{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os, math, subprocess\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# some settings for displaying Pandas results\n", "pd.set_option('display.width', 2000)\n", "pd.set_option('display.max_rows', 500)\n", "pd.set_option('display.max_columns', 500)\n", "pd.set_option('display.precision', 4)\n", "pd.set_option('display.max_colwidth', -1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load data and exploring statistics" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "total 2.5G\r\n", "drwxrwsr-x 2 hong ubuntu 4.0K Apr 16 16:38 .\r\n", "drwxrwsr-x 4 hong ubuntu 4.0K Apr 16 16:39 ..\r\n", "-rw-rw-r-- 1 hong ubuntu 26M Jun 26 2018 application_test.csv\r\n", "-rw-rw-r-- 1 hong ubuntu 159M Jun 26 2018 application_train.csv\r\n", "-rw-rw-r-- 1 hong ubuntu 359M Jun 26 2018 bureau_balance.csv\r\n", "-rw-rw-r-- 1 hong ubuntu 163M Jun 26 2018 bureau.csv\r\n", "-rw-rw-r-- 1 hong ubuntu 405M Jun 26 2018 credit_card_balance.csv\r\n", "-rw-rw-r-- 1 hong ubuntu 37K Jun 26 2018 HomeCredit_columns_description.csv\r\n", "-rw-rw-r-- 1 hong ubuntu 690M Jun 26 2018 installments_payments.csv\r\n", "-rw-rw-r-- 1 hong ubuntu 375M Jun 26 2018 POS_CASH_balance.csv\r\n", "-rw-rw-r-- 1 hong ubuntu 387M Jun 26 2018 previous_application.csv\r\n", "-rw-rw-r-- 1 hong ubuntu 524K Jun 26 2018 sample_submission.csv\r\n" ] } ], "source": [ "!ls -lah home-credit-default-risk/" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[u'POS_CASH_balance.csv',\n", " u'application_test.csv',\n", " u'application_train.csv',\n", " u'bureau.csv',\n", " u'bureau_balance.csv',\n", " u'credit_card_balance.csv',\n", " u'installments_payments.csv',\n", " u'previous_application.csv',\n", " u'sample_submission.csv']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ls_files = subprocess.check_output([\"ls\", \"-lah\", \"home-credit-default-risk/\"]).decode(\"utf-8\").splitlines()[3:]\n", "ls_files = [f.split()[-1] for f in ls_files]\n", "ls_files = sorted([f for f in ls_files if f not in [\"HomeCredit_columns_description.csv\"]])\n", "ls_files" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def exploring_stats(pdf_input):\n", " # check rows, cols\n", " total_records = pdf_input.shape[0]\n", " total_columns = pdf_input.shape[1]\n", " print(\"Total records:\", total_records)\n", " print(\"Total columns:\", total_columns)\n", "\n", " # check dtypes\n", " name = []\n", " sub_type = []\n", " for n, t in pdf_input.dtypes.iteritems():\n", " name.append(n)\n", " sub_type.append(t)\n", "\n", " # check distinct\n", " ls_ndist = []\n", " for cname in pdf_input.columns:\n", " ndist = pdf_input[cname].nunique()\n", " pct_dist = ndist * 100.0 / total_records\n", " ls_ndist.append(\"{} ({:0.2f}%)\".format(ndist, pct_dist))\n", "\n", " # check missing\n", " ls_nmiss = []\n", " for cname in pdf_input.columns:\n", " nmiss = pdf_input[cname].isnull().sum()\n", " pct_miss = nmiss * 100.0 / total_records\n", " ls_nmiss.append(\"{} ({:0.2f}%)\".format(nmiss, pct_miss))\n", "\n", " # check zeros\n", " ls_zeros = []\n", " for cname in pdf_input.columns:\n", " try:\n", " nzeros = (pdf_input[cname] == 0).sum()\n", " pct_zeros = nzeros * 100.0 / total_records\n", " ls_zeros.append(\"{} ({:0.2f}%)\".format(nzeros, pct_zeros))\n", " except:\n", " ls_zeros.append(\"{} ({:0.2f}%)\".format(0, 0))\n", " continue\n", "\n", " # check negative\n", " ls_neg = []\n", " for cname in pdf_input.columns:\n", " try:\n", " nneg = (pdf_input[cname].astype(\"float\") < 0).sum()\n", " pct_neg = nneg * 100.0 / total_records\n", " ls_neg.append(\"{} ({:0.2f}%)\".format(nneg, pct_neg))\n", " except:\n", " ls_neg.append(\"{} ({:0.2f}%)\".format(0, 0))\n", " continue\n", "\n", " # prepare output\n", " data = {\n", " \"name\": name,\n", " \"sub_type\": sub_type,\n", " \"n_distinct\": ls_ndist,\n", " \"n_miss\": ls_nmiss,\n", " \"n_zeros\": ls_zeros,\n", " \"n_negative\": ls_neg,\n", " }\n", "\n", " # check stats\n", " pdf_stats = pdf_input.describe().transpose()\n", " ls_stats = []\n", " for stat in pdf_stats.columns:\n", " data[stat] = []\n", " for cname in pdf_input.columns:\n", " try:\n", " data[stat].append(pdf_stats.loc[cname, stat])\n", " except:\n", " data[stat].append(0.0)\n", "\n", " # take samples\n", " nsample = 10\n", " pdf_sample = pdf_input.sample(frac=.5).head(nsample).transpose()\n", " pdf_sample.columns = [\"sample_{}\".format(i) for i in range(nsample)]\n", "\n", " # output\n", " col_ordered = [\"sub_type\", \"n_distinct\", \"n_miss\", \"n_negative\", \"n_zeros\",\n", " \"25%\", \"50%\", \"75%\", \"count\", \"max\", \"mean\", \"min\", \"std\"] + list(pdf_sample.columns)\n", " pdf_data = pd.DataFrame(data).set_index(\"name\")\n", " pdf_data = pd.concat([pdf_data, pdf_sample], axis=1)\n", " pdf_data = pdf_data[col_ordered]\n", "\n", " return pdf_data" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Exploring POS_CASH_balance.csv\n", "('Total records:', 10001358)\n", "('Total columns:', 8)\n" ] }, { "data": { "text/html": [ "
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sub_typen_distinctn_missn_negativen_zeros25%50%75%countmaxmeanminstdsample_0sample_1sample_2sample_3sample_4sample_5sample_6sample_7sample_8sample_9
name
SK_ID_CURRint6448744 (100.00%)0 (0.00%)0 (0.00%)0 (0.00%)188557.7500277549.0000367555.500048744.04.5625e+052.7780e+051.0000e+05103169.5473413769267284260484359319152020211553183878303497285833261749
NAME_CONTRACT_TYPEobject2 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000Cash loansCash loansCash loansCash loansCash loansCash loansCash loansCash loansCash loansCash loans
CODE_GENDERobject2 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000FFFFFMFMFF
FLAG_OWN_CARobject2 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000YNNNNNYYNN
FLAG_OWN_REALTYobject2 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000YNYNNNNYNY
CNT_CHILDRENint6411 (0.02%)0 (0.00%)0 (0.00%)34685 (71.16%)0.00000.00001.000048744.02.0000e+013.9705e-010.0000e+000.70900000000100
AMT_INCOME_TOTALfloat64606 (1.24%)0 (0.00%)0 (0.00%)0 (0.00%)112500.0000157500.0000225000.000048744.04.4100e+061.7843e+052.6942e+04101522.59151.125e+059e+043.375e+051.8e+059e+041.35e+051.125e+052.475e+056.75e+048.1e+04
AMT_CREDITfloat642937 (6.03%)0 (0.00%)0 (0.00%)0 (0.00%)260640.0000450000.0000675000.000048744.02.2455e+065.1674e+054.5000e+04365397.00423.769e+052.725e+051.305e+063.6e+052.37e+052.7e+056.75e+053.820e+056.75e+053.644e+05
AMT_ANNUITYfloat647491 (15.37%)24 (0.05%)0 (0.00%)0 (0.00%)17973.000026199.000037390.500048720.01.8058e+052.9426e+042.2950e+0316016.36831.937e+042.166e+044.21e+042.202e+041.528e+042.476e+043.46e+042.35e+042.545e+041.545e+04
AMT_GOODS_PRICEfloat64677 (1.39%)0 (0.00%)0 (0.00%)0 (0.00%)225000.0000396000.0000630000.000048744.02.2455e+064.6262e+054.5000e+04336710.21502.7e+052.25e+051.305e+063.6e+051.8e+052.7e+056.75e+053.375e+056.75e+052.385e+05
NAME_TYPE_SUITEobject7 (0.01%)911 (1.87%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000UnaccompaniedUnaccompaniedUnaccompaniedUnaccompaniedUnaccompaniedUnaccompaniedUnaccompaniedUnaccompaniedUnaccompaniedUnaccompanied
NAME_INCOME_TYPEobject7 (0.01%)0 (0.00%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000Commercial associateWorkingState servantWorkingWorkingWorkingWorkingCommercial associatePensionerCommercial associate
NAME_EDUCATION_TYPEobject5 (0.01%)0 (0.00%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000Secondary / secondary specialHigher educationHigher educationHigher educationSecondary / secondary specialSecondary / secondary specialSecondary / secondary specialSecondary / secondary specialSecondary / secondary specialSecondary / secondary special
NAME_FAMILY_STATUSobject5 (0.01%)0 (0.00%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000MarriedSingle / not marriedMarriedSingle / not marriedCivil marriageSingle / not marriedMarriedMarriedMarriedSingle / not married
NAME_HOUSING_TYPEobject6 (0.01%)0 (0.00%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000House / apartmentHouse / apartmentHouse / apartmentHouse / apartmentHouse / apartmentHouse / apartmentHouse / apartmentOffice apartmentHouse / apartmentHouse / apartment
REGION_POPULATION_RELATIVEfloat6481 (0.17%)0 (0.00%)0 (0.00%)0 (0.00%)0.01000.01880.028748744.07.2508e-022.1226e-022.5300e-040.01440.007020.007020.018210.031330.046220.010280.028660.016610.018850.01969
DAYS_BIRTHint6415477 (31.75%)0 (0.00%)48744 (100.00%)0 (0.00%)-19637.0000-15785.0000-12496.000048744.0-7.3380e+03-1.6068e+04-2.5195e+044325.9004-13446-13328-13049-22112-14100-10439-19194-17876-19439-18497
DAYS_EMPLOYEDint647863 (16.13%)0 (0.00%)39470 (80.97%)0 (0.00%)-2910.0000-1293.0000-296.000048744.03.6524e+056.7485e+04-1.7463e+04144348.5071-1526-1264-4642-1423-129-644-5185-1054365243-2819
DAYS_REGISTRATIONfloat6412618 (25.89%)0 (0.00%)48731 (99.97%)13 (0.03%)-7459.2500-4490.0000-1901.000048744.00.0000e+00-4.9677e+03-2.3722e+043552.6120-3286-9276-1224-9655-8233-6015-4543-608-9630-2260
DAYS_ID_PUBLISHint645880 (12.06%)0 (0.00%)48739 (99.99%)5 (0.01%)-4448.0000-3234.0000-1706.000048744.00.0000e+00-3.0517e+03-6.3480e+031569.2767-3524-4381-4892-4513-4191-2997-2734-1421-2991-2028
OWN_CAR_AGEfloat6452 (0.11%)32312 (66.29%)0 (0.00%)118 (0.24%)4.00009.000015.000016432.07.4000e+011.1786e+010.0000e+0011.462910NaNNaNNaNNaNNaN176NaNNaN
FLAG_MOBILint642 (0.00%)0 (0.00%)0 (0.00%)1 (0.00%)1.00001.00001.000048744.01.0000e+009.9998e-010.0000e+000.00451111111111
FLAG_EMP_PHONEint642 (0.00%)0 (0.00%)0 (0.00%)9275 (19.03%)1.00001.00001.000048744.01.0000e+008.0972e-010.0000e+000.39251111111101
FLAG_WORK_PHONEint642 (0.00%)0 (0.00%)0 (0.00%)38766 (79.53%)0.00000.00000.000048744.01.0000e+002.0470e-010.0000e+000.40350011100001
FLAG_CONT_MOBILEint642 (0.00%)0 (0.00%)0 (0.00%)78 (0.16%)1.00001.00001.000048744.01.0000e+009.9840e-010.0000e+000.04001111111111
FLAG_PHONEint642 (0.00%)0 (0.00%)0 (0.00%)35918 (73.69%)0.00000.00001.000048744.01.0000e+002.6313e-010.0000e+000.44030010001010
FLAG_EMAILint642 (0.00%)0 (0.00%)0 (0.00%)40816 (83.74%)0.00000.00000.000048744.01.0000e+001.6265e-010.0000e+000.36900000000000
OCCUPATION_TYPEobject18 (0.04%)15605 (32.01%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000LaborersSales staffCore staffMedicine staffLaborersLaborersAccountantsDriversNaNCleaning staff
