Feature_Extraction.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Extraction\n",
    "The goal of this notebook is to cleanup, preprocess and extract features into a separate csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from IPython.display import display\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "from sklearn.preprocessing import MinMaxScaler, LabelBinarizer\n",
    "from sklearn.preprocessing import Imputer\n",
    "from sklearn.externals import joblib\n",
    "\n",
    "from utils import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.max_columns', 500)\n",
    "pd.set_option('display.max_rows', 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.read_csv('input/train.csv')\n",
    "test = pd.read_csv('input/test.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th>TARGET</th>\n",
       "      <th>NAME_CONTRACT_TYPE</th>\n",
       "      <th>CODE_GENDER</th>\n",
       "      <th>FLAG_OWN_CAR</th>\n",
       "      <th>FLAG_OWN_REALTY</th>\n",
       "      <th>CNT_CHILDREN</th>\n",
       "      <th>AMT_INCOME_TOTAL</th>\n",
       "      <th>AMT_CREDIT_x</th>\n",
       "      <th>AMT_ANNUITY_x</th>\n",
       "      <th>AMT_GOODS_PRICE_x</th>\n",
       "      <th>NAME_TYPE_SUITE</th>\n",
       "      <th>NAME_INCOME_TYPE</th>\n",
       "      <th>NAME_EDUCATION_TYPE</th>\n",
       "      <th>NAME_FAMILY_STATUS</th>\n",
       "      <th>NAME_HOUSING_TYPE</th>\n",
       "      <th>REGION_POPULATION_RELATIVE</th>\n",
       "      <th>DAYS_BIRTH</th>\n",
       "      <th>DAYS_EMPLOYED</th>\n",
       "      <th>DAYS_REGISTRATION</th>\n",
       "      <th>DAYS_ID_PUBLISH</th>\n",
       "      <th>OWN_CAR_AGE</th>\n",
       "      <th>FLAG_MOBIL</th>\n",
       "      <th>FLAG_EMP_PHONE</th>\n",
       "      <th>FLAG_WORK_PHONE</th>\n",
       "      <th>FLAG_CONT_MOBILE</th>\n",
       "      <th>FLAG_PHONE</th>\n",
       "      <th>FLAG_EMAIL</th>\n",
       "      <th>OCCUPATION_TYPE</th>\n",
       "      <th>CNT_FAM_MEMBERS</th>\n",
       "      <th>REGION_RATING_CLIENT</th>\n",
       "      <th>REGION_RATING_CLIENT_W_CITY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START</th>\n",
       "      <th>HOUR_APPR_PROCESS_START_x</th>\n",
       "      <th>REG_REGION_NOT_LIVE_REGION</th>\n",
       "      <th>REG_REGION_NOT_WORK_REGION</th>\n",
       "      <th>LIVE_REGION_NOT_WORK_REGION</th>\n",
       "      <th>REG_CITY_NOT_LIVE_CITY</th>\n",
       "      <th>REG_CITY_NOT_WORK_CITY</th>\n",
       "      <th>LIVE_CITY_NOT_WORK_CITY</th>\n",
       "      <th>ORGANIZATION_TYPE</th>\n",
       "      <th>EXT_SOURCE_1</th>\n",
       "      <th>EXT_SOURCE_2</th>\n",
       "      <th>EXT_SOURCE_3</th>\n",
       "      <th>APARTMENTS_AVG</th>\n",
       "      <th>BASEMENTAREA_AVG</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_AVG</th>\n",
       "      <th>YEARS_BUILD_AVG</th>\n",
       "      <th>COMMONAREA_AVG</th>\n",
       "      <th>ELEVATORS_AVG</th>\n",
       "      <th>ENTRANCES_AVG</th>\n",
       "      <th>FLOORSMAX_AVG</th>\n",
       "      <th>FLOORSMIN_AVG</th>\n",
       "      <th>LANDAREA_AVG</th>\n",
       "      <th>LIVINGAPARTMENTS_AVG</th>\n",
       "      <th>LIVINGAREA_AVG</th>\n",
       "      <th>NONLIVINGAPARTMENTS_AVG</th>\n",
       "      <th>NONLIVINGAREA_AVG</th>\n",
       "      <th>APARTMENTS_MODE</th>\n",
       "      <th>BASEMENTAREA_MODE</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MODE</th>\n",
       "      <th>YEARS_BUILD_MODE</th>\n",
       "      <th>COMMONAREA_MODE</th>\n",
       "      <th>ELEVATORS_MODE</th>\n",
       "      <th>ENTRANCES_MODE</th>\n",
       "      <th>FLOORSMAX_MODE</th>\n",
       "      <th>FLOORSMIN_MODE</th>\n",
       "      <th>LANDAREA_MODE</th>\n",
       "      <th>LIVINGAPARTMENTS_MODE</th>\n",
       "      <th>LIVINGAREA_MODE</th>\n",
       "      <th>NONLIVINGAPARTMENTS_MODE</th>\n",
       "      <th>NONLIVINGAREA_MODE</th>\n",
       "      <th>APARTMENTS_MEDI</th>\n",
       "      <th>BASEMENTAREA_MEDI</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MEDI</th>\n",
       "      <th>YEARS_BUILD_MEDI</th>\n",
       "      <th>COMMONAREA_MEDI</th>\n",
       "      <th>ELEVATORS_MEDI</th>\n",
       "      <th>ENTRANCES_MEDI</th>\n",
       "      <th>FLOORSMAX_MEDI</th>\n",
       "      <th>FLOORSMIN_MEDI</th>\n",
       "      <th>LANDAREA_MEDI</th>\n",
       "      <th>LIVINGAPARTMENTS_MEDI</th>\n",
       "      <th>LIVINGAREA_MEDI</th>\n",
       "      <th>NONLIVINGAPARTMENTS_MEDI</th>\n",
       "      <th>NONLIVINGAREA_MEDI</th>\n",
       "      <th>FONDKAPREMONT_MODE</th>\n",
       "      <th>HOUSETYPE_MODE</th>\n",
       "      <th>TOTALAREA_MODE</th>\n",
       "      <th>WALLSMATERIAL_MODE</th>\n",
       "      <th>EMERGENCYSTATE_MODE</th>\n",
       "      <th>OBS_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DEF_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>OBS_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DEF_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DAYS_LAST_PHONE_CHANGE</th>\n",
       "      <th>FLAG_DOCUMENT_2</th>\n",
       "      <th>FLAG_DOCUMENT_3</th>\n",
       "      <th>FLAG_DOCUMENT_4</th>\n",
       "      <th>FLAG_DOCUMENT_5</th>\n",
       "      <th>FLAG_DOCUMENT_6</th>\n",
       "      <th>FLAG_DOCUMENT_7</th>\n",
       "      <th>FLAG_DOCUMENT_8</th>\n",
       "      <th>FLAG_DOCUMENT_9</th>\n",
       "      <th>FLAG_DOCUMENT_10</th>\n",
       "      <th>FLAG_DOCUMENT_11</th>\n",
       "      <th>FLAG_DOCUMENT_12</th>\n",
       "      <th>FLAG_DOCUMENT_13</th>\n",
       "      <th>FLAG_DOCUMENT_14</th>\n",
       "      <th>FLAG_DOCUMENT_15</th>\n",
       "      <th>FLAG_DOCUMENT_16</th>\n",
       "      <th>FLAG_DOCUMENT_17</th>\n",
       "      <th>FLAG_DOCUMENT_18</th>\n",
       "      <th>FLAG_DOCUMENT_19</th>\n",
       "      <th>FLAG_DOCUMENT_20</th>\n",
       "      <th>FLAG_DOCUMENT_21</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_HOUR</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_DAY</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_WEEK</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_MON</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_QRT</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_YEAR</th>\n",
       "      <th>DAYS_CREDIT</th>\n",
       "      <th>CREDIT_DAY_OVERDUE</th>\n",
       "      <th>DAYS_CREDIT_ENDDATE</th>\n",
       "      <th>DAYS_ENDDATE_FACT</th>\n",
       "      <th>AMT_CREDIT_MAX_OVERDUE</th>\n",
       "      <th>CNT_CREDIT_PROLONG</th>\n",
       "      <th>AMT_CREDIT_SUM</th>\n",
       "      <th>AMT_CREDIT_SUM_DEBT</th>\n",
       "      <th>AMT_CREDIT_SUM_LIMIT</th>\n",
       "      <th>AMT_CREDIT_SUM_OVERDUE</th>\n",
       "      <th>DAYS_CREDIT_UPDATE</th>\n",
       "      <th>AMT_ANNUITY_y</th>\n",
       "      <th>STATUS_0</th>\n",
       "      <th>STATUS_1</th>\n",
       "      <th>STATUS_2</th>\n",
       "      <th>STATUS_3</th>\n",
       "      <th>STATUS_4</th>\n",
       "      <th>STATUS_5</th>\n",
       "      <th>STATUS_C</th>\n",
       "      <th>STATUS_X</th>\n",
       "      <th>MONTHS_COUNT</th>\n",
       "      <th>MONTHS_MIN</th>\n",
       "      <th>MONTHS_MAX</th>\n",
       "      <th>BUREAU_CNT</th>\n",
       "      <th>PREV_APP_AMT_ANNUITY</th>\n",
       "      <th>AMT_APPLICATION</th>\n",
       "      <th>AMT_CREDIT_y</th>\n",
       "      <th>AMT_DOWN_PAYMENT</th>\n",
       "      <th>AMT_GOODS_PRICE_y</th>\n",
       "      <th>HOUR_APPR_PROCESS_START_y</th>\n",
       "      <th>NFLAG_LAST_APPL_IN_DAY</th>\n",
       "      <th>RATE_DOWN_PAYMENT</th>\n",
       "      <th>RATE_INTEREST_PRIMARY</th>\n",
       "      <th>RATE_INTEREST_PRIVILEGED</th>\n",
       "      <th>DAYS_DECISION</th>\n",
       "      <th>SELLERPLACE_AREA</th>\n",
       "      <th>CNT_PAYMENT</th>\n",
       "      <th>DAYS_FIRST_DRAWING</th>\n",
       "      <th>DAYS_FIRST_DUE</th>\n",
       "      <th>DAYS_LAST_DUE_1ST_VERSION</th>\n",
       "      <th>DAYS_LAST_DUE</th>\n",
       "      <th>DAYS_TERMINATION</th>\n",
       "      <th>NFLAG_INSURED_ON_APPROVAL</th>\n",
       "      <th>NUM_APPS</th>\n",
       "      <th>MONTHS_BALANCE</th>\n",
       "      <th>CNT_INSTALMENT</th>\n",
       "      <th>CNT_INSTALMENT_FUTURE</th>\n",
       "      <th>SK_DPD</th>\n",
       "      <th>SK_DPD_DEF</th>\n",
       "      <th>NUNIQUE_STATUS</th>\n",
       "      <th>CC_MONTHS_BALANCE</th>\n",
       "      <th>AMT_BALANCE</th>\n",
       "      <th>AMT_CREDIT_LIMIT_ACTUAL</th>\n",
       "      <th>AMT_DRAWINGS_ATM_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_OTHER_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_POS_CURRENT</th>\n",
       "      <th>AMT_INST_MIN_REGULARITY</th>\n",
       "      <th>AMT_PAYMENT_CURRENT</th>\n",
       "      <th>AMT_PAYMENT_TOTAL_CURRENT</th>\n",
       "      <th>AMT_RECEIVABLE_PRINCIPAL</th>\n",
       "      <th>AMT_RECIVABLE</th>\n",
       "      <th>AMT_TOTAL_RECEIVABLE</th>\n",
       "      <th>CNT_DRAWINGS_ATM_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_OTHER_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_POS_CURRENT</th>\n",
       "      <th>CNT_INSTALMENT_MATURE_CUM</th>\n",
       "      <th>CC_SK_DPD</th>\n",
       "      <th>CC_SK_DPD_DEF</th>\n",
       "      <th>CC_NUNIQUE_STATUS</th>\n",
       "      <th>NUM_INSTALMENT_VERSION</th>\n",
       "      <th>NUM_INSTALMENT_NUMBER</th>\n",
       "      <th>DAYS_INSTALMENT</th>\n",
       "      <th>DAYS_ENTRY_PAYMENT</th>\n",
       "      <th>AMT_INSTALMENT</th>\n",
       "      <th>AMT_PAYMENT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100002</td>\n",
       "      <td>1</td>\n",
       "      <td>Cash loans</td>\n",
       "      <td>M</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>202500.0</td>\n",
       "      <td>406597.5</td>\n",
       "      <td>24700.5</td>\n",
       "      <td>351000.0</td>\n",
       "      <td>Unaccompanied</td>\n",
       "      <td>Working</td>\n",
       "      <td>Secondary / secondary special</td>\n",
       "      <td>Single / not married</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>0.018801</td>\n",
       "      <td>-9461</td>\n",
       "      <td>-637</td>\n",
       "      <td>-3648.0</td>\n",
       "      <td>-2120</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Laborers</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>WEDNESDAY</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business Entity Type 3</td>\n",
       "      <td>0.083037</td>\n",
       "      <td>0.262949</td>\n",
       "      <td>0.139376</td>\n",
       "      <td>0.0247</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6192</td>\n",
       "      <td>0.0143</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.0202</td>\n",
       "      <td>0.0190</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0252</td>\n",
       "      <td>0.0383</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6341</td>\n",
       "      <td>0.0144</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0377</td>\n",
       "      <td>0.022</td>\n",
       "      <td>0.0198</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6243</td>\n",
       "      <td>0.0144</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>0.0205</td>\n",
       "      <td>0.0193</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>reg oper account</td>\n",
       "      <td>block of flats</td>\n",
       "      <td>0.0149</td>\n",
       "      <td>Stone, brick</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-1134.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-874.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-349.0</td>\n",
       "      <td>-697.500000</td>\n",
       "      <td>1681.029</td>\n",
       "      <td>0.0</td>\n",
       "      <td>108131.945625</td>\n",
       "      <td>49156.2</td>\n",
       "      <td>7997.14125</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-499.875</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.625</td>\n",
       "      <td>4.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.833333</td>\n",
       "      <td>2.5</td>\n",
       "      <td>13.75</td>\n",
       "      <td>-28.25</td>\n",
       "      <td>-15.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9251.775</td>\n",
       "      <td>179055.0</td>\n",
       "      <td>179055.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>179055.0</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-606.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>365243.0</td>\n",
       "      <td>-565.000000</td>\n",
       "      <td>125.000000</td>\n",
       "      <td>-25.000000</td>\n",
       "      <td>-17.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.052632</td>\n",
       "      <td>10.00</td>\n",
       "      <td>-295.00</td>\n",
       "      <td>-315.421053</td>\n",
       "      <td>11559.247105</td>\n",
       "      <td>11559.247105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>100003</td>\n",
       "      <td>0</td>\n",
       "      <td>Cash loans</td>\n",
       "      <td>F</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>0</td>\n",
       "      <td>270000.0</td>\n",
       "      <td>1293502.5</td>\n",
       "      <td>35698.5</td>\n",
       "      <td>1129500.0</td>\n",
       "      <td>Family</td>\n",
       "      <td>State servant</td>\n",
       "      <td>Higher education</td>\n",
       "      <td>Married</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>0.003541</td>\n",
       "      <td>-16765</td>\n",
       "      <td>-1188</td>\n",
       "      <td>-1186.0</td>\n",
       "      <td>-291</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Core staff</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>MONDAY</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>School</td>\n",
       "      <td>0.311267</td>\n",
       "      <td>0.622246</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0959</td>\n",
       "      <td>0.0529</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.7960</td>\n",
       "      <td>0.0605</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0130</td>\n",
       "      <td>0.0773</td>\n",
       "      <td>0.0549</td>\n",
       "      <td>0.0039</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>0.0924</td>\n",
       "      <td>0.0538</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.8040</td>\n",
       "      <td>0.0497</td>\n",
       "      <td>0.0806</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0128</td>\n",
       "      <td>0.079</td>\n",
       "      <td>0.0554</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>0.0529</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.7987</td>\n",
       "      <td>0.0608</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0132</td>\n",
       "      <td>0.0787</td>\n",
       "      <td>0.0558</td>\n",
       "      <td>0.0039</td>\n",
       "      <td>0.01</td>\n",
       "      <td>reg oper account</td>\n",
       "      <td>block of flats</td>\n",
       "      <td>0.0714</td>\n",
       "      <td>Block</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-828.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1400.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-544.5</td>\n",
       "      <td>-1097.333333</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>254350.125000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>202500.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-816.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>56553.990</td>\n",
       "      <td>435436.5</td>\n",
       "      <td>484191.0</td>\n",
       "      <td>3442.5</td>\n",
       "      <td>435436.5</td>\n",
       "      <td>14.666667</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.05003</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1305.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>365243.0</td>\n",
       "      <td>-1274.333333</td>\n",
       "      <td>-1004.333333</td>\n",
       "      <td>-1054.333333</td>\n",
       "      <td>-1047.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-43.785714</td>\n",
       "      <td>10.107143</td>\n",
       "      <td>5.785714</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.040000</td>\n",
       "      <td>5.08</td>\n",
       "      <td>-1378.16</td>\n",
       "      <td>-1385.320000</td>\n",
       "      <td>64754.586000</td>\n",
       "      <td>64754.586000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SK_ID_CURR  TARGET NAME_CONTRACT_TYPE CODE_GENDER FLAG_OWN_CAR  \\\n",
       "0      100002       1         Cash loans           M            N   \n",
       "1      100003       0         Cash loans           F            N   \n",
       "\n",
       "  FLAG_OWN_REALTY  CNT_CHILDREN  AMT_INCOME_TOTAL  AMT_CREDIT_x  \\\n",
       "0               Y             0          202500.0      406597.5   \n",
       "1               N             0          270000.0     1293502.5   \n",
       "\n",
       "   AMT_ANNUITY_x  AMT_GOODS_PRICE_x NAME_TYPE_SUITE NAME_INCOME_TYPE  \\\n",
       "0        24700.5           351000.0   Unaccompanied          Working   \n",
       "1        35698.5          1129500.0          Family    State servant   \n",
       "\n",
       "             NAME_EDUCATION_TYPE    NAME_FAMILY_STATUS  NAME_HOUSING_TYPE  \\\n",
       "0  Secondary / secondary special  Single / not married  House / apartment   \n",
       "1               Higher education               Married  House / apartment   \n",
       "\n",
       "   REGION_POPULATION_RELATIVE  DAYS_BIRTH  DAYS_EMPLOYED  DAYS_REGISTRATION  \\\n",
       "0                    0.018801       -9461           -637            -3648.0   \n",
       "1                    0.003541      -16765          -1188            -1186.0   \n",
       "\n",
       "   DAYS_ID_PUBLISH  OWN_CAR_AGE  FLAG_MOBIL  FLAG_EMP_PHONE  FLAG_WORK_PHONE  \\\n",
       "0            -2120          NaN           1               1                0   \n",
       "1             -291          NaN           1               1                0   \n",
       "\n",
       "   FLAG_CONT_MOBILE  FLAG_PHONE  FLAG_EMAIL OCCUPATION_TYPE  CNT_FAM_MEMBERS  \\\n",
       "0                 1           1           0        Laborers              1.0   \n",
       "1                 1           1           0      Core staff              2.0   \n",
       "\n",
       "   REGION_RATING_CLIENT  REGION_RATING_CLIENT_W_CITY  \\\n",
       "0                     2                            2   \n",
       "1                     1                            1   \n",
       "\n",
       "  WEEKDAY_APPR_PROCESS_START  HOUR_APPR_PROCESS_START_x  \\\n",
       "0                  WEDNESDAY                         10   \n",
       "1                     MONDAY                         11   \n",
       "\n",
       "   REG_REGION_NOT_LIVE_REGION  REG_REGION_NOT_WORK_REGION  \\\n",
       "0                           0                           0   \n",
       "1                           0                           0   \n",
       "\n",
       "   LIVE_REGION_NOT_WORK_REGION  REG_CITY_NOT_LIVE_CITY  \\\n",
       "0                            0                       0   \n",
       "1                            0                       0   \n",
       "\n",
       "   REG_CITY_NOT_WORK_CITY  LIVE_CITY_NOT_WORK_CITY       ORGANIZATION_TYPE  \\\n",
       "0                       0                        0  Business Entity Type 3   \n",
       "1                       0                        0                  School   \n",
       "\n",
       "   EXT_SOURCE_1  EXT_SOURCE_2  EXT_SOURCE_3  APARTMENTS_AVG  BASEMENTAREA_AVG  \\\n",
       "0      0.083037      0.262949      0.139376          0.0247            0.0369   \n",
       "1      0.311267      0.622246           NaN          0.0959            0.0529   \n",
       "\n",
       "   YEARS_BEGINEXPLUATATION_AVG  YEARS_BUILD_AVG  COMMONAREA_AVG  \\\n",
       "0                       0.9722           0.6192          0.0143   \n",
       "1                       0.9851           0.7960          0.0605   \n",
       "\n",
       "   ELEVATORS_AVG  ENTRANCES_AVG  FLOORSMAX_AVG  FLOORSMIN_AVG  LANDAREA_AVG  \\\n",
       "0           0.00         0.0690         0.0833         0.1250        0.0369   \n",
       "1           0.08         0.0345         0.2917         0.3333        0.0130   \n",
       "\n",
       "   LIVINGAPARTMENTS_AVG  LIVINGAREA_AVG  NONLIVINGAPARTMENTS_AVG  \\\n",
       "0                0.0202          0.0190                   0.0000   \n",
       "1                0.0773          0.0549                   0.0039   \n",
       "\n",
       "   NONLIVINGAREA_AVG  APARTMENTS_MODE  BASEMENTAREA_MODE  \\\n",
       "0             0.0000           0.0252             0.0383   \n",
       "1             0.0098           0.0924             0.0538   \n",
       "\n",
       "   YEARS_BEGINEXPLUATATION_MODE  YEARS_BUILD_MODE  COMMONAREA_MODE  \\\n",
       "0                        0.9722            0.6341           0.0144   \n",
       "1                        0.9851            0.8040           0.0497   \n",
       "\n",
       "   ELEVATORS_MODE  ENTRANCES_MODE  FLOORSMAX_MODE  FLOORSMIN_MODE  \\\n",
       "0          0.0000          0.0690          0.0833          0.1250   \n",
       "1          0.0806          0.0345          0.2917          0.3333   \n",
       "\n",
       "   LANDAREA_MODE  LIVINGAPARTMENTS_MODE  LIVINGAREA_MODE  \\\n",
       "0         0.0377                  0.022           0.0198   \n",
       "1         0.0128                  0.079           0.0554   \n",
       "\n",
       "   NONLIVINGAPARTMENTS_MODE  NONLIVINGAREA_MODE  APARTMENTS_MEDI  \\\n",
       "0                       0.0                 0.0           0.0250   \n",
       "1                       0.0                 0.0           0.0968   \n",
       "\n",
       "   BASEMENTAREA_MEDI  YEARS_BEGINEXPLUATATION_MEDI  YEARS_BUILD_MEDI  \\\n",
       "0             0.0369                        0.9722            0.6243   \n",
       "1             0.0529                        0.9851            0.7987   \n",
       "\n",
       "   COMMONAREA_MEDI  ELEVATORS_MEDI  ENTRANCES_MEDI  FLOORSMAX_MEDI  \\\n",
       "0           0.0144            0.00          0.0690          0.0833   \n",
       "1           0.0608            0.08          0.0345          0.2917   \n",
       "\n",
       "   FLOORSMIN_MEDI  LANDAREA_MEDI  LIVINGAPARTMENTS_MEDI  LIVINGAREA_MEDI  \\\n",
       "0          0.1250         0.0375                 0.0205           0.0193   \n",
       "1          0.3333         0.0132                 0.0787           0.0558   \n",
       "\n",
       "   NONLIVINGAPARTMENTS_MEDI  NONLIVINGAREA_MEDI FONDKAPREMONT_MODE  \\\n",
       "0                    0.0000                0.00   reg oper account   \n",
       "1                    0.0039                0.01   reg oper account   \n",
       "\n",
       "   HOUSETYPE_MODE  TOTALAREA_MODE WALLSMATERIAL_MODE EMERGENCYSTATE_MODE  \\\n",
       "0  block of flats          0.0149       Stone, brick                  No   \n",
       "1  block of flats          0.0714              Block                  No   \n",
       "\n",
       "   OBS_30_CNT_SOCIAL_CIRCLE  DEF_30_CNT_SOCIAL_CIRCLE  \\\n",
       "0                       2.0                       2.0   \n",
       "1                       1.0                       0.0   \n",
       "\n",
       "   OBS_60_CNT_SOCIAL_CIRCLE  DEF_60_CNT_SOCIAL_CIRCLE  DAYS_LAST_PHONE_CHANGE  \\\n",
       "0                       2.0                       2.0                 -1134.0   \n",
       "1                       1.0                       0.0                  -828.0   \n",
       "\n",
       "   FLAG_DOCUMENT_2  FLAG_DOCUMENT_3  FLAG_DOCUMENT_4  FLAG_DOCUMENT_5  \\\n",
       "0                0                1                0                0   \n",
       "1                0                1                0                0   \n",
       "\n",
       "   FLAG_DOCUMENT_6  FLAG_DOCUMENT_7  FLAG_DOCUMENT_8  FLAG_DOCUMENT_9  \\\n",
       "0                0                0                0                0   \n",
       "1                0                0                0                0   \n",
       "\n",
       "   FLAG_DOCUMENT_10  FLAG_DOCUMENT_11  FLAG_DOCUMENT_12  FLAG_DOCUMENT_13  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "\n",
       "   FLAG_DOCUMENT_14  FLAG_DOCUMENT_15  FLAG_DOCUMENT_16  FLAG_DOCUMENT_17  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "\n",
       "   FLAG_DOCUMENT_18  FLAG_DOCUMENT_19  FLAG_DOCUMENT_20  FLAG_DOCUMENT_21  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_HOUR  AMT_REQ_CREDIT_BUREAU_DAY  \\\n",
       "0                         0.0                        0.0   \n",
       "1                         0.0                        0.0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_WEEK  AMT_REQ_CREDIT_BUREAU_MON  \\\n",
       "0                         0.0                        0.0   \n",
       "1                         0.0                        0.0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_QRT  AMT_REQ_CREDIT_BUREAU_YEAR  DAYS_CREDIT  \\\n",
       "0                        0.0                         1.0      -874.00   \n",
       "1                        0.0                         0.0     -1400.75   \n",
       "\n",
       "   CREDIT_DAY_OVERDUE  DAYS_CREDIT_ENDDATE  DAYS_ENDDATE_FACT  \\\n",
       "0                 0.0               -349.0        -697.500000   \n",
       "1                 0.0               -544.5       -1097.333333   \n",
       "\n",
       "   AMT_CREDIT_MAX_OVERDUE  CNT_CREDIT_PROLONG  AMT_CREDIT_SUM  \\\n",
       "0                1681.029                 0.0   108131.945625   \n",
       "1                   0.000                 0.0   254350.125000   \n",
       "\n",
       "   AMT_CREDIT_SUM_DEBT  AMT_CREDIT_SUM_LIMIT  AMT_CREDIT_SUM_OVERDUE  \\\n",
       "0              49156.2            7997.14125                     0.0   \n",
       "1                  0.0          202500.00000                     0.0   \n",
       "\n",
       "   DAYS_CREDIT_UPDATE  AMT_ANNUITY_y  STATUS_0  STATUS_1  STATUS_2  STATUS_3  \\\n",
       "0            -499.875            0.0     5.625       4.5       NaN       NaN   \n",
       "1            -816.000            NaN       NaN       NaN       NaN       NaN   \n",
       "\n",
       "   STATUS_4  STATUS_5  STATUS_C  STATUS_X  MONTHS_COUNT  MONTHS_MIN  \\\n",
       "0       NaN       NaN  3.833333       2.5         13.75      -28.25   \n",
       "1       NaN       NaN       NaN       NaN           NaN         NaN   \n",
       "\n",
       "   MONTHS_MAX  BUREAU_CNT  PREV_APP_AMT_ANNUITY  AMT_APPLICATION  \\\n",
       "0       -15.5         8.0              9251.775         179055.0   \n",
       "1         NaN         4.0             56553.990         435436.5   \n",
       "\n",
       "   AMT_CREDIT_y  AMT_DOWN_PAYMENT  AMT_GOODS_PRICE_y  \\\n",
       "0      179055.0               0.0           179055.0   \n",
       "1      484191.0            3442.5           435436.5   \n",
       "\n",
       "   HOUR_APPR_PROCESS_START_y  NFLAG_LAST_APPL_IN_DAY  RATE_DOWN_PAYMENT  \\\n",
       "0                   9.000000                     1.0            0.00000   \n",
       "1                  14.666667                     1.0            0.05003   \n",
       "\n",
       "   RATE_INTEREST_PRIMARY  RATE_INTEREST_PRIVILEGED  DAYS_DECISION  \\\n",
       "0                    NaN                       NaN         -606.0   \n",
       "1                    NaN                       NaN        -1305.0   \n",
       "\n",
       "   SELLERPLACE_AREA  CNT_PAYMENT  DAYS_FIRST_DRAWING  DAYS_FIRST_DUE  \\\n",
       "0             500.0         24.0            365243.0     -565.000000   \n",
       "1             533.0         10.0            365243.0    -1274.333333   \n",
       "\n",
       "   DAYS_LAST_DUE_1ST_VERSION  DAYS_LAST_DUE  DAYS_TERMINATION  \\\n",
       "0                 125.000000     -25.000000        -17.000000   \n",
       "1               -1004.333333   -1054.333333      -1047.333333   \n",
       "\n",
       "   NFLAG_INSURED_ON_APPROVAL  NUM_APPS  MONTHS_BALANCE  CNT_INSTALMENT  \\\n",
       "0                   0.000000       1.0      -10.000000       24.000000   \n",
       "1                   0.666667       3.0      -43.785714       10.107143   \n",
       "\n",
       "   CNT_INSTALMENT_FUTURE  SK_DPD  SK_DPD_DEF  NUNIQUE_STATUS  \\\n",
       "0              15.000000     0.0         0.0             NaN   \n",
       "1               5.785714     0.0         0.0             2.5   \n",
       "\n",
       "   CC_MONTHS_BALANCE  AMT_BALANCE  AMT_CREDIT_LIMIT_ACTUAL  \\\n",
       "0                NaN          NaN                      NaN   \n",
       "1                NaN          NaN                      NaN   \n",
       "\n",
       "   AMT_DRAWINGS_ATM_CURRENT  AMT_DRAWINGS_CURRENT  AMT_DRAWINGS_OTHER_CURRENT  \\\n",
       "0                       NaN                   NaN                         NaN   \n",
       "1                       NaN                   NaN                         NaN   \n",
       "\n",
       "   AMT_DRAWINGS_POS_CURRENT  AMT_INST_MIN_REGULARITY  AMT_PAYMENT_CURRENT  \\\n",
       "0                       NaN                      NaN                  NaN   \n",
       "1                       NaN                      NaN                  NaN   \n",
       "\n",
       "   AMT_PAYMENT_TOTAL_CURRENT  AMT_RECEIVABLE_PRINCIPAL  AMT_RECIVABLE  \\\n",
       "0                        NaN                       NaN            NaN   \n",
       "1                        NaN                       NaN            NaN   \n",
       "\n",
       "   AMT_TOTAL_RECEIVABLE  CNT_DRAWINGS_ATM_CURRENT  CNT_DRAWINGS_CURRENT  \\\n",
       "0                   NaN                       NaN                   NaN   \n",
       "1                   NaN                       NaN                   NaN   \n",
       "\n",
       "   CNT_DRAWINGS_OTHER_CURRENT  CNT_DRAWINGS_POS_CURRENT  \\\n",
       "0                         NaN                       NaN   \n",
       "1                         NaN                       NaN   \n",
       "\n",
       "   CNT_INSTALMENT_MATURE_CUM  CC_SK_DPD  CC_SK_DPD_DEF  CC_NUNIQUE_STATUS  \\\n",
       "0                        NaN        NaN            NaN                NaN   \n",
       "1                        NaN        NaN            NaN                NaN   \n",
       "\n",
       "   NUM_INSTALMENT_VERSION  NUM_INSTALMENT_NUMBER  DAYS_INSTALMENT  \\\n",
       "0                1.052632                  10.00          -295.00   \n",
       "1                1.040000                   5.08         -1378.16   \n",
       "\n",
       "   DAYS_ENTRY_PAYMENT  AMT_INSTALMENT   AMT_PAYMENT  \n",
       "0         -315.421053    11559.247105  11559.247105  \n",
       "1        -1385.320000    64754.586000  64754.586000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th>NAME_CONTRACT_TYPE</th>\n",
       "      <th>CODE_GENDER</th>\n",
       "      <th>FLAG_OWN_CAR</th>\n",
       "      <th>FLAG_OWN_REALTY</th>\n",
       "      <th>CNT_CHILDREN</th>\n",
       "      <th>AMT_INCOME_TOTAL</th>\n",
       "      <th>AMT_CREDIT_x</th>\n",
       "      <th>AMT_ANNUITY_x</th>\n",
       "      <th>AMT_GOODS_PRICE_x</th>\n",
       "      <th>NAME_TYPE_SUITE</th>\n",
       "      <th>NAME_INCOME_TYPE</th>\n",
       "      <th>NAME_EDUCATION_TYPE</th>\n",
       "      <th>NAME_FAMILY_STATUS</th>\n",
       "      <th>NAME_HOUSING_TYPE</th>\n",
       "      <th>REGION_POPULATION_RELATIVE</th>\n",
       "      <th>DAYS_BIRTH</th>\n",
       "      <th>DAYS_EMPLOYED</th>\n",
       "      <th>DAYS_REGISTRATION</th>\n",
       "      <th>DAYS_ID_PUBLISH</th>\n",
       "      <th>OWN_CAR_AGE</th>\n",
       "      <th>FLAG_MOBIL</th>\n",
