
"SCAL_qmusic_dancelevel_ln1p 1.098612 1.098612 0.693147 \n",
"SCAL_qmusic_singinghours_nonzero 1.000000 0.000000 0.000000 \n",
"SCAL_qmusic_singingtimes_nonzero 0.000000 0.000000 0.000000 \n",
"... ... ... ... \n",
"s_iso8t2_DPsd_trunc_log NaN 1.131855 1.621979 \n",
"s_lin5t_DPsd_trunc_log NaN 1.336055 1.601238 \n",
"s_lin8t_DPsd_trunc_log 2.305383 1.334307 1.791392 \n",
"s_phase5t_DPsd_trunc_log 2.818610 1.533899 1.808526 \n",
"s_phase8t_DPsd_trunc_log 3.221469 1.440647 1.917085 \n",
"s_iso5j_DPsd_trunc_log 1.468862 1.644933 1.660185 \n",
"s_iso8j_DPsd_trunc_log NaN 1.692863 2.137184 \n",
"s_lin5j_DPsd_trunc_log 2.015058 1.649390 1.871980 \n",
"s_lin8j_DPsd_trunc_log 2.116002 1.890228 2.313866 \n",
"s_phase5j_DPsd_trunc_log 2.422405 1.774558 2.262908 \n",
"s_phase8j_DPsd_trunc_log 2.540202 1.624128 2.170845 \n",
"s_phase8j_psr_DPsd_trunc_log 1.822314 1.612924 2.027585 \n",
"s_phase8t_psr_DPsd_trunc_log 2.527728 1.616072 2.169406 \n",
"s_phase5j_psr_DPsd_trunc_log 2.346532 2.047200 2.553754 \n",
"s_phase5t_psr_DPsd_trunc_log 2.739054 1.801437 2.241850 \n",
"s_phase5t_nrm_DPsd_trunc_log NaN 1.237526 1.623261 \n",
"s_phase8t_nrm_DPsd_trunc_log NaN 0.987879 2.026634 \n",
"s_phase5j_nrm_DPsd_trunc_log 2.285546 1.542395 2.091082 \n",
"s_phase8j_nrm_DPsd_trunc_log 1.912401 1.356415 1.966651 \n",
"IP4_local_trunc_mz58 -0.719911 0.030023 -0.098648 \n",
"IP4_drift_trunc_mz58 -1.528469 0.714178 -0.292168 \n",
"iso_j_DPsd_trunc_mz58 NaN 0.485154 -0.576302 \n",
"iso_t1_DPsd_trunc_mz58 -2.580137 0.811229 -1.118839 \n",
"iso_t2_DPsd_trunc_mz58 NaN 0.794860 0.092600 \n",
"lin_j_DPsd_trunc_mz58 -0.386014 0.869291 -0.652105 \n",
"lin_t_DPsd_trunc_mz58 NaN 0.904052 -0.128324 \n",
"phase_j_nrm_DPsd_trunc_mz58 -1.329748 1.227999 -0.868490 \n",
"phase_j_psr_DPsd_trunc_mz58 0.067268 1.004538 -0.856846 \n",
"phase_t_nrm_DPsd_trunc_mz58 NaN 1.004355 -0.967242 \n",
"phase_t_psr_DPsd_trunc_mz58 -2.276363 0.941098 -0.387289 \n",
"\n",
" 018 019 020 \\\n",
"SCAL_order_500ms_first 1.000000 1.000000 0.000000 \n",
"SCAL_sex_femalezero 1.000000 1.000000 1.000000 \n",
"SCAL_orders_iso 1.000000 1.000000 2.000000 \n",
"SCAL_orders_phase 0.000000 2.000000 0.000000 \n",
"SCAL_orders_linear 2.000000 0.000000 1.000000 \n",
"SCAL_calc_wasivocab_tscore 50.000000 55.000000 57.000000 \n",
"SCAL_calc_wasimatrix_tscore 53.000000 55.000000 49.000000 \n",
"SCAL_calc_wasi_tscore_total 103.000000 110.000000 106.000000 \n",
"SCAL_calc_fsiq2 102.000000 109.000000 105.000000 \n",
"SCAL_calc_bfi_extraversion 3.000000 4.500000 1.750000 \n",
"SCAL_calc_bfi_agreeableness 4.111111 4.444444 4.222222 \n",
"SCAL_calc_bfi_conscientiousness 4.555556 4.000000 3.111111 \n",
"SCAL_calc_bfi_neuroticism 3.000000 1.750000 2.625000 \n",
"SCAL_calc_bfi_openness 3.600000 3.300000 2.500000 \n",
"SCAL_qmusic_dancelevel 3.000000 4.000000 0.000000 \n",
"SCAL_qmusic_instrumentlevel 0.000000 2.000000 0.000000 \n",
"SCAL_qmusic_drumlevel 0.000000 0.000000 0.000000 \n",
"SCAL_qmusic_behaviors_12_friendstaste 3.000000 4.000000 3.000000 \n",
"SCAL_qmusic_behaviors_13_sharingint 4.000000 2.000000 4.000000 \n",
"SCAL_qmusic_behaviors_14_getinterest 4.000000 2.000000 4.000000 \n",
"qmusic_calc_anyhours 1.000000 1.000000 0.000000 \n",
"qmusic_calc_maxskill 3.000000 4.000000 0.000000 \n",
"qmusic_calc_sumskill 3.000000 6.000000 0.000000 \n",
"qmusic_calc_socialimp 11.000000 8.000000 11.000000 \n",
"SCAL_qmusic_behaviors_07_yourself_ln1p 3.258097 2.397895 3.931826 \n",
"SCAL_qmusic_behaviors_08_otherprs_ln1p 1.791759 1.791759 3.433987 \n",
"SCAL_qmusic_behaviors_09_danceprv_ln1p 1.098612 3.433987 2.397895 \n",
"SCAL_qmusic_dancelevel_ln1p 1.386294 1.609438 0.000000 \n",
"SCAL_qmusic_singinghours_nonzero 0.000000 0.000000 0.000000 \n",
"SCAL_qmusic_singingtimes_nonzero 0.000000 0.000000 0.000000 \n",
"... ... ... ... \n",
"s_iso8t2_DPsd_trunc_log 1.717185 1.224957 1.854551 \n",
"s_lin5t_DPsd_trunc_log 1.586875 1.532127 2.002822 \n",
"s_lin8t_DPsd_trunc_log 1.519132 1.506308 1.742977 \n",
"s_phase5t_DPsd_trunc_log 1.794290 1.771647 2.178424 \n",
"s_phase8t_DPsd_trunc_log 1.947621 1.344109 2.057176 \n",
"s_iso5j_DPsd_trunc_log 1.931067 1.883450 1.851579 \n",
"s_iso8j_DPsd_trunc_log 1.772214 1.733544 1.819399 \n",
"s_lin5j_DPsd_trunc_log NaN NaN 1.917798 \n",
"s_lin8j_DPsd_trunc_log 2.099799 2.200428 2.308440 \n",
"s_phase5j_DPsd_trunc_log 2.144661 2.739569 2.087969 \n",
"s_phase8j_DPsd_trunc_log 1.740630 2.359743 2.445744 \n",
"s_phase8j_psr_DPsd_trunc_log 1.761192 2.566462 2.115852 \n",
"s_phase8t_psr_DPsd_trunc_log 1.752274 1.517247 2.416043 \n",
"s_phase5j_psr_DPsd_trunc_log 2.094738 2.409779 2.493829 \n",
"s_phase5t_psr_DPsd_trunc_log 1.851662 1.960636 2.428850 \n",
"s_phase5t_nrm_DPsd_trunc_log 1.498037 1.304594 1.940384 \n",
"s_phase8t_nrm_DPsd_trunc_log 1.542243 0.976403 1.786897 \n",
"s_phase5j_nrm_DPsd_trunc_log 1.861343 2.153080 1.998019 \n",
"s_phase8j_nrm_DPsd_trunc_log 1.616563 2.202028 2.200341 \n",
"IP4_local_trunc_mz58 0.264946 1.346369 -0.977373 \n",
"IP4_drift_trunc_mz58 0.958729 1.190850 -0.730949 \n",
"iso_j_DPsd_trunc_mz58 -0.380216 -0.171384 -0.257252 \n",
"iso_t1_DPsd_trunc_mz58 0.292937 1.285882 -1.566353 \n",
"iso_t2_DPsd_trunc_mz58 0.089634 0.978486 -1.264454 \n",
"lin_j_DPsd_trunc_mz58 NaN NaN -0.730164 \n",
"lin_t_DPsd_trunc_mz58 0.348596 0.441437 -0.736396 \n",
"phase_j_nrm_DPsd_trunc_mz58 0.306098 -1.602138 -1.189495 \n",
"phase_j_psr_DPsd_trunc_mz58 0.718332 -1.760186 -0.846781 \n",
"phase_t_nrm_DPsd_trunc_mz58 0.084122 0.935139 -1.110738 \n",
"phase_t_psr_DPsd_trunc_mz58 0.750056 0.810448 -1.206365 \n",
"\n",
" 021 022 024 \\\n",
"SCAL_order_500ms_first 0.000000 0.000000 1.000000 \n",
"SCAL_sex_femalezero 0.000000 0.000000 0.000000 \n",
"SCAL_orders_iso 0.000000 2.000000 0.000000 \n",
"SCAL_orders_phase 2.000000 0.000000 2.000000 \n",
"SCAL_orders_linear 1.000000 1.000000 1.000000 \n",
"SCAL_calc_wasivocab_tscore 53.000000 57.000000 44.000000 \n",
"SCAL_calc_wasimatrix_tscore 42.000000 46.000000 55.000000 \n",
"SCAL_calc_wasi_tscore_total 95.000000 103.000000 99.000000 \n",
"SCAL_calc_fsiq2 95.000000 102.000000 99.000000 \n",
"SCAL_calc_bfi_extraversion 2.125000 3.250000 2.500000 \n",
"SCAL_calc_bfi_agreeableness 3.888889 3.555556 5.000000 \n",
"SCAL_calc_bfi_conscientiousness 3.888889 4.444444 3.444444 \n",
"SCAL_calc_bfi_neuroticism 3.875000 3.250000 2.125000 \n",
"SCAL_calc_bfi_openness 2.700000 4.700000 4.200000 \n",
"SCAL_qmusic_dancelevel 0.000000 0.000000 1.000000 \n",
"SCAL_qmusic_instrumentlevel 1.000000 4.000000 2.000000 \n",
"SCAL_qmusic_drumlevel 0.000000 0.000000 0.000000 \n",
"SCAL_qmusic_behaviors_12_friendstaste 2.000000 2.000000 4.000000 \n",
"SCAL_qmusic_behaviors_13_sharingint 3.000000 5.000000 1.000000 \n",
"SCAL_qmusic_behaviors_14_getinterest 2.000000 3.000000 7.000000 \n",
"qmusic_calc_anyhours 0.000000 0.000000 1.000000 \n",
"qmusic_calc_maxskill 1.000000 4.000000 2.000000 \n",
"qmusic_calc_sumskill 1.000000 4.000000 3.000000 \n",
"qmusic_calc_socialimp 7.000000 10.000000 12.000000 \n",
"SCAL_qmusic_behaviors_07_yourself_ln1p 1.791759 3.931826 3.931826 \n",
"SCAL_qmusic_behaviors_08_otherprs_ln1p 2.708050 3.433987 2.397895 \n",
"SCAL_qmusic_behaviors_09_danceprv_ln1p 0.000000 3.931826 2.772589 \n",
"SCAL_qmusic_dancelevel_ln1p 0.000000 0.000000 0.693147 \n",
"SCAL_qmusic_singinghours_nonzero 0.000000 0.000000 0.000000 \n",
"SCAL_qmusic_singingtimes_nonzero 0.000000 0.000000 0.000000 \n",
"... ... ... ... \n",
"s_iso8t2_DPsd_trunc_log 1.474399 0.850104 1.427988 \n",
"s_lin5t_DPsd_trunc_log 1.746812 1.270195 1.511344 \n",
"s_lin8t_DPsd_trunc_log 1.595103 1.167324 1.651714 \n",
"s_phase5t_DPsd_trunc_log 1.728366 1.713754 1.871108 \n",
"s_phase8t_DPsd_trunc_log 1.698249 1.711628 1.671339 \n",
"s_iso5j_DPsd_trunc_log 1.738222 1.650584 1.848477 \n",
"s_iso8j_DPsd_trunc_log 1.707575 1.755917 1.804228 \n",
"s_lin5j_DPsd_trunc_log 1.620410 2.070804 1.787552 \n",
"s_lin8j_DPsd_trunc_log 2.141411 1.997351 2.083193 \n",
"s_phase5j_DPsd_trunc_log 1.802783 2.051451 2.067474 \n",
"s_phase8j_DPsd_trunc_log 1.774009 1.614812 1.849079 \n",
"s_phase8j_psr_DPsd_trunc_log 1.885312 1.602012 1.797048 \n",
"s_phase8t_psr_DPsd_trunc_log 1.976305 2.309860 1.974328 \n",
"s_phase5j_psr_DPsd_trunc_log 1.940695 2.372425 2.388867 \n",
"s_phase5t_psr_DPsd_trunc_log 1.970924 2.282671 2.420283 \n",
"s_phase5t_nrm_DPsd_trunc_log 1.624750 1.325582 1.399705 \n",
"s_phase8t_nrm_DPsd_trunc_log 1.473877 0.813877 1.606961 \n",
"s_phase5j_nrm_DPsd_trunc_log 1.866872 2.025180 1.754322 \n",
"s_phase8j_nrm_DPsd_trunc_log 1.741272 1.639814 1.825810 \n",
"IP4_local_trunc_mz58 -0.289685 1.007855 0.140207 \n",
"IP4_drift_trunc_mz58 -0.562301 0.725530 0.141896 \n",
"iso_j_DPsd_trunc_mz58 0.247292 0.353306 -0.217636 \n",
"iso_t1_DPsd_trunc_mz58 -0.058700 1.104828 0.493995 \n",
"iso_t2_DPsd_trunc_mz58 -0.100952 1.036733 0.542787 \n",
"lin_j_DPsd_trunc_mz58 0.312428 -0.224457 0.177851 \n",
"lin_t_DPsd_trunc_mz58 -0.008309 1.159761 0.243038 \n",
"phase_j_nrm_DPsd_trunc_mz58 0.095847 -0.106883 0.173681 \n",
"phase_j_psr_DPsd_trunc_mz58 0.811338 0.298666 -0.004325 \n",
"phase_t_nrm_DPsd_trunc_mz58 -0.022757 1.026597 0.129298 \n",
"phase_t_psr_DPsd_trunc_mz58 0.334312 -0.696282 -0.492269 \n",
"\n",
" 025 ... 112 \\\n",
"SCAL_order_500ms_first 0.000000 ... 0.000000 \n",
"SCAL_sex_femalezero 1.000000 ... 0.000000 \n",
"SCAL_orders_iso 0.000000 ... 0.000000 \n",
"SCAL_orders_phase 1.000000 ... 1.000000 \n",
"SCAL_orders_linear 2.000000 ... 2.000000 \n",
"SCAL_calc_wasivocab_tscore 47.000000 ... 39.000000 \n",
"SCAL_calc_wasimatrix_tscore 48.000000 ... 46.000000 \n",
"SCAL_calc_wasi_tscore_total 95.000000 ... 85.000000 \n",
"SCAL_calc_fsiq2 95.000000 ... 87.000000 \n",
"SCAL_calc_bfi_extraversion 2.625000 ... 3.875000 \n",
"SCAL_calc_bfi_agreeableness 2.222222 ... 5.000000 \n",
"SCAL_calc_bfi_conscientiousness 2.555556 ... 4.555556 \n",
"SCAL_calc_bfi_neuroticism 3.500000 ... 2.250000 \n",
"SCAL_calc_bfi_openness 3.200000 ... 4.300000 \n",
"SCAL_qmusic_dancelevel 3.000000 ... 5.000000 \n",
"SCAL_qmusic_instrumentlevel 0.000000 ... 0.000000 \n",
"SCAL_qmusic_drumlevel 0.000000 ... 0.000000 \n",
"SCAL_qmusic_behaviors_12_friendstaste 4.000000 ... 7.000000 \n",
"SCAL_qmusic_behaviors_13_sharingint 3.000000 ... 5.000000 \n",
"SCAL_qmusic_behaviors_14_getinterest 4.000000 ... 5.000000 \n",
"qmusic_calc_anyhours 1.000000 ... 1.000000 \n",
"qmusic_calc_maxskill 3.000000 ... 5.000000 \n",
"qmusic_calc_sumskill 3.000000 ... 5.000000 \n",
"qmusic_calc_socialimp 11.000000 ... 17.000000 \n",
"SCAL_qmusic_behaviors_07_yourself_ln1p 1.945910 ... 1.609438 \n",
"SCAL_qmusic_behaviors_08_otherprs_ln1p 0.693147 ... 1.386294 \n",
"SCAL_qmusic_behaviors_09_danceprv_ln1p 0.000000 ... 0.000000 \n",
"SCAL_qmusic_dancelevel_ln1p 1.386294 ... 1.791759 \n",
"SCAL_qmusic_singinghours_nonzero 0.000000 ... 0.000000 \n",
"SCAL_qmusic_singingtimes_nonzero 0.000000 ... 0.000000 \n",
"... ... ... ... \n",
"s_iso8t2_DPsd_trunc_log 1.486620 ... 1.764540 \n",
"s_lin5t_DPsd_trunc_log 1.842359 ... 2.380195 \n",
"s_lin8t_DPsd_trunc_log 1.665542 ... 1.983140 \n",
"s_phase5t_DPsd_trunc_log 2.194410 ... 2.153918 \n",
"s_phase8t_DPsd_trunc_log 1.918771 ... 1.944267 \n",
"s_iso5j_DPsd_trunc_log 1.707418 ... 1.811877 \n",
"s_iso8j_DPsd_trunc_log 1.908284 ... 2.083905 \n",
"s_lin5j_DPsd_trunc_log 1.761812 ... NaN \n",
"s_lin8j_DPsd_trunc_log 2.043251 ... 2.183058 \n",
"s_phase5j_DPsd_trunc_log 2.104918 ... 2.155658 \n",
"s_phase8j_DPsd_trunc_log 1.919424 ... 1.981102 \n",
"s_phase8j_psr_DPsd_trunc_log 2.073824 ... 2.199807 \n",
"s_phase8t_psr_DPsd_trunc_log 1.670599 ... 1.951454 \n",
"s_phase5j_psr_DPsd_trunc_log 2.356191 ... 2.361161 \n",
"s_phase5t_psr_DPsd_trunc_log 2.202548 ... 2.235615 \n",
"s_phase5t_nrm_DPsd_trunc_log NaN ... 2.160146 \n",
"s_phase8t_nrm_DPsd_trunc_log NaN ... 1.854807 \n",
"s_phase5j_nrm_DPsd_trunc_log 2.217726 ... 1.988806 \n",
"s_phase8j_nrm_DPsd_trunc_log 1.865401 ... 1.826274 \n",
"IP4_local_trunc_mz58 0.536259 ... -0.128227 \n",
"IP4_drift_trunc_mz58 -1.104657 ... -1.602305 \n",
"iso_j_DPsd_trunc_mz58 -0.095610 ... -0.785827 \n",
"iso_t1_DPsd_trunc_mz58 0.345159 ... -1.682016 \n",
"iso_t2_DPsd_trunc_mz58 -0.137933 ... -0.640099 \n",
"lin_j_DPsd_trunc_mz58 0.325795 ... NaN \n",
"lin_t_DPsd_trunc_mz58 -0.287189 ... -2.200433 \n",
"phase_j_nrm_DPsd_trunc_mz58 -1.024821 ... -0.331097 \n",
"phase_j_psr_DPsd_trunc_mz58 -0.387652 ... -0.660225 \n",
"phase_t_nrm_DPsd_trunc_mz58 NaN ... -1.793738 \n",
"phase_t_psr_DPsd_trunc_mz58 0.283389 ... -0.077780 \n",
"\n",
" 113 114 115 \\\n",
"SCAL_order_500ms_first 0.000000 0.000000 0.000000 \n",
"SCAL_sex_femalezero 1.000000 0.000000 0.000000 \n",
"SCAL_orders_iso 1.000000 1.000000 0.000000 \n",
"SCAL_orders_phase 0.000000 0.000000 1.000000 \n",
"SCAL_orders_linear 2.000000 2.000000 2.000000 \n",
"SCAL_calc_wasivocab_tscore 44.000000 63.000000 74.000000 \n",
"SCAL_calc_wasimatrix_tscore 49.000000 62.000000 53.000000 \n",
"SCAL_calc_wasi_tscore_total 93.000000 125.000000 127.000000 \n",
"SCAL_calc_fsiq2 94.000000 122.000000 123.000000 \n",
"SCAL_calc_bfi_extraversion 4.500000 3.000000 3.125000 \n",
"SCAL_calc_bfi_agreeableness 4.444444 4.444444 2.888889 \n",
"SCAL_calc_bfi_conscientiousness 4.000000 2.888889 2.888889 \n",
"SCAL_calc_bfi_neuroticism 1.375000 4.375000 2.500000 \n",
"SCAL_calc_bfi_openness 3.600000 3.600000 4.300000 \n",
"SCAL_qmusic_dancelevel 0.000000 3.000000 2.000000 \n",
"SCAL_qmusic_instrumentlevel 4.000000 4.000000 4.000000 \n",
"SCAL_qmusic_drumlevel 4.000000 0.000000 0.000000 \n",
"SCAL_qmusic_behaviors_12_friendstaste 4.000000 2.000000 3.000000 \n",
"SCAL_qmusic_behaviors_13_sharingint 4.000000 2.000000 4.000000 \n",
"SCAL_qmusic_behaviors_14_getinterest 5.000000 3.000000 1.000000 \n",
"qmusic_calc_anyhours 1.000000 1.000000 1.000000 \n",
"qmusic_calc_maxskill 4.000000 4.000000 4.000000 \n",
"qmusic_calc_sumskill 8.000000 7.000000 6.000000 \n",
"qmusic_calc_socialimp 13.000000 7.000000 8.000000 \n",
"SCAL_qmusic_behaviors_07_yourself_ln1p 1.945910 2.397895 2.397895 \n",
"SCAL_qmusic_behaviors_08_otherprs_ln1p 1.098612 1.098612 2.708050 \n",
"SCAL_qmusic_behaviors_09_danceprv_ln1p 0.000000 0.693147 1.098612 \n",
"SCAL_qmusic_dancelevel_ln1p 0.000000 1.386294 1.098612 \n",
"SCAL_qmusic_singinghours_nonzero 1.000000 0.000000 1.000000 \n",
"SCAL_qmusic_singingtimes_nonzero 1.000000 0.000000 1.000000 \n",
"... ... ... ... \n",
"s_iso8t2_DPsd_trunc_log 1.019723 1.804565 1.256179 \n",
"s_lin5t_DPsd_trunc_log 1.240751 2.003874 1.490492 \n",
"s_lin8t_DPsd_trunc_log 1.062247 1.871916 1.378390 \n",
"s_phase5t_DPsd_trunc_log 1.445558 1.959776 2.369388 \n",
"s_phase8t_DPsd_trunc_log 1.641779 1.935375 1.766689 \n",
"s_iso5j_DPsd_trunc_log 1.631131 2.156306 1.822238 \n",
"s_iso8j_DPsd_trunc_log 1.362888 1.821635 1.629429 \n",
"s_lin5j_DPsd_trunc_log 1.395519 2.419863 1.719042 \n",
"s_lin8j_DPsd_trunc_log 1.850603 2.326427 1.971129 \n",
"s_phase5j_DPsd_trunc_log 2.254326 2.238179 1.951401 \n",
"s_phase8j_DPsd_trunc_log 1.731812 2.011558 1.692822 \n",
"s_phase8j_psr_DPsd_trunc_log 2.058860 1.900451 1.992052 \n",
"s_phase8t_psr_DPsd_trunc_log 2.163158 1.922902 2.187971 \n",
"s_phase5j_psr_DPsd_trunc_log 2.327977 2.474297 2.297506 \n",
"s_phase5t_psr_DPsd_trunc_log 1.836924 2.047796 2.035536 \n",
"s_phase5t_nrm_DPsd_trunc_log 0.994008 1.954929 1.827445 \n",
"s_phase8t_nrm_DPsd_trunc_log 1.021579 1.697091 1.313153 \n",
"s_phase5j_nrm_DPsd_trunc_log 1.799722 2.083031 1.876012 \n",
"s_phase8j_nrm_DPsd_trunc_log 1.504115 2.037023 1.587396 \n",
"IP4_local_trunc_mz58 1.431727 -2.601290 0.373697 \n",
"IP4_drift_trunc_mz58 0.714119 -0.908375 0.692513 \n",
"iso_j_DPsd_trunc_mz58 1.031322 -1.205449 0.180269 \n",
"iso_t1_DPsd_trunc_mz58 1.226579 -0.552902 0.364202 \n",
"iso_t2_DPsd_trunc_mz58 1.113219 -0.957161 0.308590 \n",
"lin_j_DPsd_trunc_mz58 1.317060 -2.179467 0.573569 \n",
"lin_t_DPsd_trunc_mz58 1.291631 -0.989890 0.668271 \n",
"phase_j_nrm_DPsd_trunc_mz58 0.591870 -1.001700 0.317694 \n",
"phase_j_psr_DPsd_trunc_mz58 -0.288006 -0.399035 -0.090422 \n",
"phase_t_nrm_DPsd_trunc_mz58 1.221023 -0.993391 -0.205448 \n",
"phase_t_psr_DPsd_trunc_mz58 0.260199 0.282691 -0.058554 \n",
"\n",
" 116 117 118 \\\n",
"SCAL_order_500ms_first 1.000000 1.000000 1.000000 \n",
"SCAL_sex_femalezero 1.000000 0.000000 1.000000 \n",
"SCAL_orders_iso 1.000000 2.000000 1.000000 \n",
"SCAL_orders_phase 2.000000 0.000000 0.000000 \n",
"SCAL_orders_linear 0.000000 1.000000 2.000000 \n",
"SCAL_calc_wasivocab_tscore 52.000000 46.000000 57.000000 \n",
"SCAL_calc_wasimatrix_tscore 71.000000 49.000000 52.000000 \n",
"SCAL_calc_wasi_tscore_total 123.000000 95.000000 109.000000 \n",
"SCAL_calc_fsiq2 120.000000 95.000000 108.000000 \n",
"SCAL_calc_bfi_extraversion 4.875000 4.375000 4.375000 \n",
"SCAL_calc_bfi_agreeableness 3.666667 4.555556 4.111111 \n",
"SCAL_calc_bfi_conscientiousness 3.444444 3.555556 2.888889 \n",
"SCAL_calc_bfi_neuroticism 2.125000 3.875000 2.625000 \n",
"SCAL_calc_bfi_openness 4.400000 3.000000 3.900000 \n",
"SCAL_qmusic_dancelevel 3.000000 4.000000 3.000000 \n",
"SCAL_qmusic_instrumentlevel 3.000000 0.000000 3.000000 \n",
"SCAL_qmusic_drumlevel 0.000000 0.000000 0.000000 \n",
"SCAL_qmusic_behaviors_12_friendstaste 5.000000 5.000000 4.000000 \n",
"SCAL_qmusic_behaviors_13_sharingint 7.000000 6.000000 5.000000 \n",
"SCAL_qmusic_behaviors_14_getinterest 7.000000 5.000000 5.000000 \n",
"qmusic_calc_anyhours 1.000000 1.000000 1.000000 \n",
"qmusic_calc_maxskill 3.000000 4.000000 3.000000 \n",
"qmusic_calc_sumskill 6.000000 4.000000 6.000000 \n",
"qmusic_calc_socialimp 19.000000 16.000000 14.000000 \n",
"SCAL_qmusic_behaviors_07_yourself_ln1p 3.433987 1.791759 3.044522 \n",
"SCAL_qmusic_behaviors_08_otherprs_ln1p 1.098612 3.433987 3.044522 \n",
"SCAL_qmusic_behaviors_09_danceprv_ln1p 0.916291 1.098612 0.000000 \n",
"SCAL_qmusic_dancelevel_ln1p 1.386294 1.609438 1.386294 \n",
"SCAL_qmusic_singinghours_nonzero 0.000000 0.000000 0.000000 \n",
"SCAL_qmusic_singingtimes_nonzero 0.000000 0.000000 0.000000 \n",
"... ... ... ... \n",
"s_iso8t2_DPsd_trunc_log 0.822493 1.518399 1.074398 \n",
"s_lin5t_DPsd_trunc_log 1.163007 1.884450 1.635103 \n",
"s_lin8t_DPsd_trunc_log 1.198713 1.933333 1.592535 \n",
"s_phase5t_DPsd_trunc_log 1.469174 2.199600 2.123358 \n",
"s_phase8t_DPsd_trunc_log 1.418115 1.966662 1.819247 \n",
"s_iso5j_DPsd_trunc_log 1.583392 1.685826 2.124690 \n",
"s_iso8j_DPsd_trunc_log 1.708278 1.590430 1.918600 \n",
"s_lin5j_DPsd_trunc_log 1.585274 2.041828 1.756458 \n",
"s_lin8j_DPsd_trunc_log 1.811144 2.128409 2.040155 \n",
"s_phase5j_DPsd_trunc_log 1.814308 2.232164 1.880433 \n",
"s_phase8j_DPsd_trunc_log 1.864767 2.026249 1.911932 \n",
"s_phase8j_psr_DPsd_trunc_log 1.584186 2.080504 1.740867 \n",
"s_phase8t_psr_DPsd_trunc_log 1.626977 1.977654 1.690675 \n",
"s_phase5j_psr_DPsd_trunc_log 1.949023 2.458198 2.037533 \n",
"s_phase5t_psr_DPsd_trunc_log 0.754183 2.477226 1.925059 \n",
"s_phase5t_nrm_DPsd_trunc_log 1.297908 NaN 1.424663 \n",
"s_phase8t_nrm_DPsd_trunc_log 1.121737 NaN 1.486871 \n",
"s_phase5j_nrm_DPsd_trunc_log 1.685643 NaN 1.675792 \n",
"s_phase8j_nrm_DPsd_trunc_log 1.783867 2.023109 1.900283 \n",
"IP4_local_trunc_mz58 0.921365 0.094343 -0.561011 \n",
"IP4_drift_trunc_mz58 1.170212 -0.212934 -0.186605 \n",
"iso_j_DPsd_trunc_mz58 0.585161 0.574214 -1.306551 \n",
"iso_t1_DPsd_trunc_mz58 1.350083 -0.562542 -0.138621 \n",
"iso_t2_DPsd_trunc_mz58 1.160745 0.007410 0.679895 \n",
"lin_j_DPsd_trunc_mz58 1.131269 -0.482863 0.343152 \n",
"lin_t_DPsd_trunc_mz58 1.230220 -0.883423 0.168568 \n",
"phase_j_nrm_DPsd_trunc_mz58 0.375925 NaN 0.175273 \n",
"phase_j_psr_DPsd_trunc_mz58 1.214085 -0.674306 0.855914 \n",
"phase_t_nrm_DPsd_trunc_mz58 0.821133 NaN 0.261642 \n",
"phase_t_psr_DPsd_trunc_mz58 1.732216 -0.630644 0.711092 \n",
"\n",
" 119 120 121 \n",
"SCAL_order_500ms_first 1.000000 0.000000 1.000000 \n",
"SCAL_sex_femalezero 0.000000 1.000000 0.000000 \n",
"SCAL_orders_iso 2.000000 0.000000 2.000000 \n",
"SCAL_orders_phase 0.000000 2.000000 0.000000 \n",
"SCAL_orders_linear 1.000000 1.000000 1.000000 \n",
"SCAL_calc_wasivocab_tscore 51.000000 43.000000 48.000000 \n",
"SCAL_calc_wasimatrix_tscore 55.000000 57.000000 49.000000 \n",
"SCAL_calc_wasi_tscore_total 106.000000 100.000000 97.000000 \n",
"SCAL_calc_fsiq2 105.000000 100.000000 97.000000 \n",
"SCAL_calc_bfi_extraversion 4.250000 3.000000 3.250000 \n",
"SCAL_calc_bfi_agreeableness 3.666667 3.111111 3.333333 \n",
"SCAL_calc_bfi_conscientiousness 3.444444 3.222222 3.555556 \n",
"SCAL_calc_bfi_neuroticism 2.875000 3.250000 3.142857 \n",
"SCAL_calc_bfi_openness 4.300000 4.900000 4.200000 \n",
"SCAL_qmusic_dancelevel 3.000000 0.000000 0.000000 \n",
"SCAL_qmusic_instrumentlevel 3.000000 0.000000 2.000000 \n",
"SCAL_qmusic_drumlevel 4.000000 0.000000 0.000000 \n",
"SCAL_qmusic_behaviors_12_friendstaste 6.000000 5.000000 5.000000 \n",
"SCAL_qmusic_behaviors_13_sharingint 7.000000 5.000000 5.000000 \n",
"SCAL_qmusic_behaviors_14_getinterest 7.000000 5.000000 6.000000 \n",
"qmusic_calc_anyhours 1.000000 0.000000 0.000000 \n",
"qmusic_calc_maxskill 4.000000 0.000000 2.000000 \n",
"qmusic_calc_sumskill 10.000000 0.000000 2.000000 \n",
"qmusic_calc_socialimp 20.000000 15.000000 16.000000 \n",
"SCAL_qmusic_behaviors_07_yourself_ln1p 4.290459 1.791759 2.772589 \n",
"SCAL_qmusic_behaviors_08_otherprs_ln1p 4.394449 0.000000 1.791759 \n",
"SCAL_qmusic_behaviors_09_danceprv_ln1p 0.000000 0.693147 0.693147 \n",