CNT_FAM_MEMBERSfloat6412 (0.02%)0 (0.00%)0 (0.00%)0 (0.00%)2.00002.00003.000048744.02.1000e+012.1468e+001.0000e+000.89042121212321
REGION_RATING_CLIENTint643 (0.01%)0 (0.00%)0 (0.00%)0 (0.00%)2.00002.00002.000048744.03.0000e+002.0382e+001.0000e+000.52272232122222
REGION_RATING_CLIENT_W_CITYint644 (0.01%)0 (0.00%)1 (0.00%)0 (0.00%)2.00002.00002.000048744.03.0000e+002.0126e+00-1.0000e+000.51582232122222
WEEKDAY_APPR_PROCESS_STARTobject7 (0.01%)0 (0.00%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000FRIDAYTHURSDAYMONDAYMONDAYSUNDAYTHURSDAYWEDNESDAYTHURSDAYTUESDAYTHURSDAY
HOUR_APPR_PROCESS_STARTint6424 (0.05%)0 (0.00%)0 (0.00%)8 (0.02%)10.000012.000014.000048744.02.3000e+011.2007e+010.0000e+003.2782161711914911181211
REG_REGION_NOT_LIVE_REGIONint642 (0.00%)0 (0.00%)0 (0.00%)47826 (98.12%)0.00000.00000.000048744.01.0000e+001.8833e-020.0000e+000.13590000000000
REG_REGION_NOT_WORK_REGIONint642 (0.00%)0 (0.00%)0 (0.00%)46055 (94.48%)0.00000.00000.000048744.01.0000e+005.5166e-020.0000e+000.22830000100000
LIVE_REGION_NOT_WORK_REGIONint642 (0.00%)0 (0.00%)0 (0.00%)46695 (95.80%)0.00000.00000.000048744.01.0000e+004.2036e-020.0000e+000.20070000100000
REG_CITY_NOT_LIVE_CITYint642 (0.00%)0 (0.00%)0 (0.00%)44968 (92.25%)0.00000.00000.000048744.01.0000e+007.7466e-020.0000e+000.26730101000000
REG_CITY_NOT_WORK_CITYint642 (0.00%)0 (0.00%)0 (0.00%)37793 (77.53%)0.00000.00000.000048744.01.0000e+002.2466e-010.0000e+000.41741101111000
LIVE_CITY_NOT_WORK_CITYint642 (0.00%)0 (0.00%)0 (0.00%)40252 (82.58%)0.00000.00000.000048744.01.0000e+001.7422e-010.0000e+000.37931000111000
ORGANIZATION_TYPEobject58 (0.12%)0 (0.00%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000ConstructionSelf-employedSchoolBusiness Entity Type 3Business Entity Type 3Business Entity Type 3Business Entity Type 3Self-employedXNATrade: type 7
EXT_SOURCE_1float6427207 (55.82%)20532 (42.12%)0 (0.00%)0 (0.00%)0.34370.50680.666028212.09.3914e-015.0118e-011.3458e-020.20510.45130.026730.5048NaNNaN0.17910.5820.2933NaNNaN
EXT_SOURCE_2float6438885 (79.77%)8 (0.02%)0 (0.00%)0 (0.00%)0.40810.55880.658548736.08.5500e-015.1802e-018.0979e-060.18130.47260.056050.40920.59690.49970.45740.57860.3950.6920.07601
EXT_SOURCE_3float64702 (1.44%)8668 (17.78%)0 (0.00%)0 (0.00%)0.36390.51910.652940076.08.8253e-015.0011e-015.2727e-040.18950.633NaN0.39790.4849NaN0.24320.088460.5920.54240.7477
APARTMENTS_AVGfloat641543 (3.17%)23887 (49.01%)0 (0.00%)121 (0.25%)0.06190.09280.148524857.01.0000e+001.2239e-010.0000e+000.1131NaNNaNNaN0.07220.1399NaNNaNNaN0.1320.1557
BASEMENTAREA_AVGfloat642816 (5.78%)27641 (56.71%)0 (0.00%)2241 (4.60%)0.04670.07810.113421103.01.0000e+009.0065e-020.0000e+000.0815NaNNaNNaN0.07850.0738NaNNaNNaN0.10930.0097
YEARS_BEGINEXPLUATATION_AVGfloat64175 (0.36%)22856 (46.89%)0 (0.00%)58 (0.12%)0.97670.98160.986625888.01.0000e+009.7883e-010.0000e+000.0493NaNNaNNaN0.97760.9786NaNNaNNaN0.98660.9776
YEARS_BUILD_AVGfloat64130 (0.27%)31818 (65.28%)0 (0.00%)18 (0.04%)0.68720.75520.816416926.01.0000e+007.5114e-010.0000e+000.1132NaNNaNNaN0.6940.7076NaNNaNNaN0.81640.694
COMMONAREA_AVGfloat642042 (4.19%)33495 (68.72%)0 (0.00%)1373 (2.82%)0.00810.02270.053915249.01.0000e+004.7624e-020.0000e+000.0829NaNNaNNaN0.00790.0893NaNNaNNaN0.01640.0097
ELEVATORS_AVGfloat64181 (0.37%)25189 (51.68%)0 (0.00%)13467 (27.63%)0.00000.00000.160023555.01.0000e+008.5168e-020.0000e+000.1392NaNNaNNaN00.1864NaNNaNNaN0.160
ENTRANCES_AVGfloat64200 (0.41%)23579 (48.37%)0 (0.00%)38 (0.08%)0.07450.13790.206925165.01.0000e+001.5178e-010.0000e+000.1007NaNNaNNaN0.10340.1493NaNNaNNaN0.13790.1034
FLOORSMAX_AVGfloat64252 (0.52%)23321 (47.84%)0 (0.00%)417 (0.86%)0.16670.16670.333325423.01.0000e+002.3371e-010.0000e+000.1474NaNNaNNaN0.16670.2083NaNNaNNaN0.33330.1667
FLOORSMIN_AVGfloat64198 (0.41%)32466 (66.61%)0 (0.00%)391 (0.80%)0.10420.20830.375016278.01.0000e+002.3842e-010.0000e+000.1650NaNNaNNaN0.20830.2358NaNNaNNaNNaN0.2083
LANDAREA_AVGfloat642540 (5.21%)28254 (57.96%)0 (0.00%)2656 (5.45%)0.01900.04830.086820490.01.0000e+006.7192e-020.0000e+000.0819NaNNaNNaN0.05490.0754NaNNaNNaN0.07170
LIVINGAPARTMENTS_AVGfloat641211 (2.48%)32780 (67.25%)0 (0.00%)46 (0.09%)0.05040.07560.126915964.01.0000e+001.0589e-010.0000e+000.0983NaNNaNNaN0.05550.1137NaNNaNNaN0.10760.1269
LIVINGAREA_AVGfloat643848 (7.89%)23552 (48.32%)0 (0.00%)46 (0.09%)0.04860.07700.137625192.01.0000e+001.1229e-010.0000e+000.1149NaNNaNNaN0.05770.1223NaNNaNNaN0.08360.0423
NONLIVINGAPARTMENTS_AVGfloat64241 (0.49%)33347 (68.41%)0 (0.00%)8815 (18.08%)0.00000.00000.005115397.01.0000e+009.2315e-030.0000e+000.0487NaNNaNNaN0.01540.0013NaNNaNNaN0.00390
NONLIVINGAREA_AVGfloat642026 (4.16%)26084 (53.51%)0 (0.00%)9469 (19.43%)0.00000.00380.029022660.01.0000e+002.9387e-020.0000e+000.0720NaNNaNNaN0.01440.0021NaNNaNNaN0.09850
APARTMENTS_MODEfloat64636 (1.30%)23887 (49.01%)0 (0.00%)148 (0.30%)0.05880.08510.150224857.01.0000e+001.1908e-010.0000e+000.1135NaNNaNNaN0.07350.0095NaNNaNNaN0.13450.1586
BASEMENTAREA_MODEfloat642835 (5.82%)27641 (56.71%)0 (0.00%)2558 (5.25%)0.04250.07700.113621103.01.0000e+008.8998e-020.0000e+000.0827NaNNaNNaN0.08150.0048NaNNaNNaN0.11340.0101
YEARS_BEGINEXPLUATATION_MODEfloat64160 (0.33%)22856 (46.89%)0 (0.00%)76 (0.16%)0.97620.98160.986625888.01.0000e+009.7829e-010.0000e+000.0538NaNNaNNaN0.97770.9563NaNNaNNaN0.98660.9777
YEARS_BUILD_MODEfloat64132 (0.27%)31818 (65.28%)0 (0.00%)17 (0.03%)0.69290.75830.823616926.01.0000e+007.5833e-010.0000e+000.1101NaNNaNNaN0.7060.425NaNNaNNaN0.82360.706
COMMONAREA_MODEfloat642001 (4.11%)33495 (68.72%)0 (0.00%)1604 (3.29%)0.00760.02030.051715249.01.0000e+004.5223e-020.0000e+000.0812NaNNaNNaN0.00790NaNNaNNaN0.01660.0098
ELEVATORS_MODEfloat6426 (0.05%)25189 (51.68%)0 (0.00%)14170 (29.07%)0.00000.00000.120823555.01.0000e+008.0570e-020.0000e+000.1375NaNNaNNaN00NaNNaNNaN0.16110
ENTRANCES_MODEfloat6430 (0.06%)23579 (48.37%)0 (0.00%)54 (0.11%)0.06900.13790.206925165.01.0000e+001.4716e-010.0000e+000.1017NaNNaNNaN0.10340.069NaNNaNNaN0.13790.1034
FLOORSMAX_MODEfloat6425 (0.05%)23321 (47.84%)0 (0.00%)511 (1.05%)0.16670.16670.333325423.01.0000e+002.2939e-010.0000e+000.1465NaNNaNNaN0.16670.0833NaNNaNNaN0.33330.1667
FLOORSMIN_MODEfloat6425 (0.05%)32466 (66.61%)0 (0.00%)431 (0.88%)0.08330.20830.375016278.01.0000e+002.3385e-010.0000e+000.1650NaNNaNNaN0.20830.125NaNNaNNaNNaN0.2083
LANDAREA_MODEfloat642560 (5.25%)28254 (57.96%)0 (0.00%)2971 (6.10%)0.01650.04620.085620490.01.0000e+006.5914e-020.0000e+000.0829NaNNaNNaN0.05620.0179NaNNaNNaN0.07340
LIVINGAPARTMENTS_MODEfloat64602 (1.24%)32780 (67.25%)0 (0.00%)66 (0.14%)0.05510.08170.132215964.01.0000e+001.1087e-010.0000e+000.1040NaNNaNNaN0.06060.0083NaNNaNNaN0.11750.1387
LIVINGAREA_MODEfloat643842 (7.88%)23552 (48.32%)0 (0.00%)69 (0.14%)0.04560.07510.130625192.01.0000e+001.1069e-010.0000e+000.1167NaNNaNNaN0.06010.0185NaNNaNNaN0.08710.0441
NONLIVINGAPARTMENTS_MODEfloat64106 (0.22%)33347 (68.41%)0 (0.00%)9638 (19.77%)0.00000.00000.003915397.01.0000e+008.3575e-030.0000e+000.0467NaNNaNNaN0.01560NaNNaNNaN0.00390
NONLIVINGAREA_MODEfloat642025 (4.15%)26084 (53.51%)0 (0.00%)10922 (22.41%)0.00000.00120.024522660.01.0000e+002.8161e-020.0000e+000.0735NaNNaNNaN0.01520NaNNaNNaN0.10420
APARTMENTS_MEDIfloat64918 (1.88%)23887 (49.01%)0 (0.00%)123 (0.25%)0.06250.09260.149924857.01.0000e+001.2281e-010.0000e+000.1142NaNNaNNaN0.07290.0625NaNNaNNaN0.13320.1572
BASEMENTAREA_MEDIfloat642805 (5.75%)27641 (56.71%)0 (0.00%)2279 (4.68%)0.04610.07780.113021103.01.0000e+008.9529e-020.0000e+000.0810NaNNaNNaN0.07850.0615NaNNaNNaN0.10930.0097
YEARS_BEGINEXPLUATATION_MEDIfloat64169 (0.35%)22856 (46.89%)0 (0.00%)61 (0.13%)0.97670.98160.986625888.01.0000e+009.7882e-010.0000e+000.0497NaNNaNNaN0.97760.9831NaNNaNNaN0.98660.9776
YEARS_BUILD_MEDIfloat64129 (0.26%)31818 (65.28%)0 (0.00%)19 (0.04%)0.69140.75850.818916926.01.0000e+007.5434e-010.0000e+000.1120NaNNaNNaN0.69810.7719NaNNaNNaN0.81890.6981
COMMONAREA_MEDIfloat642034 (4.17%)33495 (68.72%)0 (0.00%)1425 (2.92%)0.00800.02230.053815249.01.0000e+004.7420e-020.0000e+000.0829NaNNaNNaN0.00790.047NaNNaNNaN0.01650.0098
ELEVATORS_MEDIfloat6443 (0.09%)25189 (51.68%)0 (0.00%)13738 (28.18%)0.00000.00000.160023555.01.0000e+008.4128e-020.0000e+000.1390NaNNaNNaN00NaNNaNNaN0.160
ENTRANCES_MEDIfloat6443 (0.09%)23579 (48.37%)0 (0.00%)38 (0.08%)0.06900.13790.206925165.01.0000e+001.5120e-010.0000e+000.1009NaNNaNNaN0.10340.1379NaNNaNNaN0.13790.1034
FLOORSMAX_MEDIfloat6447 (0.10%)23321 (47.84%)0 (0.00%)425 (0.87%)0.16670.16670.333325423.01.0000e+002.3315e-010.0000e+000.1476NaNNaNNaN0.16670.1667NaNNaNNaN0.33330.1667
FLOORSMIN_MEDIfloat6444 (0.09%)32466 (66.61%)0 (0.00%)397 (0.81%)0.08330.20830.375016278.01.0000e+002.3785e-010.0000e+000.1652NaNNaNNaN0.20830.2083NaNNaNNaNNaN0.2083
LANDAREA_MEDIfloat642562 (5.26%)28254 (57.96%)0 (0.00%)2708 (5.56%)0.01900.04880.088020490.01.0000e+006.8069e-020.0000e+000.0829NaNNaNNaN0.05590.0767NaNNaNNaN0.0730
LIVINGAPARTMENTS_MEDIfloat64843 (1.73%)32780 (67.25%)0 (0.00%)47 (0.10%)0.05130.07700.126615964.01.0000e+001.0706e-010.0000e+000.0997NaNNaNNaN0.05640.0513NaNNaNNaN0.10950.1291
LIVINGAREA_MEDIfloat643885 (7.97%)23552 (48.32%)0 (0.00%)49 (0.10%)0.04900.07760.137425192.01.0000e+001.1337e-010.0000e+000.1165NaNNaNNaN0.05870.0532NaNNaNNaN0.08510.043
NONLIVINGAPARTMENTS_MEDIfloat64134 (0.27%)33347 (68.41%)0 (0.00%)9117 (18.70%)0.00000.00000.003915397.01.0000e+008.9789e-030.0000e+000.0481NaNNaNNaN0.01550NaNNaNNaN0.00390
NONLIVINGAREA_MEDIfloat642030 (4.16%)26084 (53.51%)0 (0.00%)9867 (20.24%)0.00000.00310.028022660.01.0000e+002.9296e-020.0000e+000.0730NaNNaNNaN0.01470NaNNaNNaN0.10050
FONDKAPREMONT_MODEobject4 (0.01%)32797 (67.28%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000NaNNaNNaNreg oper accountreg oper accountNaNNaNNaNreg oper accountreg oper account
HOUSETYPE_MODEobject3 (0.01%)23619 (48.46%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000NaNNaNNaNblock of flatsblock of flatsNaNNaNNaNblock of flatsblock of flats
TOTALAREA_MODEfloat643820 (7.84%)22624 (46.41%)0 (0.00%)73 (0.15%)0.04320.07070.135726120.01.0000e+001.0713e-010.0000e+000.1114NaNNaNNaN0.05280.0158NaNNaNNaN0.10810.0565
WALLSMATERIAL_MODEobject7 (0.01%)23893 (49.02%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000NaNNaNNaNStone, brickStone, brickNaNNaNNaNStone, brickStone, brick
EMERGENCYSTATE_MODEobject2 (0.00%)22209 (45.56%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000NaNNaNNaNNoNoNaNNaNNaNNoNo