       "      <th>FLAG_EMP_PHONE</th>\n",
       "      <th>FLAG_WORK_PHONE</th>\n",
       "      <th>FLAG_CONT_MOBILE</th>\n",
       "      <th>FLAG_PHONE</th>\n",
       "      <th>FLAG_EMAIL</th>\n",
       "      <th>OCCUPATION_TYPE</th>\n",
       "      <th>CNT_FAM_MEMBERS</th>\n",
       "      <th>REGION_RATING_CLIENT</th>\n",
       "      <th>REGION_RATING_CLIENT_W_CITY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START</th>\n",
       "      <th>HOUR_APPR_PROCESS_START_x</th>\n",
       "      <th>REG_REGION_NOT_LIVE_REGION</th>\n",
       "      <th>REG_REGION_NOT_WORK_REGION</th>\n",
       "      <th>LIVE_REGION_NOT_WORK_REGION</th>\n",
       "      <th>REG_CITY_NOT_LIVE_CITY</th>\n",
       "      <th>REG_CITY_NOT_WORK_CITY</th>\n",
       "      <th>LIVE_CITY_NOT_WORK_CITY</th>\n",
       "      <th>ORGANIZATION_TYPE</th>\n",
       "      <th>EXT_SOURCE_1</th>\n",
       "      <th>EXT_SOURCE_2</th>\n",
       "      <th>EXT_SOURCE_3</th>\n",
       "      <th>APARTMENTS_AVG</th>\n",
       "      <th>BASEMENTAREA_AVG</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_AVG</th>\n",
       "      <th>YEARS_BUILD_AVG</th>\n",
       "      <th>COMMONAREA_AVG</th>\n",
       "      <th>ELEVATORS_AVG</th>\n",
       "      <th>ENTRANCES_AVG</th>\n",
       "      <th>FLOORSMAX_AVG</th>\n",
       "      <th>FLOORSMIN_AVG</th>\n",
       "      <th>LANDAREA_AVG</th>\n",
       "      <th>LIVINGAPARTMENTS_AVG</th>\n",
       "      <th>LIVINGAREA_AVG</th>\n",
       "      <th>NONLIVINGAPARTMENTS_AVG</th>\n",
       "      <th>NONLIVINGAREA_AVG</th>\n",
       "      <th>APARTMENTS_MODE</th>\n",
       "      <th>BASEMENTAREA_MODE</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MODE</th>\n",
       "      <th>YEARS_BUILD_MODE</th>\n",
       "      <th>COMMONAREA_MODE</th>\n",
       "      <th>ELEVATORS_MODE</th>\n",
       "      <th>ENTRANCES_MODE</th>\n",
       "      <th>FLOORSMAX_MODE</th>\n",
       "      <th>FLOORSMIN_MODE</th>\n",
       "      <th>LANDAREA_MODE</th>\n",
       "      <th>LIVINGAPARTMENTS_MODE</th>\n",
       "      <th>LIVINGAREA_MODE</th>\n",
       "      <th>NONLIVINGAPARTMENTS_MODE</th>\n",
       "      <th>NONLIVINGAREA_MODE</th>\n",
       "      <th>APARTMENTS_MEDI</th>\n",
       "      <th>BASEMENTAREA_MEDI</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MEDI</th>\n",
       "      <th>YEARS_BUILD_MEDI</th>\n",
       "      <th>COMMONAREA_MEDI</th>\n",
       "      <th>ELEVATORS_MEDI</th>\n",
       "      <th>ENTRANCES_MEDI</th>\n",
       "      <th>FLOORSMAX_MEDI</th>\n",
       "      <th>FLOORSMIN_MEDI</th>\n",
       "      <th>LANDAREA_MEDI</th>\n",
       "      <th>LIVINGAPARTMENTS_MEDI</th>\n",
       "      <th>LIVINGAREA_MEDI</th>\n",
       "      <th>NONLIVINGAPARTMENTS_MEDI</th>\n",
       "      <th>NONLIVINGAREA_MEDI</th>\n",
       "      <th>FONDKAPREMONT_MODE</th>\n",
       "      <th>HOUSETYPE_MODE</th>\n",
       "      <th>TOTALAREA_MODE</th>\n",
       "      <th>WALLSMATERIAL_MODE</th>\n",
       "      <th>EMERGENCYSTATE_MODE</th>\n",
       "      <th>OBS_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DEF_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>OBS_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DEF_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DAYS_LAST_PHONE_CHANGE</th>\n",
       "      <th>FLAG_DOCUMENT_2</th>\n",
       "      <th>FLAG_DOCUMENT_3</th>\n",
       "      <th>FLAG_DOCUMENT_4</th>\n",
       "      <th>FLAG_DOCUMENT_5</th>\n",
       "      <th>FLAG_DOCUMENT_6</th>\n",
       "      <th>FLAG_DOCUMENT_7</th>\n",
       "      <th>FLAG_DOCUMENT_8</th>\n",
       "      <th>FLAG_DOCUMENT_9</th>\n",
       "      <th>FLAG_DOCUMENT_10</th>\n",
       "      <th>FLAG_DOCUMENT_11</th>\n",
       "      <th>FLAG_DOCUMENT_12</th>\n",
       "      <th>FLAG_DOCUMENT_13</th>\n",
       "      <th>FLAG_DOCUMENT_14</th>\n",
       "      <th>FLAG_DOCUMENT_15</th>\n",
       "      <th>FLAG_DOCUMENT_16</th>\n",
       "      <th>FLAG_DOCUMENT_17</th>\n",
       "      <th>FLAG_DOCUMENT_18</th>\n",
       "      <th>FLAG_DOCUMENT_19</th>\n",
       "      <th>FLAG_DOCUMENT_20</th>\n",
       "      <th>FLAG_DOCUMENT_21</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_HOUR</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_DAY</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_WEEK</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_MON</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_QRT</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_YEAR</th>\n",
       "      <th>DAYS_CREDIT</th>\n",
       "      <th>CREDIT_DAY_OVERDUE</th>\n",
       "      <th>DAYS_CREDIT_ENDDATE</th>\n",
       "      <th>DAYS_ENDDATE_FACT</th>\n",
       "      <th>AMT_CREDIT_MAX_OVERDUE</th>\n",
       "      <th>CNT_CREDIT_PROLONG</th>\n",
       "      <th>AMT_CREDIT_SUM</th>\n",
       "      <th>AMT_CREDIT_SUM_DEBT</th>\n",
       "      <th>AMT_CREDIT_SUM_LIMIT</th>\n",
       "      <th>AMT_CREDIT_SUM_OVERDUE</th>\n",
       "      <th>DAYS_CREDIT_UPDATE</th>\n",
       "      <th>AMT_ANNUITY_y</th>\n",
       "      <th>STATUS_0</th>\n",
       "      <th>STATUS_1</th>\n",
       "      <th>STATUS_2</th>\n",
       "      <th>STATUS_3</th>\n",
       "      <th>STATUS_4</th>\n",
       "      <th>STATUS_5</th>\n",
       "      <th>STATUS_C</th>\n",
       "      <th>STATUS_X</th>\n",
       "      <th>MONTHS_COUNT</th>\n",
       "      <th>MONTHS_MIN</th>\n",
       "      <th>MONTHS_MAX</th>\n",
       "      <th>BUREAU_CNT</th>\n",
       "      <th>PREV_APP_AMT_ANNUITY</th>\n",
       "      <th>AMT_APPLICATION</th>\n",
       "      <th>AMT_CREDIT_y</th>\n",
       "      <th>AMT_DOWN_PAYMENT</th>\n",
       "      <th>AMT_GOODS_PRICE_y</th>\n",
       "      <th>HOUR_APPR_PROCESS_START_y</th>\n",
       "      <th>NFLAG_LAST_APPL_IN_DAY</th>\n",
       "      <th>RATE_DOWN_PAYMENT</th>\n",
       "      <th>RATE_INTEREST_PRIMARY</th>\n",
       "      <th>RATE_INTEREST_PRIVILEGED</th>\n",
       "      <th>DAYS_DECISION</th>\n",
       "      <th>SELLERPLACE_AREA</th>\n",
       "      <th>CNT_PAYMENT</th>\n",
       "      <th>DAYS_FIRST_DRAWING</th>\n",
       "      <th>DAYS_FIRST_DUE</th>\n",
       "      <th>DAYS_LAST_DUE_1ST_VERSION</th>\n",
       "      <th>DAYS_LAST_DUE</th>\n",
       "      <th>DAYS_TERMINATION</th>\n",
       "      <th>NFLAG_INSURED_ON_APPROVAL</th>\n",
       "      <th>NUM_APPS</th>\n",
       "      <th>MONTHS_BALANCE</th>\n",
       "      <th>CNT_INSTALMENT</th>\n",
       "      <th>CNT_INSTALMENT_FUTURE</th>\n",
       "      <th>SK_DPD</th>\n",
       "      <th>SK_DPD_DEF</th>\n",
       "      <th>NUNIQUE_STATUS</th>\n",
       "      <th>CC_MONTHS_BALANCE</th>\n",
       "      <th>AMT_BALANCE</th>\n",
       "      <th>AMT_CREDIT_LIMIT_ACTUAL</th>\n",
       "      <th>AMT_DRAWINGS_ATM_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_OTHER_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_POS_CURRENT</th>\n",
       "      <th>AMT_INST_MIN_REGULARITY</th>\n",
       "      <th>AMT_PAYMENT_CURRENT</th>\n",
       "      <th>AMT_PAYMENT_TOTAL_CURRENT</th>\n",
       "      <th>AMT_RECEIVABLE_PRINCIPAL</th>\n",
       "      <th>AMT_RECIVABLE</th>\n",
       "      <th>AMT_TOTAL_RECEIVABLE</th>\n",
       "      <th>CNT_DRAWINGS_ATM_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_OTHER_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_POS_CURRENT</th>\n",
       "      <th>CNT_INSTALMENT_MATURE_CUM</th>\n",
       "      <th>CC_SK_DPD</th>\n",
       "      <th>CC_SK_DPD_DEF</th>\n",
       "      <th>CC_NUNIQUE_STATUS</th>\n",
       "      <th>NUM_INSTALMENT_VERSION</th>\n",
       "      <th>NUM_INSTALMENT_NUMBER</th>\n",
       "      <th>DAYS_INSTALMENT</th>\n",
       "      <th>DAYS_ENTRY_PAYMENT</th>\n",
       "      <th>AMT_INSTALMENT</th>\n",
       "      <th>AMT_PAYMENT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100001</td>\n",
       "      <td>Cash loans</td>\n",
       "      <td>F</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>135000.0</td>\n",
       "      <td>568800.0</td>\n",
       "      <td>20560.5</td>\n",
       "      <td>450000.0</td>\n",
       "      <td>Unaccompanied</td>\n",
       "      <td>Working</td>\n",
       "      <td>Higher education</td>\n",
       "      <td>Married</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>0.018850</td>\n",
       "      <td>-19241</td>\n",
       "      <td>-2329</td>\n",
       "      <td>-5170.0</td>\n",
       "      <td>-812</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>TUESDAY</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Kindergarten</td>\n",
       "      <td>0.752614</td>\n",
       "      <td>0.789654</td>\n",
       "      <td>0.159520</td>\n",
       "      <td>0.066</td>\n",
       "      <td>0.059</td>\n",
       "      <td>0.9732</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>0.1379</td>\n",
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       "      <td>0.0526</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0666</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0514</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>block of flats</td>\n",
       "      <td>0.0392</td>\n",
       "      <td>Stone, brick</td>\n",
       "      <td>No</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>207623.571429</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>24.571429</td>\n",
       "      <td>-23.571429</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3951.0</td>\n",
       "      <td>24835.50</td>\n",
       "      <td>23787.00</td>\n",
       "      <td>2520.0</td>\n",
       "      <td>24835.5</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.104326</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1740.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>365243.0</td>\n",
       "      <td>-1709.0</td>\n",
       "      <td>-1499.0</td>\n",
       "      <td>-1619.0</td>\n",
       "      <td>-1612.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-72.555556</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.444444</td>\n",
       "      <td>0.777778</td>\n",
       "      <td>0.777778</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.142857</td>\n",
       "      <td>2.714286</td>\n",
       "      <td>-2187.714286</td>\n",
       "      <td>-2195.000000</td>\n",
       "      <td>5885.132143</td>\n",
       "      <td>5885.132143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>100005</td>\n",
       "      <td>Cash loans</td>\n",
       "      <td>M</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
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       "      <td>99000.0</td>\n",
       "      <td>222768.0</td>\n",
       "      <td>17370.0</td>\n",
       "      <td>180000.0</td>\n",
       "      <td>Unaccompanied</td>\n",
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       "      <td>Secondary / secondary special</td>\n",
       "      <td>Married</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>0.035792</td>\n",
       "      <td>-18064</td>\n",
       "      <td>-4469</td>\n",
       "      <td>-9118.0</td>\n",
       "      <td>-1623</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Low-skill Laborers</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>FRIDAY</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Self-employed</td>\n",
       "      <td>0.564990</td>\n",
       "      <td>0.291656</td>\n",
       "      <td>0.432962</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-190.666667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>439.333333</td>\n",
       "      <td>-123.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>219042.000000</td>\n",
       "      <td>189469.500000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-54.333333</td>\n",
       "      <td>1420.500000</td>\n",
       "      <td>4.666667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>-6.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4813.2</td>\n",
       "      <td>22308.75</td>\n",
       "      <td>20076.75</td>\n",
       "      <td>4464.0</td>\n",
       "      <td>44617.5</td>\n",
       "      <td>10.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.108964</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-536.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>365243.0</td>\n",
       "      <td>-706.0</td>\n",
       "      <td>-376.0</td>\n",
       "      <td>-466.0</td>\n",
       "      <td>-460.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-20.000000</td>\n",
       "      <td>11.7</td>\n",
       "      <td>7.200000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.111111</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>-586.000000</td>\n",
       "      <td>-609.555556</td>\n",
       "      <td>6240.205000</td>\n",
       "      <td>6240.205000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SK_ID_CURR NAME_CONTRACT_TYPE CODE_GENDER FLAG_OWN_CAR FLAG_OWN_REALTY  \\\n",
       "0      100001         Cash loans           F            N               Y   \n",
       "1      100005         Cash loans           M            N               Y   \n",
       "\n",
       "   CNT_CHILDREN  AMT_INCOME_TOTAL  AMT_CREDIT_x  AMT_ANNUITY_x  \\\n",
       "0             0          135000.0      568800.0        20560.5   \n",
       "1             0           99000.0      222768.0        17370.0   \n",
       "\n",
       "   AMT_GOODS_PRICE_x NAME_TYPE_SUITE NAME_INCOME_TYPE  \\\n",
       "0           450000.0   Unaccompanied          Working   \n",
       "1           180000.0   Unaccompanied          Working   \n",
       "\n",
       "             NAME_EDUCATION_TYPE NAME_FAMILY_STATUS  NAME_HOUSING_TYPE  \\\n",
       "0               Higher education            Married  House / apartment   \n",
       "1  Secondary / secondary special            Married  House / apartment   \n",
       "\n",
       "   REGION_POPULATION_RELATIVE  DAYS_BIRTH  DAYS_EMPLOYED  DAYS_REGISTRATION  \\\n",
       "0                    0.018850      -19241          -2329            -5170.0   \n",
       "1                    0.035792      -18064          -4469            -9118.0   \n",
       "\n",
       "   DAYS_ID_PUBLISH  OWN_CAR_AGE  FLAG_MOBIL  FLAG_EMP_PHONE  FLAG_WORK_PHONE  \\\n",
       "0             -812          NaN           1               1                0   \n",
       "1            -1623          NaN           1               1                0   \n",
       "\n",
       "   FLAG_CONT_MOBILE  FLAG_PHONE  FLAG_EMAIL     OCCUPATION_TYPE  \\\n",
       "0                 1           0           1                 NaN   \n",
       "1                 1           0           0  Low-skill Laborers   \n",
       "\n",
       "   CNT_FAM_MEMBERS  REGION_RATING_CLIENT  REGION_RATING_CLIENT_W_CITY  \\\n",
       "0              2.0                     2                            2   \n",
       "1              2.0                     2                            2   \n",
       "\n",
       "  WEEKDAY_APPR_PROCESS_START  HOUR_APPR_PROCESS_START_x  \\\n",
       "0                    TUESDAY                         18   \n",
       "1                     FRIDAY                          9   \n",
       "\n",
       "   REG_REGION_NOT_LIVE_REGION  REG_REGION_NOT_WORK_REGION  \\\n",
       "0                           0                           0   \n",
       "1                           0                           0   \n",
       "\n",
       "   LIVE_REGION_NOT_WORK_REGION  REG_CITY_NOT_LIVE_CITY  \\\n",
       "0                            0                       0   \n",
       "1                            0                       0   \n",
       "\n",
       "   REG_CITY_NOT_WORK_CITY  LIVE_CITY_NOT_WORK_CITY ORGANIZATION_TYPE  \\\n",
       "0                       0                        0      Kindergarten   \n",
       "1                       0                        0     Self-employed   \n",
       "\n",
       "   EXT_SOURCE_1  EXT_SOURCE_2  EXT_SOURCE_3  APARTMENTS_AVG  BASEMENTAREA_AVG  \\\n",
       "0      0.752614      0.789654      0.159520           0.066             0.059   \n",
       "1      0.564990      0.291656      0.432962             NaN               NaN   \n",
       "\n",
       "   YEARS_BEGINEXPLUATATION_AVG  YEARS_BUILD_AVG  COMMONAREA_AVG  \\\n",
       "0                       0.9732              NaN             NaN   \n",
       "1                          NaN              NaN             NaN   \n",
       "\n",
       "   ELEVATORS_AVG  ENTRANCES_AVG  FLOORSMAX_AVG  FLOORSMIN_AVG  LANDAREA_AVG  \\\n",
       "0            NaN         0.1379          0.125            NaN           NaN   \n",
       "1            NaN            NaN            NaN            NaN           NaN   \n",
       "\n",
       "   LIVINGAPARTMENTS_AVG  LIVINGAREA_AVG  NONLIVINGAPARTMENTS_AVG  \\\n",
       "0                   NaN          0.0505                      NaN   \n",
       "1                   NaN             NaN                      NaN   \n",
       "\n",
       "   NONLIVINGAREA_AVG  APARTMENTS_MODE  BASEMENTAREA_MODE  \\\n",
       "0                NaN           0.0672             0.0612   \n",
       "1                NaN              NaN                NaN   \n",
       "\n",
       "   YEARS_BEGINEXPLUATATION_MODE  YEARS_BUILD_MODE  COMMONAREA_MODE  \\\n",
       "0                        0.9732               NaN              NaN   \n",
       "1                           NaN               NaN              NaN   \n",
       "\n",
       "   ELEVATORS_MODE  ENTRANCES_MODE  FLOORSMAX_MODE  FLOORSMIN_MODE  \\\n",
       "0             NaN          0.1379           0.125             NaN   \n",
       "1             NaN             NaN             NaN             NaN   \n",
       "\n",
       "   LANDAREA_MODE  LIVINGAPARTMENTS_MODE  LIVINGAREA_MODE  \\\n",
       "0            NaN                    NaN           0.0526   \n",
       "1            NaN                    NaN              NaN   \n",
       "\n",
       "   NONLIVINGAPARTMENTS_MODE  NONLIVINGAREA_MODE  APARTMENTS_MEDI  \\\n",
       "0                       NaN                 NaN           0.0666   \n",
       "1                       NaN                 NaN              NaN   \n",
       "\n",
       "   BASEMENTAREA_MEDI  YEARS_BEGINEXPLUATATION_MEDI  YEARS_BUILD_MEDI  \\\n",
       "0              0.059                        0.9732               NaN   \n",
       "1                NaN                           NaN               NaN   \n",
       "\n",
       "   COMMONAREA_MEDI  ELEVATORS_MEDI  ENTRANCES_MEDI  FLOORSMAX_MEDI  \\\n",
       "0              NaN             NaN          0.1379           0.125   \n",
       "1              NaN             NaN             NaN             NaN   \n",
       "\n",
       "   FLOORSMIN_MEDI  LANDAREA_MEDI  LIVINGAPARTMENTS_MEDI  LIVINGAREA_MEDI  \\\n",
       "0             NaN            NaN                    NaN           0.0514   \n",
       "1             NaN            NaN                    NaN              NaN   \n",
       "\n",
       "   NONLIVINGAPARTMENTS_MEDI  NONLIVINGAREA_MEDI FONDKAPREMONT_MODE  \\\n",
       "0                       NaN                 NaN                NaN   \n",
       "1                       NaN                 NaN                NaN   \n",
       "\n",
       "   HOUSETYPE_MODE  TOTALAREA_MODE WALLSMATERIAL_MODE EMERGENCYSTATE_MODE  \\\n",
       "0  block of flats          0.0392       Stone, brick                  No   \n",
       "1             NaN             NaN                NaN                 NaN   \n",
       "\n",
       "   OBS_30_CNT_SOCIAL_CIRCLE  DEF_30_CNT_SOCIAL_CIRCLE  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "\n",
       "   OBS_60_CNT_SOCIAL_CIRCLE  DEF_60_CNT_SOCIAL_CIRCLE  DAYS_LAST_PHONE_CHANGE  \\\n",
       "0                       0.0                       0.0                 -1740.0   \n",
       "1                       0.0                       0.0                     0.0   \n",
       "\n",
       "   FLAG_DOCUMENT_2  FLAG_DOCUMENT_3  FLAG_DOCUMENT_4  FLAG_DOCUMENT_5  \\\n",
       "0                0                1                0                0   \n",
       "1                0                1                0                0   \n",
       "\n",
       "   FLAG_DOCUMENT_6  FLAG_DOCUMENT_7  FLAG_DOCUMENT_8  FLAG_DOCUMENT_9  \\\n",
       "0                0                0                0                0   \n",
       "1                0                0                0                0   \n",
       "\n",
       "   FLAG_DOCUMENT_10  FLAG_DOCUMENT_11  FLAG_DOCUMENT_12  FLAG_DOCUMENT_13  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "\n",
       "   FLAG_DOCUMENT_14  FLAG_DOCUMENT_15  FLAG_DOCUMENT_16  FLAG_DOCUMENT_17  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "\n",
       "   FLAG_DOCUMENT_18  FLAG_DOCUMENT_19  FLAG_DOCUMENT_20  FLAG_DOCUMENT_21  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_HOUR  AMT_REQ_CREDIT_BUREAU_DAY  \\\n",
       "0                         0.0                        0.0   \n",
       "1                         0.0                        0.0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_WEEK  AMT_REQ_CREDIT_BUREAU_MON  \\\n",
       "0                         0.0                        0.0   \n",
       "1                         0.0                        0.0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_QRT  AMT_REQ_CREDIT_BUREAU_YEAR  DAYS_CREDIT  \\\n",
       "0                        0.0                         0.0  -735.000000   \n",
       "1                        0.0                         3.0  -190.666667   \n",
       "\n",
       "   CREDIT_DAY_OVERDUE  DAYS_CREDIT_ENDDATE  DAYS_ENDDATE_FACT  \\\n",
       "0                 0.0            82.428571             -825.5   \n",
       "1                 0.0           439.333333             -123.0   \n",
       "\n",
       "   AMT_CREDIT_MAX_OVERDUE  CNT_CREDIT_PROLONG  AMT_CREDIT_SUM  \\\n",
       "0                     NaN                 0.0   207623.571429   \n",
       "1                     0.0                 0.0   219042.000000   \n",
       "\n",
       "   AMT_CREDIT_SUM_DEBT  AMT_CREDIT_SUM_LIMIT  AMT_CREDIT_SUM_OVERDUE  \\\n",
       "0         85240.928571                   0.0                     0.0   \n",
       "1        189469.500000                   0.0                     0.0   \n",
       "\n",
       "   DAYS_CREDIT_UPDATE  AMT_ANNUITY_y  STATUS_0  STATUS_1  STATUS_2  STATUS_3  \\\n",
       "0          -93.142857    3545.357143  4.428571       1.0       NaN       NaN   \n",
       "1          -54.333333    1420.500000  4.666667       NaN       NaN       NaN   \n",
       "\n",
       "   STATUS_4  STATUS_5  STATUS_C  STATUS_X  MONTHS_COUNT  MONTHS_MIN  \\\n",
       "0       NaN       NaN      27.5       6.0     24.571429  -23.571429   \n",
       "1       NaN       NaN       5.0       1.0      7.000000   -6.000000   \n",
       "\n",
       "   MONTHS_MAX  BUREAU_CNT  PREV_APP_AMT_ANNUITY  AMT_APPLICATION  \\\n",
       "0         0.0         7.0                3951.0         24835.50   \n",
       "1         0.0         3.0                4813.2         22308.75   \n",
       "\n",
       "   AMT_CREDIT_y  AMT_DOWN_PAYMENT  AMT_GOODS_PRICE_y  \\\n",
       "0      23787.00            2520.0            24835.5   \n",
       "1      20076.75            4464.0            44617.5   \n",
       "\n",
       "   HOUR_APPR_PROCESS_START_y  NFLAG_LAST_APPL_IN_DAY  RATE_DOWN_PAYMENT  \\\n",
       "0                       13.0                     1.0           0.104326   \n",
       "1                       10.5                     1.0           0.108964   \n",
       "\n",
       "   RATE_INTEREST_PRIMARY  RATE_INTEREST_PRIVILEGED  DAYS_DECISION  \\\n",
       "0                    NaN                       NaN        -1740.0   \n",
       "1                    NaN                       NaN         -536.0   \n",
       "\n",
       "   SELLERPLACE_AREA  CNT_PAYMENT  DAYS_FIRST_DRAWING  DAYS_FIRST_DUE  \\\n",
       "0              23.0          8.0            365243.0         -1709.0   \n",
       "1              18.0         12.0            365243.0          -706.0   \n",
       "\n",
       "   DAYS_LAST_DUE_1ST_VERSION  DAYS_LAST_DUE  DAYS_TERMINATION  \\\n",
       "0                    -1499.0        -1619.0           -1612.0   \n",
       "1                     -376.0         -466.0            -460.0   \n",
       "\n",
       "   NFLAG_INSURED_ON_APPROVAL  NUM_APPS  MONTHS_BALANCE  CNT_INSTALMENT  \\\n",
       "0                        0.0       1.0      -72.555556             4.0   \n",
       "1                        0.0       2.0      -20.000000            11.7   \n",
       "\n",
       "   CNT_INSTALMENT_FUTURE    SK_DPD  SK_DPD_DEF  NUNIQUE_STATUS  \\\n",
       "0               1.444444  0.777778    0.777778             NaN   \n",
       "1               7.200000  0.000000    0.000000             3.0   \n",
       "\n",
       "   CC_MONTHS_BALANCE  AMT_BALANCE  AMT_CREDIT_LIMIT_ACTUAL  \\\n",
       "0                NaN          NaN                      NaN   \n",
       "1                NaN          NaN                      NaN   \n",
       "\n",
       "   AMT_DRAWINGS_ATM_CURRENT  AMT_DRAWINGS_CURRENT  AMT_DRAWINGS_OTHER_CURRENT  \\\n",
       "0                       NaN                   NaN                         NaN   \n",
       "1                       NaN                   NaN                         NaN   \n",
       "\n",
       "   AMT_DRAWINGS_POS_CURRENT  AMT_INST_MIN_REGULARITY  AMT_PAYMENT_CURRENT  \\\n",
       "0                       NaN                      NaN                  NaN   \n",
       "1                       NaN                      NaN                  NaN   \n",
       "\n",
       "   AMT_PAYMENT_TOTAL_CURRENT  AMT_RECEIVABLE_PRINCIPAL  AMT_RECIVABLE  \\\n",
       "0                        NaN                       NaN            NaN   \n",
       "1                        NaN                       NaN            NaN   \n",
       "\n",
       "   AMT_TOTAL_RECEIVABLE  CNT_DRAWINGS_ATM_CURRENT  CNT_DRAWINGS_CURRENT  \\\n",
       "0                   NaN                       NaN                   NaN   \n",
       "1                   NaN                       NaN                   NaN   \n",
       "\n",
       "   CNT_DRAWINGS_OTHER_CURRENT  CNT_DRAWINGS_POS_CURRENT  \\\n",
       "0                         NaN                       NaN   \n",
       "1                         NaN                       NaN   \n",
       "\n",
       "   CNT_INSTALMENT_MATURE_CUM  CC_SK_DPD  CC_SK_DPD_DEF  CC_NUNIQUE_STATUS  \\\n",
       "0                        NaN        NaN            NaN                NaN   \n",
       "1                        NaN        NaN            NaN                NaN   \n",
       "\n",
       "   NUM_INSTALMENT_VERSION  NUM_INSTALMENT_NUMBER  DAYS_INSTALMENT  \\\n",
       "0                1.142857               2.714286     -2187.714286   \n",
       "1                1.111111               5.000000      -586.000000   \n",
       "\n",
       "   DAYS_ENTRY_PAYMENT  AMT_INSTALMENT  AMT_PAYMENT  \n",
       "0        -2195.000000     5885.132143  5885.132143  \n",
       "1         -609.555556     6240.205000  6240.205000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "target = train[['TARGET']]\n",
    "train.drop(columns=['TARGET'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(307511, 198)\n",
      "(48744, 198)\n"
     ]
    }
   ],
   "source": [
    "print(train.shape)\n",
    "print(test.shape)\n",
    "train_size = train.shape[0]\n",
    "test_size = test.shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Concatanating dataframe to do preprocessing for train and test simultaneously."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th>NAME_CONTRACT_TYPE</th>\n",
       "      <th>CODE_GENDER</th>\n",
       "      <th>FLAG_OWN_CAR</th>\n",
       "      <th>FLAG_OWN_REALTY</th>\n",
       "      <th>CNT_CHILDREN</th>\n",
       "      <th>AMT_INCOME_TOTAL</th>\n",
       "      <th>AMT_CREDIT_x</th>\n",
       "      <th>AMT_ANNUITY_x</th>\n",
       "      <th>AMT_GOODS_PRICE_x</th>\n",
       "      <th>NAME_TYPE_SUITE</th>\n",
       "      <th>NAME_INCOME_TYPE</th>\n",
       "      <th>NAME_EDUCATION_TYPE</th>\n",
       "      <th>NAME_FAMILY_STATUS</th>\n",
       "      <th>NAME_HOUSING_TYPE</th>\n",
       "      <th>REGION_POPULATION_RELATIVE</th>\n",
       "      <th>DAYS_BIRTH</th>\n",
       "      <th>DAYS_EMPLOYED</th>\n",
       "      <th>DAYS_REGISTRATION</th>\n",
       "      <th>DAYS_ID_PUBLISH</th>\n",
       "      <th>OWN_CAR_AGE</th>\n",
       "      <th>FLAG_MOBIL</th>\n",
       "      <th>FLAG_EMP_PHONE</th>\n",
       "      <th>FLAG_WORK_PHONE</th>\n",
       "      <th>FLAG_CONT_MOBILE</th>\n",
       "      <th>FLAG_PHONE</th>\n",
       "      <th>FLAG_EMAIL</th>\n",
       "      <th>OCCUPATION_TYPE</th>\n",
       "      <th>CNT_FAM_MEMBERS</th>\n",
       "      <th>REGION_RATING_CLIENT</th>\n",
       "      <th>REGION_RATING_CLIENT_W_CITY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START</th>\n",
       "      <th>HOUR_APPR_PROCESS_START_x</th>\n",
       "      <th>REG_REGION_NOT_LIVE_REGION</th>\n",
       "      <th>REG_REGION_NOT_WORK_REGION</th>\n",
       "      <th>LIVE_REGION_NOT_WORK_REGION</th>\n",
       "      <th>REG_CITY_NOT_LIVE_CITY</th>\n",
       "      <th>REG_CITY_NOT_WORK_CITY</th>\n",
       "      <th>LIVE_CITY_NOT_WORK_CITY</th>\n",
       "      <th>ORGANIZATION_TYPE</th>\n",
       "      <th>EXT_SOURCE_1</th>\n",
       "      <th>EXT_SOURCE_2</th>\n",
       "      <th>EXT_SOURCE_3</th>\n",
       "      <th>APARTMENTS_AVG</th>\n",
       "      <th>BASEMENTAREA_AVG</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_AVG</th>\n",
       "      <th>YEARS_BUILD_AVG</th>\n",
       "      <th>COMMONAREA_AVG</th>\n",
       "      <th>ELEVATORS_AVG</th>\n",
       "      <th>ENTRANCES_AVG</th>\n",
       "      <th>FLOORSMAX_AVG</th>\n",
       "      <th>FLOORSMIN_AVG</th>\n",
       "      <th>LANDAREA_AVG</th>\n",
       "      <th>LIVINGAPARTMENTS_AVG</th>\n",
       "      <th>LIVINGAREA_AVG</th>\n",
       "      <th>NONLIVINGAPARTMENTS_AVG</th>\n",
       "      <th>NONLIVINGAREA_AVG</th>\n",
       "      <th>APARTMENTS_MODE</th>\n",
       "      <th>BASEMENTAREA_MODE</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MODE</th>\n",
       "      <th>YEARS_BUILD_MODE</th>\n",
       "      <th>COMMONAREA_MODE</th>\n",
       "      <th>ELEVATORS_MODE</th>\n",
       "      <th>ENTRANCES_MODE</th>\n",
       "      <th>FLOORSMAX_MODE</th>\n",
       "      <th>FLOORSMIN_MODE</th>\n",
       "      <th>LANDAREA_MODE</th>\n",
       "      <th>LIVINGAPARTMENTS_MODE</th>\n",
       "      <th>LIVINGAREA_MODE</th>\n",
       "      <th>NONLIVINGAPARTMENTS_MODE</th>\n",
       "      <th>NONLIVINGAREA_MODE</th>\n",
       "      <th>APARTMENTS_MEDI</th>\n",
       "      <th>BASEMENTAREA_MEDI</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MEDI</th>\n",
       "      <th>YEARS_BUILD_MEDI</th>\n",
       "      <th>COMMONAREA_MEDI</th>\n",
       "      <th>ELEVATORS_MEDI</th>\n",
       "      <th>ENTRANCES_MEDI</th>\n",
       "      <th>FLOORSMAX_MEDI</th>\n",
       "      <th>FLOORSMIN_MEDI</th>\n",
       "      <th>LANDAREA_MEDI</th>\n",
       "      <th>LIVINGAPARTMENTS_MEDI</th>\n",
       "      <th>LIVINGAREA_MEDI</th>\n",
       "      <th>NONLIVINGAPARTMENTS_MEDI</th>\n",
       "      <th>NONLIVINGAREA_MEDI</th>\n",
       "      <th>FONDKAPREMONT_MODE</th>\n",
       "      <th>HOUSETYPE_MODE</th>\n",
       "      <th>TOTALAREA_MODE</th>\n",
       "      <th>WALLSMATERIAL_MODE</th>\n",
       "      <th>EMERGENCYSTATE_MODE</th>\n",