"SCAL_qmusic_dancelevel_ln1p 1.386294 0.000000 0.000000 \n",
"SCAL_qmusic_singinghours_nonzero 0.000000 0.000000 0.000000 \n",
"SCAL_qmusic_singingtimes_nonzero 0.000000 0.000000 0.000000 \n",
"... ... ... ... \n",
"s_iso8t2_DPsd_trunc_log 1.167698 1.312072 1.790040 \n",
"s_lin5t_DPsd_trunc_log 1.436168 1.753264 1.995672 \n",
"s_lin8t_DPsd_trunc_log 1.246329 1.665642 1.663364 \n",
"s_phase5t_DPsd_trunc_log 1.575372 1.898144 2.078509 \n",
"s_phase8t_DPsd_trunc_log 1.458257 1.705351 2.468320 \n",
"s_iso5j_DPsd_trunc_log 1.572873 1.612913 1.718923 \n",
"s_iso8j_DPsd_trunc_log 1.417264 1.426504 1.714364 \n",
"s_lin5j_DPsd_trunc_log 1.810486 1.675215 2.132917 \n",
"s_lin8j_DPsd_trunc_log 1.914217 1.817584 2.400156 \n",
"s_phase5j_DPsd_trunc_log 1.736957 2.057894 2.333196 \n",
"s_phase8j_DPsd_trunc_log 1.699957 1.899737 2.077448 \n",
"s_phase8j_psr_DPsd_trunc_log 1.964700 1.941108 2.165882 \n",
"s_phase8t_psr_DPsd_trunc_log 1.627795 2.218610 2.246768 \n",
"s_phase5j_psr_DPsd_trunc_log 1.767952 2.101445 2.328501 \n",
"s_phase5t_psr_DPsd_trunc_log 2.033728 1.949939 2.524329 \n",
"s_phase5t_nrm_DPsd_trunc_log 1.292549 1.805887 NaN \n",
"s_phase8t_nrm_DPsd_trunc_log 0.974948 1.550407 NaN \n",
"s_phase5j_nrm_DPsd_trunc_log 1.690626 NaN NaN \n",
"s_phase8j_nrm_DPsd_trunc_log 1.585618 NaN 1.729026 \n",
"IP4_local_trunc_mz58 1.347167 0.548749 0.283562 \n",
"IP4_drift_trunc_mz58 1.182491 0.488464 0.175288 \n",
"iso_j_DPsd_trunc_mz58 1.077703 0.982872 0.279781 \n",
"iso_t1_DPsd_trunc_mz58 1.097650 -0.381829 -0.268570 \n",
"iso_t2_DPsd_trunc_mz58 0.868153 -0.097989 -0.381475 \n",
"lin_j_DPsd_trunc_mz58 0.532899 0.974700 -1.550512 \n",
"lin_t_DPsd_trunc_mz58 0.892052 -0.133994 -0.581622 \n",
"phase_j_nrm_DPsd_trunc_mz58 0.684718 NaN NaN \n",
"phase_j_psr_DPsd_trunc_mz58 0.945735 0.426026 -0.504698 \n",
"phase_t_nrm_DPsd_trunc_mz58 0.950711 -0.454616 NaN \n",
"phase_t_psr_DPsd_trunc_mz58 0.608235 0.021168 -1.134973 \n",
"\n",
"[156 rows x 97 columns]"
]
},
"execution_count": 126,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"update = {'measure': 'subset_to_spss',\n",
" 'updated': '2014-10-15c'}\n",
"\n",
"pfilenames = \"c:/db_pickles/pickle - dfo-{measure} - {updated}.{ext}\"\n",
"\n",
"output_file_csv = pfilenames.format(measure=update['measure'], \n",
" updated=update['updated'], \n",
" ext=\"csv\")\n",
"\n",
"output_file_pickle = pfilenames.format(measure=update['measure'], \n",
" updated=update['updated'], \n",
" ext=\"pickle\")\n",
"\n",
"df_to_analyze.to_pickle(output_file_pickle)\n",
"\n",
"dfo_to_analyze_missing_coded = df_to_analyze.replace(np.nan, '77777')\n",
"dfo_to_analyze_missing_coded.to_csv(output_file_csv)\n",
"\n",
"\n",
"print(\"\\nSAVED: {}\\n\".format(output_file_csv))\n",
"\n",
"df_to_analyze.T"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df_to_analyze.count().to_csv('non-null counts 2014-10-15b.csv')"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"I5P4_local_trunc_log\n",
"I8P4_local_trunc_log\n",
"I5P4_drift_trunc_log\n",
"I8P4_drift_trunc_log\n",
"s_iso5t1_DPsd_trunc_log\n",
"s_iso8t1_DPsd_trunc_log\n",
"s_iso5t2_DPsd_trunc_log\n",
"s_iso8t2_DPsd_trunc_log\n",
"s_lin5t_DPsd_trunc_log\n",
"s_lin8t_DPsd_trunc_log\n",
"s_phase5t_DPsd_trunc_log\n",
"s_phase8t_DPsd_trunc_log\n",
"s_iso5j_DPsd_trunc_log\n",
"s_iso8j_DPsd_trunc_log\n",
"s_lin5j_DPsd_trunc_log\n",
"s_lin8j_DPsd_trunc_log\n",
"s_phase5j_DPsd_trunc_log\n",
"s_phase8j_DPsd_trunc_log\n",
"s_phase8j_psr_DPsd_trunc_log\n",
"s_phase8t_psr_DPsd_trunc_log\n",
"s_phase5j_psr_DPsd_trunc_log\n",
"s_phase5t_psr_DPsd_trunc_log\n",
"s_phase5t_nrm_DPsd_trunc_log\n",
"s_phase8t_nrm_DPsd_trunc_log\n",
"s_phase5j_nrm_DPsd_trunc_log\n",
"s_phase8j_nrm_DPsd_trunc_log\n"
]
}
],
"source": [
"dfa = df_to_analyze\n",
"\n",
"for p in concat_matches(df_to_analyze, '_log'): print p"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"8 columns. Proceed?\n",
"('s_iso5t2_DPsd_trunc_log', 's_iso8t2_DPsd_trunc_log')\n"
]
},
{
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso5t2_DPsd_trunc_log', 's_iso5j_DPsd_trunc_log')\n"
]
},
{
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"RU5ErkJggg==\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso5t2_DPsd_trunc_log', 's_iso8j_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso5t2_DPsd_trunc_log', 's_phase8j_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso5t2_DPsd_trunc_log', 's_phase8t_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso5t2_DPsd_trunc_log', 's_phase5j_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso5t2_DPsd_trunc_log', 's_phase5t_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso8t2_DPsd_trunc_log', 's_iso5j_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso8t2_DPsd_trunc_log', 's_iso8j_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso8t2_DPsd_trunc_log', 's_phase8j_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso8t2_DPsd_trunc_log', 's_phase8t_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso8t2_DPsd_trunc_log', 's_phase5j_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso8t2_DPsd_trunc_log', 's_phase5t_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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"RK5CYII=\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso5j_DPsd_trunc_log', 's_iso8j_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso5j_DPsd_trunc_log', 's_phase8j_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso5j_DPsd_trunc_log', 's_phase8t_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso5j_DPsd_trunc_log', 's_phase5j_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso5j_DPsd_trunc_log', 's_phase5t_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso8j_DPsd_trunc_log', 's_phase8j_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso8j_DPsd_trunc_log', 's_phase8t_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso8j_DPsd_trunc_log', 's_phase5j_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_iso8j_DPsd_trunc_log', 's_phase5t_psr_DPsd_trunc_log')\n"
]
},
{
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_phase8j_psr_DPsd_trunc_log', 's_phase8t_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_phase8j_psr_DPsd_trunc_log', 's_phase5j_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_phase8j_psr_DPsd_trunc_log', 's_phase5t_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_phase8t_psr_DPsd_trunc_log', 's_phase5j_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_phase8t_psr_DPsd_trunc_log', 's_phase5t_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_phase5j_psr_DPsd_trunc_log', 's_phase5t_psr_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"paste_1 = ('''\n",
"s_iso5t2_DPsd_trunc_log\n",
"s_iso8t2_DPsd_trunc_log\n",
"s_iso5j_DPsd_trunc_log\n",
"s_iso8j_DPsd_trunc_log\n",
"s_phase8j_psr_DPsd_trunc_log\n",
"s_phase8t_psr_DPsd_trunc_log\n",
"s_phase5j_psr_DPsd_trunc_log\n",
"s_phase5t_psr_DPsd_trunc_log\n",
"''')\n",
"\n",
"design_1 = clean_pasted_vars(paste_1)\n",
"\n",
"scatter_all(dfa[design_1])"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_lin5t_DPsd_trunc_log', 's_lin8t_DPsd_trunc_log')\n"
]
},
{
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_lin5t_DPsd_trunc_log', 's_lin5j_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_lin5t_DPsd_trunc_log', 's_lin8j_DPsd_trunc_log')\n"
]
},
{
"data": {
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"eggAAAAASUVORK5CYII=\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_lin8t_DPsd_trunc_log', 's_lin5j_DPsd_trunc_log')\n"
]
},
{
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_lin8t_DPsd_trunc_log', 's_lin8j_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('s_lin5j_DPsd_trunc_log', 's_lin8j_DPsd_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"design_2 = clean_pasted_vars('''\n",
"s_lin5t_DPsd_trunc_log\n",
"s_lin8t_DPsd_trunc_log\n",
"s_lin5j_DPsd_trunc_log\n",
"s_lin8j_DPsd_trunc_log\n",
"''')\n",
"\n",
"scatter_all(dfa[design_2])"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"('I5P4_local_trunc_log', 'I8P4_local_trunc_log')\n"
]
},
{
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('I5P4_local_trunc_log', 'I5P4_drift_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('I5P4_local_trunc_log', 'I8P4_drift_trunc_log')\n"
]
},
{
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('I8P4_local_trunc_log', 'I5P4_drift_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('I8P4_local_trunc_log', 'I8P4_drift_trunc_log')\n"
]
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"('I5P4_drift_trunc_log', 'I8P4_drift_trunc_log')\n"
]
},
{
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""
]
},
"metadata": {},
"output_type": "display_data"
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],
"source": [
"design_3 = clean_pasted_vars('''\n",
"I5P4_local_trunc_log\n",
"I8P4_local_trunc_log\n",
"I5P4_drift_trunc_log\n",
"I8P4_drift_trunc_log\n",
"''')\n",
"\n",
"scatter_all(dfa[design_3]) "
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {
"collapsed": false
},
"outputs": [
{
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"text/plain": [
" SCAL_qmusic_drumlevel\n",
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"execution_count": 101,
"metadata": {},
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],
"source": [
"match('drumlevel').sort(columns='SCAL_qmusic_drumlevel').tail(20)"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"SCAL_qmusic_instrumentlevel 2\n",
"dtype: float64"
]
},
"execution_count": 102,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"match('instrumentlevel').sort(columns='SCAL_qmusic_instrumentlevel').median()"
]
},
{
"cell_type": "code",
"execution_count": 207,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def stack_rm_case(case_series):\n",
"\n",
" total_stacked_vars = 12\n",
" caseid = case_series.name\n",
"\n",
" #caseid_repeated = [caseid] * total_stacked_vars\n",
"\n",
" #caseid_list = {}\n",
" tasktype = {}\n",
" targetioi = {}\n",
" targetstim = {}\n",
"\n",
" tasktype['s_iso5t2_DPsd_trunc_log'] = 1\n",
" tasktype['s_iso8t2_DPsd_trunc_log'] = 1\n",
" tasktype['s_iso5j_DPsd_trunc_log'] = 1\n",
" tasktype['s_iso8j_DPsd_trunc_log'] = 1\n",
" tasktype['s_phase8j_psr_DPsd_trunc_log'] = 2\n",
" tasktype['s_phase8t_psr_DPsd_trunc_log'] = 2\n",
" tasktype['s_phase5j_psr_DPsd_trunc_log'] = 2\n",
" tasktype['s_phase5t_psr_DPsd_trunc_log'] = 2\n",
" tasktype['s_phase5t_nrm_DPsd_trunc_log'] = 3\n",
" tasktype['s_phase8t_nrm_DPsd_trunc_log'] = 3\n",
" tasktype['s_phase5j_nrm_DPsd_trunc_log'] = 3\n",
" tasktype['s_phase8j_nrm_DPsd_trunc_log'] = 3\n",
"\n",
" tasktype['s_iso5t2_DPsd_trunc_log'] = 1\n",
" tasktype['s_iso8t2_DPsd_trunc_log'] = 1\n",
" tasktype['s_iso5j_DPsd_trunc_log'] = 1\n",
" tasktype['s_iso8j_DPsd_trunc_log'] = 1\n",
" tasktype['s_phase8j_psr_DPsd_trunc_log'] = 2\n",
" tasktype['s_phase8t_psr_DPsd_trunc_log'] = 2\n",
" tasktype['s_phase5j_psr_DPsd_trunc_log'] = 2\n",
" tasktype['s_phase5t_psr_DPsd_trunc_log'] = 2\n",
" tasktype['s_phase5t_nrm_DPsd_trunc_log'] = 3\n",
" tasktype['s_phase8t_nrm_DPsd_trunc_log'] = 3\n",
" tasktype['s_phase5j_nrm_DPsd_trunc_log'] = 3\n",
" tasktype['s_phase8j_nrm_DPsd_trunc_log'] = 3\n",
"\n",
" targetioi['s_iso5t2_DPsd_trunc_log'] = 0\n",
" targetioi['s_iso8t2_DPsd_trunc_log'] = 1\n",
" targetioi['s_iso5j_DPsd_trunc_log'] = 0\n",
" targetioi['s_iso8j_DPsd_trunc_log'] = 1\n",
" targetioi['s_phase8j_psr_DPsd_trunc_log'] = 1\n",
" targetioi['s_phase8t_psr_DPsd_trunc_log'] = 1\n",
" targetioi['s_phase5j_psr_DPsd_trunc_log'] = 0\n",
" targetioi['s_phase5t_psr_DPsd_trunc_log'] = 0\n",
" targetioi['s_phase5t_nrm_DPsd_trunc_log'] = 0\n",
" targetioi['s_phase8t_nrm_DPsd_trunc_log'] = 1\n",
" targetioi['s_phase5j_nrm_DPsd_trunc_log'] = 0\n",
" targetioi['s_phase8j_nrm_DPsd_trunc_log'] = 1\n",
"\n",
" targetstim['s_iso5t2_DPsd_trunc_log'] = 0\n",
" targetstim['s_iso8t2_DPsd_trunc_log'] = 0\n",
" targetstim['s_iso5j_DPsd_trunc_log'] = 1\n",
" targetstim['s_iso8j_DPsd_trunc_log'] = 1\n",
" targetstim['s_phase8j_psr_DPsd_trunc_log'] = 1\n",
" targetstim['s_phase8t_psr_DPsd_trunc_log'] = 0\n",
" targetstim['s_phase5j_psr_DPsd_trunc_log'] = 1\n",
" targetstim['s_phase5t_psr_DPsd_trunc_log'] = 0\n",
" targetstim['s_phase5t_nrm_DPsd_trunc_log'] = 0\n",
" targetstim['s_phase8t_nrm_DPsd_trunc_log'] = 0\n",
" targetstim['s_phase5j_nrm_DPsd_trunc_log'] = 1\n",
" targetstim['s_phase8j_nrm_DPsd_trunc_log'] = 1\n",
"\n",
" caseid_repeated = {k: caseid for k in tasktype.keys()}\n",
"\n",
" stackedvars = pd.DataFrame({'caseid': caseid_repeated,\n",
" 'casedata': acase,\n",
" 'tasktype': tasktype,\n",
" 'targetioi': targetioi,\n",
" 'targetstim': targetstim,\n",
" },\n",
" #index = acase.T.index\n",
" )\n",
"\n",
" \n",
" stackedvars.index.name='original_varname'\n",
"\n",
" case_out = stackedvars.reset_index('original_varname')\n",
" \n",
" return case_out\n",
"\n",
"\n",
"repmeas = concat_matches(df_to_analyze, 'psr.*log|nrm.*log|iso.t2.*log|iso.j.*log')\n",
"\n",
"cases = [stack_rm_case(repmeas.loc[p]) for p in repmeas.index]\n",
"\n",
"stacked = pd.concat(cases, axis=0)\n",
"\n",
"stacked.index = range(len(stacked))\n",
"stacked.index.name = \"st_row\"\n",
"\n",
"stacked = stacked.reset_index('st_row')\n",
"stacked = stacked.set_index('caseid')\n"
]
},
{
"cell_type": "code",
"execution_count": 208,
"metadata": {
"collapsed": false
},
"outputs": [
{
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},
"execution_count": 208,
"metadata": {},
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"source": [
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},
{
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"metadata": {
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},
"outputs": [
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},
"execution_count": 219,
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{
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" 017 | \n",
" 28 | \n",
" s_phase5j_nrm_DPsd_trunc_log | \n",
" 1.542395 | \n",
" 0 | \n",
" 1 | \n",
" 3 | \n",
" NaN | \n",
"
\n",
" \n",
" 017 | \n",
" 29 | \n",
" s_phase5j_psr_DPsd_trunc_log | \n",
" 2.047200 | \n",
" 0 | \n",
" 1 | \n",
" 2 | \n",
" NaN | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 119 | \n",
" 1158 | \n",
" s_phase5t_nrm_DPsd_trunc_log | \n",
" 1.237526 | \n",
" 0 | \n",
" 0 | \n",
" 3 | \n",
" NaN | \n",
"
\n",
" \n",
" 119 | \n",
" 1159 | \n",
" s_phase5t_psr_DPsd_trunc_log | \n",
" 1.801437 | \n",
" 0 | \n",
" 0 | \n",
" 2 | \n",
" NaN | \n",
"
\n",
" \n",
" 119 | \n",
" 1160 | \n",
" s_phase8j_nrm_DPsd_trunc_log | \n",
" 1.356415 | \n",
" 1 | \n",
" 1 | \n",
" 3 | \n",
" NaN | \n",
"
\n",
" \n",
" 119 | \n",
" 1161 | \n",
" s_phase8j_psr_DPsd_trunc_log | \n",
" 1.612924 | \n",
" 1 | \n",
" 1 | \n",
" 2 | \n",
" NaN | \n",
"
\n",
" \n",
" 119 | \n",
" 1162 | \n",
" s_phase8t_nrm_DPsd_trunc_log | \n",
" 0.987879 | \n",
" 1 | \n",
" 0 | \n",
" 3 | \n",
" NaN | \n",
"
\n",
" \n",
" 119 | \n",
" 1163 | \n",
" s_phase8t_psr_DPsd_trunc_log | \n",
" 1.616072 | \n",
" 1 | \n",
" 0 | \n",
" 2 | \n",
" NaN | \n",
"
\n",
" \n",
" 120 | \n",
" 1164 | \n",
" s_iso5j_DPsd_trunc_log | \n",
" 1.644933 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" NaN | \n",
"
\n",
" \n",
" 120 | \n",
" 1165 | \n",
" s_iso5t2_DPsd_trunc_log | \n",
" 1.259224 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" NaN | \n",
"
\n",
" \n",
" 120 | \n",
" 1166 | \n",
" s_iso8j_DPsd_trunc_log | \n",
" 1.692863 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" NaN | \n",
"
\n",
" \n",
" 120 | \n",
" 1167 | \n",
" s_iso8t2_DPsd_trunc_log | \n",
" 1.131855 | \n",
" 1 | \n",
" 0 | \n",
" 1 | \n",
" NaN | \n",
"
\n",
" \n",
" 120 | \n",
" 1168 | \n",
" s_phase5j_nrm_DPsd_trunc_log | \n",
" 1.542395 | \n",
" 0 | \n",
" 1 | \n",
" 3 | \n",
" NaN | \n",
"
\n",
" \n",
" 120 | \n",
" 1169 | \n",
" s_phase5j_psr_DPsd_trunc_log | \n",
" 2.047200 | \n",
" 0 | \n",
" 1 | \n",
" 2 | \n",
" NaN | \n",
"
\n",
" \n",
" 120 | \n",
" 1170 | \n",
" s_phase5t_nrm_DPsd_trunc_log | \n",
" 1.237526 | \n",
" 0 | \n",
" 0 | \n",
" 3 | \n",
" NaN | \n",
"
\n",
" \n",
" 120 | \n",
" 1171 | \n",
" s_phase5t_psr_DPsd_trunc_log | \n",
" 1.801437 | \n",
" 0 | \n",
" 0 | \n",
" 2 | \n",
" NaN | \n",
"
\n",
" \n",
" 120 | \n",
" 1172 | \n",
" s_phase8j_nrm_DPsd_trunc_log | \n",
" 1.356415 | \n",
" 1 | \n",
" 1 | \n",
" 3 | \n",
" NaN | \n",
"
\n",
" \n",
" 120 | \n",
" 1173 | \n",
" s_phase8j_psr_DPsd_trunc_log | \n",
" 1.612924 | \n",
" 1 | \n",
" 1 | \n",
" 2 | \n",
" NaN | \n",
"
\n",
" \n",
" 120 | \n",
" 1174 | \n",
" s_phase8t_nrm_DPsd_trunc_log | \n",
" 0.987879 | \n",
" 1 | \n",
" 0 | \n",
" 3 | \n",
" NaN | \n",
"
\n",
" \n",
" 120 | \n",
" 1175 | \n",
" s_phase8t_psr_DPsd_trunc_log | \n",
" 1.616072 | \n",
" 1 | \n",
" 0 | \n",
" 2 | \n",
" NaN | \n",
"
\n",
" \n",
" 121 | \n",
" 1176 | \n",
" s_iso5j_DPsd_trunc_log | \n",
" 1.644933 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 97 | \n",
"
\n",
" \n",
" 121 | \n",
" 1177 | \n",
" s_iso5t2_DPsd_trunc_log | \n",
" 1.259224 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 97 | \n",
"
\n",
" \n",
" 121 | \n",
" 1178 | \n",
" s_iso8j_DPsd_trunc_log | \n",
" 1.692863 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 97 | \n",
"
\n",
" \n",
" 121 | \n",
" 1179 | \n",
" s_iso8t2_DPsd_trunc_log | \n",
" 1.131855 | \n",
" 1 | \n",
" 0 | \n",
" 1 | \n",
" 97 | \n",
"
\n",
" \n",
" 121 | \n",
" 1180 | \n",
" s_phase5j_nrm_DPsd_trunc_log | \n",
" 1.542395 | \n",
" 0 | \n",
" 1 | \n",
" 3 | \n",
" 97 | \n",
"
\n",
" \n",
" 121 | \n",
" 1181 | \n",
" s_phase5j_psr_DPsd_trunc_log | \n",
" 2.047200 | \n",
" 0 | \n",
" 1 | \n",
" 2 | \n",
" 97 | \n",
"
\n",
" \n",
" 121 | \n",
" 1182 | \n",
" s_phase5t_nrm_DPsd_trunc_log | \n",
" 1.237526 | \n",
" 0 | \n",
" 0 | \n",
" 3 | \n",
" 97 | \n",
"
\n",
" \n",
" 121 | \n",
" 1183 | \n",
" s_phase5t_psr_DPsd_trunc_log | \n",
" 1.801437 | \n",
" 0 | \n",
" 0 | \n",
" 2 | \n",
" 97 | \n",
"
\n",
" \n",
" 121 | \n",
" 1184 | \n",
" s_phase8j_nrm_DPsd_trunc_log | \n",
" 1.356415 | \n",
" 1 | \n",
" 1 | \n",
" 3 | \n",
" 97 | \n",
"
\n",
" \n",
" 121 | \n",
" 1185 | \n",
" s_phase8j_psr_DPsd_trunc_log | \n",
" 1.612924 | \n",
" 1 | \n",
" 1 | \n",
" 2 | \n",
" 97 | \n",
"
\n",
" \n",
" 121 | \n",
" 1186 | \n",
" s_phase8t_nrm_DPsd_trunc_log | \n",
" 0.987879 | \n",
" 1 | \n",
" 0 | \n",
" 3 | \n",
" 97 | \n",
"
\n",
" \n",
" 121 | \n",
" 1187 | \n",
" s_phase8t_psr_DPsd_trunc_log | \n",
" 1.616072 | \n",
" 1 | \n",
" 0 | \n",
" 2 | \n",
" 97 | \n",
"
\n",
" \n",
"
\n",
"
1188 rows × 7 columns
\n",
"
"
],
"text/plain": [
" st_row original_varname casedata targetioi targetstim \\\n",
"caseid \n",
"015 0 s_iso5j_DPsd_trunc_log 1.644933 0 1 \n",
"015 1 s_iso5t2_DPsd_trunc_log 1.259224 0 0 \n",
"015 2 s_iso8j_DPsd_trunc_log 1.692863 1 1 \n",
"015 3 s_iso8t2_DPsd_trunc_log 1.131855 1 0 \n",
"015 4 s_phase5j_nrm_DPsd_trunc_log 1.542395 0 1 \n",
"015 5 s_phase5j_psr_DPsd_trunc_log 2.047200 0 1 \n",
"015 6 s_phase5t_nrm_DPsd_trunc_log 1.237526 0 0 \n",
"015 7 s_phase5t_psr_DPsd_trunc_log 1.801437 0 0 \n",
"015 8 s_phase8j_nrm_DPsd_trunc_log 1.356415 1 1 \n",
"015 9 s_phase8j_psr_DPsd_trunc_log 1.612924 1 1 \n",
"015 10 s_phase8t_nrm_DPsd_trunc_log 0.987879 1 0 \n",
"015 11 s_phase8t_psr_DPsd_trunc_log 1.616072 1 0 \n",
"016 12 s_iso5j_DPsd_trunc_log 1.644933 0 1 \n",
"016 13 s_iso5t2_DPsd_trunc_log 1.259224 0 0 \n",
"016 14 s_iso8j_DPsd_trunc_log 1.692863 1 1 \n",
"016 15 s_iso8t2_DPsd_trunc_log 1.131855 1 0 \n",
"016 16 s_phase5j_nrm_DPsd_trunc_log 1.542395 0 1 \n",
"016 17 s_phase5j_psr_DPsd_trunc_log 2.047200 0 1 \n",
"016 18 s_phase5t_nrm_DPsd_trunc_log 1.237526 0 0 \n",
"016 19 s_phase5t_psr_DPsd_trunc_log 1.801437 0 0 \n",
"016 20 s_phase8j_nrm_DPsd_trunc_log 1.356415 1 1 \n",
"016 21 s_phase8j_psr_DPsd_trunc_log 1.612924 1 1 \n",
"016 22 s_phase8t_nrm_DPsd_trunc_log 0.987879 1 0 \n",
"016 23 s_phase8t_psr_DPsd_trunc_log 1.616072 1 0 \n",
"017 24 s_iso5j_DPsd_trunc_log 1.644933 0 1 \n",
"017 25 s_iso5t2_DPsd_trunc_log 1.259224 0 0 \n",
"017 26 s_iso8j_DPsd_trunc_log 1.692863 1 1 \n",
"017 27 s_iso8t2_DPsd_trunc_log 1.131855 1 0 \n",
"017 28 s_phase5j_nrm_DPsd_trunc_log 1.542395 0 1 \n",
"017 29 s_phase5j_psr_DPsd_trunc_log 2.047200 0 1 \n",
"... ... ... ... ... ... \n",
"119 1158 s_phase5t_nrm_DPsd_trunc_log 1.237526 0 0 \n",
"119 1159 s_phase5t_psr_DPsd_trunc_log 1.801437 0 0 \n",
"119 1160 s_phase8j_nrm_DPsd_trunc_log 1.356415 1 1 \n",
"119 1161 s_phase8j_psr_DPsd_trunc_log 1.612924 1 1 \n",
"119 1162 s_phase8t_nrm_DPsd_trunc_log 0.987879 1 0 \n",
"119 1163 s_phase8t_psr_DPsd_trunc_log 1.616072 1 0 \n",
"120 1164 s_iso5j_DPsd_trunc_log 1.644933 0 1 \n",
"120 1165 s_iso5t2_DPsd_trunc_log 1.259224 0 0 \n",
"120 1166 s_iso8j_DPsd_trunc_log 1.692863 1 1 \n",
"120 1167 s_iso8t2_DPsd_trunc_log 1.131855 1 0 \n",
"120 1168 s_phase5j_nrm_DPsd_trunc_log 1.542395 0 1 \n",
"120 1169 s_phase5j_psr_DPsd_trunc_log 2.047200 0 1 \n",
"120 1170 s_phase5t_nrm_DPsd_trunc_log 1.237526 0 0 \n",
"120 1171 s_phase5t_psr_DPsd_trunc_log 1.801437 0 0 \n",
"120 1172 s_phase8j_nrm_DPsd_trunc_log 1.356415 1 1 \n",
"120 1173 s_phase8j_psr_DPsd_trunc_log 1.612924 1 1 \n",
"120 1174 s_phase8t_nrm_DPsd_trunc_log 0.987879 1 0 \n",
"120 1175 s_phase8t_psr_DPsd_trunc_log 1.616072 1 0 \n",
"121 1176 s_iso5j_DPsd_trunc_log 1.644933 0 1 \n",
"121 1177 s_iso5t2_DPsd_trunc_log 1.259224 0 0 \n",