OBS_30_CNT_SOCIAL_CIRCLEfloat6428 (0.06%)29 (0.06%)0 (0.00%)26025 (53.39%)0.00000.00002.000048715.03.5400e+021.4476e+000.0000e+003.60811032000050
DEF_30_CNT_SOCIAL_CIRCLEfloat648 (0.02%)29 (0.06%)0 (0.00%)43195 (88.62%)0.00000.00000.000048715.03.4000e+011.4365e-010.0000e+000.51440000000030
OBS_60_CNT_SOCIAL_CIRCLEfloat6427 (0.06%)29 (0.06%)0 (0.00%)26140 (53.63%)0.00000.00002.000048715.03.5100e+021.4357e+000.0000e+003.58011032000050
DEF_60_CNT_SOCIAL_CIRCLEfloat647 (0.01%)29 (0.06%)0 (0.00%)44614 (91.53%)0.00000.00000.000048715.02.4000e+011.0114e-010.0000e+000.40380000000020
DAYS_LAST_PHONE_CHANGEfloat643579 (7.34%)0 (0.00%)42943 (88.10%)5801 (11.90%)-1766.2500-863.0000-363.000048744.00.0000e+00-1.0778e+03-4.3610e+03878.9207-6630-1125-2471-497-495-26240-510-2540
FLAG_DOCUMENT_2int641 (0.00%)0 (0.00%)0 (0.00%)48744 (100.00%)0.00000.00000.000048744.00.0000e+000.0000e+000.0000e+000.00000000000000
FLAG_DOCUMENT_3int642 (0.00%)0 (0.00%)0 (0.00%)10401 (21.34%)1.00001.00001.000048744.01.0000e+007.8662e-010.0000e+000.40971111111111
FLAG_DOCUMENT_4int642 (0.00%)0 (0.00%)0 (0.00%)48739 (99.99%)0.00000.00000.000048744.01.0000e+001.0258e-040.0000e+000.01010000000000
FLAG_DOCUMENT_5int642 (0.00%)0 (0.00%)0 (0.00%)48025 (98.52%)0.00000.00000.000048744.01.0000e+001.4751e-020.0000e+000.12060000000000
FLAG_DOCUMENT_6int642 (0.00%)0 (0.00%)0 (0.00%)44480 (91.25%)0.00000.00000.000048744.01.0000e+008.7477e-020.0000e+000.28250000000000
FLAG_DOCUMENT_7int642 (0.00%)0 (0.00%)0 (0.00%)48742 (100.00%)0.00000.00000.000048744.01.0000e+004.1031e-050.0000e+000.00640000000000
FLAG_DOCUMENT_8int642 (0.00%)0 (0.00%)0 (0.00%)44432 (91.15%)0.00000.00000.000048744.01.0000e+008.8462e-020.0000e+000.28400000000000
FLAG_DOCUMENT_9int642 (0.00%)0 (0.00%)0 (0.00%)48525 (99.55%)0.00000.00000.000048744.01.0000e+004.4929e-030.0000e+000.06690000000000
FLAG_DOCUMENT_10int641 (0.00%)0 (0.00%)0 (0.00%)48744 (100.00%)0.00000.00000.000048744.00.0000e+000.0000e+000.0000e+000.00000000000000
FLAG_DOCUMENT_11int642 (0.00%)0 (0.00%)0 (0.00%)48687 (99.88%)0.00000.00000.000048744.01.0000e+001.1694e-030.0000e+000.03420000000000
FLAG_DOCUMENT_12int641 (0.00%)0 (0.00%)0 (0.00%)48744 (100.00%)0.00000.00000.000048744.00.0000e+000.0000e+000.0000e+000.00000000000000
FLAG_DOCUMENT_13int641 (0.00%)0 (0.00%)0 (0.00%)48744 (100.00%)0.00000.00000.000048744.00.0000e+000.0000e+000.0000e+000.00000000000000
FLAG_DOCUMENT_14int641 (0.00%)0 (0.00%)0 (0.00%)48744 (100.00%)0.00000.00000.000048744.00.0000e+000.0000e+000.0000e+000.00000000000000
FLAG_DOCUMENT_15int641 (0.00%)0 (0.00%)0 (0.00%)48744 (100.00%)0.00000.00000.000048744.00.0000e+000.0000e+000.0000e+000.00000000000000
FLAG_DOCUMENT_16int641 (0.00%)0 (0.00%)0 (0.00%)48744 (100.00%)0.00000.00000.000048744.00.0000e+000.0000e+000.0000e+000.00000000000000
FLAG_DOCUMENT_17int641 (0.00%)0 (0.00%)0 (0.00%)48744 (100.00%)0.00000.00000.000048744.00.0000e+000.0000e+000.0000e+000.00000000000000
FLAG_DOCUMENT_18int642 (0.00%)0 (0.00%)0 (0.00%)48668 (99.84%)0.00000.00000.000048744.01.0000e+001.5592e-030.0000e+000.03950000000000
FLAG_DOCUMENT_19int641 (0.00%)0 (0.00%)0 (0.00%)48744 (100.00%)0.00000.00000.000048744.00.0000e+000.0000e+000.0000e+000.00000000000000
FLAG_DOCUMENT_20int641 (0.00%)0 (0.00%)0 (0.00%)48744 (100.00%)0.00000.00000.000048744.00.0000e+000.0000e+000.0000e+000.00000000000000
FLAG_DOCUMENT_21int641 (0.00%)0 (0.00%)0 (0.00%)48744 (100.00%)0.00000.00000.000048744.00.0000e+000.0000e+000.0000e+000.00000000000000
AMT_REQ_CREDIT_BUREAU_HOURfloat643 (0.01%)6049 (12.41%)0 (0.00%)42606 (87.41%)0.00000.00000.000042695.02.0000e+002.1080e-030.0000e+000.04640000NaN00000
AMT_REQ_CREDIT_BUREAU_DAYfloat643 (0.01%)6049 (12.41%)0 (0.00%)42625 (87.45%)0.00000.00000.000042695.02.0000e+001.8035e-030.0000e+000.04610000NaN00000
AMT_REQ_CREDIT_BUREAU_WEEKfloat643 (0.01%)6049 (12.41%)0 (0.00%)42579 (87.35%)0.00000.00000.000042695.02.0000e+002.7872e-030.0000e+000.05400000NaN00000
AMT_REQ_CREDIT_BUREAU_MONfloat647 (0.01%)6049 (12.41%)0 (0.00%)42341 (86.86%)0.00000.00000.000042695.06.0000e+009.2985e-030.0000e+000.11090000NaN00000
AMT_REQ_CREDIT_BUREAU_QRTfloat648 (0.02%)6049 (12.41%)0 (0.00%)23559 (48.33%)0.00000.00001.000042695.07.0000e+005.4690e-010.0000e+000.69331120NaN10110
AMT_REQ_CREDIT_BUREAU_YEARfloat6416 (0.03%)6049 (12.41%)0 (0.00%)10839 (22.24%)0.00002.00003.000042695.01.7000e+011.9838e+000.0000e+001.83891323NaN10003
\n", "
" ], "text/plain": [ " sub_type n_distinct n_miss n_negative n_zeros 25% 50% 75% count max mean min std sample_0 sample_1 sample_2 sample_3 sample_4 sample_5 sample_6 sample_7 sample_8 sample_9\n", "name \n", "SK_ID_CURR int64 48744 (100.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 188557.7500 277549.0000 367555.5000 48744.0 4.5625e+05 2.7780e+05 1.0000e+05 103169.5473 413769 267284 260484 359319 152020 211553 183878 303497 285833 261749 \n", "NAME_CONTRACT_TYPE object 2 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000 0.0000 0.0000 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 Cash loans Cash loans Cash loans Cash loans Cash loans Cash loans Cash loans Cash loans Cash loans Cash loans \n", "CODE_GENDER object 2 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000 0.0000 0.0000 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 F F F F F M F M F F \n", "FLAG_OWN_CAR object 2 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000 0.0000 0.0000 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 Y N N N N N Y Y N N \n", "FLAG_OWN_REALTY object 2 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000 0.0000 0.0000 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 Y N Y N N N N Y N Y \n", "CNT_CHILDREN int64 11 (0.02%) 0 (0.00%) 0 (0.00%) 34685 (71.16%) 0.0000 0.0000 1.0000 48744.0 2.0000e+01 3.9705e-01 0.0000e+00 0.7090 0 0 0 0 0 0 0 1 0 0 \n", "AMT_INCOME_TOTAL float64 606 (1.24%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 112500.0000 157500.0000 225000.0000 48744.0 4.4100e+06 1.7843e+05 2.6942e+04 101522.5915 1.125e+05 9e+04 3.375e+05 1.8e+05 9e+04 1.35e+05 1.125e+05 2.475e+05 6.75e+04 8.1e+04 \n", "AMT_CREDIT float64 2937 (6.03%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 260640.0000 450000.0000 675000.0000 48744.0 2.2455e+06 5.1674e+05 4.5000e+04 365397.0042 3.769e+05 2.725e+05 1.305e+06 3.6e+05 2.37e+05 2.7e+05 6.75e+05 3.820e+05 6.75e+05 3.644e+05 \n", "AMT_ANNUITY float64 7491 (15.37%) 24 (0.05%) 0 (0.00%) 0 (0.00%) 17973.0000 26199.0000 37390.5000 48720.0 1.8058e+05 2.9426e+04 2.2950e+03 16016.3683 1.937e+04 2.166e+04 4.21e+04 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"LIVINGAPARTMENTS_MODE float64 602 (1.24%) 32780 (67.25%) 0 (0.00%) 66 (0.14%) 0.0551 0.0817 0.1322 15964.0 1.0000e+00 1.1087e-01 0.0000e+00 0.1040 NaN NaN NaN 0.0606 0.0083 NaN NaN NaN 0.1175 0.1387 \n", "LIVINGAREA_MODE float64 3842 (7.88%) 23552 (48.32%) 0 (0.00%) 69 (0.14%) 0.0456 0.0751 0.1306 25192.0 1.0000e+00 1.1069e-01 0.0000e+00 0.1167 NaN NaN NaN 0.0601 0.0185 NaN NaN NaN 0.0871 0.0441 \n", "NONLIVINGAPARTMENTS_MODE float64 106 (0.22%) 33347 (68.41%) 0 (0.00%) 9638 (19.77%) 0.0000 0.0000 0.0039 15397.0 1.0000e+00 8.3575e-03 0.0000e+00 0.0467 NaN NaN NaN 0.0156 0 NaN NaN NaN 0.0039 0 \n", "NONLIVINGAREA_MODE float64 2025 (4.15%) 26084 (53.51%) 0 (0.00%) 10922 (22.41%) 0.0000 0.0012 0.0245 22660.0 1.0000e+00 2.8161e-02 0.0000e+00 0.0735 NaN NaN NaN 0.0152 0 NaN NaN NaN 0.1042 0 \n", "APARTMENTS_MEDI float64 918 (1.88%) 23887 (49.01%) 0 (0.00%) 123 (0.25%) 0.0625 0.0926 0.1499 24857.0 1.0000e+00 1.2281e-01 0.0000e+00 0.1142 NaN NaN NaN 0.0729 0.0625 NaN NaN NaN 0.1332 0.1572 \n", "BASEMENTAREA_MEDI float64 2805 (5.75%) 27641 (56.71%) 0 (0.00%) 2279 (4.68%) 0.0461 0.0778 0.1130 21103.0 1.0000e+00 8.9529e-02 0.0000e+00 0.0810 NaN NaN NaN 0.0785 0.0615 NaN NaN NaN 0.1093 0.0097 \n", "YEARS_BEGINEXPLUATATION_MEDI float64 169 (0.35%) 22856 (46.89%) 0 (0.00%) 61 (0.13%) 0.9767 0.9816 0.9866 25888.0 1.0000e+00 9.7882e-01 0.0000e+00 0.0497 NaN NaN NaN 0.9776 0.9831 NaN NaN NaN 0.9866 0.9776 \n", "YEARS_BUILD_MEDI float64 129 (0.26%) 31818 (65.28%) 0 (0.00%) 19 (0.04%) 0.6914 0.7585 0.8189 16926.0 1.0000e+00 7.5434e-01 0.0000e+00 0.1120 NaN NaN NaN 0.6981 0.7719 NaN NaN NaN 0.8189 0.6981 \n", "COMMONAREA_MEDI float64 2034 (4.17%) 33495 (68.72%) 0 (0.00%) 1425 (2.92%) 0.0080 0.0223 0.0538 15249.0 1.0000e+00 4.7420e-02 0.0000e+00 0.0829 NaN NaN NaN 0.0079 0.047 NaN NaN NaN 0.0165 0.0098 \n", "ELEVATORS_MEDI float64 43 (0.09%) 25189 (51.68%) 0 (0.00%) 13738 (28.18%) 0.0000 0.0000 0.1600 23555.0 1.0000e+00 8.4128e-02 0.0000e+00 0.1390 NaN NaN NaN 0 0 NaN NaN NaN 0.16 0 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"output_type": "stream", "text": [ "Exploring application_train.csv\n", "('Total records:', 307511)\n", "('Total columns:', 122)\n" ] }, { "data": { "text/html": [ "
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sub_typen_distinctn_missn_negativen_zeros25%50%75%countmaxmeanminstdsample_0sample_1sample_2sample_3sample_4sample_5sample_6sample_7sample_8sample_9
name
SK_ID_CURRint64307511 (100.00%)0 (0.00%)0 (0.00%)0 (0.00%)189145.5000278202.0000367142.5000307511.04.5626e+052.7818e+051.0000e+05102790.1753326682414578432657346257169928228494305986450918393627121604
TARGETint642 (0.00%)0 (0.00%)0 (0.00%)282686 (91.93%)0.00000.00000.0000307511.01.0000e+008.0729e-020.0000e+000.27240100100100
NAME_CONTRACT_TYPEobject2 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000Cash loansCash loansRevolving loansCash loansCash loansCash loansCash loansCash loansCash loansCash loans
CODE_GENDERobject3 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000MMMMMFMFFF
FLAG_OWN_CARobject2 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000YYNNNNNYNN
FLAG_OWN_REALTYobject2 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000YNYYYYYNYY
CNT_CHILDRENint6415 (0.00%)0 (0.00%)0 (0.00%)215371 (70.04%)0.00000.00001.0000307511.01.9000e+014.1705e-010.0000e+000.72210100000120
AMT_INCOME_TOTALfloat642548 (0.83%)0 (0.00%)0 (0.00%)0 (0.00%)112500.0000147150.0000202500.0000307511.01.1700e+081.6880e+052.5650e+04237123.14631.665e+054.5e+051.575e+051.35e+052.025e+051.17e+059e+041.8e+051.575e+059e+04
AMT_CREDITfloat645603 (1.82%)0 (0.00%)0 (0.00%)0 (0.00%)270000.0000513531.0000808650.0000307511.04.0500e+065.9903e+054.5000e+04402490.77702.547e+051.381e+064.5e+051.764e+062.038e+052.547e+055.387e+056.3e+056.795e+057.552e+05