       "      <th>OBS_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DEF_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>OBS_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DEF_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DAYS_LAST_PHONE_CHANGE</th>\n",
       "      <th>FLAG_DOCUMENT_2</th>\n",
       "      <th>FLAG_DOCUMENT_3</th>\n",
       "      <th>FLAG_DOCUMENT_4</th>\n",
       "      <th>FLAG_DOCUMENT_5</th>\n",
       "      <th>FLAG_DOCUMENT_6</th>\n",
       "      <th>FLAG_DOCUMENT_7</th>\n",
       "      <th>FLAG_DOCUMENT_8</th>\n",
       "      <th>FLAG_DOCUMENT_9</th>\n",
       "      <th>FLAG_DOCUMENT_10</th>\n",
       "      <th>FLAG_DOCUMENT_11</th>\n",
       "      <th>FLAG_DOCUMENT_12</th>\n",
       "      <th>FLAG_DOCUMENT_13</th>\n",
       "      <th>FLAG_DOCUMENT_14</th>\n",
       "      <th>FLAG_DOCUMENT_15</th>\n",
       "      <th>FLAG_DOCUMENT_16</th>\n",
       "      <th>FLAG_DOCUMENT_17</th>\n",
       "      <th>FLAG_DOCUMENT_18</th>\n",
       "      <th>FLAG_DOCUMENT_19</th>\n",
       "      <th>FLAG_DOCUMENT_20</th>\n",
       "      <th>FLAG_DOCUMENT_21</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_HOUR</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_DAY</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_WEEK</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_MON</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_QRT</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_YEAR</th>\n",
       "      <th>DAYS_CREDIT</th>\n",
       "      <th>CREDIT_DAY_OVERDUE</th>\n",
       "      <th>DAYS_CREDIT_ENDDATE</th>\n",
       "      <th>DAYS_ENDDATE_FACT</th>\n",
       "      <th>AMT_CREDIT_MAX_OVERDUE</th>\n",
       "      <th>CNT_CREDIT_PROLONG</th>\n",
       "      <th>AMT_CREDIT_SUM</th>\n",
       "      <th>AMT_CREDIT_SUM_DEBT</th>\n",
       "      <th>AMT_CREDIT_SUM_LIMIT</th>\n",
       "      <th>AMT_CREDIT_SUM_OVERDUE</th>\n",
       "      <th>DAYS_CREDIT_UPDATE</th>\n",
       "      <th>AMT_ANNUITY_y</th>\n",
       "      <th>STATUS_0</th>\n",
       "      <th>STATUS_1</th>\n",
       "      <th>STATUS_2</th>\n",
       "      <th>STATUS_3</th>\n",
       "      <th>STATUS_4</th>\n",
       "      <th>STATUS_5</th>\n",
       "      <th>STATUS_C</th>\n",
       "      <th>STATUS_X</th>\n",
       "      <th>MONTHS_COUNT</th>\n",
       "      <th>MONTHS_MIN</th>\n",
       "      <th>MONTHS_MAX</th>\n",
       "      <th>BUREAU_CNT</th>\n",
       "      <th>PREV_APP_AMT_ANNUITY</th>\n",
       "      <th>AMT_APPLICATION</th>\n",
       "      <th>AMT_CREDIT_y</th>\n",
       "      <th>AMT_DOWN_PAYMENT</th>\n",
       "      <th>AMT_GOODS_PRICE_y</th>\n",
       "      <th>HOUR_APPR_PROCESS_START_y</th>\n",
       "      <th>NFLAG_LAST_APPL_IN_DAY</th>\n",
       "      <th>RATE_DOWN_PAYMENT</th>\n",
       "      <th>RATE_INTEREST_PRIMARY</th>\n",
       "      <th>RATE_INTEREST_PRIVILEGED</th>\n",
       "      <th>DAYS_DECISION</th>\n",
       "      <th>SELLERPLACE_AREA</th>\n",
       "      <th>CNT_PAYMENT</th>\n",
       "      <th>DAYS_FIRST_DRAWING</th>\n",
       "      <th>DAYS_FIRST_DUE</th>\n",
       "      <th>DAYS_LAST_DUE_1ST_VERSION</th>\n",
       "      <th>DAYS_LAST_DUE</th>\n",
       "      <th>DAYS_TERMINATION</th>\n",
       "      <th>NFLAG_INSURED_ON_APPROVAL</th>\n",
       "      <th>NUM_APPS</th>\n",
       "      <th>MONTHS_BALANCE</th>\n",
       "      <th>CNT_INSTALMENT</th>\n",
       "      <th>CNT_INSTALMENT_FUTURE</th>\n",
       "      <th>SK_DPD</th>\n",
       "      <th>SK_DPD_DEF</th>\n",
       "      <th>NUNIQUE_STATUS</th>\n",
       "      <th>CC_MONTHS_BALANCE</th>\n",
       "      <th>AMT_BALANCE</th>\n",
       "      <th>AMT_CREDIT_LIMIT_ACTUAL</th>\n",
       "      <th>AMT_DRAWINGS_ATM_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_OTHER_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_POS_CURRENT</th>\n",
       "      <th>AMT_INST_MIN_REGULARITY</th>\n",
       "      <th>AMT_PAYMENT_CURRENT</th>\n",
       "      <th>AMT_PAYMENT_TOTAL_CURRENT</th>\n",
       "      <th>AMT_RECEIVABLE_PRINCIPAL</th>\n",
       "      <th>AMT_RECIVABLE</th>\n",
       "      <th>AMT_TOTAL_RECEIVABLE</th>\n",
       "      <th>CNT_DRAWINGS_ATM_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_OTHER_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_POS_CURRENT</th>\n",
       "      <th>CNT_INSTALMENT_MATURE_CUM</th>\n",
       "      <th>CC_SK_DPD</th>\n",
       "      <th>CC_SK_DPD_DEF</th>\n",
       "      <th>CC_NUNIQUE_STATUS</th>\n",
       "      <th>NUM_INSTALMENT_VERSION</th>\n",
       "      <th>NUM_INSTALMENT_NUMBER</th>\n",
       "      <th>DAYS_INSTALMENT</th>\n",
       "      <th>DAYS_ENTRY_PAYMENT</th>\n",
       "      <th>AMT_INSTALMENT</th>\n",
       "      <th>AMT_PAYMENT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100002</td>\n",
       "      <td>Cash loans</td>\n",
       "      <td>M</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>202500.0</td>\n",
       "      <td>406597.5</td>\n",
       "      <td>24700.5</td>\n",
       "      <td>351000.0</td>\n",
       "      <td>Unaccompanied</td>\n",
       "      <td>Working</td>\n",
       "      <td>Secondary / secondary special</td>\n",
       "      <td>Single / not married</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>0.018801</td>\n",
       "      <td>-9461</td>\n",
       "      <td>-637</td>\n",
       "      <td>-3648.0</td>\n",
       "      <td>-2120</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Laborers</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>WEDNESDAY</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business Entity Type 3</td>\n",
       "      <td>0.083037</td>\n",
       "      <td>0.262949</td>\n",
       "      <td>0.139376</td>\n",
       "      <td>0.0247</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6192</td>\n",
       "      <td>0.0143</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.0202</td>\n",
       "      <td>0.0190</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0252</td>\n",
       "      <td>0.0383</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6341</td>\n",
       "      <td>0.0144</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0377</td>\n",
       "      <td>0.022</td>\n",
       "      <td>0.0198</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6243</td>\n",
       "      <td>0.0144</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>0.0205</td>\n",
       "      <td>0.0193</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>reg oper account</td>\n",
       "      <td>block of flats</td>\n",
       "      <td>0.0149</td>\n",
       "      <td>Stone, brick</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-1134.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-874.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-349.0</td>\n",
       "      <td>-697.500000</td>\n",
       "      <td>1681.029</td>\n",
       "      <td>0.0</td>\n",
       "      <td>108131.945625</td>\n",
       "      <td>49156.2</td>\n",
       "      <td>7997.14125</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-499.875</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.625</td>\n",
       "      <td>4.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.833333</td>\n",
       "      <td>2.5</td>\n",
       "      <td>13.75</td>\n",
       "      <td>-28.25</td>\n",
       "      <td>-15.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9251.775</td>\n",
       "      <td>179055.0</td>\n",
       "      <td>179055.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>179055.0</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-606.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>365243.0</td>\n",
       "      <td>-565.000000</td>\n",
       "      <td>125.000000</td>\n",
       "      <td>-25.000000</td>\n",
       "      <td>-17.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.052632</td>\n",
       "      <td>10.00</td>\n",
       "      <td>-295.00</td>\n",
       "      <td>-315.421053</td>\n",
       "      <td>11559.247105</td>\n",
       "      <td>11559.247105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>100003</td>\n",
       "      <td>Cash loans</td>\n",
       "      <td>F</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>0</td>\n",
       "      <td>270000.0</td>\n",
       "      <td>1293502.5</td>\n",
       "      <td>35698.5</td>\n",
       "      <td>1129500.0</td>\n",
       "      <td>Family</td>\n",
       "      <td>State servant</td>\n",
       "      <td>Higher education</td>\n",
       "      <td>Married</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>0.003541</td>\n",
       "      <td>-16765</td>\n",
       "      <td>-1188</td>\n",
       "      <td>-1186.0</td>\n",
       "      <td>-291</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Core staff</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>MONDAY</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>School</td>\n",
       "      <td>0.311267</td>\n",
       "      <td>0.622246</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0959</td>\n",
       "      <td>0.0529</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.7960</td>\n",
       "      <td>0.0605</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0130</td>\n",
       "      <td>0.0773</td>\n",
       "      <td>0.0549</td>\n",
       "      <td>0.0039</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>0.0924</td>\n",
       "      <td>0.0538</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.8040</td>\n",
       "      <td>0.0497</td>\n",
       "      <td>0.0806</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0128</td>\n",
       "      <td>0.079</td>\n",
       "      <td>0.0554</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>0.0529</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.7987</td>\n",
       "      <td>0.0608</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0132</td>\n",
       "      <td>0.0787</td>\n",
       "      <td>0.0558</td>\n",
       "      <td>0.0039</td>\n",
       "      <td>0.01</td>\n",
       "      <td>reg oper account</td>\n",
       "      <td>block of flats</td>\n",
       "      <td>0.0714</td>\n",
       "      <td>Block</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-828.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1400.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-544.5</td>\n",
       "      <td>-1097.333333</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>254350.125000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>202500.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-816.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>56553.990</td>\n",
       "      <td>435436.5</td>\n",
       "      <td>484191.0</td>\n",
       "      <td>3442.5</td>\n",
       "      <td>435436.5</td>\n",
       "      <td>14.666667</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.05003</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1305.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>365243.0</td>\n",
       "      <td>-1274.333333</td>\n",
       "      <td>-1004.333333</td>\n",
       "      <td>-1054.333333</td>\n",
       "      <td>-1047.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-43.785714</td>\n",
       "      <td>10.107143</td>\n",
       "      <td>5.785714</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.040000</td>\n",
       "      <td>5.08</td>\n",
       "      <td>-1378.16</td>\n",
       "      <td>-1385.320000</td>\n",
       "      <td>64754.586000</td>\n",
       "      <td>64754.586000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SK_ID_CURR NAME_CONTRACT_TYPE CODE_GENDER FLAG_OWN_CAR FLAG_OWN_REALTY  \\\n",
       "0      100002         Cash loans           M            N               Y   \n",
       "1      100003         Cash loans           F            N               N   \n",
       "\n",
       "   CNT_CHILDREN  AMT_INCOME_TOTAL  AMT_CREDIT_x  AMT_ANNUITY_x  \\\n",
       "0             0          202500.0      406597.5        24700.5   \n",
       "1             0          270000.0     1293502.5        35698.5   \n",
       "\n",
       "   AMT_GOODS_PRICE_x NAME_TYPE_SUITE NAME_INCOME_TYPE  \\\n",
       "0           351000.0   Unaccompanied          Working   \n",
       "1          1129500.0          Family    State servant   \n",
       "\n",
       "             NAME_EDUCATION_TYPE    NAME_FAMILY_STATUS  NAME_HOUSING_TYPE  \\\n",
       "0  Secondary / secondary special  Single / not married  House / apartment   \n",
       "1               Higher education               Married  House / apartment   \n",
       "\n",
       "   REGION_POPULATION_RELATIVE  DAYS_BIRTH  DAYS_EMPLOYED  DAYS_REGISTRATION  \\\n",
       "0                    0.018801       -9461           -637            -3648.0   \n",
       "1                    0.003541      -16765          -1188            -1186.0   \n",
       "\n",
       "   DAYS_ID_PUBLISH  OWN_CAR_AGE  FLAG_MOBIL  FLAG_EMP_PHONE  FLAG_WORK_PHONE  \\\n",
       "0            -2120          NaN           1               1                0   \n",
       "1             -291          NaN           1               1                0   \n",
       "\n",
       "   FLAG_CONT_MOBILE  FLAG_PHONE  FLAG_EMAIL OCCUPATION_TYPE  CNT_FAM_MEMBERS  \\\n",
       "0                 1           1           0        Laborers              1.0   \n",
       "1                 1           1           0      Core staff              2.0   \n",
       "\n",
       "   REGION_RATING_CLIENT  REGION_RATING_CLIENT_W_CITY  \\\n",
       "0                     2                            2   \n",
       "1                     1                            1   \n",
       "\n",
       "  WEEKDAY_APPR_PROCESS_START  HOUR_APPR_PROCESS_START_x  \\\n",
       "0                  WEDNESDAY                         10   \n",
       "1                     MONDAY                         11   \n",
       "\n",
       "   REG_REGION_NOT_LIVE_REGION  REG_REGION_NOT_WORK_REGION  \\\n",
       "0                           0                           0   \n",
       "1                           0                           0   \n",
       "\n",
       "   LIVE_REGION_NOT_WORK_REGION  REG_CITY_NOT_LIVE_CITY  \\\n",
       "0                            0                       0   \n",
       "1                            0                       0   \n",
       "\n",
       "   REG_CITY_NOT_WORK_CITY  LIVE_CITY_NOT_WORK_CITY       ORGANIZATION_TYPE  \\\n",
       "0                       0                        0  Business Entity Type 3   \n",
       "1                       0                        0                  School   \n",
       "\n",
       "   EXT_SOURCE_1  EXT_SOURCE_2  EXT_SOURCE_3  APARTMENTS_AVG  BASEMENTAREA_AVG  \\\n",
       "0      0.083037      0.262949      0.139376          0.0247            0.0369   \n",
       "1      0.311267      0.622246           NaN          0.0959            0.0529   \n",
       "\n",
       "   YEARS_BEGINEXPLUATATION_AVG  YEARS_BUILD_AVG  COMMONAREA_AVG  \\\n",
       "0                       0.9722           0.6192          0.0143   \n",
       "1                       0.9851           0.7960          0.0605   \n",
       "\n",
       "   ELEVATORS_AVG  ENTRANCES_AVG  FLOORSMAX_AVG  FLOORSMIN_AVG  LANDAREA_AVG  \\\n",
       "0           0.00         0.0690         0.0833         0.1250        0.0369   \n",
       "1           0.08         0.0345         0.2917         0.3333        0.0130   \n",
       "\n",
       "   LIVINGAPARTMENTS_AVG  LIVINGAREA_AVG  NONLIVINGAPARTMENTS_AVG  \\\n",
       "0                0.0202          0.0190                   0.0000   \n",
       "1                0.0773          0.0549                   0.0039   \n",
       "\n",
       "   NONLIVINGAREA_AVG  APARTMENTS_MODE  BASEMENTAREA_MODE  \\\n",
       "0             0.0000           0.0252             0.0383   \n",
       "1             0.0098           0.0924             0.0538   \n",
       "\n",
       "   YEARS_BEGINEXPLUATATION_MODE  YEARS_BUILD_MODE  COMMONAREA_MODE  \\\n",
       "0                        0.9722            0.6341           0.0144   \n",
       "1                        0.9851            0.8040           0.0497   \n",
       "\n",
       "   ELEVATORS_MODE  ENTRANCES_MODE  FLOORSMAX_MODE  FLOORSMIN_MODE  \\\n",
       "0          0.0000          0.0690          0.0833          0.1250   \n",
       "1          0.0806          0.0345          0.2917          0.3333   \n",
       "\n",
       "   LANDAREA_MODE  LIVINGAPARTMENTS_MODE  LIVINGAREA_MODE  \\\n",
       "0         0.0377                  0.022           0.0198   \n",
       "1         0.0128                  0.079           0.0554   \n",
       "\n",
       "   NONLIVINGAPARTMENTS_MODE  NONLIVINGAREA_MODE  APARTMENTS_MEDI  \\\n",
       "0                       0.0                 0.0           0.0250   \n",
       "1                       0.0                 0.0           0.0968   \n",
       "\n",
       "   BASEMENTAREA_MEDI  YEARS_BEGINEXPLUATATION_MEDI  YEARS_BUILD_MEDI  \\\n",
       "0             0.0369                        0.9722            0.6243   \n",
       "1             0.0529                        0.9851            0.7987   \n",
       "\n",
       "   COMMONAREA_MEDI  ELEVATORS_MEDI  ENTRANCES_MEDI  FLOORSMAX_MEDI  \\\n",
       "0           0.0144            0.00          0.0690          0.0833   \n",
       "1           0.0608            0.08          0.0345          0.2917   \n",
       "\n",
       "   FLOORSMIN_MEDI  LANDAREA_MEDI  LIVINGAPARTMENTS_MEDI  LIVINGAREA_MEDI  \\\n",
       "0          0.1250         0.0375                 0.0205           0.0193   \n",
       "1          0.3333         0.0132                 0.0787           0.0558   \n",
       "\n",
       "   NONLIVINGAPARTMENTS_MEDI  NONLIVINGAREA_MEDI FONDKAPREMONT_MODE  \\\n",
       "0                    0.0000                0.00   reg oper account   \n",
       "1                    0.0039                0.01   reg oper account   \n",
       "\n",
       "   HOUSETYPE_MODE  TOTALAREA_MODE WALLSMATERIAL_MODE EMERGENCYSTATE_MODE  \\\n",
       "0  block of flats          0.0149       Stone, brick                  No   \n",
       "1  block of flats          0.0714              Block                  No   \n",
       "\n",
       "   OBS_30_CNT_SOCIAL_CIRCLE  DEF_30_CNT_SOCIAL_CIRCLE  \\\n",
       "0                       2.0                       2.0   \n",
       "1                       1.0                       0.0   \n",
       "\n",
       "   OBS_60_CNT_SOCIAL_CIRCLE  DEF_60_CNT_SOCIAL_CIRCLE  DAYS_LAST_PHONE_CHANGE  \\\n",
       "0                       2.0                       2.0                 -1134.0   \n",
       "1                       1.0                       0.0                  -828.0   \n",
       "\n",
       "   FLAG_DOCUMENT_2  FLAG_DOCUMENT_3  FLAG_DOCUMENT_4  FLAG_DOCUMENT_5  \\\n",
       "0                0                1                0                0   \n",
       "1                0                1                0                0   \n",
       "\n",
       "   FLAG_DOCUMENT_6  FLAG_DOCUMENT_7  FLAG_DOCUMENT_8  FLAG_DOCUMENT_9  \\\n",
       "0                0                0                0                0   \n",
       "1                0                0                0                0   \n",
       "\n",
       "   FLAG_DOCUMENT_10  FLAG_DOCUMENT_11  FLAG_DOCUMENT_12  FLAG_DOCUMENT_13  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "\n",
       "   FLAG_DOCUMENT_14  FLAG_DOCUMENT_15  FLAG_DOCUMENT_16  FLAG_DOCUMENT_17  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "\n",
       "   FLAG_DOCUMENT_18  FLAG_DOCUMENT_19  FLAG_DOCUMENT_20  FLAG_DOCUMENT_21  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_HOUR  AMT_REQ_CREDIT_BUREAU_DAY  \\\n",
       "0                         0.0                        0.0   \n",
       "1                         0.0                        0.0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_WEEK  AMT_REQ_CREDIT_BUREAU_MON  \\\n",
       "0                         0.0                        0.0   \n",
       "1                         0.0                        0.0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_QRT  AMT_REQ_CREDIT_BUREAU_YEAR  DAYS_CREDIT  \\\n",
       "0                        0.0                         1.0      -874.00   \n",
       "1                        0.0                         0.0     -1400.75   \n",
       "\n",
       "   CREDIT_DAY_OVERDUE  DAYS_CREDIT_ENDDATE  DAYS_ENDDATE_FACT  \\\n",
       "0                 0.0               -349.0        -697.500000   \n",
       "1                 0.0               -544.5       -1097.333333   \n",
       "\n",
       "   AMT_CREDIT_MAX_OVERDUE  CNT_CREDIT_PROLONG  AMT_CREDIT_SUM  \\\n",
       "0                1681.029                 0.0   108131.945625   \n",
       "1                   0.000                 0.0   254350.125000   \n",
       "\n",
       "   AMT_CREDIT_SUM_DEBT  AMT_CREDIT_SUM_LIMIT  AMT_CREDIT_SUM_OVERDUE  \\\n",
       "0              49156.2            7997.14125                     0.0   \n",
       "1                  0.0          202500.00000                     0.0   \n",
       "\n",
       "   DAYS_CREDIT_UPDATE  AMT_ANNUITY_y  STATUS_0  STATUS_1  STATUS_2  STATUS_3  \\\n",
       "0            -499.875            0.0     5.625       4.5       NaN       NaN   \n",
       "1            -816.000            NaN       NaN       NaN       NaN       NaN   \n",
       "\n",
       "   STATUS_4  STATUS_5  STATUS_C  STATUS_X  MONTHS_COUNT  MONTHS_MIN  \\\n",
       "0       NaN       NaN  3.833333       2.5         13.75      -28.25   \n",
       "1       NaN       NaN       NaN       NaN           NaN         NaN   \n",
       "\n",
       "   MONTHS_MAX  BUREAU_CNT  PREV_APP_AMT_ANNUITY  AMT_APPLICATION  \\\n",
       "0       -15.5         8.0              9251.775         179055.0   \n",
       "1         NaN         4.0             56553.990         435436.5   \n",
       "\n",
       "   AMT_CREDIT_y  AMT_DOWN_PAYMENT  AMT_GOODS_PRICE_y  \\\n",
       "0      179055.0               0.0           179055.0   \n",
       "1      484191.0            3442.5           435436.5   \n",
       "\n",
       "   HOUR_APPR_PROCESS_START_y  NFLAG_LAST_APPL_IN_DAY  RATE_DOWN_PAYMENT  \\\n",
       "0                   9.000000                     1.0            0.00000   \n",
       "1                  14.666667                     1.0            0.05003   \n",
       "\n",
       "   RATE_INTEREST_PRIMARY  RATE_INTEREST_PRIVILEGED  DAYS_DECISION  \\\n",
       "0                    NaN                       NaN         -606.0   \n",
       "1                    NaN                       NaN        -1305.0   \n",
       "\n",
       "   SELLERPLACE_AREA  CNT_PAYMENT  DAYS_FIRST_DRAWING  DAYS_FIRST_DUE  \\\n",
       "0             500.0         24.0            365243.0     -565.000000   \n",
       "1             533.0         10.0            365243.0    -1274.333333   \n",
       "\n",
       "   DAYS_LAST_DUE_1ST_VERSION  DAYS_LAST_DUE  DAYS_TERMINATION  \\\n",
       "0                 125.000000     -25.000000        -17.000000   \n",
       "1               -1004.333333   -1054.333333      -1047.333333   \n",
       "\n",
       "   NFLAG_INSURED_ON_APPROVAL  NUM_APPS  MONTHS_BALANCE  CNT_INSTALMENT  \\\n",
       "0                   0.000000       1.0      -10.000000       24.000000   \n",
       "1                   0.666667       3.0      -43.785714       10.107143   \n",
       "\n",
       "   CNT_INSTALMENT_FUTURE  SK_DPD  SK_DPD_DEF  NUNIQUE_STATUS  \\\n",
       "0              15.000000     0.0         0.0             NaN   \n",
       "1               5.785714     0.0         0.0             2.5   \n",
       "\n",
       "   CC_MONTHS_BALANCE  AMT_BALANCE  AMT_CREDIT_LIMIT_ACTUAL  \\\n",
       "0                NaN          NaN                      NaN   \n",
       "1                NaN          NaN                      NaN   \n",
       "\n",
       "   AMT_DRAWINGS_ATM_CURRENT  AMT_DRAWINGS_CURRENT  AMT_DRAWINGS_OTHER_CURRENT  \\\n",
       "0                       NaN                   NaN                         NaN   \n",
       "1                       NaN                   NaN                         NaN   \n",
       "\n",
       "   AMT_DRAWINGS_POS_CURRENT  AMT_INST_MIN_REGULARITY  AMT_PAYMENT_CURRENT  \\\n",
       "0                       NaN                      NaN                  NaN   \n",
       "1                       NaN                      NaN                  NaN   \n",
       "\n",
       "   AMT_PAYMENT_TOTAL_CURRENT  AMT_RECEIVABLE_PRINCIPAL  AMT_RECIVABLE  \\\n",
       "0                        NaN                       NaN            NaN   \n",
       "1                        NaN                       NaN            NaN   \n",
       "\n",
       "   AMT_TOTAL_RECEIVABLE  CNT_DRAWINGS_ATM_CURRENT  CNT_DRAWINGS_CURRENT  \\\n",
       "0                   NaN                       NaN                   NaN   \n",
       "1                   NaN                       NaN                   NaN   \n",
       "\n",
       "   CNT_DRAWINGS_OTHER_CURRENT  CNT_DRAWINGS_POS_CURRENT  \\\n",
       "0                         NaN                       NaN   \n",
       "1                         NaN                       NaN   \n",
       "\n",
       "   CNT_INSTALMENT_MATURE_CUM  CC_SK_DPD  CC_SK_DPD_DEF  CC_NUNIQUE_STATUS  \\\n",
       "0                        NaN        NaN            NaN                NaN   \n",
       "1                        NaN        NaN            NaN                NaN   \n",
       "\n",
       "   NUM_INSTALMENT_VERSION  NUM_INSTALMENT_NUMBER  DAYS_INSTALMENT  \\\n",
       "0                1.052632                  10.00          -295.00   \n",
       "1                1.040000                   5.08         -1378.16   \n",
       "\n",
       "   DAYS_ENTRY_PAYMENT  AMT_INSTALMENT   AMT_PAYMENT  \n",
       "0         -315.421053    11559.247105  11559.247105  \n",
       "1        -1385.320000    64754.586000  64754.586000  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "app = pd.concat([train, test])\n",
    "display(app.head(2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(356255, 198)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "app.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Categorical Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "app = pd.get_dummies(app)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th>CNT_CHILDREN</th>\n",
       "      <th>AMT_INCOME_TOTAL</th>\n",
       "      <th>AMT_CREDIT_x</th>\n",
       "      <th>AMT_ANNUITY_x</th>\n",
       "      <th>AMT_GOODS_PRICE_x</th>\n",
       "      <th>REGION_POPULATION_RELATIVE</th>\n",
       "      <th>DAYS_BIRTH</th>\n",
       "      <th>DAYS_EMPLOYED</th>\n",
       "      <th>DAYS_REGISTRATION</th>\n",
       "      <th>DAYS_ID_PUBLISH</th>\n",
       "      <th>OWN_CAR_AGE</th>\n",
       "      <th>FLAG_MOBIL</th>\n",
       "      <th>FLAG_EMP_PHONE</th>\n",
       "      <th>FLAG_WORK_PHONE</th>\n",
       "      <th>FLAG_CONT_MOBILE</th>\n",
       "      <th>FLAG_PHONE</th>\n",
       "      <th>FLAG_EMAIL</th>\n",
       "      <th>CNT_FAM_MEMBERS</th>\n",
       "      <th>REGION_RATING_CLIENT</th>\n",
       "      <th>REGION_RATING_CLIENT_W_CITY</th>\n",
       "      <th>HOUR_APPR_PROCESS_START_x</th>\n",
       "      <th>REG_REGION_NOT_LIVE_REGION</th>\n",
       "      <th>REG_REGION_NOT_WORK_REGION</th>\n",
       "      <th>LIVE_REGION_NOT_WORK_REGION</th>\n",
       "      <th>REG_CITY_NOT_LIVE_CITY</th>\n",
       "      <th>REG_CITY_NOT_WORK_CITY</th>\n",
       "      <th>LIVE_CITY_NOT_WORK_CITY</th>\n",
       "      <th>EXT_SOURCE_1</th>\n",
       "      <th>EXT_SOURCE_2</th>\n",
       "      <th>EXT_SOURCE_3</th>\n",
       "      <th>APARTMENTS_AVG</th>\n",
       "      <th>BASEMENTAREA_AVG</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_AVG</th>\n",
       "      <th>YEARS_BUILD_AVG</th>\n",
       "      <th>COMMONAREA_AVG</th>\n",
       "      <th>ELEVATORS_AVG</th>\n",
       "      <th>ENTRANCES_AVG</th>\n",
       "      <th>FLOORSMAX_AVG</th>\n",
       "      <th>FLOORSMIN_AVG</th>\n",
       "      <th>LANDAREA_AVG</th>\n",
       "      <th>LIVINGAPARTMENTS_AVG</th>\n",
       "      <th>LIVINGAREA_AVG</th>\n",
       "      <th>NONLIVINGAPARTMENTS_AVG</th>\n",
       "      <th>NONLIVINGAREA_AVG</th>\n",
       "      <th>APARTMENTS_MODE</th>\n",
       "      <th>BASEMENTAREA_MODE</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MODE</th>\n",
       "      <th>YEARS_BUILD_MODE</th>\n",
       "      <th>COMMONAREA_MODE</th>\n",
       "      <th>ELEVATORS_MODE</th>\n",
       "      <th>ENTRANCES_MODE</th>\n",
       "      <th>FLOORSMAX_MODE</th>\n",
       "      <th>FLOORSMIN_MODE</th>\n",
       "      <th>LANDAREA_MODE</th>\n",
       "      <th>LIVINGAPARTMENTS_MODE</th>\n",
       "      <th>LIVINGAREA_MODE</th>\n",
       "      <th>NONLIVINGAPARTMENTS_MODE</th>\n",
       "      <th>NONLIVINGAREA_MODE</th>\n",
       "      <th>APARTMENTS_MEDI</th>\n",
       "      <th>BASEMENTAREA_MEDI</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MEDI</th>\n",
       "      <th>YEARS_BUILD_MEDI</th>\n",
       "      <th>COMMONAREA_MEDI</th>\n",
       "      <th>ELEVATORS_MEDI</th>\n",
       "      <th>ENTRANCES_MEDI</th>\n",
       "      <th>FLOORSMAX_MEDI</th>\n",
       "      <th>FLOORSMIN_MEDI</th>\n",
       "      <th>LANDAREA_MEDI</th>\n",
       "      <th>LIVINGAPARTMENTS_MEDI</th>\n",
       "      <th>LIVINGAREA_MEDI</th>\n",
       "      <th>NONLIVINGAPARTMENTS_MEDI</th>\n",
       "      <th>NONLIVINGAREA_MEDI</th>\n",
       "      <th>TOTALAREA_MODE</th>\n",
       "      <th>OBS_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DEF_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>OBS_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DEF_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DAYS_LAST_PHONE_CHANGE</th>\n",
       "      <th>FLAG_DOCUMENT_2</th>\n",
       "      <th>FLAG_DOCUMENT_3</th>\n",
       "      <th>FLAG_DOCUMENT_4</th>\n",
       "      <th>FLAG_DOCUMENT_5</th>\n",
       "      <th>FLAG_DOCUMENT_6</th>\n",
       "      <th>FLAG_DOCUMENT_7</th>\n",
       "      <th>FLAG_DOCUMENT_8</th>\n",
       "      <th>FLAG_DOCUMENT_9</th>\n",
       "      <th>FLAG_DOCUMENT_10</th>\n",
       "      <th>FLAG_DOCUMENT_11</th>\n",
       "      <th>FLAG_DOCUMENT_12</th>\n",
       "      <th>FLAG_DOCUMENT_13</th>\n",
       "      <th>FLAG_DOCUMENT_14</th>\n",
       "      <th>FLAG_DOCUMENT_15</th>\n",
       "      <th>FLAG_DOCUMENT_16</th>\n",
       "      <th>FLAG_DOCUMENT_17</th>\n",
       "      <th>FLAG_DOCUMENT_18</th>\n",
       "      <th>FLAG_DOCUMENT_19</th>\n",
       "      <th>FLAG_DOCUMENT_20</th>\n",
       "      <th>FLAG_DOCUMENT_21</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_HOUR</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_DAY</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_WEEK</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_MON</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_QRT</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_YEAR</th>\n",
       "      <th>DAYS_CREDIT</th>\n",
       "      <th>CREDIT_DAY_OVERDUE</th>\n",
       "      <th>DAYS_CREDIT_ENDDATE</th>\n",
       "      <th>DAYS_ENDDATE_FACT</th>\n",
       "      <th>AMT_CREDIT_MAX_OVERDUE</th>\n",
       "      <th>CNT_CREDIT_PROLONG</th>\n",
       "      <th>AMT_CREDIT_SUM</th>\n",
       "      <th>AMT_CREDIT_SUM_DEBT</th>\n",
       "      <th>AMT_CREDIT_SUM_LIMIT</th>\n",
       "      <th>AMT_CREDIT_SUM_OVERDUE</th>\n",
       "      <th>DAYS_CREDIT_UPDATE</th>\n",
       "      <th>AMT_ANNUITY_y</th>\n",
       "      <th>STATUS_0</th>\n",
       "      <th>STATUS_1</th>\n",
       "      <th>STATUS_2</th>\n",
       "      <th>STATUS_3</th>\n",
       "      <th>STATUS_4</th>\n",
       "      <th>STATUS_5</th>\n",