"121 1178 s_iso8j_DPsd_trunc_log 1.692863 1 1 \n",
"121 1179 s_iso8t2_DPsd_trunc_log 1.131855 1 0 \n",
"121 1180 s_phase5j_nrm_DPsd_trunc_log 1.542395 0 1 \n",
"121 1181 s_phase5j_psr_DPsd_trunc_log 2.047200 0 1 \n",
"121 1182 s_phase5t_nrm_DPsd_trunc_log 1.237526 0 0 \n",
"121 1183 s_phase5t_psr_DPsd_trunc_log 1.801437 0 0 \n",
"121 1184 s_phase8j_nrm_DPsd_trunc_log 1.356415 1 1 \n",
"121 1185 s_phase8j_psr_DPsd_trunc_log 1.612924 1 1 \n",
"121 1186 s_phase8t_nrm_DPsd_trunc_log 0.987879 1 0 \n",
"121 1187 s_phase8t_psr_DPsd_trunc_log 1.616072 1 0 \n",
"\n",
" tasktype SCAL_calc_fsiq2 \n",
"caseid \n",
"015 1 NaN \n",
"015 1 NaN \n",
"015 1 NaN \n",
"015 1 NaN \n",
"015 3 NaN \n",
"015 2 NaN \n",
"015 3 NaN \n",
"015 2 NaN \n",
"015 3 NaN \n",
"015 2 NaN \n",
"015 3 NaN \n",
"015 2 NaN \n",
"016 1 NaN \n",
"016 1 NaN \n",
"016 1 NaN \n",
"016 1 NaN \n",
"016 3 NaN \n",
"016 2 NaN \n",
"016 3 NaN \n",
"016 2 NaN \n",
"016 3 NaN \n",
"016 2 NaN \n",
"016 3 NaN \n",
"016 2 NaN \n",
"017 1 NaN \n",
"017 1 NaN \n",
"017 1 NaN \n",
"017 1 NaN \n",
"017 3 NaN \n",
"017 2 NaN \n",
"... ... ... \n",
"119 3 NaN \n",
"119 2 NaN \n",
"119 3 NaN \n",
"119 2 NaN \n",
"119 3 NaN \n",
"119 2 NaN \n",
"120 1 NaN \n",
"120 1 NaN \n",
"120 1 NaN \n",
"120 1 NaN \n",
"120 3 NaN \n",
"120 2 NaN \n",
"120 3 NaN \n",
"120 2 NaN \n",
"120 3 NaN \n",
"120 2 NaN \n",
"120 3 NaN \n",
"120 2 NaN \n",
"121 1 97 \n",
"121 1 97 \n",
"121 1 97 \n",
"121 1 97 \n",
"121 3 97 \n",
"121 2 97 \n",
"121 3 97 \n",
"121 2 97 \n",
"121 3 97 \n",
"121 2 97 \n",
"121 3 97 \n",
"121 2 97 \n",
"\n",
"[1188 rows x 7 columns]"
]
},
"execution_count": 214,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"staticvar = 'SCAL_calc_fsiq2'\n",
"\n",
"\n",
"ids = sorted(set(stacked.index))\n",
"\n",
"\n",
"for caseid in ids:\n",
" print(caseid)\n",
" stacked[staticvar] = np.nan\n",
" \n",
" stacked.loc[caseid, staticvar] = df_to_analyze.loc[caseid, staticvar]\n",
"\n",
"#slc = stacked.loc[stacked.caseid=='015']\n",
"#slc.somevarname = 'the_value'\n",
"\n",
"\n",
"\n",
"#stacked.to_csv('stacked_test.csv')\n",
"stacked"
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"89.0"
]
},
"execution_count": 171,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_to_analyze.loc[caseid, staticvar]"
]
},
{
"cell_type": "code",
"execution_count": 313,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"NULL VALUES (INCLUDING REMOVED FOR INCOMPLETE TAP SETS):\n",
"\n",
"\n",
"SCAL_order_500ms_first\n",
"[]\n",
"\n",
"SCAL_sex_femalezero\n",
"[]\n",
"\n",
"SCAL_calc_wasivocab_tscore\n",
"[]\n",
"\n",
"SCAL_calc_wasimatrix_tscore\n",
"['053']\n",
"\n",
"SCAL_calc_wasi_tscore_total\n",
"['053']\n",
"\n",
"SCAL_calc_fsiq2\n",
"['053']\n",
"\n",
"SCAL_calc_bfi_extraversion\n",
"[]\n",
"\n",
"SCAL_calc_bfi_agreeableness\n",
"[]\n",
"\n",
"SCAL_calc_bfi_conscientiousness\n",
"[]\n",
"\n",
"SCAL_calc_bfi_neuroticism\n",
"[]\n",
"\n",
"SCAL_calc_bfi_openness\n",
"[]\n",
"\n",
"SCAL_qmusic_dancelevel\n",
"[]\n",
"\n",
"SCAL_qmusic_instrumentlevel\n",
"[]\n",
"\n",
"SCAL_qmusic_drumlevel\n",
"['064']\n",
"\n",
"SCAL_qmusic_behaviors_12_friendstaste\n",
"[]\n",
"\n",
"SCAL_qmusic_behaviors_13_sharingint\n",
"[]\n",
"\n",
"SCAL_qmusic_behaviors_14_getinterest\n",
"[]\n",
"\n",
"qmusic_calc_anyhours\n",
"[]\n",
"\n",
"qmusic_calc_maxskill\n",
"['064']\n",
"\n",
"qmusic_calc_sumskill\n",
"['064']\n",
"\n",
"qmusic_calc_socialimp\n",
"[]\n",
"\n",
"SCAL_qmusic_behaviors_07_yourself_ln1p\n",
"['093']\n",
"\n",
"SCAL_qmusic_behaviors_08_otherprs_ln1p\n",
"[]\n",
"\n",
"SCAL_qmusic_behaviors_09_danceprv_ln1p\n",
"[]\n",
"\n",
"SCAL_qmusic_dancelevel_ln1p\n",
"[]\n",
"\n",
"SCAL_qmusic_singinghours_nonzero\n",
"[]\n",
"\n",
"SCAL_qmusic_singingtimes_nonzero\n",
"[]\n",
"\n",
"SCAL_qmusic_dancehours_nonzero\n",
"[]\n",
"\n",
"SCAL_qmusic_instrumenthours_nonzero\n",
"[]\n",
"\n",
"SCAL_qmusic_drumhours_nonzero\n",
"[]\n",
"\n",
"SCAL_qmusic_behaviors_09_danceprv_nonzero\n",
"[]\n",
"\n",
"SCAL_qmusic_behaviors_10_dancepub_nonzero\n",
"[]\n",
"\n",
"SCAL_qmusic_gamehoursall_nonzero\n",
"[]\n",
"\n",
"SCAL_qmusic_gamehoursdrumsticks_nonzero\n",
"[]\n",
"\n",
"I5P4_local_trunc\n",
"['049']\n",
"\n",
"I8P4_local_trunc\n",
"['048']\n",
"\n",
"I8P4_drift_trunc\n",
"['048']\n",
"\n",
"I5P4_drift_trunc\n",
"['049']\n",
"\n",
"I8L2_local_trunc\n",
"['048']\n",
"\n",
"I5L2_local_trunc\n",
"['049']\n",
"\n",
"I8L2_drift_trunc\n",
"['018', '048', '057', '059', '064', '066', '116']\n",
"\n",
"I5L2_drift_trunc\n",
"['016', '022', '033', '036', '044', '049', '052', '053', '056', '061', '077', '078', '084', '085', '089', '092', '096', '097', '101', '105', '107', '109', '110', '111', '115', '116']\n",
"\n",
"I8P4_ints_count\n",
"['048']\n",
"\n",
"I5P4_ints_count\n",
"['049']\n",
"\n",
"I8L2_ints_count\n",
"['048']\n",
"\n",
"I5L2_ints_count\n",
"['049']\n",
"\n",
"I8P4_driftperc_trunc\n",
"['048']\n",
"\n",
"I8P4_localperc_trunc\n",
"['048']\n",
"\n",
"I5P4_driftperc_trunc\n",
"['049']\n",
"\n",
"I5P4_localperc_trunc\n",
"['049']\n",
"\n",
"s_iso5t1_DPm\n",
"['055', '073']\n",
"\n",
"s_iso5t1_DPsd_trunc\n",
"['055', '073']\n",
"\n",
"s_iso5t1_DPct\n",
"['055', '073']\n",
"\n",
"s_iso8t1_DPm\n",
"['073']\n",
"\n",
"s_iso8t1_DPsd_trunc\n",
"['073']\n",
"\n",
"s_iso8t1_DPct\n",
"['073']\n",
"\n",
"s_iso5t2_DPm\n",
"['049']\n",
"\n",
"s_iso5t2_DPsd_trunc\n",
"['049']\n",
"\n",
"s_iso5t2_DPct\n",
"['049']\n",
"\n",
"s_iso8t2_DPm\n",
"['015', '049', '055', '104']\n",
"\n",
"s_iso8t2_DPsd_trunc\n",
"['015', '049', '055', '104']\n",
"\n",
"s_iso8t2_DPct\n",
"['015', '049', '055', '104']\n",
"\n",
"s_lin5t_DPm\n",
"['015', '049', '055', '068', '073', '089']\n",
"\n",
"s_lin5t_DPsd_trunc\n",
"['015', '049', '055', '068', '073', '089']\n",
"\n",
"s_lin5t_DPct\n",
"['015', '049', '055', '068', '073', '089']\n",
"\n",
"s_lin8t_DPm\n",
"['029', '055', '073', '086']\n",
"\n",
"s_lin8t_DPsd_trunc\n",
"['029', '055', '073', '086']\n",
"\n",
"s_lin8t_DPct\n",
"['029', '055', '073', '086']\n",
"\n",
"s_phase5t_DPm\n",
"[]\n",
"\n",
"s_phase5t_DPsd_trunc\n",
"[]\n",
"\n",
"s_phase5t_DPct\n",
"[]\n",
"\n",
"s_phase8t_DPm\n",
"[]\n",
"\n",
"s_phase8t_DPsd_trunc\n",
"[]\n",
"\n",
"s_phase8t_DPct\n",
"[]\n",
"\n",
"s_iso5j_DPm\n",
"['104']\n",
"\n",
"s_iso5j_DPsd_trunc\n",
"['104']\n",
"\n",
"s_iso5j_DPct\n",
"['104']\n",
"\n",
"s_iso8j_DPm\n",
"['015', '049', '055']\n",
"\n",
"s_iso8j_DPsd_trunc\n",
"['015', '049', '055']\n",
"\n",
"s_iso8j_DPct\n",
"['015', '049', '055']\n",
"\n",
"s_lin5j_DPm\n",
"['018', '019', '035', '068', '073', '077', '089', '104', '112']\n",
"\n",
"s_lin5j_DPsd_trunc\n",
"['018', '019', '035', '068', '073', '077', '089', '104', '112']\n",
"\n",
"s_lin5j_DPct\n",
"['018', '019', '035', '068', '073', '077', '089', '104', '112']\n",
"\n",
"s_lin8j_DPm\n",
"['068', '073', '089']\n",
"\n",
"s_lin8j_DPsd_trunc\n",
"['068', '073', '089']\n",
"\n",
"s_lin8j_DPct\n",
"['068', '073', '089']\n",
"\n",
"s_phase5j_DPm\n",
"[]\n",
"\n",
"s_phase5j_DPsd_trunc\n",
"[]\n",
"\n",
"s_phase5j_DPct\n",
"[]\n",
"\n",
"s_phase8j_DPm\n",
"[]\n",
"\n",
"s_phase8j_DPsd_trunc\n",
"[]\n",
"\n",
"s_phase8j_DPct\n",
"[]\n",
"\n",
"s_phase8j_psr_DPm\n",
"[]\n",
"\n",
"s_phase8j_psr_DPsd_trunc\n",
"[]\n",
"\n",
"s_phase8j_psr_DPct\n",
"[]\n",
"\n",
"s_phase8t_psr_DPm\n",
"[]\n",
"\n",
"s_phase8t_psr_DPsd_trunc\n",
"[]\n",
"\n",
"s_phase8t_psr_DPct\n",
"[]\n",
"\n",
"s_phase5j_psr_DPm\n",
"[]\n",
"\n",
"s_phase5j_psr_DPsd_trunc\n",
"[]\n",
"\n",
"s_phase5j_psr_DPct\n",
"[]\n",
"\n",
"s_phase5t_psr_DPm\n",
"[]\n",
"\n",
"s_phase5t_psr_DPsd_trunc\n",
"[]\n",
"\n",
"s_phase5t_psr_DPct\n",
"[]\n",
"\n",
"s_phase5t_nrm_DPm\n",
"['015', '025', '030', '033', '044', '055', '066', '073', '080', '086', '104', '107', '109', '117', '121']\n",
"\n",
"s_phase5t_nrm_DPsd_trunc\n",
"['015', '025', '030', '033', '044', '055', '066', '073', '080', '086', '104', '107', '109', '117', '121']\n",
"\n",
"s_phase5t_nrm_DPct\n",
"['015', '025', '030', '033', '044', '066', '073', '080', '104', '107', '109', '117', '121']\n",
"\n",
"s_phase8t_nrm_DPm\n",
"['015', '025', '049', '055', '068', '073', '086', '089', '098', '104', '109', '117', '121']\n",
"\n",
"s_phase8t_nrm_DPsd_trunc\n",
"['015', '025', '049', '055', '068', '073', '086', '089', '098', '104', '109', '117', '121']\n",
"\n",
"s_phase8t_nrm_DPct\n",
"['015', '025', '049', '055', '068', '073', '086', '098', '104', '109', '117', '121']\n",
"\n",
"s_phase5j_nrm_DPm\n",
"['026', '027', '041', '049', '060', '073', '086', '104', '107', '109', '117', '120', '121']\n",
"\n",
"s_phase5j_nrm_DPsd_trunc\n",
"['026', '027', '041', '049', '060', '073', '086', '104', '107', '109', '117', '120', '121']\n",
"\n",
"s_phase5j_nrm_DPct\n",
"['026', '027', '041', '049', '060', '073', '104', '107', '109', '117', '120', '121']\n",
"\n",
"s_phase8j_nrm_DPm\n",
"['026', '038', '049', '054', '055', '073', '086', '089', '105', '107', '120']\n",
"\n",
"s_phase8j_nrm_DPsd_trunc\n",
"['026', '038', '049', '054', '055', '073', '086', '089', '105', '107', '120']\n",
"\n",
"s_phase8j_nrm_DPct\n",
"['026', '038', '049', '054', '086', '105', '107', '120']\n",
"\n",
"iso_j_DPsd_trunc_mz58\n",
"['015', '049', '055', '104']\n",
"\n",
"iso_t1_DPsd_trunc_mz58\n",
"['055', '073']\n",
"\n",
"iso_t2_DPsd_trunc_mz58\n",
"['015', '049', '055', '104']\n",
"\n",
"lin_j_DPsd_trunc_mz58\n",
"['018', '019', '035', '068', '073', '077', '089', '104', '112']\n",
"\n",
"lin_t_DPsd_trunc_mz58\n",
"['015', '029', '049', '055', '068', '073', '086', '089']\n",
"\n",
"phase_j_nrm_DPsd_trunc_mz58\n",
"['026', '027', '038', '041', '049', '054', '055', '060', '073', '086', '089', '104', '105', '107', '109', '117', '120', '121']\n",
"\n",
"phase_j_psr_DPsd_trunc_mz58\n",
"[]\n",
"\n",
"phase_t_nrm_DPsd_trunc_mz58\n",
"['015', '025', '030', '033', '044', '049', '055', '066', '068', '073', '080', '086', '089', '098', '104', '107', '109', '117', '121']\n",
"\n",
"phase_t_psr_DPsd_trunc_mz58\n",
"[]\n",
"\n",
"IP4_local_trunc_mz58\n",
"['048', '049']\n",
"\n",
"IP4_drift_trunc_mz58\n",
"['048', '049']\n",
"\n"
]
}
],
"source": [
"print(\"NULL VALUES (INCLUDING REMOVED FOR INCOMPLETE TAP SETS):\\n\\n\")\n",
" \n",
"for c in df_to_analyze:\n",
" print(c)\n",
" s = df_to_analyze[c]\n",
" print(list(s[s.isnull()].index))\n",
" print('')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# After exporting CSV: looking at distributions here..."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Descriptives (into manuscript)"
]
},
{
"cell_type": "code",
"execution_count": 209,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"count 99.000000\n",
"mean 20.939394\n",
"std 5.013895\n",
"min 18.000000\n",
"25% 19.000000\n",
"50% 20.000000\n",
"75% 21.000000\n",
"max 52.000000\n",
"dtype: float64"
]
},
"execution_count": 209,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfa = df_to_analyze\n",
"\n",
"get = lambda r: (list(concat_matches(dfo, r).columns), concat_matches(dfo, r))\n",
"geta = lambda r: (list(concat_matches(df_to_analyze, r).columns), concat_matches(df_to_analyze, r))\n",
"firstcol = lambda df: df.T.iloc[0]\n",
"\n",
"firstcol(match('participant_age')).describe()"
]
},
{
"cell_type": "code",
"execution_count": 157,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"sex = firstcol(match('sex_femalezero'))\n",
"is_female = (sex==0)\n",
"is_male = (sex==1)\n",
"\n",
"assert is_female[is_female==True].count() == 60\n",
"assert is_female[is_female==False].count() == 39\n",
"\n",
"assert is_male[is_male==True].count() == 39\n",
"assert is_male[is_male==False].count() == 60"
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" females\n",
"count 60.00000\n",
"mean 21.30000\n",
"std 6.01777\n",
"min 18.00000\n",
"25% 19.00000\n",
"50% 19.50000\n",
"75% 21.25000\n",
"max 52.00000\n",
"dtype: float64\n",
"\n",
" males\n",
"count 39.000000\n",
"mean 20.384615\n",
"std 2.843417\n",
"min 18.000000\n",
"25% 19.000000\n",
"50% 20.000000\n",
"75% 21.000000\n",
"max 32.000000\n",
"dtype: float64\n"
]
}
],
"source": [
"var1 = firstcol(match('participant_age'))\n",
"\n",
"print (\" females\")\n",
"print firstcol(match('participant_age'))[is_female].describe()\n",
"print \n",
"print (\" males\")\n",
"print firstcol(match('participant_age'))[is_male].describe()"
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"female\n",
"SCAL_qbasic_ethnicity_white 32\n",
"dtype: int64\n",
"SCAL_qbasic_ethnicity_white 60\n",
"dtype: int64\n",
"\n",
"male\n",
"SCAL_qbasic_ethnicity_white 16\n",
"dtype: int64\n",
"SCAL_qbasic_ethnicity_white 39\n",
"dtype: int64\n"
]
}
],
"source": [
"names, df = get('white')\n",
"\n",
"print 'female'\n",
"print df[is_female].sum()\n",
"print df[is_female].count()\n",
"print\n",
"print 'male'\n",
"print df[is_male].sum()\n",
"print df[is_male].count()"
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index([u'SCAL_participant_age'], dtype='object')"
]
},
"execution_count": 133,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"match('participant_age').columns\n",
"#dfo['SCAL_participant_age'].name"
]
},
{
"cell_type": "code",
"execution_count": 217,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" I5P4_ints_count | \n",
" I8P4_ints_count | \n",
"
\n",
" \n",
" \n",
" \n",
" count | \n",
" 98.000000 | \n",
" 98.000000 | \n",
"
\n",
" \n",
" mean | \n",
" 114.469388 | \n",
" 114.428571 | \n",
"
\n",
" \n",
" std | \n",
" 4.279426 | \n",
" 9.169650 | \n",
"
\n",
" \n",
" min | \n",
" 103.000000 | \n",
" 78.000000 | \n",
"
\n",
" \n",
" 25% | \n",
" 112.000000 | \n",
" 112.000000 | \n",
"
\n",
" \n",
" 50% | \n",
" 114.500000 | \n",
" 115.000000 | \n",
"
\n",
" \n",
" 75% | \n",
" 117.000000 | \n",
" 119.000000 | \n",
"
\n",
" \n",
" max | \n",
" 127.000000 | \n",
" 134.000000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" I5P4_ints_count I8P4_ints_count\n",
"count 98.000000 98.000000\n",
"mean 114.469388 114.428571\n",
"std 4.279426 9.169650\n",
"min 103.000000 78.000000\n",
"25% 112.000000 112.000000\n",
"50% 114.500000 115.000000\n",
"75% 117.000000 119.000000\n",
"max 127.000000 134.000000"
]
},
"execution_count": 217,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"names, df = get('I?P4_ints_count')\n",
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 228,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" I8P4_drift_trunc | \n",
" I5P4_drift_trunc | \n",
"
\n",
" \n",
" \n",
" \n",
" count | \n",
" 98.000000 | \n",
" 98.000000 | \n",
"
\n",
" \n",
" mean | \n",
" 3.140968 | \n",
" 2.634933 | \n",
"
\n",
" \n",
" std | \n",
" 1.185538 | \n",
" 0.839702 | \n",
"
\n",
" \n",
" min | \n",
" 1.477740 | \n",
" 1.262769 | \n",
"
\n",
" \n",
" 25% | \n",
" 2.272543 | \n",
" 2.123736 | \n",
"
\n",
" \n",
" 50% | \n",
" 2.785199 | \n",
" 2.439624 | \n",
"
\n",
" \n",
" 75% | \n",
" 3.754941 | \n",
" 3.041484 | \n",
"
\n",
" \n",
" max | \n",
" 6.877687 | \n",
" 5.521678 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" I8P4_drift_trunc I5P4_drift_trunc\n",
"count 98.000000 98.000000\n",
"mean 3.140968 2.634933\n",
"std 1.185538 0.839702\n",
"min 1.477740 1.262769\n",
"25% 2.272543 2.123736\n",
"50% 2.785199 2.439624\n",
"75% 3.754941 3.041484\n",
"max 6.877687 5.521678"
]
},
"execution_count": 228,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"names, df = geta('I?P4_drift_trunc$')\n",
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 261,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" mean | \n",
" std | \n",
" count | \n",
"
\n",
" \n",
" \n",
" \n",
" s_iso5t1_DPsd_trunc | \n",
" 4.3521 | \n",
" 1.2843 | \n",
" 97 | \n",
"
\n",
" \n",
" s_iso8t1_DPsd_trunc | \n",
" 4.5325 | \n",
" 1.7889 | \n",
" 98 | \n",
"
\n",
" \n",
" s_iso5t2_DPsd_trunc | \n",
" 4.7942 | \n",
" 1.6437 | \n",
" 98 | \n",
"
\n",
" \n",
" s_iso8t2_DPsd_trunc | \n",
" 4.3974 | \n",
" 1.6388 | \n",
" 95 | \n",
"
\n",
" \n",
" s_lin5t_DPsd_trunc | \n",
" 5.4829 | \n",
" 1.7679 | \n",
" 93 | \n",
"
\n",
" \n",
" s_lin8t_DPsd_trunc | \n",
" 5.1139 | \n",
" 1.5689 | \n",
" 95 | \n",
"
\n",
" \n",
" s_phase5t_DPsd_trunc | \n",
" 6.9577 | \n",
" 2.5776 | \n",
" 99 | \n",
"
\n",
" \n",
" s_phase8t_DPsd_trunc | \n",
" 7.3281 | \n",
" 4.7130 | \n",
" 99 | \n",
"
\n",
" \n",
" s_iso5j_DPsd_trunc | \n",
" 5.7983 | \n",
" 1.2116 | \n",
" 98 | \n",
"
\n",
" \n",
" s_iso8j_DPsd_trunc | \n",
" 6.0582 | \n",
" 1.4768 | \n",
" 96 | \n",
"
\n",
" \n",
" s_lin5j_DPsd_trunc | \n",
" 6.4575 | \n",
" 1.5829 | \n",
" 90 | \n",
"
\n",
" \n",
" s_lin8j_DPsd_trunc | \n",
" 8.0590 | \n",
" 1.5669 | \n",
" 96 | \n",
"
\n",
" \n",
" s_phase5j_DPsd_trunc | \n",
" 8.2631 | \n",
" 3.0712 | \n",
" 99 | \n",
"
\n",
" \n",
" s_phase8j_DPsd_trunc | \n",
" 8.2550 | \n",
" 4.3892 | \n",
" 99 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" mean std count\n",
"s_iso5t1_DPsd_trunc 4.3521 1.2843 97\n",
"s_iso8t1_DPsd_trunc 4.5325 1.7889 98\n",
"s_iso5t2_DPsd_trunc 4.7942 1.6437 98\n",
"s_iso8t2_DPsd_trunc 4.3974 1.6388 95\n",
"s_lin5t_DPsd_trunc 5.4829 1.7679 93\n",
"s_lin8t_DPsd_trunc 5.1139 1.5689 95\n",
"s_phase5t_DPsd_trunc 6.9577 2.5776 99\n",
"s_phase8t_DPsd_trunc 7.3281 4.7130 99\n",
"s_iso5j_DPsd_trunc 5.7983 1.2116 98\n",
"s_iso8j_DPsd_trunc 6.0582 1.4768 96\n",
"s_lin5j_DPsd_trunc 6.4575 1.5829 90\n",
"s_lin8j_DPsd_trunc 8.0590 1.5669 96\n",
"s_phase5j_DPsd_trunc 8.2631 3.0712 99\n",
"s_phase8j_DPsd_trunc 8.2550 4.3892 99"
]
},
"execution_count": 261,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"names, df = geta('s_.*DPsd_trunc$')\n",
"dtable = df.describe().T[:14]\n",
"reformat = np.round(dtable[['mean', 'std', 'count']], 4)\n",
"reformat"
]
},
{
"cell_type": "code",
"execution_count": 264,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
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" \n",
" \n",
" | \n",
" mean | \n",
" std | \n",
" count | \n",
"
\n",
" \n",
" \n",
" \n",
" s_phase8j_psr_DPsd_trunc | \n",
" 7.601853 | \n",
" 2.069916 | \n",
" 99 | \n",
"
\n",
" \n",
" s_phase8t_psr_DPsd_trunc | \n",
" 8.044562 | \n",
" 2.857241 | \n",
" 99 | \n",
"
\n",
" \n",
" s_phase5j_psr_DPsd_trunc | \n",
" 9.303088 | \n",
" 2.055752 | \n",
" 99 | \n",
"
\n",
" \n",
" s_phase5t_psr_DPsd_trunc | \n",
" 8.154759 | \n",
" 2.470972 | \n",
" 99 | \n",
"
\n",
" \n",
" s_phase5t_nrm_DPsd_trunc | \n",
" 4.826685 | \n",
" 1.536312 | \n",
" 84 | \n",
"
\n",
" \n",
" s_phase8t_nrm_DPsd_trunc | \n",
" 4.553451 | \n",
" 1.697381 | \n",
" 86 | \n",
"
\n",
" \n",
" s_phase5j_nrm_DPsd_trunc | \n",
" 6.237400 | \n",
" 1.520756 | \n",
" 86 | \n",
"
\n",
" \n",
" s_phase8j_nrm_DPsd_trunc | \n",
" 6.260877 | \n",
" 1.675251 | \n",
" 88 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" mean std count\n",
"s_phase8j_psr_DPsd_trunc 7.601853 2.069916 99\n",
"s_phase8t_psr_DPsd_trunc 8.044562 2.857241 99\n",
"s_phase5j_psr_DPsd_trunc 9.303088 2.055752 99\n",
"s_phase5t_psr_DPsd_trunc 8.154759 2.470972 99\n",
"s_phase5t_nrm_DPsd_trunc 4.826685 1.536312 84\n",
"s_phase8t_nrm_DPsd_trunc 4.553451 1.697381 86\n",
"s_phase5j_nrm_DPsd_trunc 6.237400 1.520756 86\n",
"s_phase8j_nrm_DPsd_trunc 6.260877 1.675251 88"
]
},
"execution_count": 264,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"names, df = geta('nrm_DPsd_trunc$|psr_DPsd_trunc$')\n",
"dtable = df.describe().T #[14:-6]\n",
"reformat = dtable[['mean', 'std', 'count']]\n",
"reformat"
]
},
{
"cell_type": "code",
"execution_count": 269,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" mean | \n",
" std | \n",
" count | \n",
"
\n",
" \n",
" \n",
" \n",
" SMSR_iso5t1_DPsd | \n",
" 4.3850 | \n",
" 1.4098 | \n",
" 97 | \n",
"
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" \n",
" SMSR_iso8t1_DPsd | \n",
" 4.5325 | \n",
" 1.7889 | \n",
" 98 | \n",
"
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" \n",
" SMSR_iso5t2_DPsd | \n",
" 4.8435 | \n",
" 1.8394 | \n",
" 98 | \n",
"
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" \n",
" SMSR_iso8t2_DPsd | \n",
" 4.4217 | \n",
" 1.7305 | \n",
" 95 | \n",
"
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" \n",
" SMSR_lin5t_DPsd | \n",
" 5.4938 | \n",
" 1.8040 | \n",
" 93 | \n",
"
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" \n",
" SMSR_lin8t_DPsd | \n",
" 5.1355 | \n",
" 1.6423 | \n",
" 95 | \n",
"
\n",
" \n",
" SMSR_phase5t_DPsd | \n",
" 7.0877 | \n",
" 3.2257 | \n",
" 99 | \n",
"
\n",
" \n",
" SMSR_phase8t_DPsd | \n",
" 7.5997 | \n",
" 5.8158 | \n",
" 99 | \n",
"
\n",
" \n",
" SMSR_iso5j_DPsd | \n",
" 5.8287 | \n",
" 1.3215 | \n",
" 98 | \n",
"
\n",
" \n",
" SMSR_iso8j_DPsd | \n",
" 6.0582 | \n",
" 1.4768 | \n",
" 96 | \n",
"
\n",
" \n",
" SMSR_lin5j_DPsd | \n",
" 6.4608 | \n",
" 1.5929 | \n",
" 90 | \n",
"
\n",
" \n",
" SMSR_lin8j_DPsd | \n",
" 8.0682 | \n",
" 1.5976 | \n",
" 96 | \n",
"
\n",
" \n",
" SMSR_phase5j_DPsd | \n",
" 8.3989 | \n",
" 3.6827 | \n",
" 99 | \n",
"
\n",
" \n",
" SMSR_phase8j_DPsd | \n",
" 8.5615 | \n",
" 5.7565 | \n",
" 99 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" mean std count\n",
"SMSR_iso5t1_DPsd 4.3850 1.4098 97\n",
"SMSR_iso8t1_DPsd 4.5325 1.7889 98\n",
"SMSR_iso5t2_DPsd 4.8435 1.8394 98\n",
"SMSR_iso8t2_DPsd 4.4217 1.7305 95\n",
"SMSR_lin5t_DPsd 5.4938 1.8040 93\n",
"SMSR_lin8t_DPsd 5.1355 1.6423 95\n",
"SMSR_phase5t_DPsd 7.0877 3.2257 99\n",
"SMSR_phase8t_DPsd 7.5997 5.8158 99\n",
"SMSR_iso5j_DPsd 5.8287 1.3215 98\n",
"SMSR_iso8j_DPsd 6.0582 1.4768 96\n",
"SMSR_lin5j_DPsd 6.4608 1.5929 90\n",
"SMSR_lin8j_DPsd 8.0682 1.5976 96\n",