AMT_ANNUITYfloat6413672 (4.45%)12 (0.00%)0 (0.00%)0 (0.00%)16524.000024903.000034596.0000307499.02.5803e+052.7109e+041.6155e+0314493.73732.519e+043.971e+042.25e+044.851e+041.623e+042.519e+042.605e+042.327e+043.62e+043.646e+04
AMT_GOODS_PRICEfloat641002 (0.33%)278 (0.09%)0 (0.00%)0 (0.00%)238500.0000450000.0000679500.0000307233.04.0500e+065.3840e+054.0500e+04369446.46052.25e+051.206e+064.5e+051.764e+061.8e+052.25e+054.815e+056.3e+056.795e+056.75e+05
NAME_TYPE_SUITEobject7 (0.00%)1292 (0.42%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000UnaccompaniedUnaccompaniedUnaccompaniedUnaccompaniedUnaccompaniedUnaccompaniedUnaccompaniedUnaccompaniedFamilyFamily
NAME_INCOME_TYPEobject8 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000State servantWorkingWorkingCommercial associateWorkingPensionerWorkingWorkingWorkingWorking
NAME_EDUCATION_TYPEobject5 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000Higher educationIncomplete higherSecondary / secondary specialSecondary / secondary specialSecondary / secondary specialSecondary / secondary specialSecondary / secondary specialSecondary / secondary specialSecondary / secondary specialSecondary / secondary special
NAME_FAMILY_STATUSobject6 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000MarriedMarriedMarriedMarriedSeparatedMarriedSingle / not marriedMarriedMarriedMarried
NAME_HOUSING_TYPEobject6 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000House / apartmentHouse / apartmentHouse / apartmentHouse / apartmentHouse / apartmentHouse / apartmentHouse / apartmentHouse / apartmentHouse / apartmentWith parents
REGION_POPULATION_RELATIVEfloat6481 (0.03%)0 (0.00%)0 (0.00%)0 (0.00%)0.01000.01880.0287307511.07.2508e-022.0868e-022.9000e-040.01380.024610.018630.015220.0080190.01050.0088660.018630.01050.018850.03076
DAYS_BIRTHint6417460 (5.68%)0 (0.00%)307511 (100.00%)0 (0.00%)-19682.0000-15750.0000-12413.0000307511.0-7.4890e+03-1.6037e+04-2.5229e+044363.9886-21882-14026-9905-11946-10493-24264-15251-14263-11179-10477
DAYS_EMPLOYEDint6412574 (4.09%)0 (0.00%)252135 (81.99%)2 (0.00%)-2760.0000-1213.0000-289.0000307511.03.6524e+056.3815e+04-1.7912e+04141275.7665-2987-270-2691-1526-656365243-1984-481-687-1400
DAYS_REGISTRATIONfloat6415688 (5.10%)0 (0.00%)307431 (99.97%)80 (0.03%)-7479.5000-4504.0000-2010.0000307511.00.0000e+00-4.9861e+03-2.4672e+043522.8863-1.112e+04-1625-4725-1513-2389-87-6933-1315-1491-5034
DAYS_ID_PUBLISHint646168 (2.01%)0 (0.00%)307495 (99.99%)16 (0.01%)-4299.0000-3254.0000-1720.0000307511.00.0000e+00-2.9942e+03-7.1970e+031509.4504-3984-4768-2549-4392-2526-4388-4396-4830-2742-1625
OWN_CAR_AGEfloat6462 (0.02%)202929 (65.99%)0 (0.00%)2134 (0.69%)5.00009.000015.0000104582.09.1000e+011.2061e+010.0000e+0011.944841NaNNaNNaNNaNNaN18NaNNaN
FLAG_MOBILint642 (0.00%)0 (0.00%)0 (0.00%)1 (0.00%)1.00001.00001.0000307511.01.0000e+001.0000e+000.0000e+000.00181111111111
FLAG_EMP_PHONEint642 (0.00%)0 (0.00%)0 (0.00%)55386 (18.01%)1.00001.00001.0000307511.01.0000e+008.1989e-010.0000e+000.38431111101111
FLAG_WORK_PHONEint642 (0.00%)0 (0.00%)0 (0.00%)246203 (80.06%)0.00000.00000.0000307511.01.0000e+001.9937e-010.0000e+000.39951000100011
FLAG_CONT_MOBILEint642 (0.00%)0 (0.00%)0 (0.00%)574 (0.19%)1.00001.00001.0000307511.01.0000e+009.9813e-010.0000e+000.04321111111111
FLAG_PHONEint642 (0.00%)0 (0.00%)0 (0.00%)221080 (71.89%)0.00000.00001.0000307511.01.0000e+002.8107e-010.0000e+000.44951000100010
FLAG_EMAILint642 (0.00%)0 (0.00%)0 (0.00%)290069 (94.33%)0.00000.00000.0000307511.01.0000e+005.6720e-020.0000e+000.23130000000000
OCCUPATION_TYPEobject18 (0.01%)96391 (31.35%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000NaNDriversLaborersNaNLaborersNaNLaborersNaNManagersLaborers
CNT_FAM_MEMBERSfloat6417 (0.01%)2 (0.00%)0 (0.00%)0 (0.00%)2.00002.00003.0000307509.02.0000e+012.1527e+001.0000e+000.91072322121342
REGION_RATING_CLIENTint643 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)2.00002.00002.0000307511.03.0000e+002.0525e+001.0000e+000.50902222322322
REGION_RATING_CLIENT_W_CITYint643 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)2.00002.00002.0000307511.03.0000e+002.0315e+001.0000e+000.50272222322322
WEEKDAY_APPR_PROCESS_STARTobject7 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000THURSDAYMONDAYWEDNESDAYFRIDAYWEDNESDAYMONDAYFRIDAYMONDAYTUESDAYFRIDAY
HOUR_APPR_PROCESS_STARTint6424 (0.01%)0 (0.00%)0 (0.00%)40 (0.01%)10.000012.000014.0000307511.02.3000e+011.2063e+010.0000e+003.2658171091015179131213
REG_REGION_NOT_LIVE_REGIONint642 (0.00%)0 (0.00%)0 (0.00%)302854 (98.49%)0.00000.00000.0000307511.01.0000e+001.5144e-020.0000e+000.12210000000000
REG_REGION_NOT_WORK_REGIONint642 (0.00%)0 (0.00%)0 (0.00%)291899 (94.92%)0.00000.00000.0000307511.01.0000e+005.0769e-020.0000e+000.21950001100000
LIVE_REGION_NOT_WORK_REGIONint642 (0.00%)0 (0.00%)0 (0.00%)295008 (95.93%)0.00000.00000.0000307511.01.0000e+004.0659e-020.0000e+000.19750001100000
REG_CITY_NOT_LIVE_CITYint642 (0.00%)0 (0.00%)0 (0.00%)283472 (92.18%)0.00000.00000.0000307511.01.0000e+007.8173e-020.0000e+000.26840010000000
REG_CITY_NOT_WORK_CITYint642 (0.00%)0 (0.00%)0 (0.00%)236644 (76.95%)0.00000.00000.0000307511.01.0000e+002.3045e-010.0000e+000.42110011100000
LIVE_CITY_NOT_WORK_CITYint642 (0.00%)0 (0.00%)0 (0.00%)252296 (82.04%)0.00000.00000.0000307511.01.0000e+001.7955e-010.0000e+000.38380001100000
ORGANIZATION_TYPEobject58 (0.02%)0 (0.00%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000Business Entity Type 2Business Entity Type 3Business Entity Type 2Business Entity Type 3Self-employedXNASelf-employedBusiness Entity Type 3Trade: type 2Medicine
EXT_SOURCE_1float64114584 (37.26%)173378 (56.38%)0 (0.00%)0 (0.00%)0.33400.50600.6751134133.09.6269e-015.0213e-011.4568e-020.2111NaN0.357NaN0.4949NaNNaNNaN0.53930.6575NaN
EXT_SOURCE_2float64119831 (38.97%)660 (0.21%)0 (0.00%)0 (0.00%)0.39250.56600.6636306851.08.5500e-015.1439e-018.1736e-080.19110.57850.51530.42480.6670.096250.39470.78810.5580.59170.6676
EXT_SOURCE_3float64814 (0.26%)60965 (19.83%)0 (0.00%)0 (0.00%)0.37060.53530.6691246546.08.9601e-015.1085e-015.2727e-040.19480.59720.52270.3155NaN0.41710.6058NaN0.7490.49570.7394
APARTMENTS_AVGfloat642339 (0.76%)156061 (50.75%)0 (0.00%)751 (0.24%)0.05770.08760.1485151450.01.0000e+001.1744e-010.0000e+000.1082NaN0.1485NaNNaNNaN0.22160.06290.08250.10310.1825
BASEMENTAREA_AVGfloat643780 (1.23%)179943 (58.52%)0 (0.00%)14745 (4.79%)0.04420.07630.1122127568.01.0000e+008.8442e-020.0000e+000.0824NaN0.0991NaNNaNNaN0.07760.07560.0788NaN0.1322
YEARS_BEGINEXPLUATATION_AVGfloat64285 (0.09%)150007 (48.78%)0 (0.00%)514 (0.17%)0.97670.98160.9866157504.01.0000e+009.7773e-010.0000e+000.05920.98560.9871NaNNaNNaN0.98260.98310.97860.97710.9861
YEARS_BUILD_AVGfloat64149 (0.05%)204488 (66.50%)0 (0.00%)102 (0.03%)0.68720.75520.8232103023.01.0000e+007.5247e-010.0000e+000.1133NaN0.8232NaNNaNNaNNaN0.76880.70760.68720.8096
COMMONAREA_AVGfloat643181 (1.03%)214865 (69.87%)0 (0.00%)8442 (2.75%)0.00780.02110.051592646.01.0000e+004.4621e-020.0000e+000.0760NaN0.0889NaNNaNNaNNaNNaN0.0079NaN0.0378
ELEVATORS_AVGfloat64257 (0.08%)163891 (53.30%)0 (0.00%)85718 (27.87%)0.00000.00000.1200143620.01.0000e+007.8942e-020.0000e+000.13460.080.16NaNNaNNaN0.0800NaN0.2
ENTRANCES_AVGfloat64285 (0.09%)154828 (50.35%)0 (0.00%)323 (0.11%)0.06900.13790.2069152683.01.0000e+001.4972e-010.0000e+000.10000.0690.1379NaNNaNNaN0.03450.13790.13790.20690.1724
FLOORSMAX_AVGfloat64403 (0.13%)153020 (49.76%)0 (0.00%)2938 (0.96%)0.16670.16670.3333154491.01.0000e+002.2628e-010.0000e+000.14460.33330.3333NaNNaNNaN0.33330.16670.16670.16670.3333
FLOORSMIN_AVGfloat64305 (0.10%)208642 (67.85%)0 (0.00%)2320 (0.75%)0.08330.20830.375098869.01.0000e+002.3189e-010.0000e+000.1614NaN0.375NaNNaNNaNNaNNaN0.2083NaN0.375
LANDAREA_AVGfloat643527 (1.15%)182590 (59.38%)0 (0.00%)15600 (5.07%)0.01870.04810.0856124921.01.0000e+006.6333e-020.0000e+000.0812NaN0.1127NaNNaNNaN0.09110.01510.0203NaN0.1238
LIVINGAPARTMENTS_AVGfloat641868 (0.61%)210199 (68.35%)0 (0.00%)418 (0.14%)0.05040.07560.121097312.01.0000e+001.0077e-010.0000e+000.0926NaN0.121NaNNaNNaNNaN0.05040.06720.08070.1488
LIVINGAREA_AVGfloat645199 (1.69%)154350 (50.19%)0 (0.00%)284 (0.09%)0.04530.07450.1299153161.01.0000e+001.0740e-010.0000e+000.11060.07390.0915NaNNaNNaN0.05820.05560.07030.08410.1824
NONLIVINGAPARTMENTS_AVGfloat64386 (0.13%)213514 (69.43%)0 (0.00%)54549 (17.74%)0.00000.00000.003993997.01.0000e+008.8087e-030.0000e+000.0477NaN0NaNNaNNaNNaN0.003900.01540
NONLIVINGAREA_AVGfloat643290 (1.07%)169682 (55.18%)0 (0.00%)58735 (19.10%)0.00000.00360.0277137829.01.0000e+002.8358e-020.0000e+000.0695NaN0NaNNaNNaN0.22420.018800.01280.0022
APARTMENTS_MODEfloat64760 (0.25%)156061 (50.75%)0 (0.00%)976 (0.32%)0.05250.08400.1439151450.01.0000e+001.1423e-010.0000e+000.1079NaN0.1513NaNNaNNaN0.22580.06410.0840.1050.1859
BASEMENTAREA_MODEfloat643841 (1.25%)179943 (58.52%)0 (0.00%)16598 (5.40%)0.04070.07460.1124127568.01.0000e+008.7543e-020.0000e+000.0843NaN0.1028NaNNaNNaN0.08060.07850.0818NaN0.1372
YEARS_BEGINEXPLUATATION_MODEfloat64221 (0.07%)150007 (48.78%)0 (0.00%)142 (0.05%)0.97670.98160.9866157504.01.0000e+009.7707e-010.0000e+000.06460.98560.9871NaNNaNNaN0.98260.98310.97860.97720.9861
YEARS_BUILD_MODEfloat64154 (0.05%)204488 (66.50%)0 (0.00%)103 (0.03%)0.69940.76480.8236103023.01.0000e+007.5964e-010.0000e+000.1101NaN0.8301NaNNaNNaNNaN0.77790.7190.69940.8171
COMMONAREA_MODEfloat643128 (1.02%)214865 (69.87%)0 (0.00%)9690 (3.15%)0.00720.01900.049092646.01.0000e+004.2553e-020.0000e+000.0744NaN0.0897NaNNaNNaNNaNNaN0.008NaN0.0382
ELEVATORS_MODEfloat6426 (0.01%)163891 (53.30%)0 (0.00%)89498 (29.10%)0.00000.00000.1208143620.01.0000e+007.4490e-020.0000e+000.13230.08060.1611NaNNaNNaN0.080600NaN0.2014
ENTRANCES_MODEfloat6430 (0.01%)154828 (50.35%)0 (0.00%)387 (0.13%)0.06900.13790.2069152683.01.0000e+001.4519e-010.0000e+000.10100.0690.1379NaNNaNNaN0.03450.13790.13790.20690.1724
FLOORSMAX_MODEfloat6425 (0.01%)153020 (49.76%)0 (0.00%)3415 (1.11%)0.16670.16670.3333154491.01.0000e+002.2232e-010.0000e+000.14370.33330.3333NaNNaNNaN0.33330.16670.16670.16670.3333
FLOORSMIN_MODEfloat6425 (0.01%)208642 (67.85%)0 (0.00%)2517 (0.82%)0.08330.20830.375098869.01.0000e+002.2806e-010.0000e+000.1612NaN0.375NaNNaNNaNNaNNaN0.2083NaN0.375
LANDAREA_MODEfloat643563 (1.16%)182590 (59.38%)0 (0.00%)17453 (5.68%)0.01660.04580.0841124921.01.0000e+006.4958e-020.0000e+000.0818NaN0.1153NaNNaNNaN0.09320.01550.0207NaN0.1266