       "      <th>STATUS_C</th>\n",
       "      <th>STATUS_X</th>\n",
       "      <th>MONTHS_COUNT</th>\n",
       "      <th>MONTHS_MIN</th>\n",
       "      <th>MONTHS_MAX</th>\n",
       "      <th>BUREAU_CNT</th>\n",
       "      <th>PREV_APP_AMT_ANNUITY</th>\n",
       "      <th>AMT_APPLICATION</th>\n",
       "      <th>AMT_CREDIT_y</th>\n",
       "      <th>AMT_DOWN_PAYMENT</th>\n",
       "      <th>AMT_GOODS_PRICE_y</th>\n",
       "      <th>HOUR_APPR_PROCESS_START_y</th>\n",
       "      <th>NFLAG_LAST_APPL_IN_DAY</th>\n",
       "      <th>RATE_DOWN_PAYMENT</th>\n",
       "      <th>RATE_INTEREST_PRIMARY</th>\n",
       "      <th>RATE_INTEREST_PRIVILEGED</th>\n",
       "      <th>DAYS_DECISION</th>\n",
       "      <th>SELLERPLACE_AREA</th>\n",
       "      <th>CNT_PAYMENT</th>\n",
       "      <th>DAYS_FIRST_DRAWING</th>\n",
       "      <th>DAYS_FIRST_DUE</th>\n",
       "      <th>DAYS_LAST_DUE_1ST_VERSION</th>\n",
       "      <th>DAYS_LAST_DUE</th>\n",
       "      <th>DAYS_TERMINATION</th>\n",
       "      <th>NFLAG_INSURED_ON_APPROVAL</th>\n",
       "      <th>NUM_APPS</th>\n",
       "      <th>MONTHS_BALANCE</th>\n",
       "      <th>CNT_INSTALMENT</th>\n",
       "      <th>CNT_INSTALMENT_FUTURE</th>\n",
       "      <th>SK_DPD</th>\n",
       "      <th>SK_DPD_DEF</th>\n",
       "      <th>NUNIQUE_STATUS</th>\n",
       "      <th>CC_MONTHS_BALANCE</th>\n",
       "      <th>AMT_BALANCE</th>\n",
       "      <th>AMT_CREDIT_LIMIT_ACTUAL</th>\n",
       "      <th>AMT_DRAWINGS_ATM_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_OTHER_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_POS_CURRENT</th>\n",
       "      <th>AMT_INST_MIN_REGULARITY</th>\n",
       "      <th>AMT_PAYMENT_CURRENT</th>\n",
       "      <th>AMT_PAYMENT_TOTAL_CURRENT</th>\n",
       "      <th>AMT_RECEIVABLE_PRINCIPAL</th>\n",
       "      <th>AMT_RECIVABLE</th>\n",
       "      <th>AMT_TOTAL_RECEIVABLE</th>\n",
       "      <th>CNT_DRAWINGS_ATM_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_OTHER_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_POS_CURRENT</th>\n",
       "      <th>CNT_INSTALMENT_MATURE_CUM</th>\n",
       "      <th>CC_SK_DPD</th>\n",
       "      <th>CC_SK_DPD_DEF</th>\n",
       "      <th>CC_NUNIQUE_STATUS</th>\n",
       "      <th>NUM_INSTALMENT_VERSION</th>\n",
       "      <th>NUM_INSTALMENT_NUMBER</th>\n",
       "      <th>DAYS_INSTALMENT</th>\n",
       "      <th>DAYS_ENTRY_PAYMENT</th>\n",
       "      <th>AMT_INSTALMENT</th>\n",
       "      <th>AMT_PAYMENT</th>\n",
       "      <th>NAME_CONTRACT_TYPE_Cash loans</th>\n",
       "      <th>NAME_CONTRACT_TYPE_Revolving loans</th>\n",
       "      <th>CODE_GENDER_F</th>\n",
       "      <th>CODE_GENDER_M</th>\n",
       "      <th>CODE_GENDER_XNA</th>\n",
       "      <th>FLAG_OWN_CAR_N</th>\n",
       "      <th>FLAG_OWN_CAR_Y</th>\n",
       "      <th>FLAG_OWN_REALTY_N</th>\n",
       "      <th>FLAG_OWN_REALTY_Y</th>\n",
       "      <th>NAME_TYPE_SUITE_Children</th>\n",
       "      <th>NAME_TYPE_SUITE_Family</th>\n",
       "      <th>NAME_TYPE_SUITE_Group of people</th>\n",
       "      <th>NAME_TYPE_SUITE_Other_A</th>\n",
       "      <th>NAME_TYPE_SUITE_Other_B</th>\n",
       "      <th>NAME_TYPE_SUITE_Spouse, partner</th>\n",
       "      <th>NAME_TYPE_SUITE_Unaccompanied</th>\n",
       "      <th>NAME_INCOME_TYPE_Businessman</th>\n",
       "      <th>NAME_INCOME_TYPE_Commercial associate</th>\n",
       "      <th>NAME_INCOME_TYPE_Maternity leave</th>\n",
       "      <th>NAME_INCOME_TYPE_Pensioner</th>\n",
       "      <th>NAME_INCOME_TYPE_State servant</th>\n",
       "      <th>NAME_INCOME_TYPE_Student</th>\n",
       "      <th>NAME_INCOME_TYPE_Unemployed</th>\n",
       "      <th>NAME_INCOME_TYPE_Working</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Academic degree</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Higher education</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Incomplete higher</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Lower secondary</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Secondary / secondary special</th>\n",
       "      <th>NAME_FAMILY_STATUS_Civil marriage</th>\n",
       "      <th>NAME_FAMILY_STATUS_Married</th>\n",
       "      <th>NAME_FAMILY_STATUS_Separated</th>\n",
       "      <th>NAME_FAMILY_STATUS_Single / not married</th>\n",
       "      <th>NAME_FAMILY_STATUS_Unknown</th>\n",
       "      <th>NAME_FAMILY_STATUS_Widow</th>\n",
       "      <th>NAME_HOUSING_TYPE_Co-op apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_House / apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_Municipal apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_Office apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_Rented apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_With parents</th>\n",
       "      <th>OCCUPATION_TYPE_Accountants</th>\n",
       "      <th>OCCUPATION_TYPE_Cleaning staff</th>\n",
       "      <th>OCCUPATION_TYPE_Cooking staff</th>\n",
       "      <th>OCCUPATION_TYPE_Core staff</th>\n",
       "      <th>OCCUPATION_TYPE_Drivers</th>\n",
       "      <th>OCCUPATION_TYPE_HR staff</th>\n",
       "      <th>OCCUPATION_TYPE_High skill tech staff</th>\n",
       "      <th>OCCUPATION_TYPE_IT staff</th>\n",
       "      <th>OCCUPATION_TYPE_Laborers</th>\n",
       "      <th>OCCUPATION_TYPE_Low-skill Laborers</th>\n",
       "      <th>OCCUPATION_TYPE_Managers</th>\n",
       "      <th>OCCUPATION_TYPE_Medicine staff</th>\n",
       "      <th>OCCUPATION_TYPE_Private service staff</th>\n",
       "      <th>OCCUPATION_TYPE_Realty agents</th>\n",
       "      <th>OCCUPATION_TYPE_Sales staff</th>\n",
       "      <th>OCCUPATION_TYPE_Secretaries</th>\n",
       "      <th>OCCUPATION_TYPE_Security staff</th>\n",
       "      <th>OCCUPATION_TYPE_Waiters/barmen staff</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_FRIDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_MONDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_SATURDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_SUNDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_THURSDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_TUESDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_WEDNESDAY</th>\n",
       "      <th>ORGANIZATION_TYPE_Advertising</th>\n",
       "      <th>ORGANIZATION_TYPE_Agriculture</th>\n",
       "      <th>ORGANIZATION_TYPE_Bank</th>\n",
       "      <th>ORGANIZATION_TYPE_Business Entity Type 1</th>\n",
       "      <th>ORGANIZATION_TYPE_Business Entity Type 2</th>\n",
       "      <th>ORGANIZATION_TYPE_Business Entity Type 3</th>\n",
       "      <th>ORGANIZATION_TYPE_Cleaning</th>\n",
       "      <th>ORGANIZATION_TYPE_Construction</th>\n",
       "      <th>ORGANIZATION_TYPE_Culture</th>\n",
       "      <th>ORGANIZATION_TYPE_Electricity</th>\n",
       "      <th>ORGANIZATION_TYPE_Emergency</th>\n",
       "      <th>ORGANIZATION_TYPE_Government</th>\n",
       "      <th>ORGANIZATION_TYPE_Hotel</th>\n",
       "      <th>ORGANIZATION_TYPE_Housing</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 1</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 10</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 11</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 12</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 13</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 2</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 3</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 4</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 5</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 6</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 7</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 8</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 9</th>\n",
       "      <th>ORGANIZATION_TYPE_Insurance</th>\n",
       "      <th>ORGANIZATION_TYPE_Kindergarten</th>\n",
       "      <th>ORGANIZATION_TYPE_Legal Services</th>\n",
       "      <th>ORGANIZATION_TYPE_Medicine</th>\n",
       "      <th>ORGANIZATION_TYPE_Military</th>\n",
       "      <th>ORGANIZATION_TYPE_Mobile</th>\n",
       "      <th>ORGANIZATION_TYPE_Other</th>\n",
       "      <th>ORGANIZATION_TYPE_Police</th>\n",
       "      <th>ORGANIZATION_TYPE_Postal</th>\n",
       "      <th>ORGANIZATION_TYPE_Realtor</th>\n",
       "      <th>ORGANIZATION_TYPE_Religion</th>\n",
       "      <th>ORGANIZATION_TYPE_Restaurant</th>\n",
       "      <th>ORGANIZATION_TYPE_School</th>\n",
       "      <th>ORGANIZATION_TYPE_Security</th>\n",
       "      <th>ORGANIZATION_TYPE_Security Ministries</th>\n",
       "      <th>ORGANIZATION_TYPE_Self-employed</th>\n",
       "      <th>ORGANIZATION_TYPE_Services</th>\n",
       "      <th>ORGANIZATION_TYPE_Telecom</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 1</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 2</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 3</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 4</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 5</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 6</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 7</th>\n",
       "      <th>ORGANIZATION_TYPE_Transport: type 1</th>\n",
       "      <th>ORGANIZATION_TYPE_Transport: type 2</th>\n",
       "      <th>ORGANIZATION_TYPE_Transport: type 3</th>\n",
       "      <th>ORGANIZATION_TYPE_Transport: type 4</th>\n",
       "      <th>ORGANIZATION_TYPE_University</th>\n",
       "      <th>ORGANIZATION_TYPE_XNA</th>\n",
       "      <th>FONDKAPREMONT_MODE_not specified</th>\n",
       "      <th>FONDKAPREMONT_MODE_org spec account</th>\n",
       "      <th>FONDKAPREMONT_MODE_reg oper account</th>\n",
       "      <th>FONDKAPREMONT_MODE_reg oper spec account</th>\n",
       "      <th>HOUSETYPE_MODE_block of flats</th>\n",
       "      <th>HOUSETYPE_MODE_specific housing</th>\n",
       "      <th>HOUSETYPE_MODE_terraced house</th>\n",
       "      <th>WALLSMATERIAL_MODE_Block</th>\n",
       "      <th>WALLSMATERIAL_MODE_Mixed</th>\n",
       "      <th>WALLSMATERIAL_MODE_Monolithic</th>\n",
       "      <th>WALLSMATERIAL_MODE_Others</th>\n",
       "      <th>WALLSMATERIAL_MODE_Panel</th>\n",
       "      <th>WALLSMATERIAL_MODE_Stone, brick</th>\n",
       "      <th>WALLSMATERIAL_MODE_Wooden</th>\n",
       "      <th>EMERGENCYSTATE_MODE_No</th>\n",
       "      <th>EMERGENCYSTATE_MODE_Yes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100002</td>\n",
       "      <td>0</td>\n",
       "      <td>202500.0</td>\n",
       "      <td>406597.5</td>\n",
       "      <td>24700.5</td>\n",
       "      <td>351000.0</td>\n",
       "      <td>0.018801</td>\n",
       "      <td>-9461</td>\n",
       "      <td>-637</td>\n",
       "      <td>-3648.0</td>\n",
       "      <td>-2120</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.083037</td>\n",
       "      <td>0.262949</td>\n",
       "      <td>0.139376</td>\n",
       "      <td>0.0247</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6192</td>\n",
       "      <td>0.0143</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.0202</td>\n",
       "      <td>0.0190</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0252</td>\n",
       "      <td>0.0383</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6341</td>\n",
       "      <td>0.0144</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0377</td>\n",
       "      <td>0.022</td>\n",
       "      <td>0.0198</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6243</td>\n",
       "      <td>0.0144</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>0.0205</td>\n",
       "      <td>0.0193</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0149</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-1134.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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      ],
      "text/plain": [
       "   SK_ID_CURR  CNT_CHILDREN  AMT_INCOME_TOTAL  AMT_CREDIT_x  AMT_ANNUITY_x  \\\n",
       "0      100002             0          202500.0      406597.5        24700.5   \n",
       "1      100003             0          270000.0     1293502.5        35698.5   \n",
       "\n",
       "   AMT_GOODS_PRICE_x  REGION_POPULATION_RELATIVE  DAYS_BIRTH  DAYS_EMPLOYED  \\\n",
       "0           351000.0                    0.018801       -9461           -637   \n",
       "1          1129500.0                    0.003541      -16765          -1188   \n",
       "\n",
       "   DAYS_REGISTRATION  DAYS_ID_PUBLISH  OWN_CAR_AGE  FLAG_MOBIL  \\\n",
       "0            -3648.0            -2120          NaN           1   \n",
       "1            -1186.0             -291          NaN           1   \n",
       "\n",
       "   FLAG_EMP_PHONE  FLAG_WORK_PHONE  FLAG_CONT_MOBILE  FLAG_PHONE  FLAG_EMAIL  \\\n",
       "0               1                0                 1           1           0   \n",
       "1               1                0                 1           1           0   \n",
       "\n",
       "   CNT_FAM_MEMBERS  REGION_RATING_CLIENT  REGION_RATING_CLIENT_W_CITY  \\\n",
       "0              1.0                     2                            2   \n",
       "1              2.0                     1                            1   \n",
       "\n",
       "   HOUR_APPR_PROCESS_START_x  REG_REGION_NOT_LIVE_REGION  \\\n",
       "0                         10                           0   \n",
       "1                         11                           0   \n",
       "\n",
       "   REG_REGION_NOT_WORK_REGION  LIVE_REGION_NOT_WORK_REGION  \\\n",
       "0                           0                            0   \n",
       "1                           0                            0   \n",
       "\n",
       "   REG_CITY_NOT_LIVE_CITY  REG_CITY_NOT_WORK_CITY  LIVE_CITY_NOT_WORK_CITY  \\\n",
       "0                       0                       0                        0   \n",
       "1                       0                       0                        0   \n",
       "\n",
       "   EXT_SOURCE_1  EXT_SOURCE_2  EXT_SOURCE_3  APARTMENTS_AVG  BASEMENTAREA_AVG  \\\n",
       "0      0.083037      0.262949      0.139376          0.0247            0.0369   \n",
       "1      0.311267      0.622246           NaN          0.0959            0.0529   \n",
       "\n",
       "   YEARS_BEGINEXPLUATATION_AVG  YEARS_BUILD_AVG  COMMONAREA_AVG  \\\n",
       "0                       0.9722           0.6192          0.0143   \n",
       "1                       0.9851           0.7960          0.0605   \n",
       "\n",
       "   ELEVATORS_AVG  ENTRANCES_AVG  FLOORSMAX_AVG  FLOORSMIN_AVG  LANDAREA_AVG  \\\n",
       "0           0.00         0.0690         0.0833         0.1250        0.0369   \n",
       "1           0.08         0.0345         0.2917         0.3333        0.0130   \n",
       "\n",
       "   LIVINGAPARTMENTS_AVG  LIVINGAREA_AVG  NONLIVINGAPARTMENTS_AVG  \\\n",
       "0                0.0202          0.0190                   0.0000   \n",
       "1                0.0773          0.0549                   0.0039   \n",
       "\n",
       "   NONLIVINGAREA_AVG  APARTMENTS_MODE  BASEMENTAREA_MODE  \\\n",
       "0             0.0000           0.0252             0.0383   \n",
       "1             0.0098           0.0924             0.0538   \n",
       "\n",
       "   YEARS_BEGINEXPLUATATION_MODE  YEARS_BUILD_MODE  COMMONAREA_MODE  \\\n",
       "0                        0.9722            0.6341           0.0144   \n",
       "1                        0.9851            0.8040           0.0497   \n",
       "\n",
       "   ELEVATORS_MODE  ENTRANCES_MODE  FLOORSMAX_MODE  FLOORSMIN_MODE  \\\n",
       "0          0.0000          0.0690          0.0833          0.1250   \n",
       "1          0.0806          0.0345          0.2917          0.3333   \n",
       "\n",
       "   LANDAREA_MODE  LIVINGAPARTMENTS_MODE  LIVINGAREA_MODE  \\\n",
       "0         0.0377                  0.022           0.0198   \n",
       "1         0.0128                  0.079           0.0554   \n",
       "\n",
       "   NONLIVINGAPARTMENTS_MODE  NONLIVINGAREA_MODE  APARTMENTS_MEDI  \\\n",
       "0                       0.0                 0.0           0.0250   \n",
       "1                       0.0                 0.0           0.0968   \n",
       "\n",
       "   BASEMENTAREA_MEDI  YEARS_BEGINEXPLUATATION_MEDI  YEARS_BUILD_MEDI  \\\n",
       "0             0.0369                        0.9722            0.6243   \n",
       "1             0.0529                        0.9851            0.7987   \n",
       "\n",
       "   COMMONAREA_MEDI  ELEVATORS_MEDI  ENTRANCES_MEDI  FLOORSMAX_MEDI  \\\n",
       "0           0.0144            0.00          0.0690          0.0833   \n",
       "1           0.0608            0.08          0.0345          0.2917   \n",
       "\n",
       "   FLOORSMIN_MEDI  LANDAREA_MEDI  LIVINGAPARTMENTS_MEDI  LIVINGAREA_MEDI  \\\n",
       "0          0.1250         0.0375                 0.0205           0.0193   \n",
       "1          0.3333         0.0132                 0.0787           0.0558   \n",
       "\n",
       "   NONLIVINGAPARTMENTS_MEDI  NONLIVINGAREA_MEDI  TOTALAREA_MODE  \\\n",
       "0                    0.0000                0.00          0.0149   \n",
       "1                    0.0039                0.01          0.0714   \n",
       "\n",
       "   OBS_30_CNT_SOCIAL_CIRCLE  DEF_30_CNT_SOCIAL_CIRCLE  \\\n",
       "0                       2.0                       2.0   \n",
       "1                       1.0                       0.0   \n",
       "\n",
       "   OBS_60_CNT_SOCIAL_CIRCLE  DEF_60_CNT_SOCIAL_CIRCLE  DAYS_LAST_PHONE_CHANGE  \\\n",
       "0                       2.0                       2.0                 -1134.0   \n",
       "1                       1.0                       0.0                  -828.0   \n",
       "\n",
       "   FLAG_DOCUMENT_2  FLAG_DOCUMENT_3  FLAG_DOCUMENT_4  FLAG_DOCUMENT_5  \\\n",
       "0                0                1                0                0   \n",
       "1                0                1                0                0   \n",
       "\n",
       "   FLAG_DOCUMENT_6  FLAG_DOCUMENT_7  FLAG_DOCUMENT_8  FLAG_DOCUMENT_9  \\\n",
       "0                0                0                0                0   \n",
       "1                0                0                0                0   \n",
       "\n",
       "   FLAG_DOCUMENT_10  FLAG_DOCUMENT_11  FLAG_DOCUMENT_12  FLAG_DOCUMENT_13  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "\n",
       "   FLAG_DOCUMENT_14  FLAG_DOCUMENT_15  FLAG_DOCUMENT_16  FLAG_DOCUMENT_17  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "\n",
       "   FLAG_DOCUMENT_18  FLAG_DOCUMENT_19  FLAG_DOCUMENT_20  FLAG_DOCUMENT_21  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_HOUR  AMT_REQ_CREDIT_BUREAU_DAY  \\\n",
       "0                         0.0                        0.0   \n",
       "1                         0.0                        0.0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_WEEK  AMT_REQ_CREDIT_BUREAU_MON  \\\n",
       "0                         0.0                        0.0   \n",
       "1                         0.0                        0.0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_QRT  AMT_REQ_CREDIT_BUREAU_YEAR  DAYS_CREDIT  \\\n",
       "0                        0.0                         1.0      -874.00   \n",
       "1                        0.0                         0.0     -1400.75   \n",
       "\n",
       "   CREDIT_DAY_OVERDUE  DAYS_CREDIT_ENDDATE  DAYS_ENDDATE_FACT  \\\n",
       "0                 0.0               -349.0        -697.500000   \n",
       "1                 0.0               -544.5       -1097.333333   \n",
       "\n",
       "   AMT_CREDIT_MAX_OVERDUE  CNT_CREDIT_PROLONG  AMT_CREDIT_SUM  \\\n",
       "0                1681.029                 0.0   108131.945625   \n",
       "1                   0.000                 0.0   254350.125000   \n",
       "\n",
       "   AMT_CREDIT_SUM_DEBT  AMT_CREDIT_SUM_LIMIT  AMT_CREDIT_SUM_OVERDUE  \\\n",
       "0              49156.2            7997.14125                     0.0   \n",
       "1                  0.0          202500.00000                     0.0   \n",
       "\n",
       "   DAYS_CREDIT_UPDATE  AMT_ANNUITY_y  STATUS_0  STATUS_1  STATUS_2  STATUS_3  \\\n",
       "0            -499.875            0.0     5.625       4.5       NaN       NaN   \n",
       "1            -816.000            NaN       NaN       NaN       NaN       NaN   \n",
       "\n",
       "   STATUS_4  STATUS_5  STATUS_C  STATUS_X  MONTHS_COUNT  MONTHS_MIN  \\\n",
       "0       NaN       NaN  3.833333       2.5         13.75      -28.25   \n",
       "1       NaN       NaN       NaN       NaN           NaN         NaN   \n",
       "\n",
       "   MONTHS_MAX  BUREAU_CNT  PREV_APP_AMT_ANNUITY  AMT_APPLICATION  \\\n",
       "0       -15.5         8.0              9251.775         179055.0   \n",
       "1         NaN         4.0             56553.990         435436.5   \n",
       "\n",
       "   AMT_CREDIT_y  AMT_DOWN_PAYMENT  AMT_GOODS_PRICE_y  \\\n",
       "0      179055.0               0.0           179055.0   \n",
       "1      484191.0            3442.5           435436.5   \n",
       "\n",
       "   HOUR_APPR_PROCESS_START_y  NFLAG_LAST_APPL_IN_DAY  RATE_DOWN_PAYMENT  \\\n",
       "0                   9.000000                     1.0            0.00000   \n",
       "1                  14.666667                     1.0            0.05003   \n",
       "\n",
       "   RATE_INTEREST_PRIMARY  RATE_INTEREST_PRIVILEGED  DAYS_DECISION  \\\n",
       "0                    NaN                       NaN         -606.0   \n",
       "1                    NaN                       NaN        -1305.0   \n",
       "\n",
       "   SELLERPLACE_AREA  CNT_PAYMENT  DAYS_FIRST_DRAWING  DAYS_FIRST_DUE  \\\n",
       "0             500.0         24.0            365243.0     -565.000000   \n",
       "1             533.0         10.0            365243.0    -1274.333333   \n",
       "\n",
       "   DAYS_LAST_DUE_1ST_VERSION  DAYS_LAST_DUE  DAYS_TERMINATION  \\\n",
       "0                 125.000000     -25.000000        -17.000000   \n",
       "1               -1004.333333   -1054.333333      -1047.333333   \n",
       "\n",
       "   NFLAG_INSURED_ON_APPROVAL  NUM_APPS  MONTHS_BALANCE  CNT_INSTALMENT  \\\n",
       "0                   0.000000       1.0      -10.000000       24.000000   \n",
       "1                   0.666667       3.0      -43.785714       10.107143   \n",
       "\n",
       "   CNT_INSTALMENT_FUTURE  SK_DPD  SK_DPD_DEF  NUNIQUE_STATUS  \\\n",
       "0              15.000000     0.0         0.0             NaN   \n",
       "1               5.785714     0.0         0.0             2.5   \n",
       "\n",
       "   CC_MONTHS_BALANCE  AMT_BALANCE  AMT_CREDIT_LIMIT_ACTUAL  \\\n",
       "0                NaN          NaN                      NaN   \n",
       "1                NaN          NaN                      NaN   \n",
       "\n",
       "   AMT_DRAWINGS_ATM_CURRENT  AMT_DRAWINGS_CURRENT  AMT_DRAWINGS_OTHER_CURRENT  \\\n",
       "0                       NaN                   NaN                         NaN   \n",
       "1                       NaN                   NaN                         NaN   \n",
       "\n",
       "   AMT_DRAWINGS_POS_CURRENT  AMT_INST_MIN_REGULARITY  AMT_PAYMENT_CURRENT  \\\n",
       "0                       NaN                      NaN                  NaN   \n",
       "1                       NaN                      NaN                  NaN   \n",
       "\n",
       "   AMT_PAYMENT_TOTAL_CURRENT  AMT_RECEIVABLE_PRINCIPAL  AMT_RECIVABLE  \\\n",
       "0                        NaN                       NaN            NaN   \n",
       "1                        NaN                       NaN            NaN   \n",
       "\n",
       "   AMT_TOTAL_RECEIVABLE  CNT_DRAWINGS_ATM_CURRENT  CNT_DRAWINGS_CURRENT  \\\n",
       "0                   NaN                       NaN                   NaN   \n",
       "1                   NaN                       NaN                   NaN   \n",
       "\n",
       "   CNT_DRAWINGS_OTHER_CURRENT  CNT_DRAWINGS_POS_CURRENT  \\\n",
       "0                         NaN                       NaN   \n",
       "1                         NaN                       NaN   \n",
       "\n",
       "   CNT_INSTALMENT_MATURE_CUM  CC_SK_DPD  CC_SK_DPD_DEF  CC_NUNIQUE_STATUS  \\\n",
       "0                        NaN        NaN            NaN                NaN   \n",
       "1                        NaN        NaN            NaN                NaN   \n",
       "\n",
       "   NUM_INSTALMENT_VERSION  NUM_INSTALMENT_NUMBER  DAYS_INSTALMENT  \\\n",
       "0                1.052632                  10.00          -295.00   \n",
       "1                1.040000                   5.08         -1378.16   \n",
       "\n",
       "   DAYS_ENTRY_PAYMENT  AMT_INSTALMENT   AMT_PAYMENT  \\\n",
       "0         -315.421053    11559.247105  11559.247105   \n",
       "1        -1385.320000    64754.586000  64754.586000   \n",
       "\n",
       "   NAME_CONTRACT_TYPE_Cash loans  NAME_CONTRACT_TYPE_Revolving loans  \\\n",
       "0                              1                                   0   \n",
       "1                              1                                   0   \n",
       "\n",
       "   CODE_GENDER_F  CODE_GENDER_M  CODE_GENDER_XNA  FLAG_OWN_CAR_N  \\\n",
       "0              0              1                0               1   \n",
       "1              1              0                0               1   \n",
       "\n",
       "   FLAG_OWN_CAR_Y  FLAG_OWN_REALTY_N  FLAG_OWN_REALTY_Y  \\\n",
       "0               0                  0                  1   \n",
       "1               0                  1                  0   \n",
       "\n",
       "   NAME_TYPE_SUITE_Children  NAME_TYPE_SUITE_Family  \\\n",
       "0                         0                       0   \n",
       "1                         0                       1   \n",
       "\n",
       "   NAME_TYPE_SUITE_Group of people  NAME_TYPE_SUITE_Other_A  \\\n",
       "0                                0                        0   \n",
       "1                                0                        0   \n",
       "\n",
       "   NAME_TYPE_SUITE_Other_B  NAME_TYPE_SUITE_Spouse, partner  \\\n",
       "0                        0                                0   \n",
       "1                        0                                0   \n",
       "\n",
       "   NAME_TYPE_SUITE_Unaccompanied  NAME_INCOME_TYPE_Businessman  \\\n",
       "0                              1                             0   \n",
       "1                              0                             0   \n",
       "\n",
       "   NAME_INCOME_TYPE_Commercial associate  NAME_INCOME_TYPE_Maternity leave  \\\n",
       "0                                      0                                 0   \n",
       "1                                      0                                 0   \n",
       "\n",
       "   NAME_INCOME_TYPE_Pensioner  NAME_INCOME_TYPE_State servant  \\\n",
       "0                           0                               0   \n",
       "1                           0                               1   \n",
       "\n",
       "   NAME_INCOME_TYPE_Student  NAME_INCOME_TYPE_Unemployed  \\\n",
       "0                         0                            0   \n",
       "1                         0                            0   \n",
       "\n",
       "   NAME_INCOME_TYPE_Working  NAME_EDUCATION_TYPE_Academic degree  \\\n",
       "0                         1                                    0   \n",
       "1                         0                                    0   \n",
       "\n",
       "   NAME_EDUCATION_TYPE_Higher education  \\\n",
       "0                                     0   \n",
       "1                                     1   \n",
       "\n",
       "   NAME_EDUCATION_TYPE_Incomplete higher  NAME_EDUCATION_TYPE_Lower secondary  \\\n",
       "0                                      0                                    0   \n",
       "1                                      0                                    0   \n",
       "\n",
       "   NAME_EDUCATION_TYPE_Secondary / secondary special  \\\n",
       "0                                                  1   \n",
       "1                                                  0   \n",
       "\n",
       "   NAME_FAMILY_STATUS_Civil marriage  NAME_FAMILY_STATUS_Married  \\\n",
       "0                                  0                           0   \n",
       "1                                  0                           1   \n",
       "\n",
       "   NAME_FAMILY_STATUS_Separated  NAME_FAMILY_STATUS_Single / not married  \\\n",
       "0                             0                                        1   \n",
       "1                             0                                        0   \n",
       "\n",
       "   NAME_FAMILY_STATUS_Unknown  NAME_FAMILY_STATUS_Widow  \\\n",
       "0                           0                         0   \n",
       "1                           0                         0   \n",
       "\n",
       "   NAME_HOUSING_TYPE_Co-op apartment  NAME_HOUSING_TYPE_House / apartment  \\\n",
       "0                                  0                                    1   \n",
       "1                                  0                                    1   \n",
       "\n",
       "   NAME_HOUSING_TYPE_Municipal apartment  NAME_HOUSING_TYPE_Office apartment  \\\n",
       "0                                      0                                   0   \n",
       "1                                      0                                   0   \n",
       "\n",
       "   NAME_HOUSING_TYPE_Rented apartment  NAME_HOUSING_TYPE_With parents  \\\n",
       "0                                   0                               0   \n",
       "1                                   0                               0   \n",
       "\n",
       "   OCCUPATION_TYPE_Accountants  OCCUPATION_TYPE_Cleaning staff  \\\n",
       "0                            0                               0   \n",
       "1                            0                               0   \n",
       "\n",
       "   OCCUPATION_TYPE_Cooking staff  OCCUPATION_TYPE_Core staff  \\\n",
       "0                              0                           0   \n",
       "1                              0                           1   \n",
       "\n",
       "   OCCUPATION_TYPE_Drivers  OCCUPATION_TYPE_HR staff  \\\n",
       "0                        0                         0   \n",
       "1                        0                         0   \n",
       "\n",
       "   OCCUPATION_TYPE_High skill tech staff  OCCUPATION_TYPE_IT staff  \\\n",
       "0                                      0                         0   \n",
       "1                                      0                         0   \n",
       "\n",
       "   OCCUPATION_TYPE_Laborers  OCCUPATION_TYPE_Low-skill Laborers  \\\n",
       "0                         1                                   0   \n",
       "1                         0                                   0   \n",
       "\n",
       "   OCCUPATION_TYPE_Managers  OCCUPATION_TYPE_Medicine staff  \\\n",
       "0                         0                               0   \n",
       "1                         0                               0   \n",
       "\n",
       "   OCCUPATION_TYPE_Private service staff  OCCUPATION_TYPE_Realty agents  \\\n",
       "0                                      0                              0   \n",
       "1                                      0                              0   \n",
       "\n",