"SMSR_phase5j_DPsd 8.3989 3.6827 99\n",
"SMSR_phase8j_DPsd 8.5615 5.7565 99"
]
},
"execution_count": 269,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"names, df = get('DPsd')\n",
"dtable = df.describe().T[:14]\n",
"reformat = np.round(dtable[['mean', 'std', 'count']], 4)\n",
"reformat"
]
},
{
"cell_type": "code",
"execution_count": 203,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"I5P4_ints_count 4.279426\n",
"dtype: float64"
]
},
"execution_count": 203,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"names, df = get('I5P4_ints_count')\n",
"df.std()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## var1"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" I5P4_local_trunc_log | \n",
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" 1.202191 | \n",
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" 2.629085 | \n",
" 3.286044 | \n",
" 4.578238 | \n",
" 4.305536 | \n",
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" 4.873864 | \n",
" 4.606419 | \n",
" 3.512176 | \n",
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" 1.359992 | \n",
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" 2.944964 | \n",
" 2.177921 | \n",
" 1.844496 | \n",
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" 2.272517 | \n",
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" 3.357831 | \n",
" 2.771240 | \n",
" 3.208083 | \n",
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" 1.211295 | \n",
" 1.165674 | \n",
" 1.019295 | \n",
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" \n",
" 119 | \n",
" 1.649012 | \n",
" 2.107230 | \n",
" 1.874337 | \n",
" 1.540343 | \n",
" 0.500176 | \n",
" 0.745374 | \n",
" 0.432005 | \n",
" 0.628255 | \n",
"
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" \n",
" 120 | \n",
" 2.400801 | \n",
" 2.504026 | \n",
" 2.308642 | \n",
" 2.400271 | \n",
" 0.875803 | \n",
" 0.917900 | \n",
" 0.875582 | \n",
" 0.836660 | \n",
"
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" \n",
" 121 | \n",
" 2.143469 | \n",
" 3.187984 | \n",
" 3.452782 | \n",
" 2.112349 | \n",
" 0.762425 | \n",
" 1.159389 | \n",
" 0.747801 | \n",
" 1.239180 | \n",
"
\n",
" \n",
"
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"
99 rows × 8 columns
\n",
"
"
],
"text/plain": [
" I5P4_local_trunc I8P4_local_trunc I8P4_drift_trunc I5P4_drift_trunc \\\n",
"015 2.918599 3.871535 5.361354 3.622814 \n",
"016 2.692996 2.975526 2.148091 2.134364 \n",
"017 2.764646 3.093386 3.853557 2.614372 \n",
"018 2.080451 3.284952 2.249890 1.649681 \n",
"019 1.397983 2.381819 2.243927 1.262769 \n",
"020 3.357435 3.785594 4.145644 3.145559 \n",
"021 3.454273 2.633204 4.128266 2.873748 \n",
"022 2.634599 1.550475 2.268349 2.029501 \n",
"024 2.834259 2.653945 3.064198 2.445649 \n",
"025 2.568266 2.340668 4.878173 3.253087 \n",
"026 3.350752 1.716964 1.526251 2.556399 \n",
"027 2.534100 1.905319 2.021396 1.719803 \n",
"028 2.693264 2.454855 2.392972 2.529593 \n",
"029 2.740823 4.162152 3.397715 3.012302 \n",
"030 1.836484 2.149577 2.538334 1.459469 \n",
"032 1.604973 1.511323 1.477740 1.508371 \n",
"033 2.628603 2.478391 2.136364 2.062282 \n",
"034 2.239750 2.117451 1.814533 1.989566 \n",
"035 3.150311 3.228548 3.064296 2.369321 \n",
"036 4.481994 5.043328 5.122094 3.699159 \n",
"037 3.387714 2.662026 4.152781 3.619540 \n",
"038 2.249455 2.829793 2.656698 1.680426 \n",
"039 2.780111 2.935845 2.770641 3.031682 \n",
"040 1.510101 2.461254 3.092411 1.467066 \n",
"041 2.145076 2.362158 2.045128 1.845840 \n",
"043 2.488092 2.812628 5.724121 3.740139 \n",
"044 3.350447 3.013915 2.880284 2.462124 \n",
"046 3.210654 2.719880 3.335428 2.691112 \n",
"047 2.780972 1.741558 1.893753 2.608408 \n",
"048 2.057786 NaN NaN 2.157261 \n",
".. ... ... ... ... \n",
"091 2.371655 2.403515 3.087463 2.414281 \n",
"092 3.221222 2.761092 3.171285 2.436657 \n",
"093 3.187021 2.699241 2.705529 2.975701 \n",
"094 3.895166 2.552915 2.467728 3.166824 \n",
"095 2.855076 2.236916 2.692721 2.346938 \n",
"096 2.758227 2.636349 2.631248 2.430900 \n",
"097 3.288903 2.700432 2.362413 2.863347 \n",
"098 2.470041 2.402485 1.902927 1.794084 \n",
"099 2.549172 3.921938 4.614650 2.129828 \n",
"100 2.891669 3.025877 2.892949 2.279206 \n",
"101 2.653102 2.296601 4.485799 2.192433 \n",
"102 3.197323 1.817661 2.213733 2.416846 \n",
"103 3.243799 2.550272 2.720966 2.747351 \n",
"104 3.037799 2.328359 2.589216 2.791918 \n",
"105 2.873310 3.591199 4.576603 2.544936 \n",
"107 2.465461 2.891443 2.427825 1.809284 \n",
"108 3.134870 2.597465 2.800888 3.308830 \n",
"109 3.009218 3.159224 3.039583 2.322104 \n",
"110 1.940701 2.280976 1.713848 1.549869 \n",
"111 3.034355 2.380234 3.327398 2.317140 \n",
"112 2.629085 3.286044 4.578238 4.305536 \n",
"113 1.898820 1.706451 3.133905 1.431661 \n",
"114 4.873864 4.606419 3.512176 3.896161 \n",
"115 2.944964 2.177921 1.844496 2.387312 \n",
"116 2.272517 2.076461 1.585251 1.767129 \n",
"117 2.884701 2.668836 3.120648 3.003352 \n",
"118 3.168178 3.357831 2.771240 3.208083 \n",
"119 1.649012 2.107230 1.874337 1.540343 \n",
"120 2.400801 2.504026 2.308642 2.400271 \n",
"121 2.143469 3.187984 3.452782 2.112349 \n",
"\n",
" I5P4_local_trunc_log I8P4_local_trunc_log I5P4_drift_trunc_log \\\n",
"015 1.071104 1.353651 1.287251 \n",
"016 0.990654 1.090421 0.758169 \n",
"017 1.016912 1.129266 0.961024 \n",
"018 0.732585 1.189352 0.500582 \n",
"019 0.335030 0.867865 0.233307 \n",
"020 1.211177 1.331203 1.145992 \n",
"021 1.239612 0.968201 1.055617 \n",
"022 0.968731 0.438561 0.707790 \n",
"024 1.041781 0.976047 0.894311 \n",
"025 0.943231 0.850436 1.179604 \n",
"026 1.209185 0.540557 0.938600 \n",
"027 0.929838 0.644649 0.542210 \n",
"028 0.990754 0.898068 0.928058 \n",
"029 1.008258 1.426032 1.102704 \n",
"030 0.607853 0.765271 0.378073 \n",
"032 0.473107 0.412985 0.411030 \n",
"033 0.966453 0.907609 0.723813 \n",
"034 0.806364 0.750213 0.687917 \n",
"035 1.147501 1.172033 0.862604 \n",
"036 1.500068 1.618066 1.308105 \n",
"037 1.220155 0.979088 1.286347 \n",
"038 0.810688 1.040204 0.519047 \n",
"039 1.022491 1.076995 1.109118 \n",
"040 0.412176 0.900671 0.383264 \n",
"041 0.763175 0.859575 0.612935 \n",
"043 0.911516 1.034119 1.319123 \n",
"044 1.209094 1.103240 0.901024 \n",
"046 1.166475 1.000588 0.989955 \n",
"047 1.022800 0.554780 0.958740 \n",
"048 0.721630 NaN 0.768839 \n",
".. ... ... ... \n",
"091 0.863588 0.876932 0.881401 \n",
"092 1.169761 1.015626 0.890627 \n",
"093 1.159087 0.992971 1.090480 \n",
"094 1.359736 0.937236 1.152729 \n",
"095 1.049098 0.805098 0.853112 \n",
"096 1.014588 0.969395 0.888261 \n",
"097 1.190554 0.993412 1.051991 \n",
"098 0.904235 0.876504 0.584495 \n",
"099 0.935768 1.366586 0.756041 \n",
"100 1.061834 1.107201 0.823827 \n",
"101 0.975730 0.831430 0.785012 \n",
"102 1.162314 0.597551 0.882463 \n",
"103 1.176745 0.936200 1.010637 \n",
"104 1.111133 0.845164 1.026729 \n",
"105 1.055465 1.278486 0.934105 \n",
"107 0.902379 1.061756 0.592931 \n",
"108 1.142588 0.954536 1.196595 \n",
"109 1.101680 1.150326 0.842474 \n",
"110 0.663049 0.824603 0.438170 \n",
"111 1.109999 0.867199 0.840334 \n",
"112 0.966636 1.189684 1.459902 \n",
"113 0.641233 0.534416 0.358835 \n",
"114 1.583887 1.527451 1.359992 \n",
"115 1.080096 0.778371 0.870168 \n",
"116 0.820888 0.730665 0.569356 \n",
"117 1.059421 0.981642 1.099729 \n",
"118 1.153157 1.211295 1.165674 \n",
"119 0.500176 0.745374 0.432005 \n",
"120 0.875803 0.917900 0.875582 \n",
"121 0.762425 1.159389 0.747801 \n",
"\n",
" I8P4_drift_trunc_log \n",
"015 1.679217 \n",
"016 0.764580 \n",
"017 1.348997 \n",
"018 0.810881 \n",
"019 0.808227 \n",
"020 1.422058 \n",
"021 1.417857 \n",
"022 0.819052 \n",
"024 1.119786 \n",
"025 1.584771 \n",
"026 0.422814 \n",
"027 0.703788 \n",
"028 0.872536 \n",
"029 1.223103 \n",
"030 0.931508 \n",
"032 0.390514 \n",
"033 0.759105 \n",
"034 0.595828 \n",
"035 1.119818 \n",
"036 1.633563 \n",
"037 1.423778 \n",
"038 0.977084 \n",
"039 1.019079 \n",
"040 1.128951 \n",
"041 0.715461 \n",
"043 1.744689 \n",
"044 1.057889 \n",
"046 1.204601 \n",
"047 0.638561 \n",
"048 NaN \n",
".. ... \n",
"091 1.127350 \n",
"092 1.154137 \n",
"093 0.995297 \n",
"094 0.903298 \n",
"095 0.990552 \n",
"096 0.967458 \n",
"097 0.859684 \n",
"098 0.643393 \n",
"099 1.529236 \n",
"100 1.062276 \n",
"101 1.500917 \n",
"102 0.794680 \n",
"103 1.000987 \n",
"104 0.951355 \n",
"105 1.520957 \n",
"107 0.886996 \n",
"108 1.029936 \n",
"109 1.111720 \n",
"110 0.538741 \n",
"111 1.202191 \n",
"112 1.521314 \n",
"113 1.142280 \n",
"114 1.256236 \n",
"115 0.612206 \n",
"116 0.460743 \n",
"117 1.138041 \n",
"118 1.019295 \n",
"119 0.628255 \n",
"120 0.836660 \n",
"121 1.239180 \n",
"\n",
"[99 rows x 8 columns]"
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfa = df_to_analyze\n",
"matcha = lambda x: concat_matches(dfa, x)\n",
"isips = matcha('P4_drift_trunc|P4_local_trunc')\n",
"isips"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" s_iso8t1_DPsd_trunc | \n",
" 7.944039 | \n",
" 2.964738 | \n",
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" 2.767637 | \n",
" 4.298762 | \n",
" 5.691151 | \n",
"
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" \n",
" s_iso5t2_DPsd_trunc | \n",
" 8.438450 | \n",
" 3.522687 | \n",
" 3.871627 | \n",
" 3.373599 | \n",
" 2.612512 | \n",
" 7.021192 | \n",
" 5.208270 | \n",
" 3.488723 | \n",
" 3.281671 | \n",
" 5.276439 | \n",
" ... | \n",
" 5.511892 | \n",
" 2.801852 | \n",
" 6.319350 | \n",
" 4.716004 | \n",
" 3.143240 | \n",
" 4.653159 | \n",
" 4.076174 | \n",
" 3.167036 | \n",
" 5.855743 | \n",
" 4.506521 | \n",
"
\n",
" \n",
" s_iso8t2_DPsd_trunc | \n",
" 9.492087 | \n",
" 3.101403 | \n",
" 5.063099 | \n",
" 5.568829 | \n",
" 3.404020 | \n",
" 6.388830 | \n",
" 4.368410 | \n",
" 2.339890 | \n",
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" 4.422124 | \n",
" ... | \n",
" 5.838884 | \n",
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" 2.276168 | \n",
" 4.564913 | \n",
" 2.928230 | \n",
" 3.214585 | \n",
" 3.713862 | \n",
" 5.989694 | \n",
"
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" \n",
" s_lin5t_DPsd_trunc | \n",
" 12.332615 | \n",
" 3.804005 | \n",
" 4.959168 | \n",
" 4.888448 | \n",
" 4.628010 | \n",
" 7.409937 | \n",
" 5.736285 | \n",
" 3.561546 | \n",
" 4.532819 | \n",
" 6.311407 | \n",
" ... | \n",
" 11.863541 | \n",
" 3.458209 | \n",
" 7.417736 | \n",
" 4.439277 | \n",
" 3.199540 | \n",
" 6.582733 | \n",
" 5.129986 | \n",
" 4.204554 | \n",
" 5.773415 | \n",
" 7.357143 | \n",
"
\n",
" \n",
" s_lin8t_DPsd_trunc | \n",
" 10.526399 | \n",
" 3.797363 | \n",
" 5.997794 | \n",
" 4.568257 | \n",
" 4.510050 | \n",
" 5.714329 | \n",
" 4.928837 | \n",
" 3.213383 | \n",
" 5.215915 | \n",
" 5.288537 | \n",
" ... | \n",
" 7.265519 | \n",
" 2.892864 | \n",
" 6.500740 | \n",
" 3.968508 | \n",
" 3.315846 | \n",
" 6.912513 | \n",
" 4.916196 | \n",
" 3.477552 | \n",
" 5.289070 | \n",
" 5.277031 | \n",
"
\n",
" \n",
" s_phase5t_DPsd_trunc | \n",
" 13.263134 | \n",
" 4.636219 | \n",
" 6.101449 | \n",
" 6.015203 | \n",
" 5.880533 | \n",
" 8.832377 | \n",
" 5.631446 | \n",
" 5.549757 | \n",
" 6.495490 | \n",
" 8.974706 | \n",
" ... | \n",
" 8.618557 | \n",
" 4.244219 | \n",
" 7.097735 | \n",
" 10.690847 | \n",
" 4.345646 | \n",
" 9.021404 | \n",
" 8.359160 | \n",
" 4.832540 | \n",
" 6.673500 | \n",
" 7.992546 | \n",
"
\n",
" \n",
" s_phase8t_DPsd_trunc | \n",
" 20.380103 | \n",
" 4.223427 | \n",
" 6.801106 | \n",
" 7.011985 | \n",
" 3.834770 | \n",
" 7.823846 | \n",
" 5.464373 | \n",
" 5.537968 | \n",
" 5.319286 | \n",
" 6.812584 | \n",
" ... | \n",
" 6.988509 | \n",
" 5.164350 | \n",
" 6.926644 | \n",
" 5.851449 | \n",
" 4.129328 | \n",
" 7.146782 | \n",
" 6.167211 | \n",
" 4.298461 | \n",
" 5.503316 | \n",
" 11.802603 | \n",
"
\n",
" \n",
" s_iso5j_DPsd_trunc | \n",
" 4.344289 | \n",
" 5.180662 | \n",
" 5.260285 | \n",
" 6.896868 | \n",
" 6.576153 | \n",
" 6.369871 | \n",
" 5.687223 | \n",
" 5.210024 | \n",
" 6.350138 | \n",
" 5.514704 | \n",
" ... | \n",
" 6.121927 | \n",
" 5.109652 | \n",
" 8.639169 | \n",
" 6.185684 | \n",
" 4.871451 | \n",
" 5.396906 | \n",
" 8.370299 | \n",
" 4.820479 | \n",
" 5.017404 | \n",
" 5.578518 | \n",
"
\n",
" \n",
" s_iso8j_DPsd_trunc | \n",
" 10.779028 | \n",
" 5.435017 | \n",
" 8.475535 | \n",
" 5.883866 | \n",
" 5.660678 | \n",
" 6.168150 | \n",
" 5.515570 | \n",
" 5.788754 | \n",
" 6.075278 | \n",
" 6.741509 | \n",
" ... | \n",
" 8.035791 | \n",
" 3.907462 | \n",
" 6.181960 | \n",
" 5.100964 | \n",
" 5.519451 | \n",
" 4.905857 | \n",
" 6.811418 | \n",
" 4.125815 | \n",
" 4.164116 | \n",
" 5.553144 | \n",
"
\n",
" \n",
" s_lin5j_DPsd_trunc | \n",
" 7.501162 | \n",
" 5.203805 | \n",
" 6.501155 | \n",
" NaN | \n",
" 7.291124 | \n",
" 6.805953 | \n",
" 5.055164 | \n",
" 7.931197 | \n",
" 5.974806 | \n",
" 5.822978 | \n",
" ... | \n",
" 5.567357 | \n",
" 4.037070 | \n",
" 11.463016 | \n",
" 5.579179 | \n",
" 4.880630 | \n",
" 7.704681 | \n",
" 5.791886 | \n",
" 6.113417 | \n",
" 5.339945 | \n",
" 8.439449 | \n",
"
\n",
" \n",
" s_lin8j_DPsd_trunc | \n",
" 8.297900 | \n",
" 6.620878 | \n",
" 10.113443 | \n",
" 8.164527 | \n",
" 9.028881 | \n",
" 10.058718 | \n",
" 8.511438 | \n",
" 7.369508 | \n",
" 8.030070 | \n",
" 7.715649 | \n",
" ... | \n",
" 8.873398 | \n",
" 6.363658 | \n",
" 10.241289 | \n",
" 7.178777 | \n",
" 6.117443 | \n",
" 8.401488 | \n",
" 7.691800 | \n",
" 6.781628 | \n",
" 6.156963 | \n",
" 11.024891 | \n",
"
\n",
" \n",
" s_phase5j_DPsd_trunc | \n",
" 11.272936 | \n",
" 5.897675 | \n",
" 9.611000 | \n",
" 8.539146 | \n",
" 15.480304 | \n",
" 8.068511 | \n",
" 6.066509 | \n",
" 7.779181 | \n",
" 7.904829 | \n",
" 8.206434 | \n",
" ... | \n",
" 8.633570 | \n",
" 9.528869 | \n",
" 9.376242 | \n",
" 7.038543 | \n",
" 6.136827 | \n",
" 9.320015 | \n",
" 6.556342 | \n",
" 5.680030 | \n",
" 7.829466 | \n",
" 10.310838 | \n",
"
\n",
" \n",
" s_phase8j_DPsd_trunc | \n",
" 12.682229 | \n",
" 5.073990 | \n",
" 8.765685 | \n",
" 5.700936 | \n",
" 10.588232 | \n",
" 11.539131 | \n",
" 5.894436 | \n",
" 5.026944 | \n",
" 6.353962 | \n",
" 6.817031 | \n",
" ... | \n",
" 7.250727 | \n",
" 5.650887 | \n",
" 7.474951 | \n",
" 5.434796 | \n",
" 6.454431 | \n",
" 7.585576 | \n",
" 6.766145 | \n",
" 5.473712 | \n",
" 6.684138 | \n",
" 7.984069 | \n",
"
\n",
" \n",
" s_phase8j_psk_DPsd_trunc | \n",
" 5.265406 | \n",
" 5.017459 | \n",
" 7.267209 | \n",
" 5.819368 | \n",
" 12.505387 | \n",
" 8.127084 | \n",
" 6.588412 | \n",
" 4.963010 | \n",
" 6.031818 | \n",
" 7.660522 | \n",
" ... | \n",
" 8.842019 | \n",
" 7.837034 | \n",
" 6.495179 | \n",
" 7.330560 | \n",
" 4.875323 | \n",
" 8.052651 | \n",
" 5.702284 | \n",
" 7.037632 | \n",
" 6.966469 | \n",
" 8.356615 | \n",
"
\n",
" \n",
" s_phase8j_psr_DPsd_trunc | \n",
" 5.265406 | \n",
" 5.017459 | \n",
" 7.267209 | \n",
" 5.819368 | \n",
" 12.505387 | \n",
" 8.127084 | \n",
" 6.588412 | \n",
" 4.963010 | \n",
" 6.031818 | \n",
" 7.660522 | \n",
" ... | \n",
" 8.842019 | \n",
" 7.837034 | \n",
" 6.495179 | \n",
" 7.330560 | \n",
" 4.875323 | \n",
" 8.052651 | \n",
" 5.702284 | \n",
" 7.037632 | \n",
" 6.966469 | \n",
" 8.356615 | \n",
"
\n",
" \n",
" s_phase8tp_psk_DPsd_trunc | \n",
" 10.965734 | \n",
" 4.106756 | \n",
" 8.509142 | \n",
" 5.401160 | \n",
" 4.559657 | \n",
" 10.939696 | \n",
" 6.969336 | \n",
" 9.824751 | \n",
" 7.201778 | \n",
" 8.618015 | \n",
" ... | \n",
" 6.680462 | \n",
" 8.436280 | \n",
" 6.840779 | \n",
" 8.770963 | \n",
" 4.564519 | \n",
" 6.650191 | \n",
" 5.423142 | \n",
" 4.591979 | \n",
" 9.194539 | \n",
" 8.725255 | \n",
"
\n",
" \n",
" s_phase8t_psr_DPsd_trunc | \n",
" 10.965734 | \n",
" 4.106756 | \n",
" 8.509142 | \n",
" 5.401160 | \n",
" 4.559657 | \n",
" 10.939696 | \n",
" 6.969336 | \n",
" 9.824751 | \n",
" 7.201778 | \n",
" 8.618015 | \n",
" ... | \n",
" 6.680462 | \n",
" 8.436280 | \n",
" 6.840779 | \n",
" 8.770963 | \n",
" 4.564519 | \n",
" 6.650191 | \n",
" 5.423142 | \n",
" 4.591979 | \n",
" 9.194539 | \n",
" 8.725255 | \n",
"
\n",
" \n",
" s_phase5j_psk_DPsd_trunc | \n",
" 9.671795 | \n",
" 7.746184 | \n",
" 13.233118 | \n",
" 8.123313 | \n",
" 11.121553 | \n",
" 11.433945 | \n",
" 6.963592 | \n",
" 10.593309 | \n",
" 10.867236 | \n",
" 10.456456 | \n",
" ... | \n",
" 10.470506 | \n",
" 10.130621 | \n",
" 10.167881 | \n",
" 9.782344 | \n",
" 7.021825 | \n",
" 11.598006 | \n",
" 7.671657 | \n",
" 5.858844 | \n",
" 8.079845 | \n",
" 10.262552 | \n",
"
\n",
" \n",
" s_phase5j_psr_DPsd_trunc | \n",
" 9.671795 | \n",
" 7.746184 | \n",
" 13.233118 | \n",
" 8.123313 | \n",
" 11.121553 | \n",
" 11.433945 | \n",
" 6.963592 | \n",
" 10.593309 | \n",
" 10.867236 | \n",
" 10.456456 | \n",
" ... | \n",
" 10.470506 | \n",
" 10.130621 | \n",
" 10.167881 | \n",
" 9.782344 | \n",
" 7.021825 | \n",
" 11.598006 | \n",
" 7.671657 | \n",
" 5.858844 | \n",
" 8.079845 | \n",
" 10.262552 | \n",
"
\n",
" \n",
" s_phase5t_psk_DPsd_trunc | \n",
" 15.162014 | \n",
" 6.058348 | \n",
" 9.410722 | \n",
" 6.370397 | \n",
" 7.103844 | \n",
" 11.904894 | \n",
" 7.040196 | \n",
" 9.685003 | \n",
" 11.232640 | \n",
" 9.391291 | \n",
" ... | \n",
" 9.352234 | \n",
" 6.277202 | \n",
" 7.563332 | \n",
" 7.484122 | \n",
" 2.125875 | \n",
" 11.652432 | \n",
" 6.887987 | \n",
" 7.658930 | \n",
" 6.190892 | \n",
" 12.641256 | \n",
"
\n",
" \n",
" s_phase5t_psr_DPsd_trunc | \n",
" 15.162014 | \n",
" 6.058348 | \n",
" 9.410722 | \n",
" 6.370397 | \n",
" 7.103844 | \n",
" 11.904894 | \n",
" 7.040196 | \n",
" 9.685003 | \n",
" 11.232640 | \n",
" 9.391291 | \n",
" ... | \n",
" 9.352234 | \n",
" 6.277202 | \n",
" 7.563332 | \n",
" 7.484122 | \n",
" 2.125875 | \n",
" 11.652432 | \n",
" 6.887987 | \n",
" 7.658930 | \n",
" 6.190892 | \n",
" 12.641256 | \n",
"
\n",
" \n",
" s_phase5t_nrm_DPsd_trunc | \n",
" 9.927312 | \n",
" 3.838674 | \n",
" 5.033151 | \n",
" 4.297641 | \n",
" 5.041071 | \n",
" 6.515859 | \n",
" 5.123415 | \n",
" 3.202688 | \n",
" 4.387560 | \n",
" 6.458833 | \n",
" ... | \n",
" 8.683665 | \n",
" 2.702944 | \n",
" 6.981320 | \n",
" 9.376295 | \n",
" 3.758252 | \n",
" 5.062213 | \n",
" 6.683912 | \n",
" 3.535127 | \n",
" 5.806555 | \n",
" 5.977768 | \n",
"
\n",
" \n",
" s_phase8t_nrm_DPsd_trunc | \n",
" 11.603960 | \n",
" 3.004894 | \n",
" 6.854995 | \n",
" 4.567225 | \n",
" 2.672316 | \n",
" 6.204709 | \n",
" 4.395920 | \n",
" 2.676518 | \n",
" 4.489272 | \n",
" 5.832460 | \n",
" ... | \n",
" 6.828493 | \n",
" 2.992058 | \n",
" 6.634580 | \n",
" 3.587443 | \n",
" 2.923484 | \n",
" 4.962582 | \n",
" 4.997630 | \n",
" 3.253722 | \n",
" 4.417981 | \n",
" 8.101868 | \n",
"
\n",
" \n",
" s_phase5j_nrm_DPsd_trunc | \n",
" 8.743251 | \n",
" 5.071083 | \n",
" 7.014337 | \n",
" 7.038558 | \n",
" 8.514883 | \n",
" 6.505715 | \n",
" 5.969171 | \n",
" 6.423529 | \n",
" 7.290552 | \n",
" 7.161750 | \n",
" ... | \n",
" 7.601825 | \n",
" 5.574598 | \n",
" 7.316711 | \n",
" 6.213868 | \n",
" 5.649286 | \n",
" 5.908589 | \n",
" 4.781702 | \n",
" 5.062602 | \n",
" 6.617469 | \n",
" 8.870715 | \n",
"
\n",
" \n",
" s_phase8j_nrm_DPsd_trunc | \n",
" 8.764165 | \n",
" 4.396308 | \n",
" 8.542477 | \n",
" 5.516430 | \n",
" 8.587748 | \n",
" 8.353316 | \n",
" 5.484358 | \n",
" 4.902742 | \n",
" 5.857296 | \n",
" 6.170993 | \n",
" ... | \n",
" 6.737524 | \n",
" 5.076955 | \n",
" 7.549187 | \n",
" 5.142237 | \n",
" 6.585330 | \n",
" 6.599854 | \n",
" 6.341203 | \n",
" 4.807167 | \n",
" 6.751792 | \n",
" 6.183649 | \n",
"
\n",
" \n",
" s_lint_610690_DPsd_trunc | \n",
" 13.248921 | \n",
" 3.647491 | \n",
" 6.254805 | \n",
" 4.769801 | \n",
" 5.044258 | \n",
" 7.952984 | \n",
" 6.309685 | \n",
" 3.805393 | \n",
" 4.389249 | \n",
" 5.555110 | \n",
" ... | \n",
" 12.938677 | \n",
" 3.283291 | \n",
" 9.406283 | \n",
" 4.755764 | \n",
" 3.414272 | \n",
" 5.783784 | \n",
" 5.413948 | \n",
" 4.346650 | \n",
" 5.520486 | \n",
" 5.307701 | \n",
"
\n",
" \n",
" s_linj_610690_DPsd_trunc | \n",
" 10.788868 | \n",
" 6.692989 | \n",
" 14.617349 | \n",
" NaN | \n",
" 12.881389 | \n",
" 7.355279 | \n",
" 10.090107 | \n",
" 7.873377 | \n",
" 7.713142 | \n",
" 7.518116 | \n",
" ... | \n",
" 8.461957 | \n",
" 6.278382 | \n",
" 9.227213 | \n",
" 6.783321 | \n",
" 5.841060 | \n",
" 7.550096 | \n",
" 7.191732 | \n",
" 4.922011 | \n",
" 7.405898 | \n",
" 11.879577 | \n",
"
\n",
" \n",
" s_lint_700800_DPsd_trunc | \n",
" 13.008334 | \n",
" 4.188447 | \n",
" 6.278797 | \n",
" 5.991372 | \n",
" 4.800754 | \n",
" 6.452870 | \n",
" 5.338793 | \n",
" 3.525517 | \n",
" 5.302861 | \n",
" 5.957211 | \n",
" ... | \n",
" 7.897561 | \n",
" 3.474329 | \n",
" 9.170531 | \n",
" 4.447257 | \n",
" 3.353788 | \n",
" 8.064835 | \n",
" 3.622448 | \n",
" 3.628472 | \n",
" 5.876414 | \n",
" 9.321889 | \n",
"
\n",
" \n",
" s_lint_500600_DPsd_trunc | \n",
" 12.486970 | \n",
" 3.763389 | \n",
" 7.094297 | \n",
" 4.338958 | \n",
" 3.428162 | \n",
" 6.109977 | \n",
" 7.413205 | \n",
" 3.699728 | \n",
" 4.834872 | \n",
" 6.247794 | \n",
" ... | \n",
" 9.205697 | \n",
" 3.589876 | \n",
" 9.466895 | \n",
" 3.924627 | \n",
" 2.970704 | \n",
" 5.239500 | \n",
" 6.837897 | \n",
" 5.603176 | \n",
" 5.913442 | \n",
" 4.700504 | \n",
"
\n",
" \n",
" s_linj_700800_DPsd_trunc | \n",
" 8.344733 | \n",
" 5.658566 | \n",
" 8.351930 | \n",
" NaN | \n",
" 4.806744 | \n",
" 7.484739 | \n",
" 7.572755 | \n",
" 5.879357 | \n",
" 6.601137 | \n",
" 6.673417 | \n",
" ... | \n",
" 8.888837 | \n",
" 5.307915 | \n",
" 12.374330 | \n",
" 5.832539 | \n",
" 5.775269 | \n",
" 5.086778 | \n",
" 5.948107 | \n",
" 5.018592 | \n",