LIVINGAPARTMENTS_MODEfloat64736 (0.24%)210199 (68.35%)0 (0.00%)519 (0.17%)0.05420.07710.131397312.01.0000e+001.0564e-010.0000e+000.0979NaN0.1322NaNNaNNaNNaN0.05510.07350.08820.1625
LIVINGAREA_MODEfloat645301 (1.72%)154350 (50.19%)0 (0.00%)444 (0.14%)0.04270.07310.1252153161.01.0000e+001.0598e-010.0000e+000.11180.0770.0953NaNNaNNaN0.06060.05790.07330.08760.1901
NONLIVINGAPARTMENTS_MODEfloat64167 (0.05%)213514 (69.43%)0 (0.00%)59255 (19.27%)0.00000.00000.003993997.01.0000e+008.0764e-030.0000e+000.0463NaN0NaNNaNNaNNaN0.003900.01560
NONLIVINGAREA_MODEfloat643327 (1.08%)169682 (55.18%)0 (0.00%)67126 (21.83%)0.00000.00110.0231137829.01.0000e+002.7022e-020.0000e+000.0703NaN0NaNNaNNaN0.23730.019900.01360.0023
APARTMENTS_MEDIfloat641148 (0.37%)156061 (50.75%)0 (0.00%)771 (0.25%)0.05830.08640.1489151450.01.0000e+001.1785e-010.0000e+000.1091NaN0.1499NaNNaNNaN0.22380.06350.08330.10410.1842
BASEMENTAREA_MEDIfloat643772 (1.23%)179943 (58.52%)0 (0.00%)14991 (4.87%)0.04370.07580.1116127568.01.0000e+008.7955e-020.0000e+000.0822NaN0.0991NaNNaNNaN0.07760.07560.0788NaN0.1322
YEARS_BEGINEXPLUATATION_MEDIfloat64245 (0.08%)150007 (48.78%)0 (0.00%)548 (0.18%)0.97670.98160.9866157504.01.0000e+009.7775e-010.0000e+000.05990.98560.9871NaNNaNNaN0.98260.98310.97860.97710.9861
YEARS_BUILD_MEDIfloat64151 (0.05%)204488 (66.50%)0 (0.00%)101 (0.03%)0.69140.75850.8256103023.01.0000e+007.5575e-010.0000e+000.1121NaN0.8256NaNNaNNaNNaN0.77190.71150.69140.8121
COMMONAREA_MEDIfloat643202 (1.04%)214865 (69.87%)0 (0.00%)8691 (2.83%)0.00790.02080.051392646.01.0000e+004.4595e-020.0000e+000.0761NaN0.0895NaNNaNNaNNaNNaN0.008NaN0.0381
ELEVATORS_MEDIfloat6446 (0.01%)163891 (53.30%)0 (0.00%)87026 (28.30%)0.00000.00000.1200143620.01.0000e+007.8078e-020.0000e+000.13450.080.16NaNNaNNaN0.0800NaN0.2
ENTRANCES_MEDIfloat6446 (0.01%)154828 (50.35%)0 (0.00%)329 (0.11%)0.06900.13790.2069152683.01.0000e+001.4921e-010.0000e+000.10040.0690.1379NaNNaNNaN0.03450.13790.13790.20690.1724
FLOORSMAX_MEDIfloat6449 (0.02%)153020 (49.76%)0 (0.00%)2995 (0.97%)0.16670.16670.3333154491.01.0000e+002.2590e-010.0000e+000.14510.33330.3333NaNNaNNaN0.33330.16670.16670.16670.3333
FLOORSMIN_MEDIfloat6447 (0.02%)208642 (67.85%)0 (0.00%)2351 (0.76%)0.08330.20830.375098869.01.0000e+002.3162e-010.0000e+000.1619NaN0.375NaNNaNNaNNaNNaN0.2083NaN0.375
LANDAREA_MEDIfloat643560 (1.16%)182590 (59.38%)0 (0.00%)15919 (5.18%)0.01870.04870.0868124921.01.0000e+006.7169e-020.0000e+000.0822NaN0.1147NaNNaNNaN0.09270.01540.0206NaN0.126
LIVINGAPARTMENTS_MEDIfloat641097 (0.36%)210199 (68.35%)0 (0.00%)433 (0.14%)0.05130.07610.123197312.01.0000e+001.0195e-010.0000e+000.0936NaN0.1231NaNNaNNaNNaN0.05130.06840.08210.1513
LIVINGAREA_MEDIfloat645281 (1.72%)154350 (50.19%)0 (0.00%)299 (0.10%)0.04570.07490.1303153161.01.0000e+001.0861e-010.0000e+000.11230.07520.0931NaNNaNNaN0.05920.05660.07160.08560.1857
NONLIVINGAPARTMENTS_MEDIfloat64214 (0.07%)213514 (69.43%)0 (0.00%)56097 (18.24%)0.00000.00000.003993997.01.0000e+008.6510e-030.0000e+000.0474NaN0NaNNaNNaNNaN0.003900.01550
NONLIVINGAREA_MEDIfloat643323 (1.08%)169682 (55.18%)0 (0.00%)60954 (19.82%)0.00000.00310.0266137829.01.0000e+002.8236e-020.0000e+000.0702NaN0NaNNaNNaN0.22890.019200.01310.0022
FONDKAPREMONT_MODEobject4 (0.00%)210295 (68.39%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000NaNreg oper accountNaNNaNNaNNaNreg oper spec accountreg oper accountreg oper accountreg oper account
HOUSETYPE_MODEobject3 (0.00%)154297 (50.18%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000NaNblock of flatsNaNNaNNaNblock of flatsblock of flatsblock of flatsblock of flatsblock of flats
TOTALAREA_MODEfloat645116 (1.66%)148431 (48.27%)0 (0.00%)582 (0.19%)0.04120.06880.1276159080.01.0000e+001.0255e-010.0000e+000.10750.05810.1206NaNNaNNaN0.09450.04750.05740.06890.1644
WALLSMATERIAL_MODEobject7 (0.00%)156341 (50.84%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000NaNPanelNaNNaNNaNStone, brickStone, brickPanelStone, brickPanel
EMERGENCYSTATE_MODEobject2 (0.00%)145755 (47.40%)0 (0.00%)0 (0.00%)0.00000.00000.00000.00.0000e+000.0000e+000.0000e+000.0000NoNoNaNNaNNaNNoNoNoNoNo
OBS_30_CNT_SOCIAL_CIRCLEfloat6433 (0.01%)1021 (0.33%)0 (0.00%)163910 (53.30%)0.00000.00002.0000306490.03.4800e+021.4222e+000.0000e+002.40100210012390
DEF_30_CNT_SOCIAL_CIRCLEfloat6410 (0.00%)1021 (0.33%)0 (0.00%)271324 (88.23%)0.00000.00000.0000306490.03.4000e+011.4342e-010.0000e+000.44670000010010
OBS_60_CNT_SOCIAL_CIRCLEfloat6433 (0.01%)1021 (0.33%)0 (0.00%)164666 (53.55%)0.00000.00002.0000306490.03.4400e+021.4053e+000.0000e+002.37980210012390
DEF_60_CNT_SOCIAL_CIRCLEfloat649 (0.00%)1021 (0.33%)0 (0.00%)280721 (91.29%)0.00000.00000.0000306490.02.4000e+011.0005e-010.0000e+000.36230000000010
DAYS_LAST_PHONE_CHANGEfloat643773 (1.23%)1 (0.00%)269838 (87.75%)37672 (12.25%)-1570.0000-757.0000-274.0000307510.00.0000e+00-9.6286e+02-4.2920e+03826.8085-3143-2-1523-12240-201-1128-2959-1634-1258
FLAG_DOCUMENT_2int642 (0.00%)0 (0.00%)0 (0.00%)307498 (100.00%)0.00000.00000.0000307511.01.0000e+004.2275e-050.0000e+000.00650000000000
FLAG_DOCUMENT_3int642 (0.00%)0 (0.00%)0 (0.00%)89171 (29.00%)0.00001.00001.0000307511.01.0000e+007.1002e-010.0000e+000.45381111101111
FLAG_DOCUMENT_4int642 (0.00%)0 (0.00%)0 (0.00%)307486 (99.99%)0.00000.00000.0000307511.01.0000e+008.1298e-050.0000e+000.00900000000000
FLAG_DOCUMENT_5int642 (0.00%)0 (0.00%)0 (0.00%)302863 (98.49%)0.00000.00000.0000307511.01.0000e+001.5115e-020.0000e+000.12200000000000
FLAG_DOCUMENT_6int642 (0.00%)0 (0.00%)0 (0.00%)280433 (91.19%)0.00000.00000.0000307511.01.0000e+008.8055e-020.0000e+000.28340000010000
FLAG_DOCUMENT_7int642 (0.00%)0 (0.00%)0 (0.00%)307452 (99.98%)0.00000.00000.0000307511.01.0000e+001.9186e-040.0000e+000.01390000000000
FLAG_DOCUMENT_8int642 (0.00%)0 (0.00%)0 (0.00%)282487 (91.86%)0.00000.00000.0000307511.01.0000e+008.1376e-020.0000e+000.27340000000000
FLAG_DOCUMENT_9int642 (0.00%)0 (0.00%)0 (0.00%)306313 (99.61%)0.00000.00000.0000307511.01.0000e+003.8958e-030.0000e+000.06230000000000
FLAG_DOCUMENT_10int642 (0.00%)0 (0.00%)0 (0.00%)307504 (100.00%)0.00000.00000.0000307511.01.0000e+002.2763e-050.0000e+000.00480000000000
FLAG_DOCUMENT_11int642 (0.00%)0 (0.00%)0 (0.00%)306308 (99.61%)0.00000.00000.0000307511.01.0000e+003.9121e-030.0000e+000.06240000000000
FLAG_DOCUMENT_12int642 (0.00%)0 (0.00%)0 (0.00%)307509 (100.00%)0.00000.00000.0000307511.01.0000e+006.5038e-060.0000e+000.00260000000000
FLAG_DOCUMENT_13int642 (0.00%)0 (0.00%)0 (0.00%)306427 (99.65%)0.00000.00000.0000307511.01.0000e+003.5251e-030.0000e+000.05930000000000
FLAG_DOCUMENT_14int642 (0.00%)0 (0.00%)0 (0.00%)306608 (99.71%)0.00000.00000.0000307511.01.0000e+002.9365e-030.0000e+000.05410000000000
FLAG_DOCUMENT_15int642 (0.00%)0 (0.00%)0 (0.00%)307139 (99.88%)0.00000.00000.0000307511.01.0000e+001.2097e-030.0000e+000.03480000000000
FLAG_DOCUMENT_16int642 (0.00%)0 (0.00%)0 (0.00%)304458 (99.01%)0.00000.00000.0000307511.01.0000e+009.9281e-030.0000e+000.09910000000000
FLAG_DOCUMENT_17int642 (0.00%)0 (0.00%)0 (0.00%)307429 (99.97%)0.00000.00000.0000307511.01.0000e+002.6666e-040.0000e+000.01630000000000
FLAG_DOCUMENT_18int642 (0.00%)0 (0.00%)0 (0.00%)305011 (99.19%)0.00000.00000.0000307511.01.0000e+008.1298e-030.0000e+000.08980000000000
FLAG_DOCUMENT_19int642 (0.00%)0 (0.00%)0 (0.00%)307328 (99.94%)0.00000.00000.0000307511.01.0000e+005.9510e-040.0000e+000.02440000000000
FLAG_DOCUMENT_20int642 (0.00%)0 (0.00%)0 (0.00%)307355 (99.95%)0.00000.00000.0000307511.01.0000e+005.0730e-040.0000e+000.02250000000000
FLAG_DOCUMENT_21int642 (0.00%)0 (0.00%)0 (0.00%)307408 (99.97%)0.00000.00000.0000307511.01.0000e+003.3495e-040.0000e+000.01830000000000
AMT_REQ_CREDIT_BUREAU_HOURfloat645 (0.00%)41519 (13.50%)0 (0.00%)264366 (85.97%)0.00000.00000.0000265992.04.0000e+006.4024e-030.0000e+000.0838000NaN00NaN000
AMT_REQ_CREDIT_BUREAU_DAYfloat649 (0.00%)41519 (13.50%)0 (0.00%)264503 (86.01%)0.00000.00000.0000265992.09.0000e+007.0002e-030.0000e+000.1108000NaN00NaN000
AMT_REQ_CREDIT_BUREAU_WEEKfloat649 (0.00%)41519 (13.50%)0 (0.00%)257456 (83.72%)0.00000.00000.0000265992.08.0000e+003.4362e-020.0000e+000.2047000NaN00NaN000
AMT_REQ_CREDIT_BUREAU_MONfloat6424 (0.01%)41519 (13.50%)0 (0.00%)222233 (72.27%)0.00000.00000.0000265992.02.7000e+012.6740e-010.0000e+000.9160000NaN00NaN000
AMT_REQ_CREDIT_BUREAU_QRTfloat6411 (0.00%)41519 (13.50%)0 (0.00%)215417 (70.05%)0.00000.00000.0000265992.02.6100e+022.6547e-010.0000e+000.7941000NaN10NaN010
AMT_REQ_CREDIT_BUREAU_YEARfloat6425 (0.01%)41519 (13.50%)0 (0.00%)71801 (23.35%)0.00001.00003.0000265992.02.5000e+011.9000e+000.0000e+001.8693105NaN13NaN111
\n", "
" ], "text/plain": [ " sub_type n_distinct n_miss n_negative n_zeros 25% 50% 75% count max mean min std sample_0 sample_1 sample_2 sample_3 sample_4 sample_5 sample_6 sample_7 sample_8 sample_9\n", "name \n", "SK_ID_CURR int64 307511 (100.