       "   OCCUPATION_TYPE_Sales staff  OCCUPATION_TYPE_Secretaries  \\\n",
       "0                            0                            0   \n",
       "1                            0                            0   \n",
       "\n",
       "   OCCUPATION_TYPE_Security staff  OCCUPATION_TYPE_Waiters/barmen staff  \\\n",
       "0                               0                                     0   \n",
       "1                               0                                     0   \n",
       "\n",
       "   WEEKDAY_APPR_PROCESS_START_FRIDAY  WEEKDAY_APPR_PROCESS_START_MONDAY  \\\n",
       "0                                  0                                  0   \n",
       "1                                  0                                  1   \n",
       "\n",
       "   WEEKDAY_APPR_PROCESS_START_SATURDAY  WEEKDAY_APPR_PROCESS_START_SUNDAY  \\\n",
       "0                                    0                                  0   \n",
       "1                                    0                                  0   \n",
       "\n",
       "   WEEKDAY_APPR_PROCESS_START_THURSDAY  WEEKDAY_APPR_PROCESS_START_TUESDAY  \\\n",
       "0                                    0                                   0   \n",
       "1                                    0                                   0   \n",
       "\n",
       "   WEEKDAY_APPR_PROCESS_START_WEDNESDAY  ORGANIZATION_TYPE_Advertising  \\\n",
       "0                                     1                              0   \n",
       "1                                     0                              0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Agriculture  ORGANIZATION_TYPE_Bank  \\\n",
       "0                              0                       0   \n",
       "1                              0                       0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Business Entity Type 1  \\\n",
       "0                                         0   \n",
       "1                                         0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Business Entity Type 2  \\\n",
       "0                                         0   \n",
       "1                                         0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Business Entity Type 3  ORGANIZATION_TYPE_Cleaning  \\\n",
       "0                                         1                           0   \n",
       "1                                         0                           0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Construction  ORGANIZATION_TYPE_Culture  \\\n",
       "0                               0                          0   \n",
       "1                               0                          0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Electricity  ORGANIZATION_TYPE_Emergency  \\\n",
       "0                              0                            0   \n",
       "1                              0                            0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Government  ORGANIZATION_TYPE_Hotel  \\\n",
       "0                             0                        0   \n",
       "1                             0                        0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Housing  ORGANIZATION_TYPE_Industry: type 1  \\\n",
       "0                          0                                   0   \n",
       "1                          0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 10  ORGANIZATION_TYPE_Industry: type 11  \\\n",
       "0                                    0                                    0   \n",
       "1                                    0                                    0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 12  ORGANIZATION_TYPE_Industry: type 13  \\\n",
       "0                                    0                                    0   \n",
       "1                                    0                                    0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 2  ORGANIZATION_TYPE_Industry: type 3  \\\n",
       "0                                   0                                   0   \n",
       "1                                   0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 4  ORGANIZATION_TYPE_Industry: type 5  \\\n",
       "0                                   0                                   0   \n",
       "1                                   0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 6  ORGANIZATION_TYPE_Industry: type 7  \\\n",
       "0                                   0                                   0   \n",
       "1                                   0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 8  ORGANIZATION_TYPE_Industry: type 9  \\\n",
       "0                                   0                                   0   \n",
       "1                                   0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Insurance  ORGANIZATION_TYPE_Kindergarten  \\\n",
       "0                            0                               0   \n",
       "1                            0                               0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Legal Services  ORGANIZATION_TYPE_Medicine  \\\n",
       "0                                 0                           0   \n",
       "1                                 0                           0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Military  ORGANIZATION_TYPE_Mobile  \\\n",
       "0                           0                         0   \n",
       "1                           0                         0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Other  ORGANIZATION_TYPE_Police  \\\n",
       "0                        0                         0   \n",
       "1                        0                         0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Postal  ORGANIZATION_TYPE_Realtor  \\\n",
       "0                         0                          0   \n",
       "1                         0                          0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Religion  ORGANIZATION_TYPE_Restaurant  \\\n",
       "0                           0                             0   \n",
       "1                           0                             0   \n",
       "\n",
       "   ORGANIZATION_TYPE_School  ORGANIZATION_TYPE_Security  \\\n",
       "0                         0                           0   \n",
       "1                         1                           0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Security Ministries  ORGANIZATION_TYPE_Self-employed  \\\n",
       "0                                      0                                0   \n",
       "1                                      0                                0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Services  ORGANIZATION_TYPE_Telecom  \\\n",
       "0                           0                          0   \n",
       "1                           0                          0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Trade: type 1  ORGANIZATION_TYPE_Trade: type 2  \\\n",
       "0                                0                                0   \n",
       "1                                0                                0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Trade: type 3  ORGANIZATION_TYPE_Trade: type 4  \\\n",
       "0                                0                                0   \n",
       "1                                0                                0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Trade: type 5  ORGANIZATION_TYPE_Trade: type 6  \\\n",
       "0                                0                                0   \n",
       "1                                0                                0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Trade: type 7  ORGANIZATION_TYPE_Transport: type 1  \\\n",
       "0                                0                                    0   \n",
       "1                                0                                    0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Transport: type 2  ORGANIZATION_TYPE_Transport: type 3  \\\n",
       "0                                    0                                    0   \n",
       "1                                    0                                    0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Transport: type 4  ORGANIZATION_TYPE_University  \\\n",
       "0                                    0                             0   \n",
       "1                                    0                             0   \n",
       "\n",
       "   ORGANIZATION_TYPE_XNA  FONDKAPREMONT_MODE_not specified  \\\n",
       "0                      0                                 0   \n",
       "1                      0                                 0   \n",
       "\n",
       "   FONDKAPREMONT_MODE_org spec account  FONDKAPREMONT_MODE_reg oper account  \\\n",
       "0                                    0                                    1   \n",
       "1                                    0                                    1   \n",
       "\n",
       "   FONDKAPREMONT_MODE_reg oper spec account  HOUSETYPE_MODE_block of flats  \\\n",
       "0                                         0                              1   \n",
       "1                                         0                              1   \n",
       "\n",
       "   HOUSETYPE_MODE_specific housing  HOUSETYPE_MODE_terraced house  \\\n",
       "0                                0                              0   \n",
       "1                                0                              0   \n",
       "\n",
       "   WALLSMATERIAL_MODE_Block  WALLSMATERIAL_MODE_Mixed  \\\n",
       "0                         0                         0   \n",
       "1                         1                         0   \n",
       "\n",
       "   WALLSMATERIAL_MODE_Monolithic  WALLSMATERIAL_MODE_Others  \\\n",
       "0                              0                          0   \n",
       "1                              0                          0   \n",
       "\n",
       "   WALLSMATERIAL_MODE_Panel  WALLSMATERIAL_MODE_Stone, brick  \\\n",
       "0                         0                                1   \n",
       "1                         0                                0   \n",
       "\n",
       "   WALLSMATERIAL_MODE_Wooden  EMERGENCYSTATE_MODE_No  EMERGENCYSTATE_MODE_Yes  \n",
       "0                          0                       1                        0  \n",
       "1                          0                       1                        0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(app.head(2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "float64    142\n",
      "uint8      140\n",
      "int64       40\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(356255, 322)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(app.dtypes.value_counts())\n",
    "app.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Missing Values Dropping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NaN %</th>\n",
       "      <th>NaN Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>STATUS_4</th>\n",
       "      <td>99.208432</td>\n",
       "      <td>353435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STATUS_5</th>\n",
       "      <td>99.161836</td>\n",
       "      <td>353269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STATUS_3</th>\n",
       "      <td>98.903594</td>\n",
       "      <td>352349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RATE_INTEREST_PRIVILEGED</th>\n",
       "      <td>98.394128</td>\n",
       "      <td>350534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RATE_INTEREST_PRIMARY</th>\n",
       "      <td>98.394128</td>\n",
       "      <td>350534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STATUS_2</th>\n",
       "      <td>97.635402</td>\n",
       "      <td>347831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STATUS_1</th>\n",
       "      <td>86.748256</td>\n",
       "      <td>309045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_NUNIQUE_STATUS</th>\n",
       "      <td>85.466871</td>\n",
       "      <td>304480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_PAYMENT_CURRENT</th>\n",
       "      <td>79.756074</td>\n",
       "      <td>284135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_DRAWINGS_ATM_CURRENT</th>\n",
       "      <td>79.735302</td>\n",
       "      <td>284061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNT_DRAWINGS_ATM_CURRENT</th>\n",
       "      <td>79.735302</td>\n",
       "      <td>284061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_DRAWINGS_OTHER_CURRENT</th>\n",
       "      <td>79.735302</td>\n",
       "      <td>284061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_DRAWINGS_POS_CURRENT</th>\n",
       "      <td>79.735302</td>\n",
       "      <td>284061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNT_DRAWINGS_OTHER_CURRENT</th>\n",
       "      <td>79.735302</td>\n",
       "      <td>284061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNT_DRAWINGS_POS_CURRENT</th>\n",
       "      <td>79.735302</td>\n",
       "      <td>284061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNT_DRAWINGS_CURRENT</th>\n",
       "      <td>70.931496</td>\n",
       "      <td>252697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNT_INSTALMENT_MATURE_CUM</th>\n",
       "      <td>70.931496</td>\n",
       "      <td>252697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_SK_DPD_DEF</th>\n",
       "      <td>70.931496</td>\n",
       "      <td>252697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_SK_DPD</th>\n",
       "      <td>70.931496</td>\n",
       "      <td>252697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_TOTAL_RECEIVABLE</th>\n",
       "      <td>70.931496</td>\n",
       "      <td>252697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_MONTHS_BALANCE</th>\n",
       "      <td>70.931496</td>\n",
       "      <td>252697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_CREDIT_LIMIT_ACTUAL</th>\n",
       "      <td>70.931496</td>\n",
       "      <td>252697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_BALANCE</th>\n",
       "      <td>70.931496</td>\n",
       "      <td>252697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_DRAWINGS_CURRENT</th>\n",
       "      <td>70.931496</td>\n",
       "      <td>252697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_INST_MIN_REGULARITY</th>\n",
       "      <td>70.931496</td>\n",
       "      <td>252697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_PAYMENT_TOTAL_CURRENT</th>\n",
       "      <td>70.931496</td>\n",
       "      <td>252697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_RECEIVABLE_PRINCIPAL</th>\n",
       "      <td>70.931496</td>\n",
       "      <td>252697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_RECIVABLE</th>\n",
       "      <td>70.931496</td>\n",
       "      <td>252697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COMMONAREA_MODE</th>\n",
       "      <td>69.714109</td>\n",
       "      <td>248360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COMMONAREA_MEDI</th>\n",
       "      <td>69.714109</td>\n",
       "      <td>248360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COMMONAREA_AVG</th>\n",
       "      <td>69.714109</td>\n",
       "      <td>248360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STATUS_C</th>\n",
       "      <td>69.313834</td>\n",
       "      <td>246934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NONLIVINGAPARTMENTS_MODE</th>\n",
       "      <td>69.293343</td>\n",
       "      <td>246861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NONLIVINGAPARTMENTS_MEDI</th>\n",
       "      <td>69.293343</td>\n",
       "      <td>246861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NONLIVINGAPARTMENTS_AVG</th>\n",
       "      <td>69.293343</td>\n",
       "      <td>246861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STATUS_X</th>\n",
       "      <td>68.674966</td>\n",
       "      <td>244658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIVINGAPARTMENTS_AVG</th>\n",
       "      <td>68.203674</td>\n",
       "      <td>242979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIVINGAPARTMENTS_MODE</th>\n",
       "      <td>68.203674</td>\n",
       "      <td>242979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIVINGAPARTMENTS_MEDI</th>\n",
       "      <td>68.203674</td>\n",
       "      <td>242979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLOORSMIN_MEDI</th>\n",
       "      <td>67.678489</td>\n",
       "      <td>241108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLOORSMIN_MODE</th>\n",
       "      <td>67.678489</td>\n",
       "      <td>241108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLOORSMIN_AVG</th>\n",
       "      <td>67.678489</td>\n",
       "      <td>241108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_ANNUITY_y</th>\n",
       "      <td>66.814782</td>\n",
       "      <td>238031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEARS_BUILD_MODE</th>\n",
       "      <td>66.330578</td>\n",
       "      <td>236306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEARS_BUILD_MEDI</th>\n",
       "      <td>66.330578</td>\n",
       "      <td>236306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEARS_BUILD_AVG</th>\n",
       "      <td>66.330578</td>\n",
       "      <td>236306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OWN_CAR_AGE</th>\n",
       "      <td>66.031635</td>\n",
       "      <td>235241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STATUS_0</th>\n",
       "      <td>63.314199</td>\n",
       "      <td>225560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MONTHS_COUNT</th>\n",
       "      <td>62.234355</td>\n",
       "      <td>221713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MONTHS_MIN</th>\n",
       "      <td>62.234355</td>\n",
       "      <td>221713</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                NaN %  NaN Count\n",
       "STATUS_4                    99.208432     353435\n",
       "STATUS_5                    99.161836     353269\n",
       "STATUS_3                    98.903594     352349\n",
       "RATE_INTEREST_PRIVILEGED    98.394128     350534\n",
       "RATE_INTEREST_PRIMARY       98.394128     350534\n",
       "STATUS_2                    97.635402     347831\n",
       "STATUS_1                    86.748256     309045\n",
       "CC_NUNIQUE_STATUS           85.466871     304480\n",
       "AMT_PAYMENT_CURRENT         79.756074     284135\n",
       "AMT_DRAWINGS_ATM_CURRENT    79.735302     284061\n",
       "CNT_DRAWINGS_ATM_CURRENT    79.735302     284061\n",
       "AMT_DRAWINGS_OTHER_CURRENT  79.735302     284061\n",
       "AMT_DRAWINGS_POS_CURRENT    79.735302     284061\n",
       "CNT_DRAWINGS_OTHER_CURRENT  79.735302     284061\n",
       "CNT_DRAWINGS_POS_CURRENT    79.735302     284061\n",
       "CNT_DRAWINGS_CURRENT        70.931496     252697\n",
       "CNT_INSTALMENT_MATURE_CUM   70.931496     252697\n",
       "CC_SK_DPD_DEF               70.931496     252697\n",
       "CC_SK_DPD                   70.931496     252697\n",
       "AMT_TOTAL_RECEIVABLE        70.931496     252697\n",
       "CC_MONTHS_BALANCE           70.931496     252697\n",
       "AMT_CREDIT_LIMIT_ACTUAL     70.931496     252697\n",
       "AMT_BALANCE                 70.931496     252697\n",
       "AMT_DRAWINGS_CURRENT        70.931496     252697\n",
       "AMT_INST_MIN_REGULARITY     70.931496     252697\n",
       "AMT_PAYMENT_TOTAL_CURRENT   70.931496     252697\n",
       "AMT_RECEIVABLE_PRINCIPAL    70.931496     252697\n",
       "AMT_RECIVABLE               70.931496     252697\n",
       "COMMONAREA_MODE             69.714109     248360\n",
       "COMMONAREA_MEDI             69.714109     248360\n",
       "COMMONAREA_AVG              69.714109     248360\n",
       "STATUS_C                    69.313834     246934\n",
       "NONLIVINGAPARTMENTS_MODE    69.293343     246861\n",
       "NONLIVINGAPARTMENTS_MEDI    69.293343     246861\n",
       "NONLIVINGAPARTMENTS_AVG     69.293343     246861\n",
       "STATUS_X                    68.674966     244658\n",
       "LIVINGAPARTMENTS_AVG        68.203674     242979\n",
       "LIVINGAPARTMENTS_MODE       68.203674     242979\n",
       "LIVINGAPARTMENTS_MEDI       68.203674     242979\n",
       "FLOORSMIN_MEDI              67.678489     241108\n",
       "FLOORSMIN_MODE              67.678489     241108\n",
       "FLOORSMIN_AVG               67.678489     241108\n",
       "AMT_ANNUITY_y               66.814782     238031\n",
       "YEARS_BUILD_MODE            66.330578     236306\n",
       "YEARS_BUILD_MEDI            66.330578     236306\n",
       "YEARS_BUILD_AVG             66.330578     236306\n",
       "OWN_CAR_AGE                 66.031635     235241\n",
       "STATUS_0                    63.314199     225560\n",
       "MONTHS_COUNT                62.234355     221713\n",
       "MONTHS_MIN                  62.234355     221713"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "missing_vals = compute_missing_values(app)\n",
    "display(missing_vals.head(50))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "to_remove = idx_of_missing_values(missing_vals)\n",
    "app.drop(columns=to_remove, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Continuous Imputation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "numerical = app.select_dtypes('float64').columns.tolist()\n",
    "imputer = Imputer(strategy = 'median')\n",
    "\n",
    "app[numerical] = imputer.fit_transform(app[numerical])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Continuous Features Normalization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th>CNT_CHILDREN</th>\n",
       "      <th>AMT_INCOME_TOTAL</th>\n",
       "      <th>AMT_CREDIT_x</th>\n",
       "      <th>AMT_ANNUITY_x</th>\n",
       "      <th>AMT_GOODS_PRICE_x</th>\n",
       "      <th>REGION_POPULATION_RELATIVE</th>\n",
       "      <th>DAYS_BIRTH</th>\n",
       "      <th>DAYS_EMPLOYED</th>\n",
       "      <th>DAYS_REGISTRATION</th>\n",
       "      <th>DAYS_ID_PUBLISH</th>\n",
       "      <th>OWN_CAR_AGE</th>\n",
       "      <th>FLAG_MOBIL</th>\n",
       "      <th>FLAG_EMP_PHONE</th>\n",
       "      <th>FLAG_WORK_PHONE</th>\n",
       "      <th>FLAG_CONT_MOBILE</th>\n",
       "      <th>FLAG_PHONE</th>\n",
       "      <th>FLAG_EMAIL</th>\n",
       "      <th>CNT_FAM_MEMBERS</th>\n",
       "      <th>REGION_RATING_CLIENT</th>\n",
       "      <th>REGION_RATING_CLIENT_W_CITY</th>\n",
       "      <th>HOUR_APPR_PROCESS_START_x</th>\n",
       "      <th>REG_REGION_NOT_LIVE_REGION</th>\n",
       "      <th>REG_REGION_NOT_WORK_REGION</th>\n",
       "      <th>LIVE_REGION_NOT_WORK_REGION</th>\n",
       "      <th>REG_CITY_NOT_LIVE_CITY</th>\n",
       "      <th>REG_CITY_NOT_WORK_CITY</th>\n",
       "      <th>LIVE_CITY_NOT_WORK_CITY</th>\n",
       "      <th>EXT_SOURCE_1</th>\n",
       "      <th>EXT_SOURCE_2</th>\n",
       "      <th>EXT_SOURCE_3</th>\n",
       "      <th>APARTMENTS_AVG</th>\n",
       "      <th>BASEMENTAREA_AVG</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_AVG</th>\n",
       "      <th>YEARS_BUILD_AVG</th>\n",
       "      <th>COMMONAREA_AVG</th>\n",
       "      <th>ELEVATORS_AVG</th>\n",
       "      <th>ENTRANCES_AVG</th>\n",
       "      <th>FLOORSMAX_AVG</th>\n",
       "      <th>FLOORSMIN_AVG</th>\n",
       "      <th>LANDAREA_AVG</th>\n",
       "      <th>LIVINGAPARTMENTS_AVG</th>\n",
       "      <th>LIVINGAREA_AVG</th>\n",
       "      <th>NONLIVINGAPARTMENTS_AVG</th>\n",
       "      <th>NONLIVINGAREA_AVG</th>\n",
       "      <th>APARTMENTS_MODE</th>\n",
       "      <th>BASEMENTAREA_MODE</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MODE</th>\n",
       "      <th>YEARS_BUILD_MODE</th>\n",
       "      <th>COMMONAREA_MODE</th>\n",
       "      <th>ELEVATORS_MODE</th>\n",
       "      <th>ENTRANCES_MODE</th>\n",
       "      <th>FLOORSMAX_MODE</th>\n",
       "      <th>FLOORSMIN_MODE</th>\n",
       "      <th>LANDAREA_MODE</th>\n",
       "      <th>LIVINGAPARTMENTS_MODE</th>\n",
       "      <th>LIVINGAREA_MODE</th>\n",
       "      <th>NONLIVINGAPARTMENTS_MODE</th>\n",
       "      <th>NONLIVINGAREA_MODE</th>\n",
       "      <th>APARTMENTS_MEDI</th>\n",
       "      <th>BASEMENTAREA_MEDI</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MEDI</th>\n",
       "      <th>YEARS_BUILD_MEDI</th>\n",
       "      <th>COMMONAREA_MEDI</th>\n",
       "      <th>ELEVATORS_MEDI</th>\n",
       "      <th>ENTRANCES_MEDI</th>\n",
       "      <th>FLOORSMAX_MEDI</th>\n",
       "      <th>FLOORSMIN_MEDI</th>\n",
       "      <th>LANDAREA_MEDI</th>\n",
       "      <th>LIVINGAPARTMENTS_MEDI</th>\n",
       "      <th>LIVINGAREA_MEDI</th>\n",
       "      <th>NONLIVINGAPARTMENTS_MEDI</th>\n",
       "      <th>NONLIVINGAREA_MEDI</th>\n",
       "      <th>TOTALAREA_MODE</th>\n",
       "      <th>OBS_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DEF_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>OBS_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DEF_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DAYS_LAST_PHONE_CHANGE</th>\n",
       "      <th>FLAG_DOCUMENT_2</th>\n",
       "      <th>FLAG_DOCUMENT_3</th>\n",
       "      <th>FLAG_DOCUMENT_4</th>\n",
       "      <th>FLAG_DOCUMENT_5</th>\n",
       "      <th>FLAG_DOCUMENT_6</th>\n",
       "      <th>FLAG_DOCUMENT_7</th>\n",
       "      <th>FLAG_DOCUMENT_8</th>\n",
       "      <th>FLAG_DOCUMENT_9</th>\n",
       "      <th>FLAG_DOCUMENT_10</th>\n",
       "      <th>FLAG_DOCUMENT_11</th>\n",
       "      <th>FLAG_DOCUMENT_12</th>\n",
       "      <th>FLAG_DOCUMENT_13</th>\n",
       "      <th>FLAG_DOCUMENT_14</th>\n",
       "      <th>FLAG_DOCUMENT_15</th>\n",
       "      <th>FLAG_DOCUMENT_16</th>\n",
       "      <th>FLAG_DOCUMENT_17</th>\n",
       "      <th>FLAG_DOCUMENT_18</th>\n",
       "      <th>FLAG_DOCUMENT_19</th>\n",
       "      <th>FLAG_DOCUMENT_20</th>\n",
       "      <th>FLAG_DOCUMENT_21</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_HOUR</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_DAY</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_WEEK</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_MON</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_QRT</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_YEAR</th>\n",
       "      <th>DAYS_CREDIT</th>\n",
       "      <th>CREDIT_DAY_OVERDUE</th>\n",
       "      <th>DAYS_CREDIT_ENDDATE</th>\n",
       "      <th>DAYS_ENDDATE_FACT</th>\n",
       "      <th>AMT_CREDIT_MAX_OVERDUE</th>\n",
       "      <th>CNT_CREDIT_PROLONG</th>\n",
       "      <th>AMT_CREDIT_SUM</th>\n",
       "      <th>AMT_CREDIT_SUM_DEBT</th>\n",
       "      <th>AMT_CREDIT_SUM_LIMIT</th>\n",
       "      <th>AMT_CREDIT_SUM_OVERDUE</th>\n",
       "      <th>DAYS_CREDIT_UPDATE</th>\n",
       "      <th>AMT_ANNUITY_y</th>\n",
       "      <th>STATUS_0</th>\n",
       "      <th>STATUS_1</th>\n",
       "      <th>STATUS_C</th>\n",
       "      <th>STATUS_X</th>\n",
       "      <th>MONTHS_COUNT</th>\n",
       "      <th>MONTHS_MIN</th>\n",
       "      <th>MONTHS_MAX</th>\n",
       "      <th>BUREAU_CNT</th>\n",
       "      <th>PREV_APP_AMT_ANNUITY</th>\n",
       "      <th>AMT_APPLICATION</th>\n",
       "      <th>AMT_CREDIT_y</th>\n",
       "      <th>AMT_DOWN_PAYMENT</th>\n",
       "      <th>AMT_GOODS_PRICE_y</th>\n",
       "      <th>HOUR_APPR_PROCESS_START_y</th>\n",
       "      <th>NFLAG_LAST_APPL_IN_DAY</th>\n",
       "      <th>RATE_DOWN_PAYMENT</th>\n",
       "      <th>DAYS_DECISION</th>\n",
       "      <th>SELLERPLACE_AREA</th>\n",
       "      <th>CNT_PAYMENT</th>\n",
       "      <th>DAYS_FIRST_DRAWING</th>\n",
       "      <th>DAYS_FIRST_DUE</th>\n",
       "      <th>DAYS_LAST_DUE_1ST_VERSION</th>\n",
       "      <th>DAYS_LAST_DUE</th>\n",
       "      <th>DAYS_TERMINATION</th>\n",
       "      <th>NFLAG_INSURED_ON_APPROVAL</th>\n",
       "      <th>NUM_APPS</th>\n",
       "      <th>MONTHS_BALANCE</th>\n",
       "      <th>CNT_INSTALMENT</th>\n",
       "      <th>CNT_INSTALMENT_FUTURE</th>\n",
       "      <th>SK_DPD</th>\n",
       "      <th>SK_DPD_DEF</th>\n",
       "      <th>NUNIQUE_STATUS</th>\n",
       "      <th>CC_MONTHS_BALANCE</th>\n",
       "      <th>AMT_BALANCE</th>\n",
       "      <th>AMT_CREDIT_LIMIT_ACTUAL</th>\n",
       "      <th>AMT_DRAWINGS_ATM_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_OTHER_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_POS_CURRENT</th>\n",
       "      <th>AMT_INST_MIN_REGULARITY</th>\n",
       "      <th>AMT_PAYMENT_CURRENT</th>\n",
       "      <th>AMT_PAYMENT_TOTAL_CURRENT</th>\n",
       "      <th>AMT_RECEIVABLE_PRINCIPAL</th>\n",
       "      <th>AMT_RECIVABLE</th>\n",
       "      <th>AMT_TOTAL_RECEIVABLE</th>\n",
       "      <th>CNT_DRAWINGS_ATM_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_OTHER_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_POS_CURRENT</th>\n",
       "      <th>CNT_INSTALMENT_MATURE_CUM</th>\n",
       "      <th>CC_SK_DPD</th>\n",
       "      <th>CC_SK_DPD_DEF</th>\n",
       "      <th>CC_NUNIQUE_STATUS</th>\n",
       "      <th>NUM_INSTALMENT_VERSION</th>\n",
       "      <th>NUM_INSTALMENT_NUMBER</th>\n",
       "      <th>DAYS_INSTALMENT</th>\n",
       "      <th>DAYS_ENTRY_PAYMENT</th>\n",
       "      <th>AMT_INSTALMENT</th>\n",
       "      <th>AMT_PAYMENT</th>\n",
       "      <th>NAME_CONTRACT_TYPE_Cash loans</th>\n",
       "      <th>NAME_CONTRACT_TYPE_Revolving loans</th>\n",
       "      <th>CODE_GENDER_F</th>\n",
       "      <th>CODE_GENDER_M</th>\n",
       "      <th>CODE_GENDER_XNA</th>\n",
       "      <th>FLAG_OWN_CAR_N</th>\n",
       "      <th>FLAG_OWN_CAR_Y</th>\n",
       "      <th>FLAG_OWN_REALTY_N</th>\n",
       "      <th>FLAG_OWN_REALTY_Y</th>\n",
       "      <th>NAME_TYPE_SUITE_Children</th>\n",
       "      <th>NAME_TYPE_SUITE_Family</th>\n",
       "      <th>NAME_TYPE_SUITE_Group of people</th>\n",
       "      <th>NAME_TYPE_SUITE_Other_A</th>\n",
       "      <th>NAME_TYPE_SUITE_Other_B</th>\n",
       "      <th>NAME_TYPE_SUITE_Spouse, partner</th>\n",
       "      <th>NAME_TYPE_SUITE_Unaccompanied</th>\n",
       "      <th>NAME_INCOME_TYPE_Businessman</th>\n",
       "      <th>NAME_INCOME_TYPE_Commercial associate</th>\n",
       "      <th>NAME_INCOME_TYPE_Maternity leave</th>\n",
       "      <th>NAME_INCOME_TYPE_Pensioner</th>\n",
       "      <th>NAME_INCOME_TYPE_State servant</th>\n",
       "      <th>NAME_INCOME_TYPE_Student</th>\n",
       "      <th>NAME_INCOME_TYPE_Unemployed</th>\n",
       "      <th>NAME_INCOME_TYPE_Working</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Academic degree</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Higher education</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Incomplete higher</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Lower secondary</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Secondary / secondary special</th>\n",
       "      <th>NAME_FAMILY_STATUS_Civil marriage</th>\n",
       "      <th>NAME_FAMILY_STATUS_Married</th>\n",
       "      <th>NAME_FAMILY_STATUS_Separated</th>\n",
       "      <th>NAME_FAMILY_STATUS_Single / not married</th>\n",
       "      <th>NAME_FAMILY_STATUS_Unknown</th>\n",
       "      <th>NAME_FAMILY_STATUS_Widow</th>\n",