" 4.189604 | \n",
" 10.555065 | \n",
"
\n",
" \n",
" s_linj_500600_DPsd_trunc | \n",
" 9.660953 | \n",
" 6.813903 | \n",
" 14.502102 | \n",
" NaN | \n",
" 9.550193 | \n",
" 11.361092 | \n",
" 10.270239 | \n",
" 11.104630 | \n",
" 8.447056 | \n",
" 6.763741 | \n",
" ... | \n",
" 11.726403 | \n",
" 7.186386 | \n",
" 13.197983 | \n",
" 8.916590 | \n",
" 6.994755 | \n",
" 8.385819 | \n",
" 9.242493 | \n",
" 10.248535 | \n",
" 5.844371 | \n",
" 8.385738 | \n",
"
\n",
" \n",
"
\n",
"
32 rows × 99 columns
\n",
"
"
],
"text/plain": [
" 015 016 017 018 \\\n",
"s_iso5t1_DPsd_trunc 8.059057 3.423481 3.607109 3.291210 \n",
"s_iso8t1_DPsd_trunc 7.944039 2.964738 9.560081 5.005393 \n",
"s_iso5t2_DPsd_trunc 8.438450 3.522687 3.871627 3.373599 \n",
"s_iso8t2_DPsd_trunc 9.492087 3.101403 5.063099 5.568829 \n",
"s_lin5t_DPsd_trunc 12.332615 3.804005 4.959168 4.888448 \n",
"s_lin8t_DPsd_trunc 10.526399 3.797363 5.997794 4.568257 \n",
"s_phase5t_DPsd_trunc 13.263134 4.636219 6.101449 6.015203 \n",
"s_phase8t_DPsd_trunc 20.380103 4.223427 6.801106 7.011985 \n",
"s_iso5j_DPsd_trunc 4.344289 5.180662 5.260285 6.896868 \n",
"s_iso8j_DPsd_trunc 10.779028 5.435017 8.475535 5.883866 \n",
"s_lin5j_DPsd_trunc 7.501162 5.203805 6.501155 NaN \n",
"s_lin8j_DPsd_trunc 8.297900 6.620878 10.113443 8.164527 \n",
"s_phase5j_DPsd_trunc 11.272936 5.897675 9.611000 8.539146 \n",
"s_phase8j_DPsd_trunc 12.682229 5.073990 8.765685 5.700936 \n",
"s_phase8j_psk_DPsd_trunc 5.265406 5.017459 7.267209 5.819368 \n",
"s_phase8j_psr_DPsd_trunc 5.265406 5.017459 7.267209 5.819368 \n",
"s_phase8tp_psk_DPsd_trunc 10.965734 4.106756 8.509142 5.401160 \n",
"s_phase8t_psr_DPsd_trunc 10.965734 4.106756 8.509142 5.401160 \n",
"s_phase5j_psk_DPsd_trunc 9.671795 7.746184 13.233118 8.123313 \n",
"s_phase5j_psr_DPsd_trunc 9.671795 7.746184 13.233118 8.123313 \n",
"s_phase5t_psk_DPsd_trunc 15.162014 6.058348 9.410722 6.370397 \n",
"s_phase5t_psr_DPsd_trunc 15.162014 6.058348 9.410722 6.370397 \n",
"s_phase5t_nrm_DPsd_trunc 9.927312 3.838674 5.033151 4.297641 \n",
"s_phase8t_nrm_DPsd_trunc 11.603960 3.004894 6.854995 4.567225 \n",
"s_phase5j_nrm_DPsd_trunc 8.743251 5.071083 7.014337 7.038558 \n",
"s_phase8j_nrm_DPsd_trunc 8.764165 4.396308 8.542477 5.516430 \n",
"s_lint_610690_DPsd_trunc 13.248921 3.647491 6.254805 4.769801 \n",
"s_linj_610690_DPsd_trunc 10.788868 6.692989 14.617349 NaN \n",
"s_lint_700800_DPsd_trunc 13.008334 4.188447 6.278797 5.991372 \n",
"s_lint_500600_DPsd_trunc 12.486970 3.763389 7.094297 4.338958 \n",
"s_linj_700800_DPsd_trunc 8.344733 5.658566 8.351930 NaN \n",
"s_linj_500600_DPsd_trunc 9.660953 6.813903 14.502102 NaN \n",
"\n",
" 019 020 021 022 \\\n",
"s_iso5t1_DPsd_trunc 2.583675 7.004012 4.608983 3.167766 \n",
"s_iso8t1_DPsd_trunc 2.431597 6.505625 4.433459 2.268350 \n",
"s_iso5t2_DPsd_trunc 2.612512 7.021192 5.208270 3.488723 \n",
"s_iso8t2_DPsd_trunc 3.404020 6.388830 4.368410 2.339890 \n",
"s_lin5t_DPsd_trunc 4.628010 7.409937 5.736285 3.561546 \n",
"s_lin8t_DPsd_trunc 4.510050 5.714329 4.928837 3.213383 \n",
"s_phase5t_DPsd_trunc 5.880533 8.832377 5.631446 5.549757 \n",
"s_phase8t_DPsd_trunc 3.834770 7.823846 5.464373 5.537968 \n",
"s_iso5j_DPsd_trunc 6.576153 6.369871 5.687223 5.210024 \n",
"s_iso8j_DPsd_trunc 5.660678 6.168150 5.515570 5.788754 \n",
"s_lin5j_DPsd_trunc 7.291124 6.805953 5.055164 7.931197 \n",
"s_lin8j_DPsd_trunc 9.028881 10.058718 8.511438 7.369508 \n",
"s_phase5j_DPsd_trunc 15.480304 8.068511 6.066509 7.779181 \n",
"s_phase8j_DPsd_trunc 10.588232 11.539131 5.894436 5.026944 \n",
"s_phase8j_psk_DPsd_trunc 12.505387 8.127084 6.588412 4.963010 \n",
"s_phase8j_psr_DPsd_trunc 12.505387 8.127084 6.588412 4.963010 \n",
"s_phase8tp_psk_DPsd_trunc 4.559657 10.939696 6.969336 9.824751 \n",
"s_phase8t_psr_DPsd_trunc 4.559657 10.939696 6.969336 9.824751 \n",
"s_phase5j_psk_DPsd_trunc 11.121553 11.433945 6.963592 10.593309 \n",
"s_phase5j_psr_DPsd_trunc 11.121553 11.433945 6.963592 10.593309 \n",
"s_phase5t_psk_DPsd_trunc 7.103844 11.904894 7.040196 9.685003 \n",
"s_phase5t_psr_DPsd_trunc 7.103844 11.904894 7.040196 9.685003 \n",
"s_phase5t_nrm_DPsd_trunc 5.041071 6.515859 5.123415 3.202688 \n",
"s_phase8t_nrm_DPsd_trunc 2.672316 6.204709 4.395920 2.676518 \n",
"s_phase5j_nrm_DPsd_trunc 8.514883 6.505715 5.969171 6.423529 \n",
"s_phase8j_nrm_DPsd_trunc 8.587748 8.353316 5.484358 4.902742 \n",
"s_lint_610690_DPsd_trunc 5.044258 7.952984 6.309685 3.805393 \n",
"s_linj_610690_DPsd_trunc 12.881389 7.355279 10.090107 7.873377 \n",
"s_lint_700800_DPsd_trunc 4.800754 6.452870 5.338793 3.525517 \n",
"s_lint_500600_DPsd_trunc 3.428162 6.109977 7.413205 3.699728 \n",
"s_linj_700800_DPsd_trunc 4.806744 7.484739 7.572755 5.879357 \n",
"s_linj_500600_DPsd_trunc 9.550193 11.361092 10.270239 11.104630 \n",
"\n",
" 024 025 ... 112 \\\n",
"s_iso5t1_DPsd_trunc 3.170995 3.186261 ... 6.123362 \n",
"s_iso8t1_DPsd_trunc 4.452189 4.964179 ... 8.144077 \n",
"s_iso5t2_DPsd_trunc 3.281671 5.276439 ... 5.511892 \n",
"s_iso8t2_DPsd_trunc 4.170302 4.422124 ... 5.838884 \n",
"s_lin5t_DPsd_trunc 4.532819 6.311407 ... 11.863541 \n",
"s_lin8t_DPsd_trunc 5.215915 5.288537 ... 7.265519 \n",
"s_phase5t_DPsd_trunc 6.495490 8.974706 ... 8.618557 \n",
"s_phase8t_DPsd_trunc 5.319286 6.812584 ... 6.988509 \n",
"s_iso5j_DPsd_trunc 6.350138 5.514704 ... 6.121927 \n",
"s_iso8j_DPsd_trunc 6.075278 6.741509 ... 8.035791 \n",
"s_lin5j_DPsd_trunc 5.974806 5.822978 ... 5.567357 \n",
"s_lin8j_DPsd_trunc 8.030070 7.715649 ... 8.873398 \n",
"s_phase5j_DPsd_trunc 7.904829 8.206434 ... 8.633570 \n",
"s_phase8j_DPsd_trunc 6.353962 6.817031 ... 7.250727 \n",
"s_phase8j_psk_DPsd_trunc 6.031818 7.660522 ... 8.842019 \n",
"s_phase8j_psr_DPsd_trunc 6.031818 7.660522 ... 8.842019 \n",
"s_phase8tp_psk_DPsd_trunc 7.201778 8.618015 ... 6.680462 \n",
"s_phase8t_psr_DPsd_trunc 7.201778 8.618015 ... 6.680462 \n",
"s_phase5j_psk_DPsd_trunc 10.867236 10.456456 ... 10.470506 \n",
"s_phase5j_psr_DPsd_trunc 10.867236 10.456456 ... 10.470506 \n",
"s_phase5t_psk_DPsd_trunc 11.232640 9.391291 ... 9.352234 \n",
"s_phase5t_psr_DPsd_trunc 11.232640 9.391291 ... 9.352234 \n",
"s_phase5t_nrm_DPsd_trunc 4.387560 6.458833 ... 8.683665 \n",
"s_phase8t_nrm_DPsd_trunc 4.489272 5.832460 ... 6.828493 \n",
"s_phase5j_nrm_DPsd_trunc 7.290552 7.161750 ... 7.601825 \n",
"s_phase8j_nrm_DPsd_trunc 5.857296 6.170993 ... 6.737524 \n",
"s_lint_610690_DPsd_trunc 4.389249 5.555110 ... 12.938677 \n",
"s_linj_610690_DPsd_trunc 7.713142 7.518116 ... 8.461957 \n",
"s_lint_700800_DPsd_trunc 5.302861 5.957211 ... 7.897561 \n",
"s_lint_500600_DPsd_trunc 4.834872 6.247794 ... 9.205697 \n",
"s_linj_700800_DPsd_trunc 6.601137 6.673417 ... 8.888837 \n",
"s_linj_500600_DPsd_trunc 8.447056 6.763741 ... 11.726403 \n",
"\n",
" 113 114 115 116 \\\n",
"s_iso5t1_DPsd_trunc 2.799212 4.586392 4.075651 2.487950 \n",
"s_iso8t1_DPsd_trunc 2.344456 6.235354 3.659721 2.334648 \n",
"s_iso5t2_DPsd_trunc 2.801852 6.319350 4.716004 3.143240 \n",
"s_iso8t2_DPsd_trunc 2.772427 6.077328 3.511975 2.276168 \n",
"s_lin5t_DPsd_trunc 3.458209 7.417736 4.439277 3.199540 \n",
"s_lin8t_DPsd_trunc 2.892864 6.500740 3.968508 3.315846 \n",
"s_phase5t_DPsd_trunc 4.244219 7.097735 10.690847 4.345646 \n",
"s_phase8t_DPsd_trunc 5.164350 6.926644 5.851449 4.129328 \n",
"s_iso5j_DPsd_trunc 5.109652 8.639169 6.185684 4.871451 \n",
"s_iso8j_DPsd_trunc 3.907462 6.181960 5.100964 5.519451 \n",
"s_lin5j_DPsd_trunc 4.037070 11.463016 5.579179 4.880630 \n",
"s_lin8j_DPsd_trunc 6.363658 10.241289 7.178777 6.117443 \n",
"s_phase5j_DPsd_trunc 9.528869 9.376242 7.038543 6.136827 \n",
"s_phase8j_DPsd_trunc 5.650887 7.474951 5.434796 6.454431 \n",
"s_phase8j_psk_DPsd_trunc 7.837034 6.495179 7.330560 4.875323 \n",
"s_phase8j_psr_DPsd_trunc 7.837034 6.495179 7.330560 4.875323 \n",
"s_phase8tp_psk_DPsd_trunc 8.436280 6.840779 8.770963 4.564519 \n",
"s_phase8t_psr_DPsd_trunc 8.436280 6.840779 8.770963 4.564519 \n",
"s_phase5j_psk_DPsd_trunc 10.130621 10.167881 9.782344 7.021825 \n",
"s_phase5j_psr_DPsd_trunc 10.130621 10.167881 9.782344 7.021825 \n",
"s_phase5t_psk_DPsd_trunc 6.277202 7.563332 7.484122 2.125875 \n",
"s_phase5t_psr_DPsd_trunc 6.277202 7.563332 7.484122 2.125875 \n",
"s_phase5t_nrm_DPsd_trunc 2.702944 6.981320 9.376295 3.758252 \n",
"s_phase8t_nrm_DPsd_trunc 2.992058 6.634580 3.587443 2.923484 \n",
"s_phase5j_nrm_DPsd_trunc 5.574598 7.316711 6.213868 5.649286 \n",
"s_phase8j_nrm_DPsd_trunc 5.076955 7.549187 5.142237 6.585330 \n",
"s_lint_610690_DPsd_trunc 3.283291 9.406283 4.755764 3.414272 \n",
"s_linj_610690_DPsd_trunc 6.278382 9.227213 6.783321 5.841060 \n",
"s_lint_700800_DPsd_trunc 3.474329 9.170531 4.447257 3.353788 \n",
"s_lint_500600_DPsd_trunc 3.589876 9.466895 3.924627 2.970704 \n",
"s_linj_700800_DPsd_trunc 5.307915 12.374330 5.832539 5.775269 \n",
"s_linj_500600_DPsd_trunc 7.186386 13.197983 8.916590 6.994755 \n",
"\n",
" 117 118 119 120 121 \n",
"s_iso5t1_DPsd_trunc 5.184207 5.405130 2.827062 5.538719 4.245075 \n",
"s_iso8t1_DPsd_trunc 5.438937 3.613148 2.767637 4.298762 5.691151 \n",
"s_iso5t2_DPsd_trunc 4.653159 4.076174 3.167036 5.855743 4.506521 \n",
"s_iso8t2_DPsd_trunc 4.564913 2.928230 3.214585 3.713862 5.989694 \n",
"s_lin5t_DPsd_trunc 6.582733 5.129986 4.204554 5.773415 7.357143 \n",
"s_lin8t_DPsd_trunc 6.912513 4.916196 3.477552 5.289070 5.277031 \n",
"s_phase5t_DPsd_trunc 9.021404 8.359160 4.832540 6.673500 7.992546 \n",
"s_phase8t_DPsd_trunc 7.146782 6.167211 4.298461 5.503316 11.802603 \n",
"s_iso5j_DPsd_trunc 5.396906 8.370299 4.820479 5.017404 5.578518 \n",
"s_iso8j_DPsd_trunc 4.905857 6.811418 4.125815 4.164116 5.553144 \n",
"s_lin5j_DPsd_trunc 7.704681 5.791886 6.113417 5.339945 8.439449 \n",
"s_lin8j_DPsd_trunc 8.401488 7.691800 6.781628 6.156963 11.024891 \n",
"s_phase5j_DPsd_trunc 9.320015 6.556342 5.680030 7.829466 10.310838 \n",
"s_phase8j_DPsd_trunc 7.585576 6.766145 5.473712 6.684138 7.984069 \n",
"s_phase8j_psk_DPsd_trunc 8.052651 5.702284 7.037632 6.966469 8.356615 \n",
"s_phase8j_psr_DPsd_trunc 8.052651 5.702284 7.037632 6.966469 8.356615 \n",
"s_phase8tp_psk_DPsd_trunc 6.650191 5.423142 4.591979 9.194539 8.725255 \n",
"s_phase8t_psr_DPsd_trunc 6.650191 5.423142 4.591979 9.194539 8.725255 \n",
"s_phase5j_psk_DPsd_trunc 11.598006 7.671657 5.858844 8.079845 10.262552 \n",
"s_phase5j_psr_DPsd_trunc 11.598006 7.671657 5.858844 8.079845 10.262552 \n",
"s_phase5t_psk_DPsd_trunc 11.652432 6.887987 7.658930 6.190892 12.641256 \n",
"s_phase5t_psr_DPsd_trunc 11.652432 6.887987 7.658930 6.190892 12.641256 \n",
"s_phase5t_nrm_DPsd_trunc 5.062213 6.683912 3.535127 5.806555 5.977768 \n",
"s_phase8t_nrm_DPsd_trunc 4.962582 4.997630 3.253722 4.417981 8.101868 \n",
"s_phase5j_nrm_DPsd_trunc 5.908589 4.781702 5.062602 6.617469 8.870715 \n",
"s_phase8j_nrm_DPsd_trunc 6.599854 6.341203 4.807167 6.751792 6.183649 \n",
"s_lint_610690_DPsd_trunc 5.783784 5.413948 4.346650 5.520486 5.307701 \n",
"s_linj_610690_DPsd_trunc 7.550096 7.191732 4.922011 7.405898 11.879577 \n",
"s_lint_700800_DPsd_trunc 8.064835 3.622448 3.628472 5.876414 9.321889 \n",
"s_lint_500600_DPsd_trunc 5.239500 6.837897 5.603176 5.913442 4.700504 \n",
"s_linj_700800_DPsd_trunc 5.086778 5.948107 5.018592 4.189604 10.555065 \n",
"s_linj_500600_DPsd_trunc 8.385819 9.242493 10.248535 5.844371 8.385738 \n",
"\n",
"[32 rows x 99 columns]"
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfa = df_to_analyze\n",
"\n",
"matcha = lambda x: concat_matches(dfa, x)\n",
"#isips = matcha('P4_drift_trunc|P4_local_trunc')\n",
"smscols = matcha('^s_.*DPsd_trunc$')\n",
"\n",
"#scatter_all(isips, print_max=3)\n",
"#scatter_all(np.log(isips), print_max=3)\n",
"\n",
"smscols.T"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0.065833593780387181"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dft1 = df_to_analyze['s_phase5t_s4a_DPm_trunc']\n",
"dft2 = df_to_analyze['s_phase8j_s4a_DPm_trunc']\n",
"\n",
"#dft2.corr(dft1)\n",
"\n",
"dft1.corr(dft2)"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#mna = match('5._DPm|8._DPm|5.2_DPm|8.2_DPm')\n",
"#mna.to_csv('perc_negative_asynchrony_20141008.csv')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
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"
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" SCAL_qmusic_singinghours_nonzero | \n",
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\n",
" \n",
" SCAL_qmusic_dancehours_nonzero | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 1 | \n",
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" 1 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" SCAL_qmusic_instrumenthours_nonzero | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
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" 1 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" SCAL_qmusic_drumhours_nonzero | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
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" 0 | \n",
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" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" SCAL_qmusic_behaviors_09_danceprv_nonzero | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
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" 1 | \n",
"
\n",
" \n",
" SCAL_qmusic_behaviors_10_dancepub_nonzero | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
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" 1 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" SCAL_qmusic_gamehoursall_nonzero | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
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" 1 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" SCAL_qmusic_gamehoursdrumsticks_nonzero | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
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"
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" \n",
"
\n",
"
9 rows × 99 columns
\n",
"
"
],
"text/plain": [
" 015 016 017 018 019 020 021 \\\n",
"SCAL_qmusic_singinghours_nonzero 1 0 0 0 0 0 0 \n",
"SCAL_qmusic_singingtimes_nonzero 0 0 0 0 0 0 0 \n",
"SCAL_qmusic_dancehours_nonzero 1 1 0 1 1 0 0 \n",
"SCAL_qmusic_instrumenthours_nonzero 0 0 0 0 1 0 0 \n",
"SCAL_qmusic_drumhours_nonzero 0 0 0 0 0 0 0 \n",
"SCAL_qmusic_behaviors_09_danceprv_nonzero 1 1 0 1 1 1 0 \n",
"SCAL_qmusic_behaviors_10_dancepub_nonzero 0 1 0 1 1 0 0 \n",
"SCAL_qmusic_gamehoursall_nonzero 1 0 0 0 1 1 0 \n",
"SCAL_qmusic_gamehoursdrumsticks_nonzero 0 0 0 0 1 0 0 \n",
"\n",
" 022 024 025 ... 112 113 114 \\\n",
"SCAL_qmusic_singinghours_nonzero 0 0 0 ... 0 1 0 \n",
"SCAL_qmusic_singingtimes_nonzero 0 0 0 ... 0 1 0 \n",
"SCAL_qmusic_dancehours_nonzero 0 1 1 ... 1 0 1 \n",
"SCAL_qmusic_instrumenthours_nonzero 0 0 0 ... 0 1 0 \n",
"SCAL_qmusic_drumhours_nonzero 0 0 0 ... 0 1 0 \n",
"SCAL_qmusic_behaviors_09_danceprv_nonzero 1 1 0 ... 0 0 1 \n",
"SCAL_qmusic_behaviors_10_dancepub_nonzero 0 1 1 ... 0 0 1 \n",
"SCAL_qmusic_gamehoursall_nonzero 0 1 1 ... 1 1 1 \n",
"SCAL_qmusic_gamehoursdrumsticks_nonzero 0 1 1 ... 0 1 0 \n",
"\n",
" 115 116 117 118 119 120 121 \n",
"SCAL_qmusic_singinghours_nonzero 1 0 0 0 0 0 0 \n",
"SCAL_qmusic_singingtimes_nonzero 1 0 0 0 0 0 0 \n",
"SCAL_qmusic_dancehours_nonzero 1 1 1 1 1 0 0 \n",
"SCAL_qmusic_instrumenthours_nonzero 1 1 0 1 1 0 0 \n",
"SCAL_qmusic_drumhours_nonzero 0 0 0 0 1 0 0 \n",
"SCAL_qmusic_behaviors_09_danceprv_nonzero 1 1 1 0 0 1 1 \n",
"SCAL_qmusic_behaviors_10_dancepub_nonzero 0 1 1 1 1 0 1 \n",
"SCAL_qmusic_gamehoursall_nonzero 0 1 1 0 1 0 1 \n",
"SCAL_qmusic_gamehoursdrumsticks_nonzero 0 0 0 0 1 0 0 \n",
"\n",
"[9 rows x 99 columns]"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"phase_sections_means = match('a_DPm|b_DPm')\n",
"phase_sections_sd = match('a_DPsd|b_DPsd')\n",
"\n",
"match('nonzero').T"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#for c in range(35):\n",
"# s = phase_sections_sd.ix[:,c]\n",
"# m = phase_sections_means.ix[:,c]\n",
"# print phase_sections_sd.columns[c]\n",
"# print phase_sections_means.columns[c]\n",
"# print s.corr(m)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['SCAL_qmusic_dancelevel',\n",
" 'SCAL_qmusic_behaviors_07_yourself',\n",
" 'SCAL_qmusic_behaviors_08_otherprs',\n",
" 'SCAL_qmusic_behaviors_09_danceprv']"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#matchq('behaviors_')\n",
"\n",
"pasted = '''\n",
"SCAL_sex_femalezero\n",
"SCAL_calc_wasivocab_totalrawscore\n",
"SCAL_calc_wasimatrix_totalscore\n",
"SCAL_calc_wasivocab_tscore\n",
"SCAL_calc_wasimatrix_tscore\n",
"SCAL_calc_wasi_tscore_total\n",
"SCAL_calc_fsiq2\n",
"SCAL_calc_bfi_extraversion\n",
"SCAL_calc_bfi_agreeableness\n",
"SCAL_calc_bfi_conscientiousness\n",
"SCAL_calc_bfi_neuroticism\n",
"SCAL_calc_bfi_openness\n",
"SCAL_session_taskorder\n",
"SCAL_order_500ms_first\n",
"SCAL_order_rhythmfirst\n",
"\n",
"SCAL_qbasic_hearingdeficityn\n",
"SCAL_qbasic_injuriesyn\n",
"SCAL_qbasic_exerciseyn\n",
"SCAL_qbasic_neurodisorderyn\n",
"SCAL_qmusic_singingyn\n",
"SCAL_qmusic_singinghours --> NONZERO\n",
"SCAL_qmusic_singingtimes --> NONZERO\n",
"SCAL_qmusic_dancelevel --> LN1P\n",
"SCAL_qmusic_instrumentlevel --> good\n",
"\n",
"SCAL_qmusic_dancehours --> NONZERO\n",
"SCAL_qmusic_instrumenthours --> NONZERO\n",
"\n",
"SCAL_qmusic_danceyn\n",
"SCAL_qmusic_instrumentyn\n",
"SCAL_qmusic_gameyn\n",
"SCAL_qmusic_drumsyn\n",
"\n",
"SCAL_qmusic_gamenames --> string\n",
"SCAL_qmusic_gamehoursall --> NONZERO\n",
"SCAL_qmusic_gamehoursdrumsticks --> NONZERO\n",
"SCAL_qmusic_drumstyles --> string\n",
"SCAL_qmusic_drumhours --> NONZERO\n",
"SCAL_qmusic_drumlevel --> NONZERO\n",
"SCAL_qmusic_behaviors_07_yourself --> LN1P\n",
"SCAL_qmusic_behaviors_08_otherprs --> LN1P\n",
"SCAL_qmusic_behaviors_09_danceprv --> LN1P\n",
"SCAL_qmusic_behaviors_10_dancepub --> NONZERO\n",
"SCAL_qmusic_behaviors_11_urgemove --> NONZERO\n",
"SCAL_qmusic_behaviors_12_friendstaste --> good\n",
"SCAL_qmusic_behaviors_13_sharingint --> good\n",
"SCAL_qmusic_behaviors_14_getinterest --> good\n",
"\n",
"\n",
"'''\n",
"tolist = pasted.split('\\n') \n",
"\n",
"nonzero = filter(lambda i: i.split(\" \")[-1] == \"NONZERO\", tolist)\n",
"nonzero = [i.split(\" \")[0] for i in nonzero]\n",
"assert len(nonzero) == pasted.count('NONZERO')\n",
"\n",
"LN1P = filter(lambda i: i.split(\" \")[-1] == \"LN1P\", tolist)\n",
"LN1P = [i.split(\" \")[0] for i in LN1P]\n",
"assert len(LN1P) == pasted.count('LN1P')\n",
"\n",
"\n",
"tolist = [i.replace(\"--> good\", \"\") for i in tolist]\n",
"\n",
"tolist = filter(lambda i: \"-->\" not in i, tolist)\n",
"\n",
"tolist = [i.strip() for i in tolist]\n",
"tolist = filter(lambda i: i != \"\", tolist)\n",
"\n",
"LN1P"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"match = lambda x: concat_matches(dfo, x)\n",
"\n",
"df_q = match('SCAL_qbasic|SCAL_qmusic')\n",
"\n",
"matchq = lambda x: concat_matches(df_q, x)\n",
"\n",
"rnot = lambda r: '^((?!' + r + ').)*$'\n",
"\n",
"#scales = concat_matches(scales, '^((?!notes).)*$') #hacky \"does not contain 'notes' matcher\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SCAL_session_day\n",
"SCAL_session_time\n",
"SCAL_session_isfemale\n",
"SCAL_exclusion_jitterlinearmissing\n",
"SCAL_exclusion_rhythmadminerror\n",
"SCAL_sex_femalezero\n",
"SCAL_participant_age\n",
"SCAL_calc_wasivocab_totalrawscore\n",
"SCAL_calc_wasimatrix_totalscore\n",
"SCAL_calc_wasivocab_tscore\n",
"SCAL_calc_wasimatrix_tscore\n",
"SCAL_calc_wasi_tscore_total\n",
"SCAL_calc_fsiq2\n",
"SCAL_calc_bfi_extraversion\n",
"SCAL_calc_bfi_agreeableness\n",
"SCAL_calc_bfi_conscientiousness\n",
"SCAL_calc_bfi_neuroticism\n",
"SCAL_calc_bfi_openness\n",
"SCAL_calc_qmusic_socialimportance\n",
"SCAL_session_taskorder\n",
"SCAL_order_500ms_first\n",
"SCAL_order_rhythmfirst\n",
"SCAL_notes_csv_cleaning\n",
"SCAL_notes_adminerror\n",
"SCAL_notes_methodchange\n",
"SCAL_notes_participantissue\n",
"SCAL_notes_observations\n",
"SCAL_notes_inclusion\n",
"SCAL_notes_language\n",
"SCAL_notes_temp\n",
"SCAL_notes_wasivocab\n",
"SCAL_notes_wasimatrix\n",
"SCAL_notes_bfi\n",
"SCAL_notes_qbasic_hearing\n",
"SCAL_notes_qbasic_injuries\n",
"SCAL_notes_qbasic_exercise\n",
"SCAL_notes_qbasic_neurodisorder\n",
"SCAL_notes_qbasic_physexclusion\n",
"SCAL_notes_qbasic_nonstraight\n",
"SCAL_notes_qbasic_heightweight\n",
"SCAL_notes_qbasic_handedness\n",
"SCAL_notes_qmusic_dance\n",
"SCAL_notes_qmusic_instrument\n",
"SCAL_notes_qmusic_otherexper\n",
"SCAL_notes_qmusic_behaviors\n",
"SCAL_notes_qmusic_singing\n",
"SCAL_wasivocab_itemscore01_fish\n",
"SCAL_wasivocab_itemscore02_shovel\n",
"SCAL_wasivocab_itemscore03_shell\n",
"SCAL_wasivocab_itemscore04_shirt\n",
"SCAL_wasivocab_itemscore05_car\n",
"SCAL_wasivocab_itemscore06_lamp\n",
"SCAL_wasivocab_itemscore07_bird\n",
"SCAL_wasivocab_itemscore08_tongue\n",
"SCAL_wasivocab_itemscore09_pet\n",
"SCAL_wasivocab_itemscore10_lunch\n",
"SCAL_wasivocab_itemscore11_bell\n",
"SCAL_wasivocab_itemscore12_calendar\n",
"SCAL_wasivocab_itemscore13_alligator\n",
"SCAL_wasivocab_itemscore14_dance\n",
"SCAL_wasivocab_itemscore15_summer\n",
"SCAL_wasivocab_itemscore16_reveal\n",
"SCAL_wasivocab_itemscore17_decade\n",
"SCAL_wasivocab_itemscore18_entertain\n",
"SCAL_wasivocab_itemscore19_tradition\n",
"SCAL_wasivocab_itemscore20_enthusiastic\n",
"SCAL_wasivocab_itemscore21_improvise\n",
"SCAL_wasivocab_itemscore22_haste\n",
"SCAL_wasivocab_itemscore23_trend\n",
"SCAL_wasivocab_itemscore24_impulse\n",
"SCAL_wasivocab_itemscore25_ruminate\n",
"SCAL_wasivocab_itemscore26_mollify\n",