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 189145.5000 278202.0000 367142.5000 307511.0 4.5626e+05 2.7818e+05 1.0000e+05 102790.1753 326682 414578 432657 346257 169928 228494 305986 450918 393627 121604 \n", "TARGET int64 2 (0.00%) 0 (0.00%) 0 (0.00%) 282686 (91.93%) 0.0000 0.0000 0.0000 307511.0 1.0000e+00 8.0729e-02 0.0000e+00 0.2724 0 1 0 0 1 0 0 1 0 0 \n", "NAME_CONTRACT_TYPE object 2 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000 0.0000 0.0000 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 Cash loans Cash loans Revolving loans Cash loans Cash loans Cash loans Cash loans Cash loans Cash loans Cash loans \n", "CODE_GENDER object 3 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000 0.0000 0.0000 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 M M M M M F M F F F \n", 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1.0000e+00 7.8173e-02 0.0000e+00 0.2684 0 0 1 0 0 0 0 0 0 0 \n", "REG_CITY_NOT_WORK_CITY int64 2 (0.00%) 0 (0.00%) 0 (0.00%) 236644 (76.95%) 0.0000 0.0000 0.0000 307511.0 1.0000e+00 2.3045e-01 0.0000e+00 0.4211 0 0 1 1 1 0 0 0 0 0 \n", "LIVE_CITY_NOT_WORK_CITY int64 2 (0.00%) 0 (0.00%) 0 (0.00%) 252296 (82.04%) 0.0000 0.0000 0.0000 307511.0 1.0000e+00 1.7955e-01 0.0000e+00 0.3838 0 0 0 1 1 0 0 0 0 0 \n", "ORGANIZATION_TYPE object 58 (0.02%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000 0.0000 0.0000 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 Business Entity Type 2 Business Entity Type 3 Business Entity Type 2 Business Entity Type 3 Self-employed XNA Self-employed Business Entity Type 3 Trade: type 2 Medicine \n", "EXT_SOURCE_1 float64 114584 (37.26%) 173378 (56.38%) 0 (0.00%) 0 (0.00%) 0.3340 0.5060 0.6751 134133.0 9.6269e-01 5.0213e-01 1.4568e-02 0.2111 NaN 0.357 NaN 0.4949 NaN NaN NaN 0.5393 0.6575 NaN \n", "EXT_SOURCE_2 float64 119831 (38.97%) 660 (0.21%) 0 (0.00%) 0 (0.00%) 0.3925 0.5660 0.6636 306851.0 8.5500e-01 5.1439e-01 8.1736e-08 0.1911 0.5785 0.5153 0.4248 0.667 0.09625 0.3947 0.7881 0.558 0.5917 0.6676 \n", "EXT_SOURCE_3 float64 814 (0.26%) 60965 (19.83%) 0 (0.00%) 0 (0.00%) 0.3706 0.5353 0.6691 246546.0 8.9601e-01 5.1085e-01 5.2727e-04 0.1948 0.5972 0.5227 0.3155 NaN 0.4171 0.6058 NaN 0.749 0.4957 0.7394 \n", "APARTMENTS_AVG float64 2339 (0.76%) 156061 (50.75%) 0 (0.00%) 751 (0.24%) 0.0577 0.0876 0.1485 151450.0 1.0000e+00 1.1744e-01 0.0000e+00 0.1082 NaN 0.1485 NaN NaN NaN 0.2216 0.0629 0.0825 0.1031 0.1825 \n", "BASEMENTAREA_AVG float64 3780 (1.23%) 179943 (58.52%) 0 (0.00%) 14745 (4.79%) 0.0442 0.0763 0.1122 127568.0 1.0000e+00 8.8442e-02 0.0000e+00 0.0824 NaN 0.0991 NaN NaN NaN 0.0776 0.0756 0.0788 NaN 0.1322 \n", "YEARS_BEGINEXPLUATATION_AVG float64 285 (0.09%) 150007 (48.78%) 0 (0.00%) 514 (0.17%) 0.9767 0.9816 0.9866 157504.0 1.0000e+00 9.7773e-01 0.0000e+00 0.0592 0.9856 0.9871 NaN NaN NaN 0.9826 0.9831 0.9786 0.9771 0.9861 \n", "YEARS_BUILD_AVG float64 149 (0.05%) 204488 (66.50%) 0 (0.00%) 102 (0.03%) 0.6872 0.7552 0.8232 103023.0 1.0000e+00 7.5247e-01 0.0000e+00 0.1133 NaN 0.8232 NaN NaN NaN NaN 0.7688 0.7076 0.6872 0.8096 \n", "COMMONAREA_AVG float64 3181 (1.03%) 214865 (69.87%) 0 (0.00%) 8442 (2.75%) 0.0078 0.0211 0.0515 92646.0 1.0000e+00 4.4621e-02 0.0000e+00 0.0760 NaN 0.0889 NaN NaN NaN NaN NaN 0.0079 NaN 0.0378 \n", "ELEVATORS_AVG float64 257 (0.08%) 163891 (53.30%) 0 (0.00%) 85718 (27.87%) 0.0000 0.0000 0.1200 143620.0 1.0000e+00 7.8942e-02 0.0000e+00 0.1346 0.08 0.16 NaN NaN NaN 0.08 0 0 NaN 0.2 \n", "ENTRANCES_AVG float64 285 (0.09%) 154828 (50.35%) 0 (0.00%) 323 (0.11%) 0.0690 0.1379 0.2069 152683.0 1.0000e+00 1.4972e-01 0.0000e+00 0.1000 0.069 0.1379 NaN NaN NaN 0.0345 0.1379 0.1379 0.2069 0.1724 \n", "FLOORSMAX_AVG float64 403 (0.13%) 153020 (49.76%) 0 (0.00%) 2938 (0.96%) 0.1667 0.1667 0.3333 154491.0 1.0000e+00 2.2628e-01 0.0000e+00 0.1446 0.3333 0.3333 NaN NaN NaN 0.3333 0.1667 0.1667 0.1667 0.3333 \n", "FLOORSMIN_AVG float64 305 (0.10%) 208642 (67.85%) 0 (0.00%) 2320 (0.75%) 0.0833 0.2083 0.3750 98869.0 1.0000e+00 2.3189e-01 0.0000e+00 0.1614 NaN 0.375 NaN NaN NaN NaN NaN 0.2083 NaN 0.375 \n", "LANDAREA_AVG float64 3527 (1.15%) 182590 (59.38%) 0 (0.00%) 15600 (5.07%) 0.0187 0.0481 0.0856 124921.0 1.0000e+00 6.6333e-02 0.0000e+00 0.0812 NaN 0.1127 NaN NaN NaN 0.0911 0.0151 0.0203 NaN 0.1238 \n", "LIVINGAPARTMENTS_AVG float64 1868 (0.61%) 210199 (68.35%) 0 (0.00%) 418 (0.14%) 0.0504 0.0756 0.1210 97312.0 1.0000e+00 1.0077e-01 0.0000e+00 0.0926 NaN 0.121 NaN NaN NaN NaN 0.0504 0.0672 0.0807 0.1488 \n", "LIVINGAREA_AVG float64 5199 (1.69%) 154350 (50.19%) 0 (0.00%) 284 (0.09%) 0.0453 0.0745 0.1299 153161.0 1.0000e+00 1.0740e-01 0.0000e+00 0.1106 0.0739 0.0915 NaN NaN NaN 0.0582 0.0556 0.0703 0.0841 0.1824 \n", "NONLIVINGAPARTMENTS_AVG float64 386 (0.13%) 213514 (69.43%) 0 (0.00%) 54549 (17.74%) 0.0000 0.0000 0.0039 93997.0 1.0000e+00 8.8087e-03 0.0000e+00 0.0477 NaN 0 NaN NaN NaN NaN 0.0039 0 0.0154 0 \n", "NONLIVINGAREA_AVG float64 3290 (1.07%) 169682 (55.18%) 0 (0.00%) 58735 (19.10%) 0.0000 0.0036 0.0277 137829.0 1.0000e+00 2.8358e-02 0.0000e+00 0.0695 NaN 0 NaN NaN NaN 0.2242 0.0188 0 0.0128 0.0022 \n", "APARTMENTS_MODE float64 760 (0.25%) 156061 (50.75%) 0 (0.00%) 976 (0.32%) 0.0525 0.0840 0.1439 151450.0 1.0000e+00 1.1423e-01 0.0000e+00 0.1079 NaN 0.1513 NaN NaN NaN 0.2258 0.0641 0.084 0.105 0.1859 \n", "BASEMENTAREA_MODE float64 3841 (1.25%) 179943 (58.52%) 0 (0.00%) 16598 (5.40%) 0.0407 0.0746 0.1124 127568.0 1.0000e+00 8.7543e-02 0.0000e+00 0.0843 NaN 0.1028 NaN NaN NaN 0.0806 0.0785 0.0818 NaN 0.1372 \n", "YEARS_BEGINEXPLUATATION_MODE float64 221 (0.07%) 150007 (48.78%) 0 (0.00%) 142 (0.05%) 0.9767 0.9816 0.9866 157504.0 1.0000e+00 9.7707e-01 0.0000e+00 0.0646 0.9856 0.9871 NaN NaN NaN 0.9826 0.9831 0.9786 0.9772 0.9861 \n", "YEARS_BUILD_MODE float64 154 (0.05%) 204488 (66.50%) 0 (0.00%) 103 (0.03%) 0.6994 0.7648 0.8236 103023.0 1.0000e+00 7.5964e-01 0.0000e+00 0.1101 NaN 0.8301 NaN NaN NaN NaN 0.7779 0.719 0.6994 0.8171 \n", "COMMONAREA_MODE float64 3128 (1.02%) 214865 (69.87%) 0 (0.00%) 9690 (3.15%) 0.0072 0.0190 0.0490 92646.0 1.0000e+00 4.2553e-02 0.0000e+00 0.0744 NaN 0.0897 NaN NaN NaN NaN NaN 0.008 NaN 0.0382 \n", "ELEVATORS_MODE float64 26 (0.01%) 163891 (53.30%) 0 (0.00%) 89498 (29.10%) 0.0000 0.0000 0.1208 143620.0 1.0000e+00 7.4490e-02 0.0000e+00 0.1323 0.0806 0.1611 NaN NaN NaN 0.0806 0 0 NaN 0.2014 \n", "ENTRANCES_MODE float64 30 (0.01%) 154828 (50.35%) 0 (0.00%) 387 (0.13%) 0.0690 0.1379 0.2069 152683.0 1.0000e+00 1.4519e-01 0.0000e+00 0.1010 0.069 0.1379 NaN NaN NaN 0.0345 0.1379 0.1379 0.2069 0.1724 \n", "FLOORSMAX_MODE float64 25 (0.01%) 153020 (49.76%) 0 (0.00%) 3415 (1.11%) 0.1667 0.1667 0.3333 154491.0 1.0000e+00 2.2232e-01 0.0000e+00 0.1437 0.3333 0.3333 NaN NaN NaN 0.3333 0.1667 0.1667 0.1667 0.3333 \n", "FLOORSMIN_MODE float64 25 (0.01%) 208642 (67.85%) 0 (0.00%) 2517 (0.82%) 0.0833 0.2083 0.3750 98869.0 1.0000e+00 2.2806e-01 0.0000e+00 0.1612 NaN 0.375 NaN NaN NaN NaN NaN 0.2083 NaN 0.375 \n", "LANDAREA_MODE float64 3563 (1.16%) 182590 (59.38%) 0 (0.00%) 17453 (5.68%) 0.0166 0.0458 0.0841 124921.0 1.0000e+00 6.4958e-02 0.0000e+00 0.0818 NaN 0.1153 NaN NaN NaN 0.0932 0.0155 0.0207 NaN 0.1266 \n", "LIVINGAPARTMENTS_MODE float64 736 (0.24%) 210199 (68.35%) 0 (0.00%) 519 (0.17%) 0.0542 0.0771 0.1313 97312.0 1.0000e+00 1.0564e-01 0.0000e+00 0.0979 NaN 0.1322 NaN NaN NaN NaN 0.0551 0.0735 0.0882 0.1625 \n", "LIVINGAREA_MODE float64 5301 (1.72%) 154350 (50.19%) 0 (0.00%) 444 (0.14%) 0.0427 0.0731 0.1252 153161.0 1.0000e+00 1.0598e-01 0.0000e+00 0.1118 0.077 0.0953 NaN NaN NaN 0.0606 0.0579 0.0733 0.0876 0.1901 \n", "NONLIVINGAPARTMENTS_MODE float64 167 (0.05%) 213514 (69.43%) 0 (0.00%) 59255 (19.27%) 0.0000 0.0000 0.0039 93997.0 1.0000e+00 8.0764e-03 0.0000e+00 0.0463 NaN 0 NaN NaN NaN NaN 0.0039 0 0.0156 0 \n", "NONLIVINGAREA_MODE float64 3327 (1.08%) 169682 (55.18%) 0 (0.00%) 67126 (21.83%) 0.0000 0.0011 0.0231 137829.0 1.0000e+00 2.7022e-02 0.0000e+00 0.0703 NaN 0 NaN NaN NaN 0.2373 0.0199 0 0.0136 0.0023 \n", "APARTMENTS_MEDI float64 1148 (0.37%) 156061 (50.75%) 0 (0.00%) 771 (0.25%) 0.0583 0.0864 0.1489 151450.0 1.0000e+00 1.1785e-01 0.0000e+00 0.1091 NaN 0.1499 NaN NaN NaN 0.2238 0.0635 0.0833 0.1041 0.1842 \n", "BASEMENTAREA_MEDI float64 3772 (1.23%) 179943 (58.52%) 0 (0.00%) 14991 (4.87%) 0.0437 0.0758 0.1116 127568.0 1.0000e+00 8.7955e-02 0.0000e+00 0.0822 NaN 0.0991 NaN NaN NaN 0.0776 0.0756 0.0788 NaN 0.1322 \n", "YEARS_BEGINEXPLUATATION_MEDI float64 245 (0.08%) 150007 (48.78%) 0 (0.00%) 548 (0.18%) 0.9767 0.9816 0.9866 157504.0 1.0000e+00 9.7775e-01 0.0000e+00 0.0599 0.9856 0.9871 NaN NaN NaN 0.9826 0.9831 0.9786 0.9771 0.9861 \n", "YEARS_BUILD_MEDI float64 151 (0.05%) 204488 (66.50%) 0 (0.00%) 101 (0.03%) 0.6914 0.7585 0.8256 103023.0 1.0000e+00 7.5575e-01 0.0000e+00 0.1121 NaN 0.8256 NaN NaN NaN NaN 0.7719 0.7115 0.6914 0.8121 \n", "COMMONAREA_MEDI float64 3202 (1.04%) 214865 (69.87%) 0 (0.00%) 8691 (2.83%) 0.0079 0.0208 0.0513 92646.0 1.0000e+00 4.4595e-02 0.0000e+00 0.0761 NaN 0.0895 NaN NaN NaN NaN NaN 0.008 NaN 0.0381 \n", "ELEVATORS_MEDI float64 46 (0.01%) 163891 (53.30%) 0 (0.00%) 87026 (28.30%) 0.0000 0.0000 0.1200 143620.0 1.0000e+00 7.8078e-02 0.0000e+00 0.1345 0.08 0.16 NaN NaN NaN 0.08 0 0 NaN 0.2 \n", "ENTRANCES_MEDI float64 46 (0.01%) 154828 (50.35%) 0 (0.00%) 329 (0.11%) 0.0690 0.1379 0.2069 152683.0 1.0000e+00 1.4921e-01 0.0000e+00 0.1004 0.069 0.1379 NaN NaN NaN 0.0345 0.1379 0.1379 0.2069 0.1724 \n", "FLOORSMAX_MEDI float64 49 (0.02%) 153020 (49.76%) 0 (0.00%) 2995 (0.97%) 0.1667 0.1667 0.3333 154491.0 1.0000e+00 2.2590e-01 0.0000e+00 0.1451 0.3333 0.3333 NaN NaN NaN 0.3333 0.1667 0.1667 0.1667 0.3333 \n", "FLOORSMIN_MEDI float64 47 (0.02%) 208642 (67.85%) 0 (0.00%) 2351 (0.76%) 0.0833 0.2083 0.3750 98869.0 1.0000e+00 2.3162e-01 0.0000e+00 0.1619 NaN 0.375 NaN NaN NaN NaN NaN 0.2083 NaN 0.375 \n", "LANDAREA_MEDI float64 3560 (1.16%) 182590 (59.38%) 0 (0.00%) 15919 (5.18%) 0.0187 0.0487 0.0868 124921.0 1.0000e+00 6.7169e-02 0.0000e+00 0.0822 NaN 0.1147 NaN NaN NaN 0.0927 0.0154 0.0206 NaN 0.126 \n", "LIVINGAPARTMENTS_MEDI float64 1097 (0.36%) 210199 (68.35%) 0 (0.00%) 433 (0.14%) 0.0513 0.0761 0.1231 97312.0 1.0000e+00 1.0195e-01 0.0000e+00 0.0936 NaN 0.1231 NaN NaN NaN NaN 0.0513 0.0684 0.0821 0.1513 \n", "LIVINGAREA_MEDI float64 5281 (1.72%) 154350 (50.19%) 0 (0.00%) 299 (0.10%) 0.0457 0.0749 0.1303 153161.0 1.0000e+00 1.0861e-01 0.0000e+00 0.1123 0.0752 0.0931 NaN NaN NaN 0.0592 0.0566 0.0716 0.0856 0.1857 \n", "NONLIVINGAPARTMENTS_MEDI float64 214 (0.07%) 213514 (69.43%) 0 (0.00%) 56097 (18.24%) 0.0000 0.0000 0.0039 93997.0 1.0000e+00 8.6510e-03 0.0000e+00 0.0474 NaN 0 NaN NaN NaN NaN 0.0039 0 0.0155 0 \n", "NONLIVINGAREA_MEDI float64 3323 (1.08%) 169682 (55.18%) 0 (0.00%) 60954 (19.82%) 0.0000 0.0031 0.0266 137829.0 1.0000e+00 2.8236e-02 0.0000e+00 0.0702 NaN 0 NaN NaN NaN 0.2289 0.0192 0 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name
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DAYS_CREDIT_ENDDATEfloat6414096 (0.82%)105553 (6.15%)1007389 (58.69%)883 (0.05%)-1.1380e+03-330.04.7400e+021610875.03.1199e+045.1052e+02-4.2060e+044.9942e+03-676-2202-97163NaN-619-23743269551068
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AMT_CREDIT_MAX_OVERDUEfloat6468251 (3.98%)1124488 (65.51%)0 (0.00%)470650 (27.42%)0.0000e+000.00.0000e+00591940.01.1599e+083.8254e+030.0000e+002.0603e+05NaN0NaNNaNNaNNaNNaNNaNNaNNaN
CNT_CREDIT_PROLONGint6410 (0.00%)0 (0.00%)0 (0.00%)1707314 (99.47%)0.0000e+000.00.0000e+001716428.09.0000e+006.4104e-030.0000e+009.6224e-020000000000
AMT_CREDIT_SUMfloat64236708 (13.79%)13 (0.00%)0 (0.00%)66582 (3.88%)5.1300e+04125518.53.1500e+051716415.05.8500e+083.5499e+050.0000e+001.1498e+061.114e+054.5e+042.378e+054.5e+052.925e+041.858e+046.75e+059.713e+042.7e+043.6e+04