       "      <th>NAME_HOUSING_TYPE_Co-op apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_House / apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_Municipal apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_Office apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_Rented apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_With parents</th>\n",
       "      <th>OCCUPATION_TYPE_Accountants</th>\n",
       "      <th>OCCUPATION_TYPE_Cleaning staff</th>\n",
       "      <th>OCCUPATION_TYPE_Cooking staff</th>\n",
       "      <th>OCCUPATION_TYPE_Core staff</th>\n",
       "      <th>OCCUPATION_TYPE_Drivers</th>\n",
       "      <th>OCCUPATION_TYPE_HR staff</th>\n",
       "      <th>OCCUPATION_TYPE_High skill tech staff</th>\n",
       "      <th>OCCUPATION_TYPE_IT staff</th>\n",
       "      <th>OCCUPATION_TYPE_Laborers</th>\n",
       "      <th>OCCUPATION_TYPE_Low-skill Laborers</th>\n",
       "      <th>OCCUPATION_TYPE_Managers</th>\n",
       "      <th>OCCUPATION_TYPE_Medicine staff</th>\n",
       "      <th>OCCUPATION_TYPE_Private service staff</th>\n",
       "      <th>OCCUPATION_TYPE_Realty agents</th>\n",
       "      <th>OCCUPATION_TYPE_Sales staff</th>\n",
       "      <th>OCCUPATION_TYPE_Secretaries</th>\n",
       "      <th>OCCUPATION_TYPE_Security staff</th>\n",
       "      <th>OCCUPATION_TYPE_Waiters/barmen staff</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_FRIDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_MONDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_SATURDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_SUNDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_THURSDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_TUESDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_WEDNESDAY</th>\n",
       "      <th>ORGANIZATION_TYPE_Advertising</th>\n",
       "      <th>ORGANIZATION_TYPE_Agriculture</th>\n",
       "      <th>ORGANIZATION_TYPE_Bank</th>\n",
       "      <th>ORGANIZATION_TYPE_Business Entity Type 1</th>\n",
       "      <th>ORGANIZATION_TYPE_Business Entity Type 2</th>\n",
       "      <th>ORGANIZATION_TYPE_Business Entity Type 3</th>\n",
       "      <th>ORGANIZATION_TYPE_Cleaning</th>\n",
       "      <th>ORGANIZATION_TYPE_Construction</th>\n",
       "      <th>ORGANIZATION_TYPE_Culture</th>\n",
       "      <th>ORGANIZATION_TYPE_Electricity</th>\n",
       "      <th>ORGANIZATION_TYPE_Emergency</th>\n",
       "      <th>ORGANIZATION_TYPE_Government</th>\n",
       "      <th>ORGANIZATION_TYPE_Hotel</th>\n",
       "      <th>ORGANIZATION_TYPE_Housing</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 1</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 10</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 11</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 12</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 13</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 2</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 3</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 4</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 5</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 6</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 7</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 8</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 9</th>\n",
       "      <th>ORGANIZATION_TYPE_Insurance</th>\n",
       "      <th>ORGANIZATION_TYPE_Kindergarten</th>\n",
       "      <th>ORGANIZATION_TYPE_Legal Services</th>\n",
       "      <th>ORGANIZATION_TYPE_Medicine</th>\n",
       "      <th>ORGANIZATION_TYPE_Military</th>\n",
       "      <th>ORGANIZATION_TYPE_Mobile</th>\n",
       "      <th>ORGANIZATION_TYPE_Other</th>\n",
       "      <th>ORGANIZATION_TYPE_Police</th>\n",
       "      <th>ORGANIZATION_TYPE_Postal</th>\n",
       "      <th>ORGANIZATION_TYPE_Realtor</th>\n",
       "      <th>ORGANIZATION_TYPE_Religion</th>\n",
       "      <th>ORGANIZATION_TYPE_Restaurant</th>\n",
       "      <th>ORGANIZATION_TYPE_School</th>\n",
       "      <th>ORGANIZATION_TYPE_Security</th>\n",
       "      <th>ORGANIZATION_TYPE_Security Ministries</th>\n",
       "      <th>ORGANIZATION_TYPE_Self-employed</th>\n",
       "      <th>ORGANIZATION_TYPE_Services</th>\n",
       "      <th>ORGANIZATION_TYPE_Telecom</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 1</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 2</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 3</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 4</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 5</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 6</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 7</th>\n",
       "      <th>ORGANIZATION_TYPE_Transport: type 1</th>\n",
       "      <th>ORGANIZATION_TYPE_Transport: type 2</th>\n",
       "      <th>ORGANIZATION_TYPE_Transport: type 3</th>\n",
       "      <th>ORGANIZATION_TYPE_Transport: type 4</th>\n",
       "      <th>ORGANIZATION_TYPE_University</th>\n",
       "      <th>ORGANIZATION_TYPE_XNA</th>\n",
       "      <th>FONDKAPREMONT_MODE_not specified</th>\n",
       "      <th>FONDKAPREMONT_MODE_org spec account</th>\n",
       "      <th>FONDKAPREMONT_MODE_reg oper account</th>\n",
       "      <th>FONDKAPREMONT_MODE_reg oper spec account</th>\n",
       "      <th>HOUSETYPE_MODE_block of flats</th>\n",
       "      <th>HOUSETYPE_MODE_specific housing</th>\n",
       "      <th>HOUSETYPE_MODE_terraced house</th>\n",
       "      <th>WALLSMATERIAL_MODE_Block</th>\n",
       "      <th>WALLSMATERIAL_MODE_Mixed</th>\n",
       "      <th>WALLSMATERIAL_MODE_Monolithic</th>\n",
       "      <th>WALLSMATERIAL_MODE_Others</th>\n",
       "      <th>WALLSMATERIAL_MODE_Panel</th>\n",
       "      <th>WALLSMATERIAL_MODE_Stone, brick</th>\n",
       "      <th>WALLSMATERIAL_MODE_Wooden</th>\n",
       "      <th>EMERGENCYSTATE_MODE_No</th>\n",
       "      <th>EMERGENCYSTATE_MODE_Yes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100002</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001512</td>\n",
       "      <td>0.090287</td>\n",
       "      <td>0.090032</td>\n",
       "      <td>0.077441</td>\n",
       "      <td>0.256702</td>\n",
       "      <td>-9461</td>\n",
       "      <td>-637</td>\n",
       "      <td>0.852140</td>\n",
       "      <td>-2120</td>\n",
       "      <td>0.098901</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.073300</td>\n",
       "      <td>0.307542</td>\n",
       "      <td>0.155054</td>\n",
       "      <td>0.0247</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6192</td>\n",
       "      <td>0.0143</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.0202</td>\n",
       "      <td>0.0190</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0252</td>\n",
       "      <td>0.0383</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6341</td>\n",
       "      <td>0.0144</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0377</td>\n",
       "      <td>0.022</td>\n",
       "      <td>0.0198</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6243</td>\n",
       "      <td>0.0144</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>0.0205</td>\n",
       "      <td>0.0193</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0149</td>\n",
       "      <td>0.005650</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.005698</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.739968</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.700890</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.568281</td>\n",
       "      <td>0.916731</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000546</td>\n",
       "      <td>0.02144</td>\n",
       "      <td>0.023030</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.987737</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.049731</td>\n",
       "      <td>0.079545</td>\n",
       "      <td>0.029825</td>\n",
       "      <td>0.015789</td>\n",
       "      <td>0.132812</td>\n",
       "      <td>0.705729</td>\n",
       "      <td>0.831522</td>\n",
       "      <td>0.060870</td>\n",
       "      <td>0.030796</td>\n",
       "      <td>0.044211</td>\n",
       "      <td>0.044211</td>\n",
       "      <td>1.111111e-07</td>\n",
       "      <td>0.044211</td>\n",
       "      <td>0.391304</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000008</td>\n",
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       "      <td>0.000125</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.006318</td>\n",
       "      <td>0.007942</td>\n",
       "      <td>0.007764</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.905263</td>\n",
       "      <td>0.323944</td>\n",
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       "      <td>0.250</td>\n",
       "      <td>0.776331</td>\n",
       "      <td>0.029978</td>\n",
       "      <td>0.11037</td>\n",
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       "      <td>0.037744</td>\n",
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       "      <td>0.062846</td>\n",
       "      <td>0.899966</td>\n",
       "      <td>0.898168</td>\n",
       "      <td>0.004615</td>\n",
       "      <td>0.004615</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "      <td>0.132924</td>\n",
       "      <td>0.271605</td>\n",
       "      <td>0.045506</td>\n",
       "      <td>-16765</td>\n",
       "      <td>-1188</td>\n",
       "      <td>0.951929</td>\n",
       "      <td>-291</td>\n",
       "      <td>0.098901</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>0.313736</td>\n",
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       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0130</td>\n",
       "      <td>0.0773</td>\n",
       "      <td>0.0549</td>\n",
       "      <td>0.0039</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>0.0924</td>\n",
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       "      <td>0.0806</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
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       "      <td>0.0128</td>\n",
       "      <td>0.079</td>\n",
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       "      <td>0.9851</td>\n",
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       "      <td>0.0608</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
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       "      <td>0.0132</td>\n",
       "      <td>0.0787</td>\n",
       "      <td>0.0558</td>\n",
       "      <td>0.0039</td>\n",
       "      <td>0.01</td>\n",
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       "      <td>0.002825</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.002849</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.810135</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SK_ID_CURR  CNT_CHILDREN  AMT_INCOME_TOTAL  AMT_CREDIT_x  AMT_ANNUITY_x  \\\n",
       "0      100002             0          0.001512      0.090287       0.090032   \n",
       "1      100003             0          0.002089      0.311736       0.132924   \n",
       "\n",
       "   AMT_GOODS_PRICE_x  REGION_POPULATION_RELATIVE  DAYS_BIRTH  DAYS_EMPLOYED  \\\n",
       "0           0.077441                    0.256702       -9461           -637   \n",
       "1           0.271605                    0.045506      -16765          -1188   \n",
       "\n",
       "   DAYS_REGISTRATION  DAYS_ID_PUBLISH  OWN_CAR_AGE  FLAG_MOBIL  \\\n",
       "0           0.852140            -2120     0.098901           1   \n",
       "1           0.951929             -291     0.098901           1   \n",
       "\n",
       "   FLAG_EMP_PHONE  FLAG_WORK_PHONE  FLAG_CONT_MOBILE  FLAG_PHONE  FLAG_EMAIL  \\\n",
       "0               1                0                 1           1           0   \n",
       "1               1                0                 1           1           0   \n",
       "\n",
       "   CNT_FAM_MEMBERS  REGION_RATING_CLIENT  REGION_RATING_CLIENT_W_CITY  \\\n",
       "0             0.00                     2                            2   \n",
       "1             0.05                     1                            1   \n",
       "\n",
       "   HOUR_APPR_PROCESS_START_x  REG_REGION_NOT_LIVE_REGION  \\\n",
       "0                         10                           0   \n",
       "1                         11                           0   \n",
       "\n",
       "   REG_REGION_NOT_WORK_REGION  LIVE_REGION_NOT_WORK_REGION  \\\n",
       "0                           0                            0   \n",
       "1                           0                            0   \n",
       "\n",
       "   REG_CITY_NOT_LIVE_CITY  REG_CITY_NOT_WORK_CITY  LIVE_CITY_NOT_WORK_CITY  \\\n",
       "0                       0                       0                        0   \n",
       "1                       0                       0                        0   \n",
       "\n",
       "   EXT_SOURCE_1  EXT_SOURCE_2  EXT_SOURCE_3  APARTMENTS_AVG  BASEMENTAREA_AVG  \\\n",
       "0      0.073300      0.307542      0.155054          0.0247            0.0369   \n",
       "1      0.313736      0.727773      0.595159          0.0959            0.0529   \n",
       "\n",
       "   YEARS_BEGINEXPLUATATION_AVG  YEARS_BUILD_AVG  COMMONAREA_AVG  \\\n",
       "0                       0.9722           0.6192          0.0143   \n",
       "1                       0.9851           0.7960          0.0605   \n",
       "\n",
       "   ELEVATORS_AVG  ENTRANCES_AVG  FLOORSMAX_AVG  FLOORSMIN_AVG  LANDAREA_AVG  \\\n",
       "0           0.00         0.0690         0.0833         0.1250        0.0369   \n",
       "1           0.08         0.0345         0.2917         0.3333        0.0130   \n",
       "\n",
       "   LIVINGAPARTMENTS_AVG  LIVINGAREA_AVG  NONLIVINGAPARTMENTS_AVG  \\\n",
       "0                0.0202          0.0190                   0.0000   \n",
       "1                0.0773          0.0549                   0.0039   \n",
       "\n",
       "   NONLIVINGAREA_AVG  APARTMENTS_MODE  BASEMENTAREA_MODE  \\\n",
       "0             0.0000           0.0252             0.0383   \n",
       "1             0.0098           0.0924             0.0538   \n",
       "\n",
       "   YEARS_BEGINEXPLUATATION_MODE  YEARS_BUILD_MODE  COMMONAREA_MODE  \\\n",
       "0                        0.9722            0.6341           0.0144   \n",
       "1                        0.9851            0.8040           0.0497   \n",
       "\n",
       "   ELEVATORS_MODE  ENTRANCES_MODE  FLOORSMAX_MODE  FLOORSMIN_MODE  \\\n",
       "0          0.0000          0.0690          0.0833          0.1250   \n",
       "1          0.0806          0.0345          0.2917          0.3333   \n",
       "\n",
       "   LANDAREA_MODE  LIVINGAPARTMENTS_MODE  LIVINGAREA_MODE  \\\n",
       "0         0.0377                  0.022           0.0198   \n",
       "1         0.0128                  0.079           0.0554   \n",
       "\n",
       "   NONLIVINGAPARTMENTS_MODE  NONLIVINGAREA_MODE  APARTMENTS_MEDI  \\\n",
       "0                       0.0                 0.0           0.0250   \n",
       "1                       0.0                 0.0           0.0968   \n",
       "\n",
       "   BASEMENTAREA_MEDI  YEARS_BEGINEXPLUATATION_MEDI  YEARS_BUILD_MEDI  \\\n",
       "0             0.0369                        0.9722            0.6243   \n",
       "1             0.0529                        0.9851            0.7987   \n",
       "\n",
       "   COMMONAREA_MEDI  ELEVATORS_MEDI  ENTRANCES_MEDI  FLOORSMAX_MEDI  \\\n",
       "0           0.0144            0.00          0.0690          0.0833   \n",
       "1           0.0608            0.08          0.0345          0.2917   \n",
       "\n",
       "   FLOORSMIN_MEDI  LANDAREA_MEDI  LIVINGAPARTMENTS_MEDI  LIVINGAREA_MEDI  \\\n",
       "0          0.1250         0.0375                 0.0205           0.0193   \n",
       "1          0.3333         0.0132                 0.0787           0.0558   \n",
       "\n",
       "   NONLIVINGAPARTMENTS_MEDI  NONLIVINGAREA_MEDI  TOTALAREA_MODE  \\\n",
       "0                    0.0000                0.00          0.0149   \n",
       "1                    0.0039                0.01          0.0714   \n",
       "\n",
       "   OBS_30_CNT_SOCIAL_CIRCLE  DEF_30_CNT_SOCIAL_CIRCLE  \\\n",
       "0                  0.005650                  0.058824   \n",
       "1                  0.002825                  0.000000   \n",
       "\n",
       "   OBS_60_CNT_SOCIAL_CIRCLE  DEF_60_CNT_SOCIAL_CIRCLE  DAYS_LAST_PHONE_CHANGE  \\\n",
       "0                  0.005698                  0.083333                0.739968   \n",
       "1                  0.002849                  0.000000                0.810135   \n",
       "\n",
       "   FLAG_DOCUMENT_2  FLAG_DOCUMENT_3  FLAG_DOCUMENT_4  FLAG_DOCUMENT_5  \\\n",
       "0                0                1                0                0   \n",
       "1                0                1                0                0   \n",
       "\n",
       "   FLAG_DOCUMENT_6  FLAG_DOCUMENT_7  FLAG_DOCUMENT_8  FLAG_DOCUMENT_9  \\\n",
       "0                0                0                0                0   \n",
       "1                0                0                0                0   \n",
       "\n",
       "   FLAG_DOCUMENT_10  FLAG_DOCUMENT_11  FLAG_DOCUMENT_12  FLAG_DOCUMENT_13  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "\n",
       "   FLAG_DOCUMENT_14  FLAG_DOCUMENT_15  FLAG_DOCUMENT_16  FLAG_DOCUMENT_17  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "\n",
       "   FLAG_DOCUMENT_18  FLAG_DOCUMENT_19  FLAG_DOCUMENT_20  FLAG_DOCUMENT_21  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_HOUR  AMT_REQ_CREDIT_BUREAU_DAY  \\\n",
       "0                         0.0                        0.0   \n",
       "1                         0.0                        0.0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_WEEK  AMT_REQ_CREDIT_BUREAU_MON  \\\n",
       "0                         0.0                        0.0   \n",
       "1                         0.0                        0.0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_QRT  AMT_REQ_CREDIT_BUREAU_YEAR  DAYS_CREDIT  \\\n",
       "0                        0.0                        0.04     0.700890   \n",
       "1                        0.0                        0.00     0.520619   \n",
       "\n",
       "   CREDIT_DAY_OVERDUE  DAYS_CREDIT_ENDDATE  DAYS_ENDDATE_FACT  \\\n",
       "0                 0.0             0.568281           0.916731   \n",
       "1                 0.0             0.565606           0.868999   \n",
       "\n",
       "   AMT_CREDIT_MAX_OVERDUE  CNT_CREDIT_PROLONG  AMT_CREDIT_SUM  \\\n",
       "0                0.000014                 0.0        0.000546   \n",
       "1                0.000000                 0.0        0.001284   \n",
       "\n",
       "   AMT_CREDIT_SUM_DEBT  AMT_CREDIT_SUM_LIMIT  AMT_CREDIT_SUM_OVERDUE  \\\n",
       "0              0.02144              0.023030                     0.0   \n",
       "1              0.02051              0.065332                     0.0   \n",
       "\n",
       "   DAYS_CREDIT_UPDATE  AMT_ANNUITY_y  STATUS_0  STATUS_1  STATUS_C  STATUS_X  \\\n",
       "0            0.987737       0.000000  0.049731  0.079545  0.029825  0.015789   \n",
       "1            0.980193       0.000239  0.088710  0.011364  0.243860  0.057895   \n",
       "\n",
       "   MONTHS_COUNT  MONTHS_MIN  MONTHS_MAX  BUREAU_CNT  PREV_APP_AMT_ANNUITY  \\\n",
       "0      0.132812    0.705729    0.831522    0.060870              0.030796   \n",
       "1      0.281250    0.650568    1.000000    0.026087              0.188246   \n",
       "\n",
       "   AMT_APPLICATION  AMT_CREDIT_y  AMT_DOWN_PAYMENT  AMT_GOODS_PRICE_y  \\\n",
       "0         0.044211      0.044211      1.111111e-07           0.044211   \n",
       "1         0.107515      0.119553      1.700111e-03           0.107515   \n",
       "\n",
       "   HOUR_APPR_PROCESS_START_y  NFLAG_LAST_APPL_IN_DAY  RATE_DOWN_PAYMENT  \\\n",
       "0                   0.391304                     1.0           0.000008   \n",
       "1                   0.637681                     1.0           0.050556   \n",
       "\n",
       "   DAYS_DECISION  SELLERPLACE_AREA  CNT_PAYMENT  DAYS_FIRST_DRAWING  \\\n",
       "0       0.793151          0.000125     0.333333                 1.0   \n",
       "1       0.553767          0.000133     0.138889                 1.0   \n",
       "\n",
       "   DAYS_FIRST_DUE  DAYS_LAST_DUE_1ST_VERSION  DAYS_LAST_DUE  DAYS_TERMINATION  \\\n",
       "0        0.006318                   0.007942       0.007764          0.007702   \n",
       "1        0.004392                   0.004874       0.004968          0.004903   \n",
       "\n",
       "   NFLAG_INSURED_ON_APPROVAL  NUM_APPS  MONTHS_BALANCE  CNT_INSTALMENT  \\\n",
       "0                   0.000000  0.000000        0.905263        0.323944   \n",
       "1                   0.666667  0.026316        0.549624        0.128270   \n",
       "\n",
       "   CNT_INSTALMENT_FUTURE  SK_DPD  SK_DPD_DEF  NUNIQUE_STATUS  \\\n",
       "0               0.250000     0.0         0.0           0.250   \n",
       "1               0.096429     0.0         0.0           0.375   \n",
       "\n",
       "   CC_MONTHS_BALANCE  AMT_BALANCE  AMT_CREDIT_LIMIT_ACTUAL  \\\n",
       "0           0.776331     0.029978                  0.11037   \n",
       "1           0.776331     0.029978                  0.11037   \n",
       "\n",
       "   AMT_DRAWINGS_ATM_CURRENT  AMT_DRAWINGS_CURRENT  AMT_DRAWINGS_OTHER_CURRENT  \\\n",
       "0                  0.004975              0.002071                         0.0   \n",
       "1                  0.004975              0.002071                         0.0   \n",
       "\n",
       "   AMT_DRAWINGS_POS_CURRENT  AMT_INST_MIN_REGULARITY  AMT_PAYMENT_CURRENT  \\\n",
       "0                  0.000226                 0.037744             0.006187   \n",
       "1                  0.000226                 0.037744             0.006187   \n",
       "\n",
       "   AMT_PAYMENT_TOTAL_CURRENT  AMT_RECEIVABLE_PRINCIPAL  AMT_RECIVABLE  \\\n",
       "0                   0.002504                  0.030248       0.030234   \n",
       "1                   0.002504                  0.030248       0.030234   \n",
       "\n",
       "   AMT_TOTAL_RECEIVABLE  CNT_DRAWINGS_ATM_CURRENT  CNT_DRAWINGS_CURRENT  \\\n",
       "0               0.03024                  0.007432              0.001735   \n",
       "1               0.03024                  0.007432              0.001735   \n",
       "\n",
       "   CNT_DRAWINGS_OTHER_CURRENT  CNT_DRAWINGS_POS_CURRENT  \\\n",
       "0                         0.0                   0.00044   \n",
       "1                         0.0                   0.00044   \n",
       "\n",
       "   CNT_INSTALMENT_MATURE_CUM  CC_SK_DPD  CC_SK_DPD_DEF  CC_NUNIQUE_STATUS  \\\n",
       "0                    0.05201        0.0            0.0                0.0   \n",
       "1                    0.05201        0.0            0.0                0.0   \n",
       "\n",
       "   NUM_INSTALMENT_VERSION  NUM_INSTALMENT_NUMBER  DAYS_INSTALMENT  \\\n",
       "0                0.026991               0.062846         0.899966   \n",
       "1                0.026667               0.028490         0.528893   \n",
       "\n",
       "   DAYS_ENTRY_PAYMENT  AMT_INSTALMENT  AMT_PAYMENT  \\\n",
       "0            0.898168        0.004615     0.004615   \n",
       "1            0.549439        0.025854     0.025854   \n",
       "\n",
       "   NAME_CONTRACT_TYPE_Cash loans  NAME_CONTRACT_TYPE_Revolving loans  \\\n",
       "0                              1                                   0   \n",
       "1                              1                                   0   \n",
       "\n",
       "   CODE_GENDER_F  CODE_GENDER_M  CODE_GENDER_XNA  FLAG_OWN_CAR_N  \\\n",
       "0              0              1                0               1   \n",
       "1              1              0                0               1   \n",
       "\n",
       "   FLAG_OWN_CAR_Y  FLAG_OWN_REALTY_N  FLAG_OWN_REALTY_Y  \\\n",
       "0               0                  0                  1   \n",
       "1               0                  1                  0   \n",
       "\n",
       "   NAME_TYPE_SUITE_Children  NAME_TYPE_SUITE_Family  \\\n",
       "0                         0                       0   \n",
       "1                         0                       1   \n",
       "\n",
       "   NAME_TYPE_SUITE_Group of people  NAME_TYPE_SUITE_Other_A  \\\n",
       "0                                0                        0   \n",
       "1                                0                        0   \n",
       "\n",
       "   NAME_TYPE_SUITE_Other_B  NAME_TYPE_SUITE_Spouse, partner  \\\n",
       "0                        0                                0   \n",
       "1                        0                                0   \n",
       "\n",
       "   NAME_TYPE_SUITE_Unaccompanied  NAME_INCOME_TYPE_Businessman  \\\n",
       "0                              1                             0   \n",
       "1                              0                             0   \n",
       "\n",
       "   NAME_INCOME_TYPE_Commercial associate  NAME_INCOME_TYPE_Maternity leave  \\\n",
       "0                                      0                                 0   \n",
       "1                                      0                                 0   \n",
       "\n",
       "   NAME_INCOME_TYPE_Pensioner  NAME_INCOME_TYPE_State servant  \\\n",
       "0                           0                               0   \n",
       "1                           0                               1   \n",
       "\n",
       "   NAME_INCOME_TYPE_Student  NAME_INCOME_TYPE_Unemployed  \\\n",
       "0                         0                            0   \n",
       "1                         0                            0   \n",
       "\n",
       "   NAME_INCOME_TYPE_Working  NAME_EDUCATION_TYPE_Academic degree  \\\n",
       "0                         1                                    0   \n",
       "1                         0                                    0   \n",
       "\n",
       "   NAME_EDUCATION_TYPE_Higher education  \\\n",
       "0                                     0   \n",
       "1                                     1   \n",
       "\n",
       "   NAME_EDUCATION_TYPE_Incomplete higher  NAME_EDUCATION_TYPE_Lower secondary  \\\n",
       "0                                      0                                    0   \n",
       "1                                      0                                    0   \n",
       "\n",
       "   NAME_EDUCATION_TYPE_Secondary / secondary special  \\\n",
       "0                                                  1   \n",
       "1                                                  0   \n",
       "\n",
       "   NAME_FAMILY_STATUS_Civil marriage  NAME_FAMILY_STATUS_Married  \\\n",
       "0                                  0                           0   \n",
       "1                                  0                           1   \n",
       "\n",
       "   NAME_FAMILY_STATUS_Separated  NAME_FAMILY_STATUS_Single / not married  \\\n",
       "0                             0                                        1   \n",
       "1                             0                                        0   \n",
       "\n",
       "   NAME_FAMILY_STATUS_Unknown  NAME_FAMILY_STATUS_Widow  \\\n",
       "0                           0                         0   \n",
       "1                           0                         0   \n",
       "\n",
       "   NAME_HOUSING_TYPE_Co-op apartment  NAME_HOUSING_TYPE_House / apartment  \\\n",
       "0                                  0                                    1   \n",
       "1                                  0                                    1   \n",
       "\n",
       "   NAME_HOUSING_TYPE_Municipal apartment  NAME_HOUSING_TYPE_Office apartment  \\\n",
       "0                                      0                                   0   \n",
       "1                                      0                                   0   \n",
       "\n",
       "   NAME_HOUSING_TYPE_Rented apartment  NAME_HOUSING_TYPE_With parents  \\\n",
       "0                                   0                               0   \n",
       "1                                   0                               0   \n",
       "\n",
       "   OCCUPATION_TYPE_Accountants  OCCUPATION_TYPE_Cleaning staff  \\\n",
       "0                            0                               0   \n",
       "1                            0                               0   \n",
       "\n",
       "   OCCUPATION_TYPE_Cooking staff  OCCUPATION_TYPE_Core staff  \\\n",
       "0                              0                           0   \n",
       "1                              0                           1   \n",
       "\n",
       "   OCCUPATION_TYPE_Drivers  OCCUPATION_TYPE_HR staff  \\\n",
       "0                        0                         0   \n",
       "1                        0                         0   \n",
       "\n",
       "   OCCUPATION_TYPE_High skill tech staff  OCCUPATION_TYPE_IT staff  \\\n",
       "0                                      0                         0   \n",
       "1                                      0                         0   \n",
       "\n",
       "   OCCUPATION_TYPE_Laborers  OCCUPATION_TYPE_Low-skill Laborers  \\\n",
       "0                         1                                   0   \n",
       "1                         0                                   0   \n",
       "\n",
       "   OCCUPATION_TYPE_Managers  OCCUPATION_TYPE_Medicine staff  \\\n",
       "0                         0                               0   \n",
       "1                         0                               0   \n",
       "\n",
       "   OCCUPATION_TYPE_Private service staff  OCCUPATION_TYPE_Realty agents  \\\n",
       "0                                      0                              0   \n",
       "1                                      0                              0   \n",
       "\n",
       "   OCCUPATION_TYPE_Sales staff  OCCUPATION_TYPE_Secretaries  \\\n",
       "0                            0                            0   \n",
       "1                            0                            0   \n",
       "\n",
       "   OCCUPATION_TYPE_Security staff  OCCUPATION_TYPE_Waiters/barmen staff  \\\n",
       "0                               0                                     0   \n",
       "1                               0                                     0   \n",
       "\n",
       "   WEEKDAY_APPR_PROCESS_START_FRIDAY  WEEKDAY_APPR_PROCESS_START_MONDAY  \\\n",
       "0                                  0                                  0   \n",
       "1                                  0                                  1   \n",
       "\n",
       "   WEEKDAY_APPR_PROCESS_START_SATURDAY  WEEKDAY_APPR_PROCESS_START_SUNDAY  \\\n",
       "0                                    0                                  0   \n",
       "1                                    0                                  0   \n",
       "\n",
       "   WEEKDAY_APPR_PROCESS_START_THURSDAY  WEEKDAY_APPR_PROCESS_START_TUESDAY  \\\n",
       "0                                    0                                   0   \n",
       "1                                    0                                   0   \n",
       "\n",
       "   WEEKDAY_APPR_PROCESS_START_WEDNESDAY  ORGANIZATION_TYPE_Advertising  \\\n",
       "0                                     1                              0   \n",
       "1                                     0                              0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Agriculture  ORGANIZATION_TYPE_Bank  \\\n",