"SCAL_wasivocab_itemscore27_extirpate\n",
"SCAL_wasivocab_itemscore28_panacea\n",
"SCAL_wasivocab_itemscore29_perfunctory\n",
"SCAL_wasivocab_itemscore30_insipid\n",
"SCAL_wasivocab_itemscore31_pavid\n",
"SCAL_wasimatrix_itemscore01\n",
"SCAL_wasimatrix_itemscore02\n",
"SCAL_wasimatrix_itemscore03\n",
"SCAL_wasimatrix_itemscore04\n",
"SCAL_wasimatrix_itemscore05\n",
"SCAL_wasimatrix_itemscore06\n",
"SCAL_wasimatrix_itemscore07\n",
"SCAL_wasimatrix_itemscore08\n",
"SCAL_wasimatrix_itemscore09\n",
"SCAL_wasimatrix_itemscore10\n",
"SCAL_wasimatrix_itemscore11\n",
"SCAL_wasimatrix_itemscore12\n",
"SCAL_wasimatrix_itemscore13\n",
"SCAL_wasimatrix_itemscore14\n",
"SCAL_wasimatrix_itemscore15\n",
"SCAL_wasimatrix_itemscore16\n",
"SCAL_wasimatrix_itemscore17\n",
"SCAL_wasimatrix_itemscore18\n",
"SCAL_wasimatrix_itemscore19\n",
"SCAL_wasimatrix_itemscore20\n",
"SCAL_wasimatrix_itemscore21\n",
"SCAL_wasimatrix_itemscore22\n",
"SCAL_wasimatrix_itemscore23\n",
"SCAL_wasimatrix_itemscore24\n",
"SCAL_wasimatrix_itemscore25\n",
"SCAL_wasimatrix_itemscore26\n",
"SCAL_wasimatrix_itemscore27\n",
"SCAL_wasimatrix_itemscore28\n",
"SCAL_wasimatrix_itemscore29\n",
"SCAL_wasimatrix_itemscore30\n",
"SCAL_qbasic_isfemale\n",
"SCAL_qbasic_age\n",
"SCAL_qbasic_ethnicity_selected\n",
"SCAL_qbasic_ethnicity_white\n",
"SCAL_qbasic_ethnicity_nativeam\n",
"SCAL_qbasic_ethnicity_hispanic\n",
"SCAL_qbasic_ethnicity_hawaiianpac\n",
"SCAL_qbasic_ethnicity_black\n",
"SCAL_qbasic_ethnicity_eastasian\n",
"SCAL_qbasic_ethnicity_southasian\n",
"SCAL_qbasic_ethnicity_middleeastern\n",
"SCAL_qbasic_ethnicity_noneofthese\n",
"SCAL_qbasic_ethnicityother\n",
"SCAL_qbasic_ethnicitynotes\n",
"SCAL_qbasic_relationshipyn\n",
"SCAL_qbasic_relationshipyears\n",
"SCAL_qbasic_relationshipmonths\n",
"SCAL_calc_qbasic_rel_totalmonths\n",
"SCAL_qbasic_marriedyn\n",
"SCAL_qbasic_livingwithyn\n",
"SCAL_qbasic_straightyn\n",
"SCAL_qbasic_totalheightin\n",
"SCAL_qbasic_weightlbs\n",
"SCAL_qbasic_handednessa\n",
"SCAL_qbasic_handednessb\n",
"SCAL_qbasic_handednessc\n",
"SCAL_qbasic_handednessd\n",
"SCAL_qbasic_handednesse\n",
"SCAL_qbasic_hearingdeficityn\n",
"SCAL_qbasic_injuriesyn\n",
"SCAL_qbasic_exerciseyn\n",
"SCAL_qbasic_neurodisorderyn\n",
"SCAL_qmusic_singingyn\n",
"SCAL_qmusic_singinghours\n",
"SCAL_qmusic_singingtimes\n",
"SCAL_qmusic_danceyn\n",
"SCAL_qmusic_dancestyle\n",
"SCAL_qmusic_dancelevel\n",
"SCAL_qmusic_dancehours\n",
"SCAL_qmusic_instrumentyn\n",
"SCAL_qmusic_instrumentlist\n",
"SCAL_qmusic_instrumentlevel\n",
"SCAL_qmusic_instrumenthours\n",
"SCAL_qmusic_gameyn\n",
"SCAL_qmusic_gamenames\n",
"SCAL_qmusic_gamehoursall\n",
"SCAL_qmusic_gamehoursdrumsticks\n",
"SCAL_qmusic_drumsyn\n",
"SCAL_qmusic_drumstyles\n",
"SCAL_qmusic_drumhours\n",
"SCAL_qmusic_drumlevel\n",
"SCAL_qmusic_behaviors_07_yourself\n",
"SCAL_qmusic_behaviors_08_otherprs\n",
"SCAL_qmusic_behaviors_09_danceprv\n",
"SCAL_qmusic_behaviors_10_dancepub\n",
"SCAL_qmusic_behaviors_11_urgemove\n",
"SCAL_qmusic_behaviors_12_friendstaste\n",
"SCAL_qmusic_behaviors_13_sharingint\n",
"SCAL_qmusic_behaviors_14_getinterest\n",
"SCAL_bfi_item01\n",
"SCAL_bfi_item02\n",
"SCAL_bfi_item03\n",
"SCAL_bfi_item04\n",
"SCAL_bfi_item05\n",
"SCAL_bfi_item06\n",
"SCAL_bfi_item07\n",
"SCAL_bfi_item08\n",
"SCAL_bfi_item09\n",
"SCAL_bfi_item10\n",
"SCAL_bfi_item11\n",
"SCAL_bfi_item12\n",
"SCAL_bfi_item13\n",
"SCAL_bfi_item14\n",
"SCAL_bfi_item15\n",
"SCAL_bfi_item16\n",
"SCAL_bfi_item17\n",
"SCAL_bfi_item18\n",
"SCAL_bfi_item19\n",
"SCAL_bfi_item20\n",
"SCAL_bfi_item21\n",
"SCAL_bfi_item22\n",
"SCAL_bfi_item23\n",
"SCAL_bfi_item24\n",
"SCAL_bfi_item25\n",
"SCAL_bfi_item26\n",
"SCAL_bfi_item27\n",
"SCAL_bfi_item28\n",
"SCAL_bfi_item29\n",
"SCAL_bfi_item30\n",
"SCAL_bfi_item31\n",
"SCAL_bfi_item32\n",
"SCAL_bfi_item33\n",
"SCAL_bfi_item34\n",
"SCAL_bfi_item35\n",
"SCAL_bfi_item36\n",
"SCAL_bfi_item37\n",
"SCAL_bfi_item38\n",
"SCAL_bfi_item39\n",
"SCAL_bfi_item40\n",
"SCAL_bfi_item41\n",
"SCAL_bfi_item42\n",
"SCAL_bfi_item43\n",
"SCAL_bfi_item44\n",
"SCAL_qmusic_singinghours_nonzero\n",
"SCAL_qmusic_singingtimes_nonzero\n",
"SCAL_qmusic_dancehours_nonzero\n",
"SCAL_qmusic_instrumenthours_nonzero\n",
"SCAL_qmusic_drumhours_nonzero\n",
"SCAL_qmusic_behaviors_09_danceprv_nonzero\n",
"SCAL_qmusic_behaviors_10_dancepub_nonzero\n",
"SCAL_qmusic_gamehoursall_nonzero\n",
"SCAL_qmusic_gamehoursdrumsticks_nonzero\n",
"SCAL_qmusic_behaviors_07_yourself_ln1p\n",
"SCAL_qmusic_behaviors_08_otherprs_ln1p\n",
"SCAL_qmusic_behaviors_09_danceprv_ln1p\n",
"SCAL_qmusic_dancelevel_ln1p\n",
"SCAL_qmusic_dancelevel_tophalf\n",
"SCAL_orders_500\n",
"SCAL_orders_800\n",
"SCAL_orders_iso\n",
"SCAL_orders_phase\n",
"SCAL_orders_linear\n",
"SCAL_order_iso5t1\n",
"SCAL_order_iso8t1\n",
"SCAL_order_iso5t2\n",
"SCAL_order_iso8t2\n",
"SCAL_order_psh5t\n",
"SCAL_order_psh8t\n",
"SCAL_order_lin5t\n",
"SCAL_order_lin8t\n",
"SCAL_order_iso5j\n",
"SCAL_order_iso8j\n",
"SCAL_order_psh5j\n",
"SCAL_order_psh8j\n",
"SCAL_order_lin5j\n",
"SCAL_order_lin8j\n",
"SCAL_order_isip5\n",
"SCAL_order_isip8\n"
]
}
],
"source": [
"scales_keep = dfo[['SCAL_qmusic_instrumentlevel',\n",
" 'SCAL_qmusic_behaviors_12_friendstaste',\n",
" \n",
" ]]\n",
"\n",
"plist = lambda l: '\\n'.join(l)\n",
"\n",
"print plist(match('SCAL_').columns)\n",
"\n",
"#print('\\n'.join(list(match('SCAL_').columns)))\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" 0 | \n",
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"text/plain": [
" 015 016 017 018\n",
"SCAL_orders_500 1 0 0 0\n",
"SCAL_orders_800 0 1 1 1\n",
"SCAL_orders_iso 1 0 1 1\n",
"SCAL_orders_phase 2 2 2 0\n",
"SCAL_orders_linear 0 1 0 2\n",
"SCAL_orders_psh_first 0 0 0 1\n",
"SCAL_orders_lin_first 1 0 1 0\n",
"SCAL_orders_iso_first 0 1 0 0"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfo['SCAL_orders_psh_first'] = (dfo.SCAL_orders_phase==0).astype(int)\n",
"dfo['SCAL_orders_lin_first'] = (dfo.SCAL_orders_linear==0).astype(int)\n",
"dfo['SCAL_orders_iso_first'] = (dfo.SCAL_orders_iso==0).astype(int)\n",
"\n",
"match('orders').head(4).T"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" SCAL_session_isfemale | \n",
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" \n",
" SCAL_participant_age | \n",
" 21 | \n",
" 19 | \n",
" 23 | \n",
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" \n",
" SCAL_calc_wasivocab_totalrawscore | \n",
" 37 | \n",
" 48 | \n",
" 41 | \n",
" 37 | \n",
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" \n",
" SCAL_calc_wasimatrix_totalscore | \n",
" 15 | \n",
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" SCAL_calc_wasivocab_tscore | \n",
" 49 | \n",
" 78 | \n",
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\n",
" \n",
" SCAL_calc_wasimatrix_tscore | \n",
" 38 | \n",
" 53 | \n",
" 54 | \n",
" 53 | \n",
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" 49 | \n",
" 52 | \n",
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" 57 | \n",
" 49 | \n",
"
\n",
" \n",
" SCAL_calc_wasi_tscore_total | \n",
" 87 | \n",
" 131 | \n",
" 109 | \n",
" 103 | \n",
" 110 | \n",
" 106 | \n",
" 95 | \n",
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" 97 | \n",
"
\n",
" \n",
" SCAL_calc_fsiq2 | \n",
" 89 | \n",
" 127 | \n",
" 108 | \n",
" 102 | \n",
" 109 | \n",
" 105 | \n",
" 95 | \n",
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" 97 | \n",
"
\n",
" \n",
" SCAL_calc_bfi_extraversion | \n",
" 2.125 | \n",
" 4 | \n",
" 2.75 | \n",
" 3 | \n",
" 4.5 | \n",
" 1.75 | \n",
" 2.125 | \n",
" 3.25 | \n",
" 2.5 | \n",
" 2.625 | \n",
" ... | \n",
" 3.875 | \n",
" 4.5 | \n",
" 3 | \n",
" 3.125 | \n",
" 4.875 | \n",
" 4.375 | \n",
" 4.375 | \n",
" 4.25 | \n",
" 3 | \n",
" 3.25 | \n",
"
\n",
" \n",
" SCAL_calc_bfi_agreeableness | \n",
" 3.666667 | \n",
" 4.111111 | \n",
" 2.888889 | \n",
" 4.111111 | \n",
" 4.444444 | \n",
" 4.222222 | \n",
" 3.888889 | \n",
" 3.555556 | \n",
" 5 | \n",
" 2.222222 | \n",
" ... | \n",
" 5 | \n",
" 4.444444 | \n",
" 4.444444 | \n",
" 2.888889 | \n",
" 3.666667 | \n",
" 4.555556 | \n",
" 4.111111 | \n",
" 3.666667 | \n",
" 3.111111 | \n",
" 3.333333 | \n",
"
\n",
" \n",
" SCAL_calc_bfi_conscientiousness | \n",
" 3.777778 | \n",
" 2.777778 | \n",
" 3.555556 | \n",
" 4.555556 | \n",
" 4 | \n",
" 3.111111 | \n",
" 3.888889 | \n",
" 4.444444 | \n",
" 3.444444 | \n",
" 2.555556 | \n",
" ... | \n",
" 4.555556 | \n",
" 4 | \n",
" 2.888889 | \n",
" 2.888889 | \n",
" 3.444444 | \n",
" 3.555556 | \n",
" 2.888889 | \n",
" 3.444444 | \n",
" 3.222222 | \n",
" 3.555556 | \n",
"
\n",
" \n",
" SCAL_calc_bfi_neuroticism | \n",
" 3.125 | \n",
" 3.25 | \n",
" 3 | \n",
" 3 | \n",
" 1.75 | \n",
" 2.625 | \n",
" 3.875 | \n",
" 3.25 | \n",
" 2.125 | \n",
" 3.5 | \n",
" ... | \n",
" 2.25 | \n",
" 1.375 | \n",
" 4.375 | \n",
" 2.5 | \n",
" 2.125 | \n",
" 3.875 | \n",
" 2.625 | \n",
" 2.875 | \n",
" 3.25 | \n",
" 3.142857 | \n",
"
\n",
" \n",
" SCAL_calc_bfi_openness | \n",
" 2.8 | \n",
" 3.7 | \n",
" 3.7 | \n",
" 3.6 | \n",
" 3.3 | \n",
" 2.5 | \n",
" 2.7 | \n",
" 4.7 | \n",
" 4.2 | \n",
" 3.2 | \n",
" ... | \n",
" 4.3 | \n",
" 3.6 | \n",
" 3.6 | \n",
" 4.3 | \n",
" 4.4 | \n",
" 3 | \n",
" 3.9 | \n",
" 4.3 | \n",
" 4.9 | \n",
" 4.2 | \n",
"
\n",
" \n",
" SCAL_session_taskorder | \n",
" 3. Lin, Iso, Jump | \n",
" 1. Iso, Lin, Jump | \n",
" 3. Lin, Iso, Jump | \n",
" 5. Jump, Iso, Lin | \n",
" 3. Lin, Iso, Jump | \n",
" 6. Jump, Lin, Iso | \n",
" 1. Iso, Lin, Jump | \n",
" 6. Jump, Lin, Iso | \n",
" 1. Iso, Lin, Jump | \n",
" 2. Iso, Jump, Lin | \n",
" ... | \n",
" 2. Iso, Jump, Lin | \n",
" 5. Jump, Iso, Lin | \n",
" 5. Jump, Iso, Lin | \n",
" 2. Iso, Jump, Lin | \n",
" 3. Lin, Iso, Jump | \n",
" 6. Jump, Lin, Iso | \n",
" 5. Jump, Iso, Lin | \n",
" 6. Jump, Lin, Iso | \n",
" 1. Iso, Lin, Jump | \n",
" 6. Jump, Lin, Iso | \n",
"
\n",
" \n",
" SCAL_order_500ms_first | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" ... | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" SCAL_order_rhythmfirst | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" ... | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" SCAL_qbasic_hearingdeficityn | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" ... | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" SCAL_qbasic_injuriesyn | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" ... | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" SCAL_qbasic_exerciseyn | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" ... | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" SCAL_qbasic_neurodisorderyn | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" ... | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" SCAL_qmusic_singingyn | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" ... | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" SCAL_qmusic_instrumentlevel | \n",
" 0 | \n",
" 3 | \n",
" 3 | \n",
" 0 | \n",
" 2 | \n",
" 0 | \n",
" 1 | \n",
" 4 | \n",
" 2 | \n",
" 0 | \n",
" ... | \n",
" 0 | \n",
" 4 | \n",
" 4 | \n",
" 4 | \n",
" 3 | \n",
" 0 | \n",
" 3 | \n",
" 3 | \n",
" 0 | \n",
" 2 | \n",
"
\n",
" \n",
" SCAL_qmusic_danceyn | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" ... | \n",
" 1 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" SCAL_qmusic_instrumentyn | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" ... | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" SCAL_qmusic_gameyn | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" ... | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" SCAL_qmusic_drumsyn | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" ... | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" SCAL_qmusic_behaviors_12_friendstaste | \n",
" 3 | \n",
" 3 | \n",
" 1 | \n",
" 3 | \n",
" 4 | \n",
" 3 | \n",
" 2 | \n",
" 2 | \n",
" 4 | \n",
" 4 | \n",
" ... | \n",
" 7 | \n",
" 4 | \n",
" 2 | \n",
" 3 | \n",
" 5 | \n",
" 5 | \n",
" 4 | \n",
" 6 | \n",
" 5 | \n",
" 5 | \n",
"
\n",
" \n",
" SCAL_qmusic_behaviors_13_sharingint | \n",
" 4 | \n",
" 5 | \n",
" 1 | \n",
" 4 | \n",
" 2 | \n",
" 4 | \n",
" 3 | \n",
" 5 | \n",
" 1 | \n",
" 3 | \n",
" ... | \n",
" 5 | \n",
" 4 | \n",
" 2 | \n",
" 4 | \n",
" 7 | \n",
" 6 | \n",
" 5 | \n",
" 7 | \n",
" 5 | \n",
" 5 | \n",
"
\n",
" \n",
" SCAL_qmusic_behaviors_14_getinterest | \n",
" 5 | \n",
" 5 | \n",
" 4 | \n",
" 4 | \n",
" 2 | \n",
" 4 | \n",
" 2 | \n",
" 3 | \n",
" 7 | \n",
" 4 | \n",
" ... | \n",
" 5 | \n",
" 5 | \n",
" 3 | \n",
" 1 | \n",
" 7 | \n",
" 5 | \n",
" 5 | \n",
" 7 | \n",
" 5 | \n",
" 6 | \n",
"
\n",
" \n",
"
\n",
"
29 rows × 99 columns
\n",
"
"
],
"text/plain": [
" 015 016 \\\n",
"SCAL_session_isfemale 1 0 \n",
"SCAL_participant_age 21 19 \n",
"SCAL_calc_wasivocab_totalrawscore 37 48 \n",
"SCAL_calc_wasimatrix_totalscore 15 22 \n",
"SCAL_calc_wasivocab_tscore 49 78 \n",
"SCAL_calc_wasimatrix_tscore 38 53 \n",
"SCAL_calc_wasi_tscore_total 87 131 \n",
"SCAL_calc_fsiq2 89 127 \n",
"SCAL_calc_bfi_extraversion 2.125 4 \n",
"SCAL_calc_bfi_agreeableness 3.666667 4.111111 \n",
"SCAL_calc_bfi_conscientiousness 3.777778 2.777778 \n",
"SCAL_calc_bfi_neuroticism 3.125 3.25 \n",
"SCAL_calc_bfi_openness 2.8 3.7 \n",
"SCAL_session_taskorder 3. Lin, Iso, Jump 1. Iso, Lin, Jump \n",
"SCAL_order_500ms_first 0 1 \n",
"SCAL_order_rhythmfirst 0 0 \n",
"SCAL_qbasic_hearingdeficityn 0 0 \n",
"SCAL_qbasic_injuriesyn 0 1 \n",
"SCAL_qbasic_exerciseyn 0 0 \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_qmusic_singingyn 1 1 \n",
"SCAL_qmusic_instrumentlevel 0 3 \n",
"SCAL_qmusic_danceyn 1 1 \n",
"SCAL_qmusic_instrumentyn 0 1 \n",
"SCAL_qmusic_gameyn 1 1 \n",
"SCAL_qmusic_drumsyn 0 0 \n",
"SCAL_qmusic_behaviors_12_friendstaste 3 3 \n",
"SCAL_qmusic_behaviors_13_sharingint 4 5 \n",
"SCAL_qmusic_behaviors_14_getinterest 5 5 \n",
"\n",
" 017 018 \\\n",
"SCAL_session_isfemale 0 0 \n",
"SCAL_participant_age 23 19 \n",
"SCAL_calc_wasivocab_totalrawscore 41 37 \n",
"SCAL_calc_wasimatrix_totalscore 23 22 \n",
"SCAL_calc_wasivocab_tscore 55 50 \n",
"SCAL_calc_wasimatrix_tscore 54 53 \n",
"SCAL_calc_wasi_tscore_total 109 103 \n",
"SCAL_calc_fsiq2 108 102 \n",
"SCAL_calc_bfi_extraversion 2.75 3 \n",
"SCAL_calc_bfi_agreeableness 2.888889 4.111111 \n",
"SCAL_calc_bfi_conscientiousness 3.555556 4.555556 \n",
"SCAL_calc_bfi_neuroticism 3 3 \n",
"SCAL_calc_bfi_openness 3.7 3.6 \n",
"SCAL_session_taskorder 3. Lin, Iso, Jump 5. Jump, Iso, Lin \n",
"SCAL_order_500ms_first 1 1 \n",
"SCAL_order_rhythmfirst 1 1 \n",
"SCAL_qbasic_hearingdeficityn 0 0 \n",
"SCAL_qbasic_injuriesyn 0 0 \n",
"SCAL_qbasic_exerciseyn 1 1 \n",
"SCAL_qbasic_neurodisorderyn 1 0 \n",
"SCAL_qmusic_singingyn 0 0 \n",
"SCAL_qmusic_instrumentlevel 3 0 \n",
"SCAL_qmusic_danceyn 1 1 \n",
"SCAL_qmusic_instrumentyn 1 0 \n",
"SCAL_qmusic_gameyn 1 1 \n",
"SCAL_qmusic_drumsyn 0 0 \n",
"SCAL_qmusic_behaviors_12_friendstaste 1 3 \n",
"SCAL_qmusic_behaviors_13_sharingint 1 4 \n",
"SCAL_qmusic_behaviors_14_getinterest 4 4 \n",
"\n",
" 019 020 \\\n",
"SCAL_session_isfemale 0 0 \n",
"SCAL_participant_age 19 18 \n",
"SCAL_calc_wasivocab_totalrawscore 40 41 \n",
"SCAL_calc_wasimatrix_totalscore 23 20 \n",
"SCAL_calc_wasivocab_tscore 55 57 \n",
"SCAL_calc_wasimatrix_tscore 55 49 \n",
"SCAL_calc_wasi_tscore_total 110 106 \n",
"SCAL_calc_fsiq2 109 105 \n",
"SCAL_calc_bfi_extraversion 4.5 1.75 \n",
"SCAL_calc_bfi_agreeableness 4.444444 4.222222 \n",
"SCAL_calc_bfi_conscientiousness 4 3.111111 \n",
"SCAL_calc_bfi_neuroticism 1.75 2.625 \n",
"SCAL_calc_bfi_openness 3.3 2.5 \n",
"SCAL_session_taskorder 3. Lin, Iso, Jump 6. Jump, Lin, Iso \n",
"SCAL_order_500ms_first 1 0 \n",
"SCAL_order_rhythmfirst 0 0 \n",
"SCAL_qbasic_hearingdeficityn 0 0 \n",
"SCAL_qbasic_injuriesyn 0 0 \n",
"SCAL_qbasic_exerciseyn 0 0 \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_qmusic_singingyn 1 0 \n",
"SCAL_qmusic_instrumentlevel 2 0 \n",
"SCAL_qmusic_danceyn 1 0 \n",
"SCAL_qmusic_instrumentyn 1 0 \n",
"SCAL_qmusic_gameyn 1 1 \n",
"SCAL_qmusic_drumsyn 0 0 \n",
"SCAL_qmusic_behaviors_12_friendstaste 4 3 \n",
"SCAL_qmusic_behaviors_13_sharingint 2 4 \n",
"SCAL_qmusic_behaviors_14_getinterest 2 4 \n",
"\n",
" 021 022 \\\n",
"SCAL_session_isfemale 1 1 \n",
"SCAL_participant_age 19 23 \n",
"SCAL_calc_wasivocab_totalrawscore 39 42 \n",
"SCAL_calc_wasimatrix_totalscore 17 19 \n",
"SCAL_calc_wasivocab_tscore 53 57 \n",
"SCAL_calc_wasimatrix_tscore 42 46 \n",
"SCAL_calc_wasi_tscore_total 95 103 \n",
"SCAL_calc_fsiq2 95 102 \n",
"SCAL_calc_bfi_extraversion 2.125 3.25 \n",
"SCAL_calc_bfi_agreeableness 3.888889 3.555556 \n",
"SCAL_calc_bfi_conscientiousness 3.888889 4.444444 \n",
"SCAL_calc_bfi_neuroticism 3.875 3.25 \n",
"SCAL_calc_bfi_openness 2.7 4.7 \n",
"SCAL_session_taskorder 1. Iso, Lin, Jump 6. Jump, Lin, Iso \n",
"SCAL_order_500ms_first 0 0 \n",
"SCAL_order_rhythmfirst 1 0 \n",
"SCAL_qbasic_hearingdeficityn 0 0 \n",
"SCAL_qbasic_injuriesyn 0 0 \n",
"SCAL_qbasic_exerciseyn 0 0 \n",
"SCAL_qbasic_neurodisorderyn 1 0 \n",
"SCAL_qmusic_singingyn 0 0 \n",
"SCAL_qmusic_instrumentlevel 1 4 \n",
"SCAL_qmusic_danceyn 0 0 \n",
"SCAL_qmusic_instrumentyn 1 1 \n",
"SCAL_qmusic_gameyn 0 1 \n",
"SCAL_qmusic_drumsyn 0 0 \n",
"SCAL_qmusic_behaviors_12_friendstaste 2 2 \n",
"SCAL_qmusic_behaviors_13_sharingint 3 5 \n",
"SCAL_qmusic_behaviors_14_getinterest 2 3 \n",
"\n",
" 024 025 \\\n",
"SCAL_session_isfemale 1 0 \n",
"SCAL_participant_age 18 21 \n",
"SCAL_calc_wasivocab_totalrawscore 33 36 \n",
"SCAL_calc_wasimatrix_totalscore 23 20 \n",
"SCAL_calc_wasivocab_tscore 44 47 \n",
"SCAL_calc_wasimatrix_tscore 55 48 \n",
"SCAL_calc_wasi_tscore_total 99 95 \n",
"SCAL_calc_fsiq2 99 95 \n",
"SCAL_calc_bfi_extraversion 2.5 2.625 \n",
"SCAL_calc_bfi_agreeableness 5 2.222222 \n",
"SCAL_calc_bfi_conscientiousness 3.444444 2.555556 \n",
"SCAL_calc_bfi_neuroticism 2.125 3.5 \n",
"SCAL_calc_bfi_openness 4.2 3.2 \n",
"SCAL_session_taskorder 1. Iso, Lin, Jump 2. Iso, Jump, Lin \n",
"SCAL_order_500ms_first 1 0 \n",
"SCAL_order_rhythmfirst 1 1 \n",
"SCAL_qbasic_hearingdeficityn 0 0 \n",
"SCAL_qbasic_injuriesyn 0 1 \n",
"SCAL_qbasic_exerciseyn 0 1 \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_qmusic_singingyn 0 0 \n",
"SCAL_qmusic_instrumentlevel 2 0 \n",
"SCAL_qmusic_danceyn 1 1 \n",
"SCAL_qmusic_instrumentyn 1 0 \n",
"SCAL_qmusic_gameyn 1 1 \n",
"SCAL_qmusic_drumsyn 0 0 \n",
"SCAL_qmusic_behaviors_12_friendstaste 4 4 \n",
"SCAL_qmusic_behaviors_13_sharingint 1 3 \n",
"SCAL_qmusic_behaviors_14_getinterest 7 4 \n",
"\n",
" ... 112 \\\n",
"SCAL_session_isfemale ... 1 \n",
"SCAL_participant_age ... 20 \n",
"SCAL_calc_wasivocab_totalrawscore ... 30 \n",
"SCAL_calc_wasimatrix_totalscore ... 19 \n",
"SCAL_calc_wasivocab_tscore ... 39 \n",
"SCAL_calc_wasimatrix_tscore ... 46 \n",
"SCAL_calc_wasi_tscore_total ... 85 \n",
"SCAL_calc_fsiq2 ... 87 \n",
"SCAL_calc_bfi_extraversion ... 3.875 \n",
"SCAL_calc_bfi_agreeableness ... 5 \n",
"SCAL_calc_bfi_conscientiousness ... 4.555556 \n",
"SCAL_calc_bfi_neuroticism ... 2.25 \n",
"SCAL_calc_bfi_openness ... 4.3 \n",
"SCAL_session_taskorder ... 2. Iso, Jump, Lin \n",
"SCAL_order_500ms_first ... 0 \n",
"SCAL_order_rhythmfirst ... 0 \n",
"SCAL_qbasic_hearingdeficityn ... 0 \n",
"SCAL_qbasic_injuriesyn ... 0 \n",
"SCAL_qbasic_exerciseyn ... 0 \n",
"SCAL_qbasic_neurodisorderyn ... 0 \n",
"SCAL_qmusic_singingyn ... 0 \n",
"SCAL_qmusic_instrumentlevel ... 0 \n",
"SCAL_qmusic_danceyn ... 1 \n",
"SCAL_qmusic_instrumentyn ... 0 \n",
"SCAL_qmusic_gameyn ... 1 \n",
"SCAL_qmusic_drumsyn ... 0 \n",
"SCAL_qmusic_behaviors_12_friendstaste ... 7 \n",
"SCAL_qmusic_behaviors_13_sharingint ... 5 \n",
"SCAL_qmusic_behaviors_14_getinterest ... 5 \n",
"\n",
" 113 114 \\\n",
"SCAL_session_isfemale 0 1 \n",
"SCAL_participant_age 19 19 \n",
"SCAL_calc_wasivocab_totalrawscore 33 44 \n",
"SCAL_calc_wasimatrix_totalscore 20 25 \n",
"SCAL_calc_wasivocab_tscore 44 63 \n",
"SCAL_calc_wasimatrix_tscore 49 62 \n",
"SCAL_calc_wasi_tscore_total 93 125 \n",
"SCAL_calc_fsiq2 94 122 \n",
"SCAL_calc_bfi_extraversion 4.5 3 \n",
"SCAL_calc_bfi_agreeableness 4.444444 4.444444 \n",
"SCAL_calc_bfi_conscientiousness 4 2.888889 \n",
"SCAL_calc_bfi_neuroticism 1.375 4.375 \n",
"SCAL_calc_bfi_openness 3.6 3.6 \n",
"SCAL_session_taskorder 5. Jump, Iso, Lin 5. Jump, Iso, Lin \n",
"SCAL_order_500ms_first 0 0 \n",
"SCAL_order_rhythmfirst 1 1 \n",
"SCAL_qbasic_hearingdeficityn 0 0 \n",
"SCAL_qbasic_injuriesyn 0 0 \n",
"SCAL_qbasic_exerciseyn 0 0 \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_qmusic_singingyn 1 1 \n",
"SCAL_qmusic_instrumentlevel 4 4 \n",
"SCAL_qmusic_danceyn 0 1 \n",
"SCAL_qmusic_instrumentyn 1 1 \n",
"SCAL_qmusic_gameyn 1 1 \n",
"SCAL_qmusic_drumsyn 1 0 \n",
"SCAL_qmusic_behaviors_12_friendstaste 4 2 \n",
"SCAL_qmusic_behaviors_13_sharingint 4 2 \n",
"SCAL_qmusic_behaviors_14_getinterest 5 3 \n",
"\n",
" 115 116 \\\n",
"SCAL_session_isfemale 1 0 \n",
"SCAL_participant_age 19 20 \n",
"SCAL_calc_wasivocab_totalrawscore 47 39 \n",
"SCAL_calc_wasimatrix_totalscore 22 27 \n",
"SCAL_calc_wasivocab_tscore 74 52 \n",
"SCAL_calc_wasimatrix_tscore 53 71 \n",
"SCAL_calc_wasi_tscore_total 127 123 \n",
"SCAL_calc_fsiq2 123 120 \n",
"SCAL_calc_bfi_extraversion 3.125 4.875 \n",
"SCAL_calc_bfi_agreeableness 2.888889 3.666667 \n",
"SCAL_calc_bfi_conscientiousness 2.888889 3.444444 \n",
"SCAL_calc_bfi_neuroticism 2.5 2.125 \n",
"SCAL_calc_bfi_openness 4.3 4.4 \n",
"SCAL_session_taskorder 2. Iso, Jump, Lin 3. Lin, Iso, Jump \n",
"SCAL_order_500ms_first 0 1 \n",