AMT_CREDIT_SUM_DEBTfloat64226537 (13.20%)257669 (15.01%)8418 (0.49%)1016434 (59.22%)0.0000e+000.04.0154e+041458759.01.7010e+081.3709e+05-4.7056e+066.7740e+0500NaN6.44e+0400002.885e+043.502e+04
AMT_CREDIT_SUM_LIMITfloat6451726 (3.01%)591780 (34.48%)351 (0.02%)1050142 (61.18%)0.0000e+000.00.0000e+001124648.04.7056e+066.2295e+03-5.8641e+054.5032e+04NaN0NaN0NaN00NaNNaN0
AMT_CREDIT_SUM_OVERDUEfloat641616 (0.09%)0 (0.00%)0 (0.00%)1712270 (99.76%)0.0000e+000.00.0000e+001716428.03.7567e+063.7913e+010.0000e+005.9377e+030000000000
CREDIT_TYPEobject15 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.0000e+000.00.0000e+000.00.0000e+000.0000e+000.0000e+000.0000e+00Consumer creditConsumer creditConsumer creditConsumer creditMicroloanConsumer creditConsumer creditConsumer creditCredit cardCredit card
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sub_typen_distinctn_missn_negativen_zeros25%50%75%countmaxmeanminstdsample_0sample_1sample_2sample_3sample_4sample_5sample_6sample_7sample_8sample_9
name
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sub_typen_distinctn_missn_negativen_zeros25%50%75%countmaxmeanminstdsample_0sample_1sample_2sample_3sample_4sample_5sample_6sample_7sample_8sample_9
name
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sub_typen_distinctn_missn_negativen_zeros25%50%75%countmaxmeanminstdsample_0sample_1sample_2sample_3sample_4sample_5sample_6sample_7sample_8sample_9
name
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sub_typen_distinctn_missn_negativen_zeros25%50%75%countmaxmeanminstdsample_0sample_1sample_2sample_3sample_4sample_5sample_6sample_7sample_8sample_9
name
SK_ID_PREVint641670214 (100.00%)0 (0.00%)0 (0.00%)0 (0.00%)1.4619e+061.9231e+062.3843e+061670214.02.8454e+061.9231e+061.0000e+06532597.95871092395125274514267761649070193788027867422369053210024427516841685570
SK_ID_CURRint64338857 (20.29%)0 (0.00%)0 (0.00%)0 (0.00%)1.8933e+052.7871e+053.6751e+051670214.04.5626e+052.7836e+051.0000e+05102814.8238334586307326164677289639316386325443329812151568184899428430
NAME_CONTRACT_TYPEobject4 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.0000e+000.0000e+000.0000e+000.00.0000e+000.0000e+000.0000e+000.0000Revolving loansCash loansCash loansConsumer loansConsumer loansCash loansConsumer loansRevolving loansCash loansConsumer loans
AMT_ANNUITYfloat64357959 (21.43%)372235 (22.29%)0 (0.00%)1637 (0.10%)6.3218e+031.1250e+042.0658e+041297979.04.1806e+051.5955e+040.0000e+0014782.13732250NaNNaN62637556NaN1.26e+042.025e+042.758e+041.289e+04
AMT_APPLICATIONfloat6493885 (5.62%)0 (0.00%)0 (0.00%)392402 (23.49%)1.8720e+047.1046e+041.8036e+051670214.06.9052e+061.7523e+050.0000e+00292779.76244.5e+04004.364e+047.308e+0401.35e+0504.5e+051.179e+05
AMT_CREDITfloat6486803 (5.20%)1 (0.00%)0 (0.00%)336768 (20.16%)2.4160e+048.0541e+042.1642e+051670213.06.9052e+061.9611e+050.0000e+00318574.61654.5e+04005.328e+047.308e+0401.35e+054.05e+054.916e+051.146e+05
AMT_DOWN_PAYMENTfloat6429278 (1.75%)895844 (53.64%)2 (0.00%)369854 (22.14%)0.0000e+001.6380e+037.7400e+03774370.03.0600e+066.6974e+03-9.0000e-0120921.4954NaNNaNNaN00NaN0NaNNaN2.357e+04
AMT_GOODS_PRICEfloat6493885 (5.62%)385515 (23.08%)0 (0.00%)6869 (0.41%)5.0841e+041.1232e+052.3400e+051284699.06.9052e+062.2785e+050.0000e+00315396.55794.5e+04NaNNaN4.364e+047.308e+04NaN1.35e+05NaN4.5e+051.179e+05
WEEKDAY_APPR_PROCESS_STARTobject7 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.0000e+000.0000e+000.0000e+000.00.0000e+000.0000e+000.0000e+000.0000WEDNESDAYFRIDAYWEDNESDAYSUNDAYSATURDAYFRIDAYTUESDAYMONDAYSATURDAYFRIDAY
HOUR_APPR_PROCESS_STARTint6424 (0.00%)0 (0.00%)0 (0.00%)109 (0.01%)1.0000e+011.2000e+011.5000e+011670214.02.3000e+011.2484e+010.0000e+003.33401216117101621171317
FLAG_LAST_APPL_PER_CONTRACTobject2 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.0000e+000.0000e+000.0000e+000.00.0000e+000.0000e+000.0000e+000.0000YYYYYYYYYY
NFLAG_LAST_APPL_IN_DAYint642 (0.00%)0 (0.00%)0 (0.00%)5900 (0.35%)1.0000e+001.0000e+001.0000e+001670214.01.0000e+009.9647e-010.0000e+000.05931111111111
RATE_DOWN_PAYMENTfloat64207033 (12.40%)895844 (53.64%)2 (0.00%)369854 (22.14%)0.0000e+005.1605e-021.0891e-01774370.01.0000e+007.9637e-02-1.4979e-050.1078NaNNaNNaN00NaN0NaNNaN0.1858
RATE_INTEREST_PRIMARYfloat64148 (0.01%)1664263 (99.64%)0 (0.00%)0 (0.00%)1.6072e-011.8912e-011.9333e-015951.01.0000e+001.8836e-013.4781e-020.0877NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
RATE_INTEREST_PRIVILEGEDfloat6425 (0.00%)1664263 (99.64%)0 (0.00%)0 (0.00%)7.1564e-018.3510e-018.5254e-015951.01.0000e+007.7350e-013.7315e-010.1009NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
NAME_CASH_LOAN_PURPOSEobject25 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.0000e+000.0000e+000.0000e+000.00.0000e+000.0000e+000.0000e+000.0000XAPXNAXNAXAPXAPXNAXAPXAPXNAXAP
NAME_CONTRACT_STATUSobject4 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.0000e+000.0000e+000.0000e+000.00.0000e+000.0000e+000.0000e+000.0000ApprovedCanceledCanceledApprovedApprovedRefusedApprovedApprovedApprovedApproved
DAYS_DECISIONint642922 (0.17%)0 (0.00%)1670214 (100.00%)0 (0.00%)-1.3000e+03-5.8100e+02-2.8000e+021670214.0-1.0000e+00-8.8068e+02-2.9220e+03779.0997-212-217-361-545-1371-561-625-703-775-1021
NAME_PAYMENT_TYPEobject4 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.0000e+000.0000e+000.0000e+000.00.0000e+000.0000e+000.0000e+000.0000XNAXNAXNACash through the bankCash through the bankXNACash through the bankXNACash through the bankCash through the bank
CODE_REJECT_REASONobject9 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.0000e+000.0000e+000.0000e+000.00.0000e+000.0000e+000.0000e+000.0000XAPXAPXAPXAPXAPHCXAPXAPXAPXAP
NAME_TYPE_SUITEobject7 (0.00%)820405 (49.12%)0 (0.00%)0 (0.00%)0.0000e+000.0000e+000.0000e+000.00.0000e+000.0000e+000.0000e+000.0000UnaccompaniedNaNNaNNaNOther_ANaNNaNNaNUnaccompaniedUnaccompanied
NAME_CLIENT_TYPEobject4 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.0000e+000.0000e+000.0000e+000.00.0000e+000.0000e+000.0000e+000.0000RepeaterRepeaterRepeaterRepeaterRepeaterRepeaterNewRepeaterRepeaterRepeater
NAME_GOODS_CATEGORYobject28 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.0000e+000.0000e+000.0000e+000.00.0000e+000.0000e+000.0000e+000.0000XNAXNAXNAAudio/VideoFurnitureXNAAudio/VideoXNAXNAComputers
NAME_PORTFOLIOobject5 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.0000e+000.0000e+000.0000e+000.00.0000e+000.0000e+000.0000e+000.0000CardsXNAXNAPOSPOSXNAPOSCardsCashPOS
NAME_PRODUCT_TYPEobject3 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.0000e+000.0000e+000.0000e+000.00.0000e+000.0000e+000.0000e+000.0000walk-inXNAXNAXNAXNAXNAXNAx-sellx-sellXNA
CHANNEL_TYPEobject8 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.0000e+000.0000e+000.0000e+000.00.0000e+000.0000e+000.0000e+000.0000Credit and cash officesCredit and cash officesCredit and cash officesCountry-wideStoneCredit and cash officesCountry-wideCountry-wideCredit and cash officesRegional / Local
SELLERPLACE_AREAint642097 (0.13%)0 (0.00%)762675 (45.66%)60523 (3.62%)-1.0000e+003.0000e+008.2000e+011670214.04.0000e+063.1395e+02-1.0000e+007127.4435-1-1-1100023801000154-1168
NAME_SELLER_INDUSTRYobject11 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.0000e+000.0000e+000.0000e+000.00.0000e+000.0000e+000.0000e+000.0000XNAXNAXNAConsumer electronicsFurnitureXNAConsumer electronicsFurnitureXNAConsumer electronics
CNT_PAYMENTfloat6449 (0.00%)372230 (22.29%)0 (0.00%)144985 (8.68%)6.0000e+001.2000e+012.4000e+011297984.08.4000e+011.6054e+010.0000e+0014.56730NaNNaN1012NaN1202410
NAME_YIELD_GROUPobject5 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.0000e+000.0000e+000.0000e+000.00.0000e+000.0000e+000.0000e+000.0000XNAXNAXNAmiddlemiddleXNAlow_normalXNAlow_normallow_normal
PRODUCT_COMBINATIONobject17 (0.00%)346 (0.02%)0 (0.00%)0 (0.00%)0.0000e+000.0000e+000.0000e+000.00.0000e+000.0000e+000.0000e+000.0000Card StreetCashCashPOS household with interestPOS industry with interestCashPOS household with interestCard X-SellCash X-Sell: lowPOS household with interest
DAYS_FIRST_DRAWINGfloat642838 (0.17%)673065 (40.30%)62705 (3.75%)0 (0.00%)3.6524e+053.6524e+053.6524e+05997149.03.6524e+053.4221e+05-2.9220e+0388916.11583.652e+05NaNNaN3.652e+053.652e+05NaN3.652e+05-5993.652e+053.652e+05
DAYS_FIRST_DUEfloat642892 (0.17%)673065 (40.30%)956504 (57.27%)0 (0.00%)-1.6280e+03-8.3100e+02-4.1100e+02997149.03.6524e+051.3826e+04-2.8920e+0372444.86973.652e+05NaNNaN-514-1322NaN-594-553-745-990
DAYS_LAST_DUE_1ST_VERSIONfloat644605 (0.28%)673065 (40.30%)678188 (40.60%)705 (0.04%)-1.2420e+03-3.6100e+021.2900e+02997149.03.6524e+053.3768e+04-2.8010e+03106857.03483.652e+05NaNNaN-244-992NaN-2643.652e+05-55-720
DAYS_LAST_DUEfloat642873 (0.17%)673065 (40.30%)785928 (47.06%)0 (0.00%)-1.3140e+03-5.3700e+02-7.4000e+01997149.03.6524e+057.6582e+04-2.8890e+03149647.41513.652e+05NaNNaN-364-992NaN-3243.652e+05-625-720
DAYS_TERMINATIONfloat642830 (0.17%)673065 (40.30%)771236 (46.18%)0 (0.00%)-1.2700e+03-4.9900e+02-4.4000e+01997149.03.6524e+058.1992e+04-2.8740e+03153303.51673.652e+05NaNNaN-356-985NaN-3193.652e+05-612-710
NFLAG_INSURED_ON_APPROVALfloat642 (0.00%)673065 (40.30%)0 (0.00%)665527 (39.85%)0.0000e+000.0000e+001.0000e+00997149.01.0000e+003.3257e-010.0000e+000.47110NaNNaN00NaN0010
\n", "