       "0                              0                       0   \n",
       "1                              0                       0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Business Entity Type 1  \\\n",
       "0                                         0   \n",
       "1                                         0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Business Entity Type 2  \\\n",
       "0                                         0   \n",
       "1                                         0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Business Entity Type 3  ORGANIZATION_TYPE_Cleaning  \\\n",
       "0                                         1                           0   \n",
       "1                                         0                           0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Construction  ORGANIZATION_TYPE_Culture  \\\n",
       "0                               0                          0   \n",
       "1                               0                          0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Electricity  ORGANIZATION_TYPE_Emergency  \\\n",
       "0                              0                            0   \n",
       "1                              0                            0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Government  ORGANIZATION_TYPE_Hotel  \\\n",
       "0                             0                        0   \n",
       "1                             0                        0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Housing  ORGANIZATION_TYPE_Industry: type 1  \\\n",
       "0                          0                                   0   \n",
       "1                          0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 10  ORGANIZATION_TYPE_Industry: type 11  \\\n",
       "0                                    0                                    0   \n",
       "1                                    0                                    0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 12  ORGANIZATION_TYPE_Industry: type 13  \\\n",
       "0                                    0                                    0   \n",
       "1                                    0                                    0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 2  ORGANIZATION_TYPE_Industry: type 3  \\\n",
       "0                                   0                                   0   \n",
       "1                                   0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 4  ORGANIZATION_TYPE_Industry: type 5  \\\n",
       "0                                   0                                   0   \n",
       "1                                   0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 6  ORGANIZATION_TYPE_Industry: type 7  \\\n",
       "0                                   0                                   0   \n",
       "1                                   0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 8  ORGANIZATION_TYPE_Industry: type 9  \\\n",
       "0                                   0                                   0   \n",
       "1                                   0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Insurance  ORGANIZATION_TYPE_Kindergarten  \\\n",
       "0                            0                               0   \n",
       "1                            0                               0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Legal Services  ORGANIZATION_TYPE_Medicine  \\\n",
       "0                                 0                           0   \n",
       "1                                 0                           0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Military  ORGANIZATION_TYPE_Mobile  \\\n",
       "0                           0                         0   \n",
       "1                           0                         0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Other  ORGANIZATION_TYPE_Police  \\\n",
       "0                        0                         0   \n",
       "1                        0                         0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Postal  ORGANIZATION_TYPE_Realtor  \\\n",
       "0                         0                          0   \n",
       "1                         0                          0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Religion  ORGANIZATION_TYPE_Restaurant  \\\n",
       "0                           0                             0   \n",
       "1                           0                             0   \n",
       "\n",
       "   ORGANIZATION_TYPE_School  ORGANIZATION_TYPE_Security  \\\n",
       "0                         0                           0   \n",
       "1                         1                           0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Security Ministries  ORGANIZATION_TYPE_Self-employed  \\\n",
       "0                                      0                                0   \n",
       "1                                      0                                0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Services  ORGANIZATION_TYPE_Telecom  \\\n",
       "0                           0                          0   \n",
       "1                           0                          0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Trade: type 1  ORGANIZATION_TYPE_Trade: type 2  \\\n",
       "0                                0                                0   \n",
       "1                                0                                0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Trade: type 3  ORGANIZATION_TYPE_Trade: type 4  \\\n",
       "0                                0                                0   \n",
       "1                                0                                0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Trade: type 5  ORGANIZATION_TYPE_Trade: type 6  \\\n",
       "0                                0                                0   \n",
       "1                                0                                0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Trade: type 7  ORGANIZATION_TYPE_Transport: type 1  \\\n",
       "0                                0                                    0   \n",
       "1                                0                                    0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Transport: type 2  ORGANIZATION_TYPE_Transport: type 3  \\\n",
       "0                                    0                                    0   \n",
       "1                                    0                                    0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Transport: type 4  ORGANIZATION_TYPE_University  \\\n",
       "0                                    0                             0   \n",
       "1                                    0                             0   \n",
       "\n",
       "   ORGANIZATION_TYPE_XNA  FONDKAPREMONT_MODE_not specified  \\\n",
       "0                      0                                 0   \n",
       "1                      0                                 0   \n",
       "\n",
       "   FONDKAPREMONT_MODE_org spec account  FONDKAPREMONT_MODE_reg oper account  \\\n",
       "0                                    0                                    1   \n",
       "1                                    0                                    1   \n",
       "\n",
       "   FONDKAPREMONT_MODE_reg oper spec account  HOUSETYPE_MODE_block of flats  \\\n",
       "0                                         0                              1   \n",
       "1                                         0                              1   \n",
       "\n",
       "   HOUSETYPE_MODE_specific housing  HOUSETYPE_MODE_terraced house  \\\n",
       "0                                0                              0   \n",
       "1                                0                              0   \n",
       "\n",
       "   WALLSMATERIAL_MODE_Block  WALLSMATERIAL_MODE_Mixed  \\\n",
       "0                         0                         0   \n",
       "1                         1                         0   \n",
       "\n",
       "   WALLSMATERIAL_MODE_Monolithic  WALLSMATERIAL_MODE_Others  \\\n",
       "0                              0                          0   \n",
       "1                              0                          0   \n",
       "\n",
       "   WALLSMATERIAL_MODE_Panel  WALLSMATERIAL_MODE_Stone, brick  \\\n",
       "0                         0                                1   \n",
       "1                         0                                0   \n",
       "\n",
       "   WALLSMATERIAL_MODE_Wooden  EMERGENCYSTATE_MODE_No  EMERGENCYSTATE_MODE_Yes  \n",
       "0                          0                       1                        0  \n",
       "1                          0                       1                        0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scaler = MinMaxScaler()\n",
    "app[numerical] = scaler.fit_transform(app[numerical])\n",
    "display(app.head(2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(307511, 316)\n",
      "(48744, 316)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th>CNT_CHILDREN</th>\n",
       "      <th>AMT_INCOME_TOTAL</th>\n",
       "      <th>AMT_CREDIT_x</th>\n",
       "      <th>AMT_ANNUITY_x</th>\n",
       "      <th>AMT_GOODS_PRICE_x</th>\n",
       "      <th>REGION_POPULATION_RELATIVE</th>\n",
       "      <th>DAYS_BIRTH</th>\n",
       "      <th>DAYS_EMPLOYED</th>\n",
       "      <th>DAYS_REGISTRATION</th>\n",
       "      <th>DAYS_ID_PUBLISH</th>\n",
       "      <th>OWN_CAR_AGE</th>\n",
       "      <th>FLAG_MOBIL</th>\n",
       "      <th>FLAG_EMP_PHONE</th>\n",
       "      <th>FLAG_WORK_PHONE</th>\n",
       "      <th>FLAG_CONT_MOBILE</th>\n",
       "      <th>FLAG_PHONE</th>\n",
       "      <th>FLAG_EMAIL</th>\n",
       "      <th>CNT_FAM_MEMBERS</th>\n",
       "      <th>REGION_RATING_CLIENT</th>\n",
       "      <th>REGION_RATING_CLIENT_W_CITY</th>\n",
       "      <th>HOUR_APPR_PROCESS_START_x</th>\n",
       "      <th>REG_REGION_NOT_LIVE_REGION</th>\n",
       "      <th>REG_REGION_NOT_WORK_REGION</th>\n",
       "      <th>LIVE_REGION_NOT_WORK_REGION</th>\n",
       "      <th>REG_CITY_NOT_LIVE_CITY</th>\n",
       "      <th>REG_CITY_NOT_WORK_CITY</th>\n",
       "      <th>LIVE_CITY_NOT_WORK_CITY</th>\n",
       "      <th>EXT_SOURCE_1</th>\n",
       "      <th>EXT_SOURCE_2</th>\n",
       "      <th>EXT_SOURCE_3</th>\n",
       "      <th>APARTMENTS_AVG</th>\n",
       "      <th>BASEMENTAREA_AVG</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_AVG</th>\n",
       "      <th>YEARS_BUILD_AVG</th>\n",
       "      <th>COMMONAREA_AVG</th>\n",
       "      <th>ELEVATORS_AVG</th>\n",
       "      <th>ENTRANCES_AVG</th>\n",
       "      <th>FLOORSMAX_AVG</th>\n",
       "      <th>FLOORSMIN_AVG</th>\n",
       "      <th>LANDAREA_AVG</th>\n",
       "      <th>LIVINGAPARTMENTS_AVG</th>\n",
       "      <th>LIVINGAREA_AVG</th>\n",
       "      <th>NONLIVINGAPARTMENTS_AVG</th>\n",
       "      <th>NONLIVINGAREA_AVG</th>\n",
       "      <th>APARTMENTS_MODE</th>\n",
       "      <th>BASEMENTAREA_MODE</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MODE</th>\n",
       "      <th>YEARS_BUILD_MODE</th>\n",
       "      <th>COMMONAREA_MODE</th>\n",
       "      <th>ELEVATORS_MODE</th>\n",
       "      <th>ENTRANCES_MODE</th>\n",
       "      <th>FLOORSMAX_MODE</th>\n",
       "      <th>FLOORSMIN_MODE</th>\n",
       "      <th>LANDAREA_MODE</th>\n",
       "      <th>LIVINGAPARTMENTS_MODE</th>\n",
       "      <th>LIVINGAREA_MODE</th>\n",
       "      <th>NONLIVINGAPARTMENTS_MODE</th>\n",
       "      <th>NONLIVINGAREA_MODE</th>\n",
       "      <th>APARTMENTS_MEDI</th>\n",
       "      <th>BASEMENTAREA_MEDI</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MEDI</th>\n",
       "      <th>YEARS_BUILD_MEDI</th>\n",
       "      <th>COMMONAREA_MEDI</th>\n",
       "      <th>ELEVATORS_MEDI</th>\n",
       "      <th>ENTRANCES_MEDI</th>\n",
       "      <th>FLOORSMAX_MEDI</th>\n",
       "      <th>FLOORSMIN_MEDI</th>\n",
       "      <th>LANDAREA_MEDI</th>\n",
       "      <th>LIVINGAPARTMENTS_MEDI</th>\n",
       "      <th>LIVINGAREA_MEDI</th>\n",
       "      <th>NONLIVINGAPARTMENTS_MEDI</th>\n",
       "      <th>NONLIVINGAREA_MEDI</th>\n",
       "      <th>TOTALAREA_MODE</th>\n",
       "      <th>OBS_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DEF_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>OBS_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DEF_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DAYS_LAST_PHONE_CHANGE</th>\n",
       "      <th>FLAG_DOCUMENT_2</th>\n",
       "      <th>FLAG_DOCUMENT_3</th>\n",
       "      <th>FLAG_DOCUMENT_4</th>\n",
       "      <th>FLAG_DOCUMENT_5</th>\n",
       "      <th>FLAG_DOCUMENT_6</th>\n",
       "      <th>FLAG_DOCUMENT_7</th>\n",
       "      <th>FLAG_DOCUMENT_8</th>\n",
       "      <th>FLAG_DOCUMENT_9</th>\n",
       "      <th>FLAG_DOCUMENT_10</th>\n",
       "      <th>FLAG_DOCUMENT_11</th>\n",
       "      <th>FLAG_DOCUMENT_12</th>\n",
       "      <th>FLAG_DOCUMENT_13</th>\n",
       "      <th>FLAG_DOCUMENT_14</th>\n",
       "      <th>FLAG_DOCUMENT_15</th>\n",
       "      <th>FLAG_DOCUMENT_16</th>\n",
       "      <th>FLAG_DOCUMENT_17</th>\n",
       "      <th>FLAG_DOCUMENT_18</th>\n",
       "      <th>FLAG_DOCUMENT_19</th>\n",
       "      <th>FLAG_DOCUMENT_20</th>\n",
       "      <th>FLAG_DOCUMENT_21</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_HOUR</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_DAY</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_WEEK</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_MON</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_QRT</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_YEAR</th>\n",
       "      <th>DAYS_CREDIT</th>\n",
       "      <th>CREDIT_DAY_OVERDUE</th>\n",
       "      <th>DAYS_CREDIT_ENDDATE</th>\n",
       "      <th>DAYS_ENDDATE_FACT</th>\n",
       "      <th>AMT_CREDIT_MAX_OVERDUE</th>\n",
       "      <th>CNT_CREDIT_PROLONG</th>\n",
       "      <th>AMT_CREDIT_SUM</th>\n",
       "      <th>AMT_CREDIT_SUM_DEBT</th>\n",
       "      <th>AMT_CREDIT_SUM_LIMIT</th>\n",
       "      <th>AMT_CREDIT_SUM_OVERDUE</th>\n",
       "      <th>DAYS_CREDIT_UPDATE</th>\n",
       "      <th>AMT_ANNUITY_y</th>\n",
       "      <th>STATUS_0</th>\n",
       "      <th>STATUS_1</th>\n",
       "      <th>STATUS_C</th>\n",
       "      <th>STATUS_X</th>\n",
       "      <th>MONTHS_COUNT</th>\n",
       "      <th>MONTHS_MIN</th>\n",
       "      <th>MONTHS_MAX</th>\n",
       "      <th>BUREAU_CNT</th>\n",
       "      <th>PREV_APP_AMT_ANNUITY</th>\n",
       "      <th>AMT_APPLICATION</th>\n",
       "      <th>AMT_CREDIT_y</th>\n",
       "      <th>AMT_DOWN_PAYMENT</th>\n",
       "      <th>AMT_GOODS_PRICE_y</th>\n",
       "      <th>HOUR_APPR_PROCESS_START_y</th>\n",
       "      <th>NFLAG_LAST_APPL_IN_DAY</th>\n",
       "      <th>RATE_DOWN_PAYMENT</th>\n",
       "      <th>DAYS_DECISION</th>\n",
       "      <th>SELLERPLACE_AREA</th>\n",
       "      <th>CNT_PAYMENT</th>\n",
       "      <th>DAYS_FIRST_DRAWING</th>\n",
       "      <th>DAYS_FIRST_DUE</th>\n",
       "      <th>DAYS_LAST_DUE_1ST_VERSION</th>\n",
       "      <th>DAYS_LAST_DUE</th>\n",
       "      <th>DAYS_TERMINATION</th>\n",
       "      <th>NFLAG_INSURED_ON_APPROVAL</th>\n",
       "      <th>NUM_APPS</th>\n",
       "      <th>MONTHS_BALANCE</th>\n",
       "      <th>CNT_INSTALMENT</th>\n",
       "      <th>CNT_INSTALMENT_FUTURE</th>\n",
       "      <th>SK_DPD</th>\n",
       "      <th>SK_DPD_DEF</th>\n",
       "      <th>NUNIQUE_STATUS</th>\n",
       "      <th>CC_MONTHS_BALANCE</th>\n",
       "      <th>AMT_BALANCE</th>\n",
       "      <th>AMT_CREDIT_LIMIT_ACTUAL</th>\n",
       "      <th>AMT_DRAWINGS_ATM_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_OTHER_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_POS_CURRENT</th>\n",
       "      <th>AMT_INST_MIN_REGULARITY</th>\n",
       "      <th>AMT_PAYMENT_CURRENT</th>\n",
       "      <th>AMT_PAYMENT_TOTAL_CURRENT</th>\n",
       "      <th>AMT_RECEIVABLE_PRINCIPAL</th>\n",
       "      <th>AMT_RECIVABLE</th>\n",
       "      <th>AMT_TOTAL_RECEIVABLE</th>\n",
       "      <th>CNT_DRAWINGS_ATM_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_OTHER_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_POS_CURRENT</th>\n",
       "      <th>CNT_INSTALMENT_MATURE_CUM</th>\n",
       "      <th>CC_SK_DPD</th>\n",
       "      <th>CC_SK_DPD_DEF</th>\n",
       "      <th>CC_NUNIQUE_STATUS</th>\n",
       "      <th>NUM_INSTALMENT_VERSION</th>\n",
       "      <th>NUM_INSTALMENT_NUMBER</th>\n",
       "      <th>DAYS_INSTALMENT</th>\n",
       "      <th>DAYS_ENTRY_PAYMENT</th>\n",
       "      <th>AMT_INSTALMENT</th>\n",
       "      <th>AMT_PAYMENT</th>\n",
       "      <th>NAME_CONTRACT_TYPE_Cash loans</th>\n",
       "      <th>NAME_CONTRACT_TYPE_Revolving loans</th>\n",
       "      <th>CODE_GENDER_F</th>\n",
       "      <th>CODE_GENDER_M</th>\n",
       "      <th>CODE_GENDER_XNA</th>\n",
       "      <th>FLAG_OWN_CAR_N</th>\n",
       "      <th>FLAG_OWN_CAR_Y</th>\n",
       "      <th>FLAG_OWN_REALTY_N</th>\n",
       "      <th>FLAG_OWN_REALTY_Y</th>\n",
       "      <th>NAME_TYPE_SUITE_Children</th>\n",
       "      <th>NAME_TYPE_SUITE_Family</th>\n",
       "      <th>NAME_TYPE_SUITE_Group of people</th>\n",
       "      <th>NAME_TYPE_SUITE_Other_A</th>\n",
       "      <th>NAME_TYPE_SUITE_Other_B</th>\n",
       "      <th>NAME_TYPE_SUITE_Spouse, partner</th>\n",
       "      <th>NAME_TYPE_SUITE_Unaccompanied</th>\n",
       "      <th>NAME_INCOME_TYPE_Businessman</th>\n",
       "      <th>NAME_INCOME_TYPE_Commercial associate</th>\n",
       "      <th>NAME_INCOME_TYPE_Maternity leave</th>\n",
       "      <th>NAME_INCOME_TYPE_Pensioner</th>\n",
       "      <th>NAME_INCOME_TYPE_State servant</th>\n",
       "      <th>NAME_INCOME_TYPE_Student</th>\n",
       "      <th>NAME_INCOME_TYPE_Unemployed</th>\n",
       "      <th>NAME_INCOME_TYPE_Working</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Academic degree</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Higher education</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Incomplete higher</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Lower secondary</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Secondary / secondary special</th>\n",
       "      <th>NAME_FAMILY_STATUS_Civil marriage</th>\n",
       "      <th>NAME_FAMILY_STATUS_Married</th>\n",
       "      <th>NAME_FAMILY_STATUS_Separated</th>\n",
       "      <th>NAME_FAMILY_STATUS_Single / not married</th>\n",
       "      <th>NAME_FAMILY_STATUS_Unknown</th>\n",
       "      <th>NAME_FAMILY_STATUS_Widow</th>\n",
       "      <th>NAME_HOUSING_TYPE_Co-op apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_House / apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_Municipal apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_Office apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_Rented apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_With parents</th>\n",
       "      <th>OCCUPATION_TYPE_Accountants</th>\n",
       "      <th>OCCUPATION_TYPE_Cleaning staff</th>\n",
       "      <th>OCCUPATION_TYPE_Cooking staff</th>\n",
       "      <th>OCCUPATION_TYPE_Core staff</th>\n",
       "      <th>OCCUPATION_TYPE_Drivers</th>\n",
       "      <th>OCCUPATION_TYPE_HR staff</th>\n",
       "      <th>OCCUPATION_TYPE_High skill tech staff</th>\n",
       "      <th>OCCUPATION_TYPE_IT staff</th>\n",
       "      <th>OCCUPATION_TYPE_Laborers</th>\n",
       "      <th>OCCUPATION_TYPE_Low-skill Laborers</th>\n",
       "      <th>OCCUPATION_TYPE_Managers</th>\n",
       "      <th>OCCUPATION_TYPE_Medicine staff</th>\n",
       "      <th>OCCUPATION_TYPE_Private service staff</th>\n",
       "      <th>OCCUPATION_TYPE_Realty agents</th>\n",
       "      <th>OCCUPATION_TYPE_Sales staff</th>\n",
       "      <th>OCCUPATION_TYPE_Secretaries</th>\n",
       "      <th>OCCUPATION_TYPE_Security staff</th>\n",
       "      <th>OCCUPATION_TYPE_Waiters/barmen staff</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_FRIDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_MONDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_SATURDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_SUNDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_THURSDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_TUESDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_WEDNESDAY</th>\n",
       "      <th>ORGANIZATION_TYPE_Advertising</th>\n",
       "      <th>ORGANIZATION_TYPE_Agriculture</th>\n",
       "      <th>ORGANIZATION_TYPE_Bank</th>\n",
       "      <th>ORGANIZATION_TYPE_Business Entity Type 1</th>\n",
       "      <th>ORGANIZATION_TYPE_Business Entity Type 2</th>\n",
       "      <th>ORGANIZATION_TYPE_Business Entity Type 3</th>\n",
       "      <th>ORGANIZATION_TYPE_Cleaning</th>\n",
       "      <th>ORGANIZATION_TYPE_Construction</th>\n",
       "      <th>ORGANIZATION_TYPE_Culture</th>\n",
       "      <th>ORGANIZATION_TYPE_Electricity</th>\n",
       "      <th>ORGANIZATION_TYPE_Emergency</th>\n",
       "      <th>ORGANIZATION_TYPE_Government</th>\n",
       "      <th>ORGANIZATION_TYPE_Hotel</th>\n",
       "      <th>ORGANIZATION_TYPE_Housing</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 1</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 10</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 11</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 12</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 13</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 2</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 3</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 4</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 5</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 6</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 7</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 8</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 9</th>\n",
       "      <th>ORGANIZATION_TYPE_Insurance</th>\n",
       "      <th>ORGANIZATION_TYPE_Kindergarten</th>\n",
       "      <th>ORGANIZATION_TYPE_Legal Services</th>\n",
       "      <th>ORGANIZATION_TYPE_Medicine</th>\n",
       "      <th>ORGANIZATION_TYPE_Military</th>\n",
       "      <th>ORGANIZATION_TYPE_Mobile</th>\n",
       "      <th>ORGANIZATION_TYPE_Other</th>\n",
       "      <th>ORGANIZATION_TYPE_Police</th>\n",
       "      <th>ORGANIZATION_TYPE_Postal</th>\n",
       "      <th>ORGANIZATION_TYPE_Realtor</th>\n",
       "      <th>ORGANIZATION_TYPE_Religion</th>\n",
       "      <th>ORGANIZATION_TYPE_Restaurant</th>\n",
       "      <th>ORGANIZATION_TYPE_School</th>\n",
       "      <th>ORGANIZATION_TYPE_Security</th>\n",
       "      <th>ORGANIZATION_TYPE_Security Ministries</th>\n",
       "      <th>ORGANIZATION_TYPE_Self-employed</th>\n",
       "      <th>ORGANIZATION_TYPE_Services</th>\n",
       "      <th>ORGANIZATION_TYPE_Telecom</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 1</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 2</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 3</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 4</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 5</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 6</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 7</th>\n",
       "      <th>ORGANIZATION_TYPE_Transport: type 1</th>\n",
       "      <th>ORGANIZATION_TYPE_Transport: type 2</th>\n",
       "      <th>ORGANIZATION_TYPE_Transport: type 3</th>\n",
       "      <th>ORGANIZATION_TYPE_Transport: type 4</th>\n",
       "      <th>ORGANIZATION_TYPE_University</th>\n",
       "      <th>ORGANIZATION_TYPE_XNA</th>\n",
       "      <th>FONDKAPREMONT_MODE_not specified</th>\n",
       "      <th>FONDKAPREMONT_MODE_org spec account</th>\n",
       "      <th>FONDKAPREMONT_MODE_reg oper account</th>\n",
       "      <th>FONDKAPREMONT_MODE_reg oper spec account</th>\n",
       "      <th>HOUSETYPE_MODE_block of flats</th>\n",
       "      <th>HOUSETYPE_MODE_specific housing</th>\n",
       "      <th>HOUSETYPE_MODE_terraced house</th>\n",
       "      <th>WALLSMATERIAL_MODE_Block</th>\n",
       "      <th>WALLSMATERIAL_MODE_Mixed</th>\n",
       "      <th>WALLSMATERIAL_MODE_Monolithic</th>\n",
       "      <th>WALLSMATERIAL_MODE_Others</th>\n",
       "      <th>WALLSMATERIAL_MODE_Panel</th>\n",
       "      <th>WALLSMATERIAL_MODE_Stone, brick</th>\n",
       "      <th>WALLSMATERIAL_MODE_Wooden</th>\n",
       "      <th>EMERGENCYSTATE_MODE_No</th>\n",
       "      <th>EMERGENCYSTATE_MODE_Yes</th>\n",
       "      <th>TARGET</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100002</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001512</td>\n",
       "      <td>0.090287</td>\n",
       "      <td>0.090032</td>\n",
       "      <td>0.077441</td>\n",
       "      <td>0.256702</td>\n",
       "      <td>-9461</td>\n",
       "      <td>-637</td>\n",
       "      <td>0.852140</td>\n",
       "      <td>-2120</td>\n",
       "      <td>0.098901</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.073300</td>\n",
       "      <td>0.307542</td>\n",
       "      <td>0.155054</td>\n",
       "      <td>0.0247</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6192</td>\n",
       "      <td>0.0143</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.0202</td>\n",
       "      <td>0.0190</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0252</td>\n",
       "      <td>0.0383</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6341</td>\n",
       "      <td>0.0144</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0377</td>\n",
       "      <td>0.022</td>\n",
       "      <td>0.0198</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6243</td>\n",
       "      <td>0.0144</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>0.0205</td>\n",
       "      <td>0.0193</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0149</td>\n",
       "      <td>0.005650</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.005698</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.739968</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.700890</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.568281</td>\n",
       "      <td>0.916731</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000546</td>\n",
       "      <td>0.02144</td>\n",
       "      <td>0.023030</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.987737</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.049731</td>\n",
       "      <td>0.079545</td>\n",
       "      <td>0.029825</td>\n",
       "      <td>0.015789</td>\n",
       "      <td>0.132812</td>\n",
       "      <td>0.705729</td>\n",
       "      <td>0.831522</td>\n",
       "      <td>0.060870</td>\n",
       "      <td>0.030796</td>\n",
       "      <td>0.044211</td>\n",
       "      <td>0.044211</td>\n",
       "      <td>1.111111e-07</td>\n",
       "      <td>0.044211</td>\n",
       "      <td>0.391304</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.793151</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.006318</td>\n",
       "      <td>0.007942</td>\n",
       "      <td>0.007764</td>\n",
       "      <td>0.007702</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.905263</td>\n",
       "      <td>0.323944</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.776331</td>\n",
       "      <td>0.029978</td>\n",
       "      <td>0.11037</td>\n",
       "      <td>0.004975</td>\n",
       "      <td>0.002071</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000226</td>\n",
       "      <td>0.037744</td>\n",
       "      <td>0.006187</td>\n",
       "      <td>0.002504</td>\n",
       "      <td>0.030248</td>\n",
       "      <td>0.030234</td>\n",
       "      <td>0.03024</td>\n",
       "      <td>0.007432</td>\n",
       "      <td>0.001735</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00044</td>\n",
       "      <td>0.05201</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.026991</td>\n",
       "      <td>0.062846</td>\n",
       "      <td>0.899966</td>\n",
       "      <td>0.898168</td>\n",
       "      <td>0.004615</td>\n",
       "      <td>0.004615</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>100003</td>\n",
       "      <td>0</td>\n",
       "      <td>0.002089</td>\n",
       "      <td>0.311736</td>\n",
       "      <td>0.132924</td>\n",
       "      <td>0.271605</td>\n",
       "      <td>0.045506</td>\n",
       "      <td>-16765</td>\n",
       "      <td>-1188</td>\n",
       "      <td>0.951929</td>\n",
       "      <td>-291</td>\n",
       "      <td>0.098901</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.313736</td>\n",
       "      <td>0.727773</td>\n",
       "      <td>0.595159</td>\n",
       "      <td>0.0959</td>\n",
       "      <td>0.0529</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.7960</td>\n",
       "      <td>0.0605</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0130</td>\n",
       "      <td>0.0773</td>\n",
       "      <td>0.0549</td>\n",
       "      <td>0.0039</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>0.0924</td>\n",
       "      <td>0.0538</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.8040</td>\n",
       "      <td>0.0497</td>\n",
       "      <td>0.0806</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0128</td>\n",
       "      <td>0.079</td>\n",
       "      <td>0.0554</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>0.0529</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.7987</td>\n",
       "      <td>0.0608</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0132</td>\n",
       "      <td>0.0787</td>\n",
       "      <td>0.0558</td>\n",
       "      <td>0.0039</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0714</td>\n",
       "      <td>0.002825</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.002849</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.810135</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.520619</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.565606</td>\n",
       "      <td>0.868999</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001284</td>\n",
       "      <td>0.02051</td>\n",
       "      <td>0.065332</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.980193</td>\n",
       "      <td>0.000239</td>\n",
       "      <td>0.088710</td>\n",
       "      <td>0.011364</td>\n",
       "      <td>0.243860</td>\n",
       "      <td>0.057895</td>\n",
       "      <td>0.281250</td>\n",
       "      <td>0.650568</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.026087</td>\n",
       "      <td>0.188246</td>\n",
       "      <td>0.107515</td>\n",
       "      <td>0.119553</td>\n",
       "      <td>1.700111e-03</td>\n",
       "      <td>0.107515</td>\n",
       "      <td>0.637681</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.050556</td>\n",
       "      <td>0.553767</td>\n",
       "      <td>0.000133</td>\n",
       "      <td>0.138889</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.004392</td>\n",
       "      <td>0.004874</td>\n",
       "      <td>0.004968</td>\n",
       "      <td>0.004903</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.549624</td>\n",
       "      <td>0.128270</td>\n",
       "      <td>0.096429</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.776331</td>\n",
       "      <td>0.029978</td>\n",