"SCAL_order_rhythmfirst 0 0 \n",
"SCAL_qbasic_hearingdeficityn 0 0 \n",
"SCAL_qbasic_injuriesyn 0 1 \n",
"SCAL_qbasic_exerciseyn 0 1 \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_qmusic_singingyn 1 0 \n",
"SCAL_qmusic_instrumentlevel 4 3 \n",
"SCAL_qmusic_danceyn 1 1 \n",
"SCAL_qmusic_instrumentyn 1 1 \n",
"SCAL_qmusic_gameyn 1 1 \n",
"SCAL_qmusic_drumsyn 0 0 \n",
"SCAL_qmusic_behaviors_12_friendstaste 3 5 \n",
"SCAL_qmusic_behaviors_13_sharingint 4 7 \n",
"SCAL_qmusic_behaviors_14_getinterest 1 7 \n",
"\n",
" 117 118 \\\n",
"SCAL_session_isfemale 1 0 \n",
"SCAL_participant_age 19 20 \n",
"SCAL_calc_wasivocab_totalrawscore 34 42 \n",
"SCAL_calc_wasimatrix_totalscore 20 22 \n",
"SCAL_calc_wasivocab_tscore 46 57 \n",
"SCAL_calc_wasimatrix_tscore 49 52 \n",
"SCAL_calc_wasi_tscore_total 95 109 \n",
"SCAL_calc_fsiq2 95 108 \n",
"SCAL_calc_bfi_extraversion 4.375 4.375 \n",
"SCAL_calc_bfi_agreeableness 4.555556 4.111111 \n",
"SCAL_calc_bfi_conscientiousness 3.555556 2.888889 \n",
"SCAL_calc_bfi_neuroticism 3.875 2.625 \n",
"SCAL_calc_bfi_openness 3 3.9 \n",
"SCAL_session_taskorder 6. Jump, Lin, Iso 5. Jump, Iso, Lin \n",
"SCAL_order_500ms_first 1 1 \n",
"SCAL_order_rhythmfirst 1 1 \n",
"SCAL_qbasic_hearingdeficityn 0 0 \n",
"SCAL_qbasic_injuriesyn 0 0 \n",
"SCAL_qbasic_exerciseyn 0 0 \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_qmusic_singingyn 0 0 \n",
"SCAL_qmusic_instrumentlevel 0 3 \n",
"SCAL_qmusic_danceyn 1 1 \n",
"SCAL_qmusic_instrumentyn 0 1 \n",
"SCAL_qmusic_gameyn 1 1 \n",
"SCAL_qmusic_drumsyn 0 0 \n",
"SCAL_qmusic_behaviors_12_friendstaste 5 4 \n",
"SCAL_qmusic_behaviors_13_sharingint 6 5 \n",
"SCAL_qmusic_behaviors_14_getinterest 5 5 \n",
"\n",
" 119 120 \\\n",
"SCAL_session_isfemale 1 0 \n",
"SCAL_participant_age 19 24 \n",
"SCAL_calc_wasivocab_totalrawscore 38 33 \n",
"SCAL_calc_wasimatrix_totalscore 23 24 \n",
"SCAL_calc_wasivocab_tscore 51 43 \n",
"SCAL_calc_wasimatrix_tscore 55 57 \n",
"SCAL_calc_wasi_tscore_total 106 100 \n",
"SCAL_calc_fsiq2 105 100 \n",
"SCAL_calc_bfi_extraversion 4.25 3 \n",
"SCAL_calc_bfi_agreeableness 3.666667 3.111111 \n",
"SCAL_calc_bfi_conscientiousness 3.444444 3.222222 \n",
"SCAL_calc_bfi_neuroticism 2.875 3.25 \n",
"SCAL_calc_bfi_openness 4.3 4.9 \n",
"SCAL_session_taskorder 6. Jump, Lin, Iso 1. Iso, Lin, Jump \n",
"SCAL_order_500ms_first 1 0 \n",
"SCAL_order_rhythmfirst 0 0 \n",
"SCAL_qbasic_hearingdeficityn 0 0 \n",
"SCAL_qbasic_injuriesyn 0 0 \n",
"SCAL_qbasic_exerciseyn 0 0 \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_qmusic_singingyn 0 0 \n",
"SCAL_qmusic_instrumentlevel 3 0 \n",
"SCAL_qmusic_danceyn 1 0 \n",
"SCAL_qmusic_instrumentyn 1 0 \n",
"SCAL_qmusic_gameyn 1 0 \n",
"SCAL_qmusic_drumsyn 1 0 \n",
"SCAL_qmusic_behaviors_12_friendstaste 6 5 \n",
"SCAL_qmusic_behaviors_13_sharingint 7 5 \n",
"SCAL_qmusic_behaviors_14_getinterest 7 5 \n",
"\n",
" 121 \n",
"SCAL_session_isfemale 1 \n",
"SCAL_participant_age 18 \n",
"SCAL_calc_wasivocab_totalrawscore 36 \n",
"SCAL_calc_wasimatrix_totalscore 20 \n",
"SCAL_calc_wasivocab_tscore 48 \n",
"SCAL_calc_wasimatrix_tscore 49 \n",
"SCAL_calc_wasi_tscore_total 97 \n",
"SCAL_calc_fsiq2 97 \n",
"SCAL_calc_bfi_extraversion 3.25 \n",
"SCAL_calc_bfi_agreeableness 3.333333 \n",
"SCAL_calc_bfi_conscientiousness 3.555556 \n",
"SCAL_calc_bfi_neuroticism 3.142857 \n",
"SCAL_calc_bfi_openness 4.2 \n",
"SCAL_session_taskorder 6. Jump, Lin, Iso \n",
"SCAL_order_500ms_first 1 \n",
"SCAL_order_rhythmfirst 0 \n",
"SCAL_qbasic_hearingdeficityn 0 \n",
"SCAL_qbasic_injuriesyn 0 \n",
"SCAL_qbasic_exerciseyn 0 \n",
"SCAL_qbasic_neurodisorderyn 0 \n",
"SCAL_qmusic_singingyn 0 \n",
"SCAL_qmusic_instrumentlevel 2 \n",
"SCAL_qmusic_danceyn 0 \n",
"SCAL_qmusic_instrumentyn 1 \n",
"SCAL_qmusic_gameyn 1 \n",
"SCAL_qmusic_drumsyn 0 \n",
"SCAL_qmusic_behaviors_12_friendstaste 5 \n",
"SCAL_qmusic_behaviors_13_sharingint 5 \n",
"SCAL_qmusic_behaviors_14_getinterest 6 \n",
"\n",
"[29 rows x 99 columns]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dff = dfo[tolist]\n",
"\n",
"dff.T"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" SCAL_orders_500 | \n",
" 1 | \n",
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" SCAL_orders_800 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
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" SCAL_orders_iso | \n",
" 1 | \n",
" 0 | \n",
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" SCAL_orders_phase | \n",
" 2 | \n",
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" \n",
" SCAL_orders_linear | \n",
" 0 | \n",
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" SCAL_order_iso5t1 | \n",
" 2 | \n",
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"
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" \n",
" SCAL_order_iso5t2 | \n",
" 6 | \n",
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" 8 | \n",
" 6 | \n",
" 8 | \n",
" 3 | \n",
" 8 | \n",
"
\n",
" \n",
" SCAL_order_psh5t | \n",
" 8 | \n",
" 7 | \n",
" 7 | \n",
" 3 | \n",
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" 4 | \n",
"
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" SCAL_order_lin5t | \n",
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"
\n",
" \n",
" SCAL_order_iso5j | \n",
" 12 | \n",
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"
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" 15 | \n",
" ... | \n",
" 15 | \n",
" 15 | \n",
" 15 | \n",
" 15 | \n",
" 16 | \n",
" 16 | \n",
" 16 | \n",
" 16 | \n",
" 15 | \n",
" 16 | \n",
"
\n",
" \n",
" SCAL_orders_psh_first | \n",
" 0 | \n",
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\n",
" \n",
" SCAL_orders_lin_first | \n",
" 1 | \n",
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" 0 | \n",
"
\n",
" \n",
" SCAL_orders_iso_first | \n",
" 0 | \n",
" 1 | \n",
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29 rows × 99 columns
\n",
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],
"text/plain": [
" 015 016 \\\n",
"SCAL_session_taskorder 3. Lin, Iso, Jump 1. Iso, Lin, Jump \n",
"SCAL_order_500ms_first 0 1 \n",
"SCAL_order_rhythmfirst 0 0 \n",
"SCAL_notes_qbasic_neurodisorder \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_orders_500 1 0 \n",
"SCAL_orders_800 0 1 \n",
"SCAL_orders_iso 1 0 \n",
"SCAL_orders_phase 2 2 \n",
"SCAL_orders_linear 0 1 \n",
"SCAL_order_iso5t1 2 1 \n",
"SCAL_order_iso8t1 1 2 \n",
"SCAL_order_iso5t2 6 3 \n",
"SCAL_order_iso8t2 5 4 \n",
"SCAL_order_psh5t 8 7 \n",
"SCAL_order_psh8t 7 8 \n",
"SCAL_order_lin5t 4 5 \n",
"SCAL_order_lin8t 3 6 \n",
"SCAL_order_iso5j 12 9 \n",
"SCAL_order_iso8j 11 10 \n",
"SCAL_order_psh5j 14 13 \n",
"SCAL_order_psh8j 13 14 \n",
"SCAL_order_lin5j 10 11 \n",
"SCAL_order_lin8j 9 12 \n",
"SCAL_order_isip5 16 15 \n",
"SCAL_order_isip8 15 16 \n",
"SCAL_orders_psh_first 0 0 \n",
"SCAL_orders_lin_first 1 0 \n",
"SCAL_orders_iso_first 0 1 \n",
"\n",
" 017 018 \\\n",
"SCAL_session_taskorder 3. Lin, Iso, Jump 5. Jump, Iso, Lin \n",
"SCAL_order_500ms_first 1 1 \n",
"SCAL_order_rhythmfirst 1 1 \n",
"SCAL_notes_qbasic_neurodisorder ADD & general anxiety \n",
"SCAL_qbasic_neurodisorderyn 1 0 \n",
"SCAL_orders_500 0 0 \n",
"SCAL_orders_800 1 1 \n",
"SCAL_orders_iso 1 1 \n",
"SCAL_orders_phase 2 0 \n",
"SCAL_orders_linear 0 2 \n",
"SCAL_order_iso5t1 1 1 \n",
"SCAL_order_iso8t1 2 2 \n",
"SCAL_order_iso5t2 5 5 \n",
"SCAL_order_iso8t2 6 6 \n",
"SCAL_order_psh5t 7 3 \n",
"SCAL_order_psh8t 8 4 \n",
"SCAL_order_lin5t 3 7 \n",
"SCAL_order_lin8t 4 8 \n",
"SCAL_order_iso5j 11 11 \n",
"SCAL_order_iso8j 12 12 \n",
"SCAL_order_psh5j 13 9 \n",
"SCAL_order_psh8j 14 10 \n",
"SCAL_order_lin5j 9 13 \n",
"SCAL_order_lin8j 10 14 \n",
"SCAL_order_isip5 15 15 \n",
"SCAL_order_isip8 16 16 \n",
"SCAL_orders_psh_first 0 1 \n",
"SCAL_orders_lin_first 1 0 \n",
"SCAL_orders_iso_first 0 0 \n",
"\n",
" 019 020 \\\n",
"SCAL_session_taskorder 3. Lin, Iso, Jump 6. Jump, Lin, Iso \n",
"SCAL_order_500ms_first 1 0 \n",
"SCAL_order_rhythmfirst 0 0 \n",
"SCAL_notes_qbasic_neurodisorder \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_orders_500 0 1 \n",
"SCAL_orders_800 1 0 \n",
"SCAL_orders_iso 1 2 \n",
"SCAL_orders_phase 2 0 \n",
"SCAL_orders_linear 0 1 \n",
"SCAL_order_iso5t1 1 2 \n",
"SCAL_order_iso8t1 2 1 \n",
"SCAL_order_iso5t2 5 8 \n",
"SCAL_order_iso8t2 6 7 \n",
"SCAL_order_psh5t 7 4 \n",
"SCAL_order_psh8t 8 3 \n",
"SCAL_order_lin5t 3 6 \n",
"SCAL_order_lin8t 4 5 \n",
"SCAL_order_iso5j 11 14 \n",
"SCAL_order_iso8j 12 13 \n",
"SCAL_order_psh5j 13 10 \n",
"SCAL_order_psh8j 14 9 \n",
"SCAL_order_lin5j 9 12 \n",
"SCAL_order_lin8j 10 11 \n",
"SCAL_order_isip5 15 16 \n",
"SCAL_order_isip8 16 15 \n",
"SCAL_orders_psh_first 0 1 \n",
"SCAL_orders_lin_first 1 0 \n",
"SCAL_orders_iso_first 0 0 \n",
"\n",
" 021 022 \\\n",
"SCAL_session_taskorder 1. Iso, Lin, Jump 6. Jump, Lin, Iso \n",
"SCAL_order_500ms_first 0 0 \n",
"SCAL_order_rhythmfirst 1 0 \n",
"SCAL_notes_qbasic_neurodisorder ADHD \n",
"SCAL_qbasic_neurodisorderyn 1 0 \n",
"SCAL_orders_500 1 1 \n",
"SCAL_orders_800 0 0 \n",
"SCAL_orders_iso 0 2 \n",
"SCAL_orders_phase 2 0 \n",
"SCAL_orders_linear 1 1 \n",
"SCAL_order_iso5t1 2 2 \n",
"SCAL_order_iso8t1 1 1 \n",
"SCAL_order_iso5t2 4 8 \n",
"SCAL_order_iso8t2 3 7 \n",
"SCAL_order_psh5t 8 4 \n",
"SCAL_order_psh8t 7 3 \n",
"SCAL_order_lin5t 6 6 \n",
"SCAL_order_lin8t 5 5 \n",
"SCAL_order_iso5j 10 14 \n",
"SCAL_order_iso8j 9 13 \n",
"SCAL_order_psh5j 14 10 \n",
"SCAL_order_psh8j 13 9 \n",
"SCAL_order_lin5j 12 12 \n",
"SCAL_order_lin8j 11 11 \n",
"SCAL_order_isip5 16 16 \n",
"SCAL_order_isip8 15 15 \n",
"SCAL_orders_psh_first 0 1 \n",
"SCAL_orders_lin_first 0 0 \n",
"SCAL_orders_iso_first 1 0 \n",
"\n",
" 024 025 \\\n",
"SCAL_session_taskorder 1. Iso, Lin, Jump 2. Iso, Jump, Lin \n",
"SCAL_order_500ms_first 1 0 \n",
"SCAL_order_rhythmfirst 1 1 \n",
"SCAL_notes_qbasic_neurodisorder \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_orders_500 0 1 \n",
"SCAL_orders_800 1 0 \n",
"SCAL_orders_iso 0 0 \n",
"SCAL_orders_phase 2 1 \n",
"SCAL_orders_linear 1 2 \n",
"SCAL_order_iso5t1 1 2 \n",
"SCAL_order_iso8t1 2 1 \n",
"SCAL_order_iso5t2 3 4 \n",
"SCAL_order_iso8t2 4 3 \n",
"SCAL_order_psh5t 7 6 \n",
"SCAL_order_psh8t 8 5 \n",
"SCAL_order_lin5t 5 8 \n",
"SCAL_order_lin8t 6 7 \n",
"SCAL_order_iso5j 9 10 \n",
"SCAL_order_iso8j 10 9 \n",
"SCAL_order_psh5j 13 12 \n",
"SCAL_order_psh8j 14 11 \n",
"SCAL_order_lin5j 11 14 \n",
"SCAL_order_lin8j 12 13 \n",
"SCAL_order_isip5 15 16 \n",
"SCAL_order_isip8 16 15 \n",
"SCAL_orders_psh_first 0 0 \n",
"SCAL_orders_lin_first 0 0 \n",
"SCAL_orders_iso_first 1 1 \n",
"\n",
" ... 112 \\\n",
"SCAL_session_taskorder ... 2. Iso, Jump, Lin \n",
"SCAL_order_500ms_first ... 0 \n",
"SCAL_order_rhythmfirst ... 0 \n",
"SCAL_notes_qbasic_neurodisorder ... \n",
"SCAL_qbasic_neurodisorderyn ... 0 \n",
"SCAL_orders_500 ... 1 \n",
"SCAL_orders_800 ... 0 \n",
"SCAL_orders_iso ... 0 \n",
"SCAL_orders_phase ... 1 \n",
"SCAL_orders_linear ... 2 \n",
"SCAL_order_iso5t1 ... 2 \n",
"SCAL_order_iso8t1 ... 1 \n",
"SCAL_order_iso5t2 ... 4 \n",
"SCAL_order_iso8t2 ... 3 \n",
"SCAL_order_psh5t ... 6 \n",
"SCAL_order_psh8t ... 5 \n",
"SCAL_order_lin5t ... 8 \n",
"SCAL_order_lin8t ... 7 \n",
"SCAL_order_iso5j ... 10 \n",
"SCAL_order_iso8j ... 9 \n",
"SCAL_order_psh5j ... 12 \n",
"SCAL_order_psh8j ... 11 \n",
"SCAL_order_lin5j ... 14 \n",
"SCAL_order_lin8j ... 13 \n",
"SCAL_order_isip5 ... 16 \n",
"SCAL_order_isip8 ... 15 \n",
"SCAL_orders_psh_first ... 0 \n",
"SCAL_orders_lin_first ... 0 \n",
"SCAL_orders_iso_first ... 1 \n",
"\n",
" 113 114 \\\n",
"SCAL_session_taskorder 5. Jump, Iso, Lin 5. Jump, Iso, Lin \n",
"SCAL_order_500ms_first 0 0 \n",
"SCAL_order_rhythmfirst 1 1 \n",
"SCAL_notes_qbasic_neurodisorder \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_orders_500 1 1 \n",
"SCAL_orders_800 0 0 \n",
"SCAL_orders_iso 1 1 \n",
"SCAL_orders_phase 0 0 \n",
"SCAL_orders_linear 2 2 \n",
"SCAL_order_iso5t1 2 2 \n",
"SCAL_order_iso8t1 1 1 \n",
"SCAL_order_iso5t2 6 6 \n",
"SCAL_order_iso8t2 5 5 \n",
"SCAL_order_psh5t 4 4 \n",
"SCAL_order_psh8t 3 3 \n",
"SCAL_order_lin5t 8 8 \n",
"SCAL_order_lin8t 7 7 \n",
"SCAL_order_iso5j 12 12 \n",
"SCAL_order_iso8j 11 11 \n",
"SCAL_order_psh5j 10 10 \n",
"SCAL_order_psh8j 9 9 \n",
"SCAL_order_lin5j 14 14 \n",
"SCAL_order_lin8j 13 13 \n",
"SCAL_order_isip5 16 16 \n",
"SCAL_order_isip8 15 15 \n",
"SCAL_orders_psh_first 1 1 \n",
"SCAL_orders_lin_first 0 0 \n",
"SCAL_orders_iso_first 0 0 \n",
"\n",
" 115 116 \\\n",
"SCAL_session_taskorder 2. Iso, Jump, Lin 3. Lin, Iso, Jump \n",
"SCAL_order_500ms_first 0 1 \n",
"SCAL_order_rhythmfirst 0 0 \n",
"SCAL_notes_qbasic_neurodisorder \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_orders_500 1 0 \n",
"SCAL_orders_800 0 1 \n",
"SCAL_orders_iso 0 1 \n",
"SCAL_orders_phase 1 2 \n",
"SCAL_orders_linear 2 0 \n",
"SCAL_order_iso5t1 2 1 \n",
"SCAL_order_iso8t1 1 2 \n",
"SCAL_order_iso5t2 4 5 \n",
"SCAL_order_iso8t2 3 6 \n",
"SCAL_order_psh5t 6 7 \n",
"SCAL_order_psh8t 5 8 \n",
"SCAL_order_lin5t 8 3 \n",
"SCAL_order_lin8t 7 4 \n",
"SCAL_order_iso5j 10 11 \n",
"SCAL_order_iso8j 9 12 \n",
"SCAL_order_psh5j 12 13 \n",
"SCAL_order_psh8j 11 14 \n",
"SCAL_order_lin5j 14 9 \n",
"SCAL_order_lin8j 13 10 \n",
"SCAL_order_isip5 16 15 \n",
"SCAL_order_isip8 15 16 \n",
"SCAL_orders_psh_first 0 0 \n",
"SCAL_orders_lin_first 0 1 \n",
"SCAL_orders_iso_first 1 0 \n",
"\n",
" 117 118 \\\n",
"SCAL_session_taskorder 6. Jump, Lin, Iso 5. Jump, Iso, Lin \n",
"SCAL_order_500ms_first 1 1 \n",
"SCAL_order_rhythmfirst 1 1 \n",
"SCAL_notes_qbasic_neurodisorder \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_orders_500 0 0 \n",
"SCAL_orders_800 1 1 \n",
"SCAL_orders_iso 2 1 \n",
"SCAL_orders_phase 0 0 \n",
"SCAL_orders_linear 1 2 \n",
"SCAL_order_iso5t1 1 1 \n",
"SCAL_order_iso8t1 2 2 \n",
"SCAL_order_iso5t2 7 5 \n",
"SCAL_order_iso8t2 8 6 \n",
"SCAL_order_psh5t 3 3 \n",
"SCAL_order_psh8t 4 4 \n",
"SCAL_order_lin5t 5 7 \n",
"SCAL_order_lin8t 6 8 \n",
"SCAL_order_iso5j 13 11 \n",
"SCAL_order_iso8j 14 12 \n",
"SCAL_order_psh5j 9 9 \n",
"SCAL_order_psh8j 10 10 \n",
"SCAL_order_lin5j 11 13 \n",
"SCAL_order_lin8j 12 14 \n",
"SCAL_order_isip5 15 15 \n",
"SCAL_order_isip8 16 16 \n",
"SCAL_orders_psh_first 1 1 \n",
"SCAL_orders_lin_first 0 0 \n",
"SCAL_orders_iso_first 0 0 \n",
"\n",
" 119 120 \\\n",
"SCAL_session_taskorder 6. Jump, Lin, Iso 1. Iso, Lin, Jump \n",
"SCAL_order_500ms_first 1 0 \n",
"SCAL_order_rhythmfirst 0 0 \n",
"SCAL_notes_qbasic_neurodisorder \n",
"SCAL_qbasic_neurodisorderyn 0 0 \n",
"SCAL_orders_500 0 1 \n",
"SCAL_orders_800 1 0 \n",
"SCAL_orders_iso 2 0 \n",
"SCAL_orders_phase 0 2 \n",
"SCAL_orders_linear 1 1 \n",
"SCAL_order_iso5t1 1 2 \n",
"SCAL_order_iso8t1 2 1 \n",
"SCAL_order_iso5t2 7 4 \n",
"SCAL_order_iso8t2 8 3 \n",
"SCAL_order_psh5t 3 8 \n",
"SCAL_order_psh8t 4 7 \n",
"SCAL_order_lin5t 5 6 \n",
"SCAL_order_lin8t 6 5 \n",
"SCAL_order_iso5j 13 10 \n",
"SCAL_order_iso8j 14 9 \n",
"SCAL_order_psh5j 9 14 \n",
"SCAL_order_psh8j 10 13 \n",
"SCAL_order_lin5j 11 12 \n",
"SCAL_order_lin8j 12 11 \n",
"SCAL_order_isip5 15 16 \n",
"SCAL_order_isip8 16 15 \n",
"SCAL_orders_psh_first 1 0 \n",
"SCAL_orders_lin_first 0 0 \n",
"SCAL_orders_iso_first 0 1 \n",
"\n",
" 121 \n",
"SCAL_session_taskorder 6. Jump, Lin, Iso \n",
"SCAL_order_500ms_first 1 \n",
"SCAL_order_rhythmfirst 0 \n",
"SCAL_notes_qbasic_neurodisorder \n",
"SCAL_qbasic_neurodisorderyn 0 \n",
"SCAL_orders_500 0 \n",
"SCAL_orders_800 1 \n",
"SCAL_orders_iso 2 \n",
"SCAL_orders_phase 0 \n",
"SCAL_orders_linear 1 \n",
"SCAL_order_iso5t1 1 \n",
"SCAL_order_iso8t1 2 \n",
"SCAL_order_iso5t2 7 \n",
"SCAL_order_iso8t2 8 \n",
"SCAL_order_psh5t 3 \n",
"SCAL_order_psh8t 4 \n",
"SCAL_order_lin5t 5 \n",
"SCAL_order_lin8t 6 \n",
"SCAL_order_iso5j 13 \n",
"SCAL_order_iso8j 14 \n",
"SCAL_order_psh5j 9 \n",
"SCAL_order_psh8j 10 \n",
"SCAL_order_lin5j 11 \n",
"SCAL_order_lin8j 12 \n",
"SCAL_order_isip5 15 \n",
"SCAL_order_isip8 16 \n",
"SCAL_orders_psh_first 1 \n",
"SCAL_orders_lin_first 0 \n",
"SCAL_orders_iso_first 0 \n",
"\n",
"[29 rows x 99 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"match('order').T"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"hrs = dfo.SCAL_qmusic_danceyn\n",
"\n",
"hrs[hrs > 0].count()\n",
"\n",
"total = dfo.SCAL_qmusic_drumhours + dfo.SCAL_qmusic_instrumenthours + dfo.SCAL_qmusic_dancehours\n",
"\n",
"\n",
"def filter_outliers(series):\n",
" # Tabachnik & fidell call +- 3.29 SD a removable/truncatable outlier\n",
" return series[np.abs(series) <= 3.29 * series.std()]\n",
"\n",
"\n",
"trunc_count = 0\n",
"\n",
"\n",
"def truncate_outliers(series): \n",
" # Tabachnik & fidell call +- 3.29 SD a removable/truncatable outlier\n",
" maxval = series.mean() + 3.29 * series.std()\n",
" minval = series.mean() - 3.29 * series.std()\n",
" trunc_count = 0\n",
" \n",
" def trunc(val):\n",
" if val > maxval:\n",
" trunc_count += 1\n",
" return maxval\n",
" elif val < minval:\n",
" trunc_count += 1\n",
" return minval\n",
" else:\n",
" return val\n",
" \n",
" s = series.apply(trunc)\n",
" print('truncated {} of {} cases.'.format(trunc_count, len(s)))\n",
" \n",
" return s\n",
"\n",
"\n",
"truncate_outliers(total).hist()\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
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" 19 | \n",
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99 rows × 638 columns
\n",
"
"
],
"text/plain": [
" SCAL_session_day SCAL_session_time SCAL_session_isfemale \\\n",
"015 20140228 1:00pm 1 \n",
"016 20140303 9:10am 0 \n",
"017 20140303 10:30am 0 \n",
"018 20140303 1:00pm 0 \n",
"019 20140303 2:20pm 0 \n",
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"021 20140304 9:40am 1 \n",
"022 20140304 12:30nn 1 \n",
"024 20140304 3:20pm 1 \n",
"025 20140304 4:50pm 0 \n",
"026 20140305 8:00am 0 \n",
"027 20140305 9:10am 0 \n",
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"032 20140306 3:30pm 1 \n",
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"034 20140307 2:20pm 0 \n",
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"047 20140401 9:10am 0 \n",
"048 20140401 2:50pm 0 \n",
".. ... ... ... \n",
"091 20140430 10:30am 1 \n",
"092 20140430 12:00nn 1 \n",
"093 20140430 1:30pm 1 \n",
"094 20140501 7:35am 1 \n",
"095 20140501 9:00am 0 \n",
"096 20140501 10:35am 1 \n",
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"098 20140502 10:25am 0 \n",
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"100 20140502 2:50pm 1 \n",
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"102 20140503 9:30am 1 \n",
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"104 20140505 1:30pm 1 \n",
"105 20140505 5:50pm 1 \n",
"107 20140506 12:00nn 0 \n",
"108 20140507 12:00nn 1 \n",
"109 20140507 1:30pm 1 \n",
"110 20140507 3:00pm 0 \n",
"111 20140507 5:00pm 1 \n",
"112 20140508 12:20nn 1 \n",
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"119 20140509 3:00pm 1 \n",
"120 20140509 4:30pm 0 \n",
"121 20140509 7:30pm 1 \n",
"\n",
" SCAL_exclusion_jitterlinearmissing SCAL_exclusion_rhythmadminerror \\\n",
"015 0 0 \n",
"016 0 0 \n",
"017 0 0 \n",
"018 0 0 \n",
"019 0 0 \n",
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".. ... ... \n",
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"121 0 0 \n",
"\n",
" SCAL_sex_femalezero SCAL_participant_age \\\n",
"015 0 21 \n",
"016 1 19 \n",
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"018 1 19 \n",
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"020 1 18 \n",
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".. ... ... \n",
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"120 1 24 \n",
"121 0 18 \n",
"\n",
" SCAL_calc_wasivocab_totalrawscore SCAL_calc_wasimatrix_totalscore \\\n",
"015 37 15 \n",
"016 48 22 \n",
"017 41 23 \n",
"018 37 22 \n",
"019 40 23 \n",
"020 41 20 \n",
"021 39 17 \n",
"022 42 19 \n",
"024 33 23 \n",
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"032 41 23 \n",
"033 43 24 \n",
"034 39 21 \n",
"035 42 22 \n",
"036 32 19 \n",
"037 41 28 \n",
"038 41 22 \n",
"039 27 25 \n",
"040 39 26 \n",
"041 40 23 \n",
"043 29 15 \n",
"044 40 22 \n",
"046 38 17 \n",
"047 41 26 \n",
"048 41 23 \n",
".. ... ... \n",
"091 40 23 \n",
"092 36 21 \n",
"093 34 20 \n",
"094 35 20 \n",
"095 43 21 \n",
"096 40 26 \n",
"097 39 21 \n",
"098 38 26 \n",
"099 36 18 \n",
"100 39 25 \n",
"101 40 19 \n",
"102 41 21 \n",
"103 41 20 \n",
"104 29 21 \n",
"105 37 22 \n",
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"108 37 19 \n",
"109 34 22 \n",
"110 47 21 \n",
"111 41 26 \n",
"112 30 19 \n",
"113 33 20 \n",
"114 44 25 \n",
"115 47 22 \n",
"116 39 27 \n",
"117 34 20 \n",
"118 42 22 \n",
"119 38 23 \n",
"120 33 24 \n",
"121 36 20 \n",
"\n",
" SCAL_calc_wasivocab_tscore ... \\\n",
"015 49 ... \n",
"016 78 ... \n",
"017 55 ... \n",
"018 50 ... \n",
"019 55 ... \n",
"020 57 ... \n",
"021 53 ... \n",
"022 57 ... \n",
"024 44 ... \n",
"025 47 ... \n",
"026 46 ... \n",
"027 53 ... \n",
"028 63 ... \n",
"029 52 ... \n",
"030 61 ... \n",
"032 57 ... \n",
"033 61 ... \n",
"034 53 ... \n",
"035 57 ... \n",
"036 43 ... \n",
"037 57 ... \n",
"038 57 ... \n",
"039 35 ... \n",
"040 52 ... \n",
"041 53 ... \n",
"043 38 ... \n",
"044 55 ... \n",
"046 51 ... \n",
"047 57 ... \n",
"048 53 ... \n",
".. ... ... \n",
"091 53 ... \n",
"092 47 ... \n",
"093 46 ... \n",
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"104 37 ... \n",
"105 50 ... \n",
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"115 74 ... \n",