" ], "text/plain": [ " sub_type n_distinct n_miss n_negative n_zeros 25% 50% 75% count max mean min std sample_0 sample_1 sample_2 sample_3 sample_4 sample_5 sample_6 sample_7 sample_8 sample_9\n", "name \n", "SK_ID_PREV int64 1670214 (100.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 1.4619e+06 1.9231e+06 2.3843e+06 1670214.0 2.8454e+06 1.9231e+06 1.0000e+06 532597.9587 1092395 1252745 1426776 1649070 1937880 2786742 2369053 2100244 2751684 1685570 \n", "SK_ID_CURR int64 338857 (20.29%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 1.8933e+05 2.7871e+05 3.6751e+05 1670214.0 4.5626e+05 2.7836e+05 1.0000e+05 102814.8238 334586 307326 164677 289639 316386 325443 329812 151568 184899 428430 \n", "NAME_CONTRACT_TYPE object 4 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000e+00 0.0000e+00 0.0000e+00 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 Revolving loans Cash loans Cash loans Consumer loans Consumer loans Cash loans Consumer loans Revolving loans Cash loans Consumer loans \n", "AMT_ANNUITY float64 357959 (21.43%) 372235 (22.29%) 0 (0.00%) 1637 (0.10%) 6.3218e+03 1.1250e+04 2.0658e+04 1297979.0 4.1806e+05 1.5955e+04 0.0000e+00 14782.1373 2250 NaN NaN 6263 7556 NaN 1.26e+04 2.025e+04 2.758e+04 1.289e+04 \n", "AMT_APPLICATION float64 93885 (5.62%) 0 (0.00%) 0 (0.00%) 392402 (23.49%) 1.8720e+04 7.1046e+04 1.8036e+05 1670214.0 6.9052e+06 1.7523e+05 0.0000e+00 292779.7624 4.5e+04 0 0 4.364e+04 7.308e+04 0 1.35e+05 0 4.5e+05 1.179e+05 \n", "AMT_CREDIT float64 86803 (5.20%) 1 (0.00%) 0 (0.00%) 336768 (20.16%) 2.4160e+04 8.0541e+04 2.1642e+05 1670213.0 6.9052e+06 1.9611e+05 0.0000e+00 318574.6165 4.5e+04 0 0 5.328e+04 7.308e+04 0 1.35e+05 4.05e+05 4.916e+05 1.146e+05 \n", "AMT_DOWN_PAYMENT float64 29278 (1.75%) 895844 (53.64%) 2 (0.00%) 369854 (22.14%) 0.0000e+00 1.6380e+03 7.7400e+03 774370.0 3.0600e+06 6.6974e+03 -9.0000e-01 20921.4954 NaN NaN NaN 0 0 NaN 0 NaN NaN 2.357e+04 \n", "AMT_GOODS_PRICE float64 93885 (5.62%) 385515 (23.08%) 0 (0.00%) 6869 (0.41%) 5.0841e+04 1.1232e+05 2.3400e+05 1284699.0 6.9052e+06 2.2785e+05 0.0000e+00 315396.5579 4.5e+04 NaN NaN 4.364e+04 7.308e+04 NaN 1.35e+05 NaN 4.5e+05 1.179e+05 \n", "WEEKDAY_APPR_PROCESS_START object 7 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000e+00 0.0000e+00 0.0000e+00 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 WEDNESDAY FRIDAY WEDNESDAY SUNDAY SATURDAY FRIDAY TUESDAY MONDAY SATURDAY FRIDAY \n", "HOUR_APPR_PROCESS_START int64 24 (0.00%) 0 (0.00%) 0 (0.00%) 109 (0.01%) 1.0000e+01 1.2000e+01 1.5000e+01 1670214.0 2.3000e+01 1.2484e+01 0.0000e+00 3.3340 12 16 11 7 10 16 21 17 13 17 \n", "FLAG_LAST_APPL_PER_CONTRACT object 2 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000e+00 0.0000e+00 0.0000e+00 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 Y Y Y Y Y Y Y Y Y Y \n", "NFLAG_LAST_APPL_IN_DAY int64 2 (0.00%) 0 (0.00%) 0 (0.00%) 5900 (0.35%) 1.0000e+00 1.0000e+00 1.0000e+00 1670214.0 1.0000e+00 9.9647e-01 0.0000e+00 0.0593 1 1 1 1 1 1 1 1 1 1 \n", "RATE_DOWN_PAYMENT float64 207033 (12.40%) 895844 (53.64%) 2 (0.00%) 369854 (22.14%) 0.0000e+00 5.1605e-02 1.0891e-01 774370.0 1.0000e+00 7.9637e-02 -1.4979e-05 0.1078 NaN NaN NaN 0 0 NaN 0 NaN NaN 0.1858 \n", "RATE_INTEREST_PRIMARY float64 148 (0.01%) 1664263 (99.64%) 0 (0.00%) 0 (0.00%) 1.6072e-01 1.8912e-01 1.9333e-01 5951.0 1.0000e+00 1.8836e-01 3.4781e-02 0.0877 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", "RATE_INTEREST_PRIVILEGED float64 25 (0.00%) 1664263 (99.64%) 0 (0.00%) 0 (0.00%) 7.1564e-01 8.3510e-01 8.5254e-01 5951.0 1.0000e+00 7.7350e-01 3.7315e-01 0.1009 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", "NAME_CASH_LOAN_PURPOSE object 25 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000e+00 0.0000e+00 0.0000e+00 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 XAP XNA XNA XAP XAP XNA XAP XAP XNA XAP \n", "NAME_CONTRACT_STATUS object 4 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000e+00 0.0000e+00 0.0000e+00 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 Approved Canceled Canceled Approved Approved Refused Approved Approved Approved Approved \n", "DAYS_DECISION int64 2922 (0.17%) 0 (0.00%) 1670214 (100.00%) 0 (0.00%) -1.3000e+03 -5.8100e+02 -2.8000e+02 1670214.0 -1.0000e+00 -8.8068e+02 -2.9220e+03 779.0997 -212 -217 -361 -545 -1371 -561 -625 -703 -775 -1021 \n", "NAME_PAYMENT_TYPE object 4 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000e+00 0.0000e+00 0.0000e+00 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 XNA XNA XNA Cash through the bank Cash through the bank XNA Cash through the bank XNA Cash through the bank Cash through the bank \n", "CODE_REJECT_REASON object 9 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000e+00 0.0000e+00 0.0000e+00 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 XAP XAP XAP XAP XAP HC XAP XAP XAP XAP \n", "NAME_TYPE_SUITE object 7 (0.00%) 820405 (49.12%) 0 (0.00%) 0 (0.00%) 0.0000e+00 0.0000e+00 0.0000e+00 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 Unaccompanied NaN NaN NaN Other_A NaN NaN NaN Unaccompanied Unaccompanied \n", "NAME_CLIENT_TYPE object 4 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000e+00 0.0000e+00 0.0000e+00 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 Repeater Repeater Repeater Repeater Repeater Repeater New Repeater Repeater Repeater \n", "NAME_GOODS_CATEGORY object 28 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000e+00 0.0000e+00 0.0000e+00 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 XNA XNA XNA Audio/Video Furniture XNA Audio/Video XNA XNA Computers \n", "NAME_PORTFOLIO object 5 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000e+00 0.0000e+00 0.0000e+00 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 Cards XNA XNA POS POS XNA POS Cards Cash POS \n", "NAME_PRODUCT_TYPE object 3 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000e+00 0.0000e+00 0.0000e+00 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 walk-in XNA XNA XNA XNA XNA XNA x-sell x-sell XNA \n", "CHANNEL_TYPE object 8 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000e+00 0.0000e+00 0.0000e+00 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 Credit and cash offices Credit and cash offices Credit and cash offices Country-wide Stone Credit and cash offices Country-wide Country-wide Credit and cash offices Regional / Local \n", "SELLERPLACE_AREA int64 2097 (0.13%) 0 (0.00%) 762675 (45.66%) 60523 (3.62%) -1.0000e+00 3.0000e+00 8.2000e+01 1670214.0 4.0000e+06 3.1395e+02 -1.0000e+00 7127.4435 -1 -1 -1 1000 238 0 1000 154 -1 168 \n", "NAME_SELLER_INDUSTRY object 11 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000e+00 0.0000e+00 0.0000e+00 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 XNA XNA XNA Consumer electronics Furniture XNA Consumer electronics Furniture XNA Consumer electronics \n", "CNT_PAYMENT float64 49 (0.00%) 372230 (22.29%) 0 (0.00%) 144985 (8.68%) 6.0000e+00 1.2000e+01 2.4000e+01 1297984.0 8.4000e+01 1.6054e+01 0.0000e+00 14.5673 0 NaN NaN 10 12 NaN 12 0 24 10 \n", "NAME_YIELD_GROUP object 5 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.0000e+00 0.0000e+00 0.0000e+00 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 XNA XNA XNA middle middle XNA low_normal XNA low_normal low_normal \n", "PRODUCT_COMBINATION object 17 (0.00%) 346 (0.02%) 0 (0.00%) 0 (0.00%) 0.0000e+00 0.0000e+00 0.0000e+00 0.0 0.0000e+00 0.0000e+00 0.0000e+00 0.0000 Card Street Cash Cash POS household with interest POS industry with interest Cash POS household with interest Card X-Sell Cash X-Sell: low POS household with interest\n", "DAYS_FIRST_DRAWING float64 2838 (0.17%) 673065 (40.30%) 62705 (3.75%) 0 (0.00%) 3.6524e+05 3.6524e+05 3.6524e+05 997149.0 3.6524e+05 3.4221e+05 -2.9220e+03 88916.1158 3.652e+05 NaN NaN 3.652e+05 3.652e+05 NaN 3.652e+05 -599 3.652e+05 3.652e+05 \n", "DAYS_FIRST_DUE float64 2892 (0.17%) 673065 (40.30%) 956504 (57.27%) 0 (0.00%) -1.6280e+03 -8.3100e+02 -4.1100e+02 997149.0 3.6524e+05 1.3826e+04 -2.8920e+03 72444.8697 3.652e+05 NaN NaN -514 -1322 NaN -594 -553 -745 -990 \n", "DAYS_LAST_DUE_1ST_VERSION float64 4605 (0.28%) 673065 (40.30%) 678188 (40.60%) 705 (0.04%) -1.2420e+03 -3.6100e+02 1.2900e+02 997149.0 3.6524e+05 3.3768e+04 -2.8010e+03 106857.0348 3.652e+05 NaN NaN -244 -992 NaN -264 3.652e+05 -55 -720 \n", "DAYS_LAST_DUE float64 2873 (0.17%) 673065 (40.30%) 785928 (47.06%) 0 (0.00%) -1.3140e+03 -5.3700e+02 -7.4000e+01 997149.0 3.6524e+05 7.6582e+04 -2.8890e+03 149647.4151 3.652e+05 NaN NaN -364 -992 NaN -324 3.652e+05 -625 -720 \n", "DAYS_TERMINATION float64 2830 (0.17%) 673065 (40.30%) 771236 (46.18%) 0 (0.00%) -1.2700e+03 -4.9900e+02 -4.4000e+01 997149.0 3.6524e+05 8.1992e+04 -2.8740e+03 153303.5167 3.652e+05 NaN NaN -356 -985 NaN -319 3.652e+05 -612 -710 \n", "NFLAG_INSURED_ON_APPROVAL float64 2 (0.00%) 673065 (40.30%) 0 (0.00%) 665527 (39.85%) 0.0000e+00 0.0000e+00 1.0000e+00 997149.0 1.0000e+00 3.3257e-01 0.0000e+00 0.4711 0 NaN NaN 0 0 NaN 0 0 1 0 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Exploring sample_submission.csv\n", "('Total records:', 48744)\n", "('Total columns:', 2)\n" ] }, { "data": { "text/html": [ "
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sub_typen_distinctn_missn_negativen_zeros25%50%75%countmaxmeanminstdsample_0sample_1sample_2sample_3sample_4sample_5sample_6sample_7sample_8sample_9
name
SK_ID_CURRint6448744 (100.00%)0 (0.00%)0 (0.00%)0 (0.00%)188557.75277549.0367555.548744.0456250.0277796.6763100001.0103169.5473262887.0279679.0340511.0256663.0261967.0359353.0364403.0423087.0115680.0370913.0
TARGETfloat641 (0.00%)0 (0.00%)0 (0.00%)0 (0.00%)0.500.50.548744.00.50.50000.50.00000.50.50.50.50.50.50.50.50.50.5
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" ], "text/plain": [ " sub_type n_distinct n_miss n_negative n_zeros 25% 50% 75% count max mean min std sample_0 sample_1 sample_2 sample_3 sample_4 sample_5 sample_6 sample_7 sample_8 sample_9\n", "name \n", "SK_ID_CURR int64 48744 (100.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 188557.75 277549.0 367555.5 48744.0 456250.0 277796.6763 100001.0 103169.5473 262887.0 279679.0 340511.0 256663.0 261967.0 359353.0 364403.0 423087.0 115680.0 370913.0\n", "TARGET float64 1 (0.00%) 0 (0.00%) 0 (0.00%) 0 (0.00%) 0.50 0.5 0.5 48744.0 0.5 0.5000 0.5 0.0000 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 6min 36s, sys: 16 s, total: 6min 52s\n", "Wall time: 1min 39s\n" ] } ], "source": [ "%%time\n", "ls_report = {}\n", "for f in ls_files:\n", " print(\"Exploring {}\".format(f))\n", " data_path = os.path.join(\"home-credit-default-risk\", f)\n", " pdf_data = pd.read_csv(data_path)\n", " ls_report[f] = exploring_stats(pdf_data)\n", " display(ls_report[f])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving previous_application.csv\n", "Saving application_test.csv\n", "Saving installments_payments.csv\n", "Saving sample_submission.csv\n", "Saving credit_card_balance.csv\n", "Saving bureau.csv\n", "Saving application_train.csv\n", "Saving POS_CASH_balance.csv\n", "Saving bureau_balance.csv\n", "CPU times: user 14.3 ms, sys: 8.26 ms, total: 22.6 ms\n", "Wall time: 26.1 ms\n" ] } ], "source": [ "%%time\n", "# save reports\n", "for k, v in ls_report.items():\n", " print(\"Saving {}\".format(k))\n", " ls_report[k].to_csv(os.path.join(\"reports\", \"report_{}\".format(k)))" ] } ], "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": "2.7.15" } }, "nbformat": 4, "nbformat_minor": 2 }