       "      <td>0.11037</td>\n",
       "      <td>0.004975</td>\n",
       "      <td>0.002071</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000226</td>\n",
       "      <td>0.037744</td>\n",
       "      <td>0.006187</td>\n",
       "      <td>0.002504</td>\n",
       "      <td>0.030248</td>\n",
       "      <td>0.030234</td>\n",
       "      <td>0.03024</td>\n",
       "      <td>0.007432</td>\n",
       "      <td>0.001735</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00044</td>\n",
       "      <td>0.05201</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.026667</td>\n",
       "      <td>0.028490</td>\n",
       "      <td>0.528893</td>\n",
       "      <td>0.549439</td>\n",
       "      <td>0.025854</td>\n",
       "      <td>0.025854</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SK_ID_CURR  CNT_CHILDREN  AMT_INCOME_TOTAL  AMT_CREDIT_x  AMT_ANNUITY_x  \\\n",
       "0      100002             0          0.001512      0.090287       0.090032   \n",
       "1      100003             0          0.002089      0.311736       0.132924   \n",
       "\n",
       "   AMT_GOODS_PRICE_x  REGION_POPULATION_RELATIVE  DAYS_BIRTH  DAYS_EMPLOYED  \\\n",
       "0           0.077441                    0.256702       -9461           -637   \n",
       "1           0.271605                    0.045506      -16765          -1188   \n",
       "\n",
       "   DAYS_REGISTRATION  DAYS_ID_PUBLISH  OWN_CAR_AGE  FLAG_MOBIL  \\\n",
       "0           0.852140            -2120     0.098901           1   \n",
       "1           0.951929             -291     0.098901           1   \n",
       "\n",
       "   FLAG_EMP_PHONE  FLAG_WORK_PHONE  FLAG_CONT_MOBILE  FLAG_PHONE  FLAG_EMAIL  \\\n",
       "0               1                0                 1           1           0   \n",
       "1               1                0                 1           1           0   \n",
       "\n",
       "   CNT_FAM_MEMBERS  REGION_RATING_CLIENT  REGION_RATING_CLIENT_W_CITY  \\\n",
       "0             0.00                     2                            2   \n",
       "1             0.05                     1                            1   \n",
       "\n",
       "   HOUR_APPR_PROCESS_START_x  REG_REGION_NOT_LIVE_REGION  \\\n",
       "0                         10                           0   \n",
       "1                         11                           0   \n",
       "\n",
       "   REG_REGION_NOT_WORK_REGION  LIVE_REGION_NOT_WORK_REGION  \\\n",
       "0                           0                            0   \n",
       "1                           0                            0   \n",
       "\n",
       "   REG_CITY_NOT_LIVE_CITY  REG_CITY_NOT_WORK_CITY  LIVE_CITY_NOT_WORK_CITY  \\\n",
       "0                       0                       0                        0   \n",
       "1                       0                       0                        0   \n",
       "\n",
       "   EXT_SOURCE_1  EXT_SOURCE_2  EXT_SOURCE_3  APARTMENTS_AVG  BASEMENTAREA_AVG  \\\n",
       "0      0.073300      0.307542      0.155054          0.0247            0.0369   \n",
       "1      0.313736      0.727773      0.595159          0.0959            0.0529   \n",
       "\n",
       "   YEARS_BEGINEXPLUATATION_AVG  YEARS_BUILD_AVG  COMMONAREA_AVG  \\\n",
       "0                       0.9722           0.6192          0.0143   \n",
       "1                       0.9851           0.7960          0.0605   \n",
       "\n",
       "   ELEVATORS_AVG  ENTRANCES_AVG  FLOORSMAX_AVG  FLOORSMIN_AVG  LANDAREA_AVG  \\\n",
       "0           0.00         0.0690         0.0833         0.1250        0.0369   \n",
       "1           0.08         0.0345         0.2917         0.3333        0.0130   \n",
       "\n",
       "   LIVINGAPARTMENTS_AVG  LIVINGAREA_AVG  NONLIVINGAPARTMENTS_AVG  \\\n",
       "0                0.0202          0.0190                   0.0000   \n",
       "1                0.0773          0.0549                   0.0039   \n",
       "\n",
       "   NONLIVINGAREA_AVG  APARTMENTS_MODE  BASEMENTAREA_MODE  \\\n",
       "0             0.0000           0.0252             0.0383   \n",
       "1             0.0098           0.0924             0.0538   \n",
       "\n",
       "   YEARS_BEGINEXPLUATATION_MODE  YEARS_BUILD_MODE  COMMONAREA_MODE  \\\n",
       "0                        0.9722            0.6341           0.0144   \n",
       "1                        0.9851            0.8040           0.0497   \n",
       "\n",
       "   ELEVATORS_MODE  ENTRANCES_MODE  FLOORSMAX_MODE  FLOORSMIN_MODE  \\\n",
       "0          0.0000          0.0690          0.0833          0.1250   \n",
       "1          0.0806          0.0345          0.2917          0.3333   \n",
       "\n",
       "   LANDAREA_MODE  LIVINGAPARTMENTS_MODE  LIVINGAREA_MODE  \\\n",
       "0         0.0377                  0.022           0.0198   \n",
       "1         0.0128                  0.079           0.0554   \n",
       "\n",
       "   NONLIVINGAPARTMENTS_MODE  NONLIVINGAREA_MODE  APARTMENTS_MEDI  \\\n",
       "0                       0.0                 0.0           0.0250   \n",
       "1                       0.0                 0.0           0.0968   \n",
       "\n",
       "   BASEMENTAREA_MEDI  YEARS_BEGINEXPLUATATION_MEDI  YEARS_BUILD_MEDI  \\\n",
       "0             0.0369                        0.9722            0.6243   \n",
       "1             0.0529                        0.9851            0.7987   \n",
       "\n",
       "   COMMONAREA_MEDI  ELEVATORS_MEDI  ENTRANCES_MEDI  FLOORSMAX_MEDI  \\\n",
       "0           0.0144            0.00          0.0690          0.0833   \n",
       "1           0.0608            0.08          0.0345          0.2917   \n",
       "\n",
       "   FLOORSMIN_MEDI  LANDAREA_MEDI  LIVINGAPARTMENTS_MEDI  LIVINGAREA_MEDI  \\\n",
       "0          0.1250         0.0375                 0.0205           0.0193   \n",
       "1          0.3333         0.0132                 0.0787           0.0558   \n",
       "\n",
       "   NONLIVINGAPARTMENTS_MEDI  NONLIVINGAREA_MEDI  TOTALAREA_MODE  \\\n",
       "0                    0.0000                0.00          0.0149   \n",
       "1                    0.0039                0.01          0.0714   \n",
       "\n",
       "   OBS_30_CNT_SOCIAL_CIRCLE  DEF_30_CNT_SOCIAL_CIRCLE  \\\n",
       "0                  0.005650                  0.058824   \n",
       "1                  0.002825                  0.000000   \n",
       "\n",
       "   OBS_60_CNT_SOCIAL_CIRCLE  DEF_60_CNT_SOCIAL_CIRCLE  DAYS_LAST_PHONE_CHANGE  \\\n",
       "0                  0.005698                  0.083333                0.739968   \n",
       "1                  0.002849                  0.000000                0.810135   \n",
       "\n",
       "   FLAG_DOCUMENT_2  FLAG_DOCUMENT_3  FLAG_DOCUMENT_4  FLAG_DOCUMENT_5  \\\n",
       "0                0                1                0                0   \n",
       "1                0                1                0                0   \n",
       "\n",
       "   FLAG_DOCUMENT_6  FLAG_DOCUMENT_7  FLAG_DOCUMENT_8  FLAG_DOCUMENT_9  \\\n",
       "0                0                0                0                0   \n",
       "1                0                0                0                0   \n",
       "\n",
       "   FLAG_DOCUMENT_10  FLAG_DOCUMENT_11  FLAG_DOCUMENT_12  FLAG_DOCUMENT_13  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "\n",
       "   FLAG_DOCUMENT_14  FLAG_DOCUMENT_15  FLAG_DOCUMENT_16  FLAG_DOCUMENT_17  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "\n",
       "   FLAG_DOCUMENT_18  FLAG_DOCUMENT_19  FLAG_DOCUMENT_20  FLAG_DOCUMENT_21  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_HOUR  AMT_REQ_CREDIT_BUREAU_DAY  \\\n",
       "0                         0.0                        0.0   \n",
       "1                         0.0                        0.0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_WEEK  AMT_REQ_CREDIT_BUREAU_MON  \\\n",
       "0                         0.0                        0.0   \n",
       "1                         0.0                        0.0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_QRT  AMT_REQ_CREDIT_BUREAU_YEAR  DAYS_CREDIT  \\\n",
       "0                        0.0                        0.04     0.700890   \n",
       "1                        0.0                        0.00     0.520619   \n",
       "\n",
       "   CREDIT_DAY_OVERDUE  DAYS_CREDIT_ENDDATE  DAYS_ENDDATE_FACT  \\\n",
       "0                 0.0             0.568281           0.916731   \n",
       "1                 0.0             0.565606           0.868999   \n",
       "\n",
       "   AMT_CREDIT_MAX_OVERDUE  CNT_CREDIT_PROLONG  AMT_CREDIT_SUM  \\\n",
       "0                0.000014                 0.0        0.000546   \n",
       "1                0.000000                 0.0        0.001284   \n",
       "\n",
       "   AMT_CREDIT_SUM_DEBT  AMT_CREDIT_SUM_LIMIT  AMT_CREDIT_SUM_OVERDUE  \\\n",
       "0              0.02144              0.023030                     0.0   \n",
       "1              0.02051              0.065332                     0.0   \n",
       "\n",
       "   DAYS_CREDIT_UPDATE  AMT_ANNUITY_y  STATUS_0  STATUS_1  STATUS_C  STATUS_X  \\\n",
       "0            0.987737       0.000000  0.049731  0.079545  0.029825  0.015789   \n",
       "1            0.980193       0.000239  0.088710  0.011364  0.243860  0.057895   \n",
       "\n",
       "   MONTHS_COUNT  MONTHS_MIN  MONTHS_MAX  BUREAU_CNT  PREV_APP_AMT_ANNUITY  \\\n",
       "0      0.132812    0.705729    0.831522    0.060870              0.030796   \n",
       "1      0.281250    0.650568    1.000000    0.026087              0.188246   \n",
       "\n",
       "   AMT_APPLICATION  AMT_CREDIT_y  AMT_DOWN_PAYMENT  AMT_GOODS_PRICE_y  \\\n",
       "0         0.044211      0.044211      1.111111e-07           0.044211   \n",
       "1         0.107515      0.119553      1.700111e-03           0.107515   \n",
       "\n",
       "   HOUR_APPR_PROCESS_START_y  NFLAG_LAST_APPL_IN_DAY  RATE_DOWN_PAYMENT  \\\n",
       "0                   0.391304                     1.0           0.000008   \n",
       "1                   0.637681                     1.0           0.050556   \n",
       "\n",
       "   DAYS_DECISION  SELLERPLACE_AREA  CNT_PAYMENT  DAYS_FIRST_DRAWING  \\\n",
       "0       0.793151          0.000125     0.333333                 1.0   \n",
       "1       0.553767          0.000133     0.138889                 1.0   \n",
       "\n",
       "   DAYS_FIRST_DUE  DAYS_LAST_DUE_1ST_VERSION  DAYS_LAST_DUE  DAYS_TERMINATION  \\\n",
       "0        0.006318                   0.007942       0.007764          0.007702   \n",
       "1        0.004392                   0.004874       0.004968          0.004903   \n",
       "\n",
       "   NFLAG_INSURED_ON_APPROVAL  NUM_APPS  MONTHS_BALANCE  CNT_INSTALMENT  \\\n",
       "0                   0.000000  0.000000        0.905263        0.323944   \n",
       "1                   0.666667  0.026316        0.549624        0.128270   \n",
       "\n",
       "   CNT_INSTALMENT_FUTURE  SK_DPD  SK_DPD_DEF  NUNIQUE_STATUS  \\\n",
       "0               0.250000     0.0         0.0           0.250   \n",
       "1               0.096429     0.0         0.0           0.375   \n",
       "\n",
       "   CC_MONTHS_BALANCE  AMT_BALANCE  AMT_CREDIT_LIMIT_ACTUAL  \\\n",
       "0           0.776331     0.029978                  0.11037   \n",
       "1           0.776331     0.029978                  0.11037   \n",
       "\n",
       "   AMT_DRAWINGS_ATM_CURRENT  AMT_DRAWINGS_CURRENT  AMT_DRAWINGS_OTHER_CURRENT  \\\n",
       "0                  0.004975              0.002071                         0.0   \n",
       "1                  0.004975              0.002071                         0.0   \n",
       "\n",
       "   AMT_DRAWINGS_POS_CURRENT  AMT_INST_MIN_REGULARITY  AMT_PAYMENT_CURRENT  \\\n",
       "0                  0.000226                 0.037744             0.006187   \n",
       "1                  0.000226                 0.037744             0.006187   \n",
       "\n",
       "   AMT_PAYMENT_TOTAL_CURRENT  AMT_RECEIVABLE_PRINCIPAL  AMT_RECIVABLE  \\\n",
       "0                   0.002504                  0.030248       0.030234   \n",
       "1                   0.002504                  0.030248       0.030234   \n",
       "\n",
       "   AMT_TOTAL_RECEIVABLE  CNT_DRAWINGS_ATM_CURRENT  CNT_DRAWINGS_CURRENT  \\\n",
       "0               0.03024                  0.007432              0.001735   \n",
       "1               0.03024                  0.007432              0.001735   \n",
       "\n",
       "   CNT_DRAWINGS_OTHER_CURRENT  CNT_DRAWINGS_POS_CURRENT  \\\n",
       "0                         0.0                   0.00044   \n",
       "1                         0.0                   0.00044   \n",
       "\n",
       "   CNT_INSTALMENT_MATURE_CUM  CC_SK_DPD  CC_SK_DPD_DEF  CC_NUNIQUE_STATUS  \\\n",
       "0                    0.05201        0.0            0.0                0.0   \n",
       "1                    0.05201        0.0            0.0                0.0   \n",
       "\n",
       "   NUM_INSTALMENT_VERSION  NUM_INSTALMENT_NUMBER  DAYS_INSTALMENT  \\\n",
       "0                0.026991               0.062846         0.899966   \n",
       "1                0.026667               0.028490         0.528893   \n",
       "\n",
       "   DAYS_ENTRY_PAYMENT  AMT_INSTALMENT  AMT_PAYMENT  \\\n",
       "0            0.898168        0.004615     0.004615   \n",
       "1            0.549439        0.025854     0.025854   \n",
       "\n",
       "   NAME_CONTRACT_TYPE_Cash loans  NAME_CONTRACT_TYPE_Revolving loans  \\\n",
       "0                              1                                   0   \n",
       "1                              1                                   0   \n",
       "\n",
       "   CODE_GENDER_F  CODE_GENDER_M  CODE_GENDER_XNA  FLAG_OWN_CAR_N  \\\n",
       "0              0              1                0               1   \n",
       "1              1              0                0               1   \n",
       "\n",
       "   FLAG_OWN_CAR_Y  FLAG_OWN_REALTY_N  FLAG_OWN_REALTY_Y  \\\n",
       "0               0                  0                  1   \n",
       "1               0                  1                  0   \n",
       "\n",
       "   NAME_TYPE_SUITE_Children  NAME_TYPE_SUITE_Family  \\\n",
       "0                         0                       0   \n",
       "1                         0                       1   \n",
       "\n",
       "   NAME_TYPE_SUITE_Group of people  NAME_TYPE_SUITE_Other_A  \\\n",
       "0                                0                        0   \n",
       "1                                0                        0   \n",
       "\n",
       "   NAME_TYPE_SUITE_Other_B  NAME_TYPE_SUITE_Spouse, partner  \\\n",
       "0                        0                                0   \n",
       "1                        0                                0   \n",
       "\n",
       "   NAME_TYPE_SUITE_Unaccompanied  NAME_INCOME_TYPE_Businessman  \\\n",
       "0                              1                             0   \n",
       "1                              0                             0   \n",
       "\n",
       "   NAME_INCOME_TYPE_Commercial associate  NAME_INCOME_TYPE_Maternity leave  \\\n",
       "0                                      0                                 0   \n",
       "1                                      0                                 0   \n",
       "\n",
       "   NAME_INCOME_TYPE_Pensioner  NAME_INCOME_TYPE_State servant  \\\n",
       "0                           0                               0   \n",
       "1                           0                               1   \n",
       "\n",
       "   NAME_INCOME_TYPE_Student  NAME_INCOME_TYPE_Unemployed  \\\n",
       "0                         0                            0   \n",
       "1                         0                            0   \n",
       "\n",
       "   NAME_INCOME_TYPE_Working  NAME_EDUCATION_TYPE_Academic degree  \\\n",
       "0                         1                                    0   \n",
       "1                         0                                    0   \n",
       "\n",
       "   NAME_EDUCATION_TYPE_Higher education  \\\n",
       "0                                     0   \n",
       "1                                     1   \n",
       "\n",
       "   NAME_EDUCATION_TYPE_Incomplete higher  NAME_EDUCATION_TYPE_Lower secondary  \\\n",
       "0                                      0                                    0   \n",
       "1                                      0                                    0   \n",
       "\n",
       "   NAME_EDUCATION_TYPE_Secondary / secondary special  \\\n",
       "0                                                  1   \n",
       "1                                                  0   \n",
       "\n",
       "   NAME_FAMILY_STATUS_Civil marriage  NAME_FAMILY_STATUS_Married  \\\n",
       "0                                  0                           0   \n",
       "1                                  0                           1   \n",
       "\n",
       "   NAME_FAMILY_STATUS_Separated  NAME_FAMILY_STATUS_Single / not married  \\\n",
       "0                             0                                        1   \n",
       "1                             0                                        0   \n",
       "\n",
       "   NAME_FAMILY_STATUS_Unknown  NAME_FAMILY_STATUS_Widow  \\\n",
       "0                           0                         0   \n",
       "1                           0                         0   \n",
       "\n",
       "   NAME_HOUSING_TYPE_Co-op apartment  NAME_HOUSING_TYPE_House / apartment  \\\n",
       "0                                  0                                    1   \n",
       "1                                  0                                    1   \n",
       "\n",
       "   NAME_HOUSING_TYPE_Municipal apartment  NAME_HOUSING_TYPE_Office apartment  \\\n",
       "0                                      0                                   0   \n",
       "1                                      0                                   0   \n",
       "\n",
       "   NAME_HOUSING_TYPE_Rented apartment  NAME_HOUSING_TYPE_With parents  \\\n",
       "0                                   0                               0   \n",
       "1                                   0                               0   \n",
       "\n",
       "   OCCUPATION_TYPE_Accountants  OCCUPATION_TYPE_Cleaning staff  \\\n",
       "0                            0                               0   \n",
       "1                            0                               0   \n",
       "\n",
       "   OCCUPATION_TYPE_Cooking staff  OCCUPATION_TYPE_Core staff  \\\n",
       "0                              0                           0   \n",
       "1                              0                           1   \n",
       "\n",
       "   OCCUPATION_TYPE_Drivers  OCCUPATION_TYPE_HR staff  \\\n",
       "0                        0                         0   \n",
       "1                        0                         0   \n",
       "\n",
       "   OCCUPATION_TYPE_High skill tech staff  OCCUPATION_TYPE_IT staff  \\\n",
       "0                                      0                         0   \n",
       "1                                      0                         0   \n",
       "\n",
       "   OCCUPATION_TYPE_Laborers  OCCUPATION_TYPE_Low-skill Laborers  \\\n",
       "0                         1                                   0   \n",
       "1                         0                                   0   \n",
       "\n",
       "   OCCUPATION_TYPE_Managers  OCCUPATION_TYPE_Medicine staff  \\\n",
       "0                         0                               0   \n",
       "1                         0                               0   \n",
       "\n",
       "   OCCUPATION_TYPE_Private service staff  OCCUPATION_TYPE_Realty agents  \\\n",
       "0                                      0                              0   \n",
       "1                                      0                              0   \n",
       "\n",
       "   OCCUPATION_TYPE_Sales staff  OCCUPATION_TYPE_Secretaries  \\\n",
       "0                            0                            0   \n",
       "1                            0                            0   \n",
       "\n",
       "   OCCUPATION_TYPE_Security staff  OCCUPATION_TYPE_Waiters/barmen staff  \\\n",
       "0                               0                                     0   \n",
       "1                               0                                     0   \n",
       "\n",
       "   WEEKDAY_APPR_PROCESS_START_FRIDAY  WEEKDAY_APPR_PROCESS_START_MONDAY  \\\n",
       "0                                  0                                  0   \n",
       "1                                  0                                  1   \n",
       "\n",
       "   WEEKDAY_APPR_PROCESS_START_SATURDAY  WEEKDAY_APPR_PROCESS_START_SUNDAY  \\\n",
       "0                                    0                                  0   \n",
       "1                                    0                                  0   \n",
       "\n",
       "   WEEKDAY_APPR_PROCESS_START_THURSDAY  WEEKDAY_APPR_PROCESS_START_TUESDAY  \\\n",
       "0                                    0                                   0   \n",
       "1                                    0                                   0   \n",
       "\n",
       "   WEEKDAY_APPR_PROCESS_START_WEDNESDAY  ORGANIZATION_TYPE_Advertising  \\\n",
       "0                                     1                              0   \n",
       "1                                     0                              0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Agriculture  ORGANIZATION_TYPE_Bank  \\\n",
       "0                              0                       0   \n",
       "1                              0                       0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Business Entity Type 1  \\\n",
       "0                                         0   \n",
       "1                                         0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Business Entity Type 2  \\\n",
       "0                                         0   \n",
       "1                                         0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Business Entity Type 3  ORGANIZATION_TYPE_Cleaning  \\\n",
       "0                                         1                           0   \n",
       "1                                         0                           0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Construction  ORGANIZATION_TYPE_Culture  \\\n",
       "0                               0                          0   \n",
       "1                               0                          0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Electricity  ORGANIZATION_TYPE_Emergency  \\\n",
       "0                              0                            0   \n",
       "1                              0                            0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Government  ORGANIZATION_TYPE_Hotel  \\\n",
       "0                             0                        0   \n",
       "1                             0                        0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Housing  ORGANIZATION_TYPE_Industry: type 1  \\\n",
       "0                          0                                   0   \n",
       "1                          0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 10  ORGANIZATION_TYPE_Industry: type 11  \\\n",
       "0                                    0                                    0   \n",
       "1                                    0                                    0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 12  ORGANIZATION_TYPE_Industry: type 13  \\\n",
       "0                                    0                                    0   \n",
       "1                                    0                                    0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 2  ORGANIZATION_TYPE_Industry: type 3  \\\n",
       "0                                   0                                   0   \n",
       "1                                   0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 4  ORGANIZATION_TYPE_Industry: type 5  \\\n",
       "0                                   0                                   0   \n",
       "1                                   0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 6  ORGANIZATION_TYPE_Industry: type 7  \\\n",
       "0                                   0                                   0   \n",
       "1                                   0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 8  ORGANIZATION_TYPE_Industry: type 9  \\\n",
       "0                                   0                                   0   \n",
       "1                                   0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Insurance  ORGANIZATION_TYPE_Kindergarten  \\\n",
       "0                            0                               0   \n",
       "1                            0                               0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Legal Services  ORGANIZATION_TYPE_Medicine  \\\n",
       "0                                 0                           0   \n",
       "1                                 0                           0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Military  ORGANIZATION_TYPE_Mobile  \\\n",
       "0                           0                         0   \n",
       "1                           0                         0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Other  ORGANIZATION_TYPE_Police  \\\n",
       "0                        0                         0   \n",
       "1                        0                         0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Postal  ORGANIZATION_TYPE_Realtor  \\\n",
       "0                         0                          0   \n",
       "1                         0                          0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Religion  ORGANIZATION_TYPE_Restaurant  \\\n",
       "0                           0                             0   \n",
       "1                           0                             0   \n",
       "\n",
       "   ORGANIZATION_TYPE_School  ORGANIZATION_TYPE_Security  \\\n",
       "0                         0                           0   \n",
       "1                         1                           0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Security Ministries  ORGANIZATION_TYPE_Self-employed  \\\n",
       "0                                      0                                0   \n",
       "1                                      0                                0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Services  ORGANIZATION_TYPE_Telecom  \\\n",
       "0                           0                          0   \n",
       "1                           0                          0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Trade: type 1  ORGANIZATION_TYPE_Trade: type 2  \\\n",
       "0                                0                                0   \n",
       "1                                0                                0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Trade: type 3  ORGANIZATION_TYPE_Trade: type 4  \\\n",
       "0                                0                                0   \n",
       "1                                0                                0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Trade: type 5  ORGANIZATION_TYPE_Trade: type 6  \\\n",
       "0                                0                                0   \n",
       "1                                0                                0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Trade: type 7  ORGANIZATION_TYPE_Transport: type 1  \\\n",
       "0                                0                                    0   \n",
       "1                                0                                    0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Transport: type 2  ORGANIZATION_TYPE_Transport: type 3  \\\n",
       "0                                    0                                    0   \n",
       "1                                    0                                    0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Transport: type 4  ORGANIZATION_TYPE_University  \\\n",
       "0                                    0                             0   \n",
       "1                                    0                             0   \n",
       "\n",
       "   ORGANIZATION_TYPE_XNA  FONDKAPREMONT_MODE_not specified  \\\n",
       "0                      0                                 0   \n",
       "1                      0                                 0   \n",
       "\n",
       "   FONDKAPREMONT_MODE_org spec account  FONDKAPREMONT_MODE_reg oper account  \\\n",
       "0                                    0                                    1   \n",
       "1                                    0                                    1   \n",
       "\n",
       "   FONDKAPREMONT_MODE_reg oper spec account  HOUSETYPE_MODE_block of flats  \\\n",
       "0                                         0                              1   \n",
       "1                                         0                              1   \n",
       "\n",
       "   HOUSETYPE_MODE_specific housing  HOUSETYPE_MODE_terraced house  \\\n",
       "0                                0                              0   \n",
       "1                                0                              0   \n",
       "\n",
       "   WALLSMATERIAL_MODE_Block  WALLSMATERIAL_MODE_Mixed  \\\n",
       "0                         0                         0   \n",
       "1                         1                         0   \n",
       "\n",
       "   WALLSMATERIAL_MODE_Monolithic  WALLSMATERIAL_MODE_Others  \\\n",
       "0                              0                          0   \n",
       "1                              0                          0   \n",
       "\n",
       "   WALLSMATERIAL_MODE_Panel  WALLSMATERIAL_MODE_Stone, brick  \\\n",
       "0                         0                                1   \n",
       "1                         0                                0   \n",
       "\n",
       "   WALLSMATERIAL_MODE_Wooden  EMERGENCYSTATE_MODE_No  EMERGENCYSTATE_MODE_Yes  \\\n",
       "0                          0                       1                        0   \n",
       "1                          0                       1                        0   \n",
       "\n",
       "   TARGET  \n",
       "0       1  \n",
       "1       0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_train = app.iloc[:train_size]\n",
    "data_test = app.iloc[train_size:]\n",
    "print(data_train.shape)\n",
    "print(data_test.shape)\n",
    "\n",
    "# add target column back\n",
    "data_train['TARGET'] = target\n",
    "display(data_train.head(2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['models/train.joblib']"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "joblib.dump(data_train, 'models/train.joblib')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['models/test.joblib']"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "joblib.dump(data_test, 'models/test.joblib')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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