"116 52 ... \n",
"117 46 ... \n",
"118 57 ... \n",
"119 51 ... \n",
"120 43 ... \n",
"121 48 ... \n",
"\n",
" SMSR_phase8t_s4a_DPsd_inv SMSR_phase5j_s4a_DPsd_inv \\\n",
"015 0.053945 0.109104 \n",
"016 0.307656 0.126311 \n",
"017 0.238160 NaN \n",
"018 0.280125 0.268595 \n",
"019 0.218318 0.142223 \n",
"020 0.200960 0.094811 \n",
"021 0.165609 0.387882 \n",
"022 0.218622 0.103781 \n",
"024 0.290449 0.162213 \n",
"025 NaN 0.096158 \n",
"026 0.315938 0.172583 \n",
"027 0.448790 0.335749 \n",
"028 0.197235 0.109011 \n",
"029 0.192119 0.238632 \n",
"030 0.354506 0.247562 \n",
"032 0.288649 0.167086 \n",
"033 0.142608 0.091577 \n",
"034 0.253809 0.300227 \n",
"035 0.332722 NaN \n",
"036 0.385685 0.122914 \n",
"037 0.087951 0.089036 \n",
"038 0.186885 0.213108 \n",
"039 0.221292 0.124040 \n",
"040 0.505729 0.160670 \n",
"041 0.662521 NaN \n",
"043 0.126257 0.206833 \n",
"044 0.120922 0.100960 \n",
"046 NaN 0.107789 \n",
"047 NaN 0.352100 \n",
"048 0.082037 0.211633 \n",
".. ... ... \n",
"091 0.514594 NaN \n",
"092 1.463008 0.160003 \n",
"093 0.126370 0.139741 \n",
"094 0.157942 0.570216 \n",
"095 0.623089 0.129448 \n",
"096 0.117796 0.158067 \n",
"097 0.167973 0.088569 \n",
"098 0.276621 NaN \n",
"099 0.136994 0.107712 \n",
"100 0.413154 0.115105 \n",
"101 0.238751 0.102274 \n",
"102 0.252654 0.113860 \n",
"103 0.091374 0.109908 \n",
"104 0.193879 0.097889 \n",
"105 0.226203 0.055243 \n",
"107 0.315815 0.168736 \n",
"108 0.121067 0.127023 \n",
"109 NaN 0.197451 \n",
"110 0.746870 0.240477 \n",
"111 0.180501 0.153378 \n",
"112 0.099765 0.086206 \n",
"113 0.225395 0.903250 \n",
"114 0.140522 0.155581 \n",
"115 0.212135 0.125535 \n",
"116 0.209886 0.114240 \n",
"117 0.253321 1.172359 \n",
"118 0.233624 0.137326 \n",
"119 0.296574 0.142627 \n",
"120 0.136025 0.138683 \n",
"121 NaN 0.212650 \n",
"\n",
" SMSR_phase8j_s4a_DPsd_inv SMSR_phase5t_s4b_DPsd_inv \\\n",
"015 0.141834 0.044401 \n",
"016 0.228519 0.293895 \n",
"017 0.267141 0.273082 \n",
"018 0.472431 0.218647 \n",
"019 0.230305 0.225257 \n",
"020 0.091210 0.144236 \n",
"021 0.122095 0.239746 \n",
"022 0.524508 0.268215 \n",
"024 0.138587 0.305706 \n",
"025 0.110128 0.187185 \n",
"026 0.242976 0.267496 \n",
"027 0.126193 0.517326 \n",
"028 0.164658 0.155067 \n",
"029 0.098325 0.226234 \n",
"030 0.110378 0.271160 \n",
"032 0.493896 0.574432 \n",
"033 0.105533 0.283750 \n",
"034 0.213578 0.292100 \n",
"035 0.165752 0.208685 \n",
"036 0.096976 0.130206 \n",
"037 0.096754 0.156003 \n",
"038 0.196591 0.403707 \n",
"039 0.118965 0.371071 \n",
"040 0.152935 0.336509 \n",
"041 0.121985 0.416434 \n",
"043 0.166734 0.173898 \n",
"044 0.196223 0.176374 \n",
"046 0.147044 0.156625 \n",
"047 0.113883 0.230409 \n",
"048 0.181116 0.351736 \n",
".. ... ... \n",
"091 0.133380 0.267509 \n",
"092 0.141283 0.297839 \n",
"093 0.158888 0.195304 \n",
"094 0.183847 0.226480 \n",
"095 0.157132 0.512506 \n",
"096 0.135327 0.231670 \n",
"097 0.106628 0.195924 \n",
"098 0.230370 0.265347 \n",
"099 0.276791 0.426067 \n",
"100 0.154248 0.249031 \n",
"101 0.224906 0.203175 \n",
"102 0.187137 0.360029 \n",
"103 0.086229 0.285006 \n",
"104 NaN 0.068193 \n",
"105 0.097951 0.183074 \n",
"107 0.123241 0.284850 \n",
"108 0.066406 0.125400 \n",
"109 0.256688 0.332181 \n",
"110 0.175004 0.264562 \n",
"111 0.201756 0.282680 \n",
"112 0.141479 0.201735 \n",
"113 0.122948 0.536510 \n",
"114 0.097414 0.183771 \n",
"115 0.137462 0.161361 \n",
"116 0.128472 0.467552 \n",
"117 0.110528 0.374751 \n",
"118 0.156730 0.327467 \n",
"119 0.101641 0.353110 \n",
"120 0.160969 0.344341 \n",
"121 0.142823 0.273276 \n",
"\n",
" SMSR_phase8t_s4b_DPsd_inv SMSR_phase5j_s4b_DPsd_inv \\\n",
"015 0.044053 0.080712 \n",
"016 0.322954 0.253038 \n",
"017 0.369306 0.073817 \n",
"018 0.329568 0.206339 \n",
"019 0.360575 0.315614 \n",
"020 0.251791 0.144323 \n",
"021 0.255567 0.267809 \n",
"022 0.806137 0.166897 \n",
"024 0.218173 0.200656 \n",
"025 0.166658 0.353406 \n",
"026 0.427044 0.319051 \n",
"027 0.352330 0.160887 \n",
"028 0.320924 0.167243 \n",
"029 0.100256 0.243489 \n",
"030 0.230343 0.239115 \n",
"032 0.358773 0.292778 \n",
"033 0.321588 0.215825 \n",
"034 0.267982 0.386933 \n",
"035 0.224142 0.201219 \n",
"036 0.152122 0.098771 \n",
"037 0.199734 0.440983 \n",
"038 0.215995 0.313550 \n",
"039 0.508101 0.140520 \n",
"040 0.284273 0.499273 \n",
"041 0.431053 0.093620 \n",
"043 0.198134 0.170268 \n",
"044 0.238373 0.157676 \n",
"046 0.385439 0.229132 \n",
"047 0.195420 0.213305 \n",
"048 0.140725 0.200187 \n",
".. ... ... \n",
"091 0.457058 0.289365 \n",
"092 0.311048 0.405914 \n",
"093 0.175792 0.327514 \n",
"094 0.116993 0.158132 \n",
"095 0.308305 0.147790 \n",
"096 0.375871 0.314143 \n",
"097 0.328464 0.174956 \n",
"098 0.420993 0.171184 \n",
"099 0.214582 0.288515 \n",
"100 0.207041 0.296783 \n",
"101 0.223450 0.235341 \n",
"102 0.286429 0.236990 \n",
"103 0.328613 0.147275 \n",
"104 0.105806 0.058434 \n",
"105 0.253580 0.133442 \n",
"107 0.254540 0.292223 \n",
"108 0.258994 0.138733 \n",
"109 0.248028 0.230421 \n",
"110 0.400076 0.157301 \n",
"111 0.342289 0.218383 \n",
"112 0.362215 0.215882 \n",
"113 0.361752 0.085727 \n",
"114 0.173245 0.130977 \n",
"115 0.261306 0.281474 \n",
"116 0.446516 0.247116 \n",
"117 0.127035 0.130191 \n",
"118 0.249650 0.140216 \n",
"119 0.353557 0.222948 \n",
"120 0.216403 0.263427 \n",
"121 0.200202 0.174823 \n",
"\n",
" SMSR_phase8j_s4b_DPsd_inv SCAL_orders_psh_first SCAL_orders_lin_first \\\n",
"015 0.110317 0 1 \n",
"016 0.277177 0 0 \n",
"017 0.143151 0 1 \n",
"018 0.196048 1 0 \n",
"019 0.268594 0 1 \n",
"020 0.139888 1 0 \n",
"021 0.184375 0 0 \n",
"022 0.263083 1 0 \n",
"024 0.309556 0 0 \n",
"025 0.204062 0 0 \n",
"026 0.164220 1 0 \n",
"027 0.331544 0 1 \n",
"028 0.166183 0 0 \n",
"029 0.150339 1 0 \n",
"030 0.180716 0 1 \n",
"032 0.391160 0 0 \n",
"033 0.247249 0 0 \n",
"034 0.173508 1 0 \n",
"035 0.174894 1 0 \n",
"036 0.088321 0 1 \n",
"037 0.250549 0 1 \n",
"038 0.071964 1 0 \n",
"039 0.216045 0 0 \n",
"040 0.151792 0 0 \n",
"041 0.195735 0 0 \n",
"043 0.141374 1 0 \n",
"044 0.170921 0 1 \n",
"046 0.246827 0 1 \n",
"047 0.143730 1 0 \n",
"048 0.232906 0 0 \n",
".. ... ... ... \n",
"091 0.363775 1 0 \n",
"092 0.283209 1 0 \n",
"093 0.207166 1 0 \n",
"094 0.130149 0 0 \n",
"095 0.277586 1 0 \n",
"096 0.166200 0 1 \n",
"097 0.169626 0 1 \n",
"098 0.278959 1 0 \n",
"099 0.197530 0 0 \n",
"100 0.164985 0 0 \n",
"101 0.160918 0 0 \n",
"102 0.267650 1 0 \n",
"103 0.190954 0 1 \n",
"104 0.108806 1 0 \n",
"105 0.099407 0 0 \n",
"107 0.174521 0 0 \n",
"108 0.187978 0 0 \n",
"109 0.304478 0 1 \n",
"110 0.301736 1 0 \n",
"111 0.228682 0 1 \n",
"112 0.137384 0 0 \n",
"113 0.363479 1 0 \n",
"114 0.136999 1 0 \n",
"115 0.248404 0 0 \n",
"116 0.263422 0 1 \n",
"117 0.133639 1 0 \n",
"118 0.182431 1 0 \n",
"119 0.247663 1 0 \n",
"120 0.192488 0 0 \n",
"121 0.182236 1 0 \n",
"\n",
" SCAL_orders_iso_first \n",
"015 0 \n",
"016 1 \n",
"017 0 \n",
"018 0 \n",
"019 0 \n",
"020 0 \n",
"021 1 \n",
"022 0 \n",
"024 1 \n",
"025 1 \n",
"026 0 \n",
"027 0 \n",
"028 1 \n",
"029 0 \n",
"030 0 \n",
"032 1 \n",
"033 1 \n",
"034 0 \n",
"035 0 \n",
"036 0 \n",
"037 0 \n",
"038 0 \n",
"039 1 \n",
"040 1 \n",
"041 1 \n",
"043 0 \n",
"044 0 \n",
"046 0 \n",
"047 0 \n",
"048 1 \n",
".. ... \n",
"091 0 \n",
"092 0 \n",
"093 0 \n",
"094 1 \n",
"095 0 \n",
"096 0 \n",
"097 0 \n",
"098 0 \n",
"099 1 \n",
"100 1 \n",
"101 1 \n",
"102 0 \n",
"103 0 \n",
"104 0 \n",
"105 1 \n",
"107 1 \n",
"108 1 \n",
"109 0 \n",
"110 0 \n",
"111 0 \n",
"112 1 \n",
"113 0 \n",
"114 0 \n",
"115 1 \n",
"116 0 \n",
"117 0 \n",
"118 0 \n",
"119 0 \n",
"120 1 \n",
"121 0 \n",
"\n",
"[99 rows x 638 columns]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfo"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"ZDtTf/znkhaev8rRalYrlrczJtQBFKWF5690evSBs+MVy7X4jF8AFARm6nYQ6gDgEUIdQEHgOnU7\n",
"CHUA8AihDqAgMFO3g1AHAI8Q6gAKAjN1Owh1APBI5FCfm5vT+fPndeHCBT1+/NjmmgBsQszU7Ygc\n",
"6pOTk+rv79fHH3+sn376yeaaAAARRQ71ioqK9O2ysjIriwGweTFTtyNyqAcrPoC5tLTUymIAABsT\n",
"+Q29UqlU+nYsFrOymGxticX08T/v1J9LqcwPtnI8KU8/KuC9RCLB2boFsWDlKXcWhoaG1NfXpyAI\n",
"NDIyop6enlWPuX37tv74448NLxIANpOqqirt27cv0r6RQ/3Ro0caHx9XEATq6upSdXV1pAUAAOyJ\n",
"HOoAgMLDi48AwCOEOgB4hFDPo+Xl5TeuIgKAjdrwZ5TOzc0pHo+rpKREhw8fVk1NjZXHFqNsfr4r\n",
"V65oZmZGvb29qq2tdbjK3MumDlNTU7p//76Wl5d18OBB1dXVOVxp7mVTi5s3b2p+fl6StGvXrshX\n",
"PxSqbP/9v3jxQl999ZU++eSTTf1vZHh4OH3y19jYqJaWlrW/ebBB3377bfr20NCQtccWo2x/vqmp\n",
"qeC3337L5ZLyIps6jI+Pp29///33OVtTvkTt+R9++CEXy8mrbGtx+fLl4Pbt25v+38jVq1ez+t4b\n",
"PlPP5u0CfH9rAd9/vvXKpg4dHR25Xk5eZdsTDx8+1MWLF9XX15fLZeVFNrX4/fffVVFRofLy8lwv\n",
"Ky+yqUUqldLg4KCCIFBDQ4Pa2trWfPyGZ+pBFm8XkM1ji5HvP996RanDtWvXdODAgVwtKW+yrUV9\n",
"fb1OnTqlW7du5XJZeZFNLXx/dWk2teju7taxY8d0/Pjx9HhuLRs+U8/m7QIK4a0Fcsn3n2+9sq3D\n",
"+Pi4mpqatGPHjlwuKy+i9ER5ebkqKytztaS8yaYW8/Pz+u6777SwsKD6+nrvZupRs2I9JwYbDvUX\n",
"L15I+usvz+vbkvTzzz9ry5Yt+uCDDzI+1hfZ1MJn2dThxo0b2rlzp+rr610v04lsavH06VNt3749\n",
"/XjfZFOLTz/9VJI0PT2tqqoqtwt1IJtazM7Oavfu3ZKkly9fZvzeGw719vZ2DQwMpN8u4LUff/xR\n",
"sVjsjcW97bG+yKYWY2NjmpmZUXl5uerr672aLa+3DgsLC5qYmFBzc7Pu3bunxcVFnTx5Ml/Lzols\n",
"emJiYkJLS0uSpP379ztfa65lUwvprz9yiUTCyzP1bGoxOzuryclJSVJra2vG783bBACAR3jxEQB4\n",
"hFAHAI8Q6gDgEUIdADxCqAOARwh1APAIoQ4AHiHUAcAj/wcIgqJIhvNj6wAAAABJRU5ErkJggg==\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#dfo.scales.bfi_item39.hist()\n",
"\n",
"dfo.sms.phase5t_DPsd.apply(lambda x: 1/x).hist()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## SPSS SYNTAX GENERATION"
]
},
{
"cell_type": "code",
"execution_count": 183,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"VARIABLE LABELS \n",
" fff 'sssss'\n",
".\n"
]
}
],
"source": [
"def variable_labels_syntax(varlist):\n",
" var_labels = \"VARIABLE LABELS \\n{vlist}.\"\n",
" vl_item = \" {var} '{label}'\\n\"\n",
" vl_list = '\\n'.join([vl_item.format(var=v, label=l) for (v, l) in varlist])\n",
" return var_labels.format(vlist=vl_list)\n",
"\n",
"#testing\n",
"print variable_labels_syntax(varlist = [(\"fff\", \"sssss\")])"
]
},
{
"cell_type": "code",
"execution_count": 165,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"{1: {'factor': 'E', 'reverse_scored': False},\n",
" 2: {'factor': 'A', 'reverse_scored': True},\n",
" 3: {'factor': 'C', 'reverse_scored': False},\n",
" 4: {'factor': 'N', 'reverse_scored': False},\n",
" 5: {'factor': 'O', 'reverse_scored': False},\n",
" 6: {'factor': 'E', 'reverse_scored': True},\n",
" 7: {'factor': 'A', 'reverse_scored': False},\n",
" 8: {'factor': 'C', 'reverse_scored': True},\n",
" 9: {'factor': 'N', 'reverse_scored': True},\n",
" 10: {'factor': 'O', 'reverse_scored': False},\n",
" 11: {'factor': 'E', 'reverse_scored': False},\n",
" 12: {'factor': 'A', 'reverse_scored': True},\n",
" 13: {'factor': 'C', 'reverse_scored': False},\n",
" 14: {'factor': 'N', 'reverse_scored': False},\n",
" 15: {'factor': 'O', 'reverse_scored': False},\n",
" 16: {'factor': 'E', 'reverse_scored': False},\n",
" 17: {'factor': 'A', 'reverse_scored': False},\n",
" 18: {'factor': 'C', 'reverse_scored': True},\n",
" 19: {'factor': 'N', 'reverse_scored': False},\n",
" 20: {'factor': 'O', 'reverse_scored': False},\n",
" 21: {'factor': 'E', 'reverse_scored': True},\n",
" 22: {'factor': 'A', 'reverse_scored': False},\n",
" 23: {'factor': 'C', 'reverse_scored': True},\n",
" 24: {'factor': 'N', 'reverse_scored': True},\n",
" 25: {'factor': 'O', 'reverse_scored': False},\n",
" 26: {'factor': 'E', 'reverse_scored': False},\n",
" 27: {'factor': 'A', 'reverse_scored': True},\n",
" 28: {'factor': 'C', 'reverse_scored': False},\n",
" 29: {'factor': 'N', 'reverse_scored': False},\n",
" 30: {'factor': 'O', 'reverse_scored': False},\n",
" 31: {'factor': 'E', 'reverse_scored': True},\n",
" 32: {'factor': 'A', 'reverse_scored': False},\n",
" 33: {'factor': 'C', 'reverse_scored': False},\n",
" 34: {'factor': 'N', 'reverse_scored': True},\n",
" 35: {'factor': 'O', 'reverse_scored': True},\n",
" 36: {'factor': 'E', 'reverse_scored': False},\n",
" 37: {'factor': 'A', 'reverse_scored': True},\n",
" 38: {'factor': 'C', 'reverse_scored': False},\n",
" 39: {'factor': 'N', 'reverse_scored': False},\n",
" 40: {'factor': 'O', 'reverse_scored': False},\n",
" 41: {'factor': 'O', 'reverse_scored': True},\n",
" 42: {'factor': 'A', 'reverse_scored': False},\n",
" 43: {'factor': 'C', 'reverse_scored': True},\n",
" 44: {'factor': 'O', 'reverse_scored': False}}"
]
},
"execution_count": 165,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bfi={}\n",
"bfi['E'] = ['1', '6R', '11', '16', '21R', '26', '31R', '36']\n",
"bfi['A'] = ['2R', '7', '12R', '17', '22', '27R', '32', '37R', '42']\n",
"bfi['C'] = ['3', '8R', '13', '18R', '23R', '28', '33', '38', '43R']\n",
"bfi['N'] = ['4', '9R', '14', '19', '24R', '29', '34R', '39']\n",
"bfi['O'] = ['5', '10', '15', '20', '25', '30', '35R', '40', '41R', '44']\n",
"\n",
"bfi_score = {}\n",
"\n",
"for k, v in bfi.items():\n",
" for i in v:\n",
" reverse_scored = 'R' in i\n",
" if reverse_scored:\n",
" i = i[:-1]\n",
" item = int(i)\n",
" bfi_score[item] = {'factor': k,\n",
" 'reverse_scored': reverse_scored}\n",
" \n",
"bfi_score"
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ALTER TYPE\n",
"session_isfemale (F8.2)\n",
"exclusion_jitterlinearmissing (F8.2)\n",
"exclusion_rhythmadminerror (F8.2)\n",
"sex_femalezero (F8.2)\n",
"participant_age (F8.2)\n",
"calc_wasivocab_totalrawscore (F8.2)\n",
"calc_wasimatrix_totalscore (F8.2)\n",
"calc_wasivocab_tscore (F8.2)\n",
"calc_wasimatrix_tscore (F8.2)\n",
"calc_wasi_tscore_total (F8.2)\n",
"calc_fsiq2 (F8.2)\n",
"calc_bfi_extraversion (F8.2)\n",
"calc_bfi_agreeableness (F8.2)\n",
"calc_bfi_conscientiousness (F8.2)\n",
"calc_bfi_neuroticism (F8.2)\n",
"calc_bfi_openness (F8.2)\n",
"calc_qmusic_socialimportance (F8.2)\n",
"order_500ms_first (F8.2)\n",
"order_rhythmfirst (F8.2)\n",
"wasivocab_itemscore01_fish (F8.2)\n",
"wasivocab_itemscore02_shovel (F8.2)\n",
"wasivocab_itemscore03_shell (F8.2)\n",
"wasivocab_itemscore04_shirt (F8.2)\n",
"wasivocab_itemscore05_car (F8.2)\n",
"wasivocab_itemscore06_lamp (F8.2)\n",
"wasivocab_itemscore07_bird (F8.2)\n",
"wasivocab_itemscore08_tongue (F8.2)\n",
"wasivocab_itemscore09_pet (F8.2)\n",
"wasivocab_itemscore10_lunch (F8.2)\n",
"wasivocab_itemscore11_bell (F8.2)\n",
"wasivocab_itemscore12_calendar (F8.2)\n",
"wasivocab_itemscore13_alligator (F8.2)\n",
"wasivocab_itemscore14_dance (F8.2)\n",
"wasivocab_itemscore15_summer (F8.2)\n",
"wasivocab_itemscore16_reveal (F8.2)\n",
"wasivocab_itemscore17_decade (F8.2)\n",
"wasivocab_itemscore18_entertain (F8.2)\n",
"wasivocab_itemscore19_tradition (F8.2)\n",
"wasivocab_itemscore20_enthusiastic (F8.2)\n",
"wasivocab_itemscore21_improvise (F8.2)\n",
"wasivocab_itemscore22_haste (F8.2)\n",
"wasivocab_itemscore23_trend (F8.2)\n",
"wasivocab_itemscore24_impulse (F8.2)\n",
"wasivocab_itemscore25_ruminate (F8.2)\n",
"wasivocab_itemscore26_mollify (F8.2)\n",
"wasivocab_itemscore27_extirpate (F8.2)\n",
"wasivocab_itemscore28_panacea (F8.2)\n",
"wasivocab_itemscore29_perfunctory (F8.2)\n",
"wasivocab_itemscore30_insipid (F8.2)\n",
"wasivocab_itemscore31_pavid (F8.2)\n",
"wasimatrix_itemscore01 (F8.2)\n",
"wasimatrix_itemscore02 (F8.2)\n",
"wasimatrix_itemscore03 (F8.2)\n",
"wasimatrix_itemscore04 (F8.2)\n",
"wasimatrix_itemscore05 (F8.2)\n",
"wasimatrix_itemscore06 (F8.2)\n",
"wasimatrix_itemscore07 (F8.2)\n",
"wasimatrix_itemscore08 (F8.2)\n",
"wasimatrix_itemscore09 (F8.2)\n",
"wasimatrix_itemscore10 (F8.2)\n",
"wasimatrix_itemscore11 (F8.2)\n",
"wasimatrix_itemscore12 (F8.2)\n",
"wasimatrix_itemscore13 (F8.2)\n",
"wasimatrix_itemscore14 (F8.2)\n",
"wasimatrix_itemscore15 (F8.2)\n",
"wasimatrix_itemscore16 (F8.2)\n",
"wasimatrix_itemscore17 (F8.2)\n",
"wasimatrix_itemscore18 (F8.2)\n",
"wasimatrix_itemscore19 (F8.2)\n",
"wasimatrix_itemscore20 (F8.2)\n",
"wasimatrix_itemscore21 (F8.2)\n",
"wasimatrix_itemscore22 (F8.2)\n",
"wasimatrix_itemscore23 (F8.2)\n",
"wasimatrix_itemscore24 (F8.2)\n",
"wasimatrix_itemscore25 (F8.2)\n",
"wasimatrix_itemscore26 (F8.2)\n",
"wasimatrix_itemscore27 (F8.2)\n",
"wasimatrix_itemscore28 (F8.2)\n",
"wasimatrix_itemscore29 (F8.2)\n",
"wasimatrix_itemscore30 (F8.2)\n",
"qbasic_isfemale (F8.2)\n",
"qbasic_age (F8.2)\n",
"qbasic_ethnicity_white (F8.2)\n",
"qbasic_ethnicity_nativeam (F8.2)\n",
"qbasic_ethnicity_hispanic (F8.2)\n",
"qbasic_ethnicity_hawaiianpac (F8.2)\n",
"qbasic_ethnicity_black (F8.2)\n",
"qbasic_ethnicity_eastasian (F8.2)\n",
"qbasic_ethnicity_southasian (F8.2)\n",
"qbasic_ethnicity_middleeastern (F8.2)\n",
"qbasic_ethnicity_noneofthese (F8.2)\n",
"qbasic_relationshipyn (F8.2)\n",
"qbasic_relationshipyears (F8.2)\n",
"qbasic_relationshipmonths (F8.2)\n",
"calc_qbasic_rel_totalmonths (F8.2)\n",
"qbasic_marriedyn (F8.2)\n",
"qbasic_livingwithyn (F8.2)\n",
"qbasic_straightyn (F8.2)\n",
"qbasic_totalheightin (F8.2)\n",
"qbasic_weightlbs (F8.2)\n",
"qbasic_handednessa (F8.2)\n",
"qbasic_handednessb (F8.2)\n",
"qbasic_handednessc (F8.2)\n",
"qbasic_handednessd (F8.2)\n",
"qbasic_handednesse (F8.2)\n",
"qbasic_hearingdeficityn (F8.2)\n",
"qbasic_injuriesyn (F8.2)\n",
"qbasic_exerciseyn (F8.2)\n",
"qbasic_neurodisorderyn (F8.2)\n",
"qmusic_singingyn (F8.2)\n",
"qmusic_singinghours (F8.2)\n",
"qmusic_singingtimes (F8.2)\n",
"qmusic_danceyn (F8.2)\n",
"qmusic_dancelevel (F8.2)\n",
"qmusic_dancehours (F8.2)\n",
"qmusic_instrumentyn (F8.2)\n",
"qmusic_instrumentlevel (F8.2)\n",
"qmusic_instrumenthours (F8.2)\n",
"qmusic_gameyn (F8.2)\n",
"qmusic_gamehoursall (F8.2)\n",
"qmusic_gamehoursdrumsticks (F8.2)\n",
"qmusic_drumsyn (F8.2)\n",
"qmusic_drumhours (F8.2)\n",
"qmusic_drumlevel (F8.2)\n",
"qmusic_behaviors_07_yourself (F8.2)\n",
"qmusic_behaviors_08_otherprs (F8.2)\n",
"qmusic_behaviors_09_danceprv (F8.2)\n",
"qmusic_behaviors_10_dancepub (F8.2)\n",
"qmusic_behaviors_11_urgemove (F8.2)\n",
"qmusic_behaviors_12_friendstaste (F8.2)\n",
"qmusic_behaviors_13_sharingint (F8.2)\n",
"qmusic_behaviors_14_getinterest (F8.2)\n",
"bfi_item01 (F8.2)\n",
"bfi_item02 (F8.2)\n",
"bfi_item03 (F8.2)\n",
"bfi_item04 (F8.2)\n",
"bfi_item05 (F8.2)\n",
"bfi_item06 (F8.2)\n",
"bfi_item07 (F8.2)\n",
"bfi_item08 (F8.2)\n",
"bfi_item09 (F8.2)\n",
"bfi_item10 (F8.2)\n",
"bfi_item11 (F8.2)\n",
"bfi_item12 (F8.2)\n",
"bfi_item13 (F8.2)\n",
"bfi_item14 (F8.2)\n",
"bfi_item15 (F8.2)\n",
"bfi_item16 (F8.2)\n",
"bfi_item17 (F8.2)\n",
"bfi_item18 (F8.2)\n",
"bfi_item19 (F8.2)\n",
"bfi_item20 (F8.2)\n",
"bfi_item21 (F8.2)\n",
"bfi_item22 (F8.2)\n",
"bfi_item23 (F8.2)\n",
"bfi_item24 (F8.2)\n",
"bfi_item25 (F8.2)\n",
"bfi_item26 (F8.2)\n",
"bfi_item27 (F8.2)\n",
"bfi_item28 (F8.2)\n",
"bfi_item29 (F8.2)\n",
"bfi_item30 (F8.2)\n",
"bfi_item31 (F8.2)\n",
"bfi_item32 (F8.2)\n",
"bfi_item33 (F8.2)\n",
"bfi_item34 (F8.2)\n",
"bfi_item35 (F8.2)\n",
"bfi_item36 (F8.2)\n",
"bfi_item37 (F8.2)\n",
"bfi_item38 (F8.2)\n",
"bfi_item39 (F8.2)\n",
"bfi_item40 (F8.2)\n",
"bfi_item41 (F8.2)\n",
"bfi_item42 (F8.2)\n",
"bfi_item43 (F8.2)\n",
"bfi_item44 (F8.2)\n",
"qmusic_singinghours_nonzero (F8.2)\n",
"qmusic_singingtimes_nonzero (F8.2)\n",
"qmusic_dancehours_nonzero (F8.2)\n",
"qmusic_instrumenthours_nonzero (F8.2)\n",
"qmusic_drumhours_nonzero (F8.2)\n",
"qmusic_behaviors_09_danceprv_nonzero (F8.2)\n",
"qmusic_behaviors_10_dancepub_nonzero (F8.2)\n",
"qmusic_gamehoursall_nonzero (F8.2)\n",
"qmusic_gamehoursdrumsticks_nonzero (F8.2)\n",
"qmusic_behaviors_07_yourself_ln1p (F8.2)\n",
"qmusic_behaviors_08_otherprs_ln1p (F8.2)\n",
"qmusic_behaviors_09_danceprv_ln1p (F8.2)\n",
"qmusic_dancelevel_ln1p (F8.2)\n",
"qmusic_dancelevel_tophalf (F8.2)\n",
"order_iso500t1 (F8.2)\n",
"order_iso800t1 (F8.2)\n",
"order_iso500t2 (F8.2)\n",
"order_iso800t2 (F8.2)\n",
"order_phase500 (F8.2)\n",
"order_phase800 (F8.2)\n",
"order_linear500 (F8.2)\n",
"order_linear800 (F8.2)\n",
"order_isip500 (F8.2)\n",
"order_isip800 (F8.2)\n",
".\n"
]
}
],
"source": [
"print('ALTER TYPE')\n",
"print(' (F8.2)\\n'.join(others) + ' (F8.2)')\n",
"print('.')\n",
"\n",
"# Oops - these aren't the values in the dfo_flat output. Need to do this there instead,\n",
"# or import from the CSV I made there."
]
},
{
"cell_type": "code",
"execution_count": 190,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"BFI item 1 (E)\n",
"BFI item 2 (A)\n",
"BFI item 3 (C)\n",
"BFI item 4 (N)\n",
"BFI item 5 (O)\n",
"BFI item 6 (E)\n",
"BFI item 7 (A)\n",
"BFI item 8 (C)\n",
"BFI item 9 (N)\n",
"BFI item 10 (O)\n",
"BFI item 11 (E)\n",
"BFI item 12 (A)\n",
"BFI item 13 (C)\n",
"BFI item 14 (N)\n",
"BFI item 15 (O)\n",
"BFI item 16 (E)\n",
"BFI item 17 (A)\n",
"BFI item 18 (C)\n",
"BFI item 19 (N)\n",
"BFI item 20 (O)\n",
"BFI item 21 (E)\n",
"BFI item 22 (A)\n",
"BFI item 23 (C)\n",
"BFI item 24 (N)\n",
"BFI item 25 (O)\n",
"BFI item 26 (E)\n",
"BFI item 27 (A)\n",
"BFI item 28 (C)\n",
"BFI item 29 (N)\n",
"BFI item 30 (O)\n",
"BFI item 31 (E)\n",
"BFI item 32 (A)\n",
"BFI item 33 (C)\n",
"BFI item 34 (N)\n",
"BFI item 35 (O)\n",
"BFI item 36 (E)\n",
"BFI item 37 (A)\n",
"BFI item 38 (C)\n",
"BFI item 39 (N)\n",
"BFI item 40 (O)\n",
"BFI item 41 (O)\n",
"BFI item 42 (A)\n",
"BFI item 43 (C)\n",
"BFI item 44 (O)\n"
]
}
],
"source": [
"varlist = []\n",
"for k, v in bfi_score.items():\n",
" name = \"SCAL_bfi_item\" + str(k)\n",
" factor = v['factor']\n",
" label = \"BFI item {n} ({f})\".format(n=k, f=factor)\n",
" return\n",
"#bfi_vars"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.8"
}
},
"nbformat": 4,
"nbformat_minor": 0
}