home-credit-default-risk-dl.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Questions\n",
    "    #What to do with unbalanced data\n",
    "    #How to align test and train data from feature engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%reload_ext autoreload\n",
    "%autoreload 2\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastai.structured import *\n",
    "from fastai.column_data import *\n",
    "from sklearn.metrics import roc_auc_score\n",
    "from pandas_summary import DataFrameSummary\n",
    "\n",
    "np.set_printoptions(threshold = 50, edgeitems = 20)\n",
    "\n",
    "PATH = 'data/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "application_test.csv                installments_payments.csv\r\n",
      "\u001b[0m\u001b[01;31mapplication_test.csv.zip\u001b[0m            \u001b[01;31minstallments_payments.csv.zip\u001b[0m\r\n",
      "application_train.csv               \u001b[01;34mmodels\u001b[0m/\r\n",
      "\u001b[01;31mapplication_train.csv.zip\u001b[0m           POS_CASH_balance.csv\r\n",
      "bureau_balance.csv                  \u001b[01;31mPOS_CASH_balance.csv.zip\u001b[0m\r\n",
      "\u001b[01;31mbureau_balance.csv.zip\u001b[0m              previous_application.csv\r\n",
      "bureau.csv                          \u001b[01;31mprevious_application.csv.zip\u001b[0m\r\n",
      "\u001b[01;31mbureau.csv.zip\u001b[0m                      sample_submission.csv\r\n",
      "credit_card_balance.csv             \u001b[01;31msample_submission.csv.zip\u001b[0m\r\n",
      "\u001b[01;31mcredit_card_balance.csv.zip\u001b[0m         \u001b[01;34msubm\u001b[0m/\r\n",
      "df_pref                             \u001b[01;34mtmp\u001b[0m/\r\n",
      "HomeCredit_columns_description.csv\r\n"
     ]
    }
   ],
   "source": [
    "ls {PATH}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(307511, 122)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#data = pd.read_feather('tmp/data')\n",
    "data = pd.read_csv(PATH + 'application_train.csv')\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(48744, 121)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#data_test = pd.read_feather('tmp/data_test')\n",
    "data_test = pd.read_csv(PATH + 'application_test.csv')\n",
    "data_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# nrow = 1000\n",
    "#application_train = pd.read_csv(path + 'application_train.csv', nrow = 1000)\n",
    "#bureau_balance = pd.read_csv(path + 'bureau_balance.csv')\n",
    "#bureau = pd.read_csv(path + 'bureau.csv')\n",
    "#credit_card_balance = pd.read_csv(path + 'credit_card_balance.csv')\n",
    "#installments_payments = pd.read_csv(path + 'installments_payments.csv')\n",
    "#pos_cash_balance = pd.read_csv(path+'POS_CASH_balance.csv')\n",
    "#previous_application = pd.read_csv(path + 'previous_application.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat_vars = list(data.select_dtypes('object').columns); len(cat_vars)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "106"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contin_vars = list(data.select_dtypes(np.number).columns); len(contin_vars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "105"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contin_vars.remove('SK_ID_CURR'); len(contin_vars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "104"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contin_vars.remove('TARGET'); len(contin_vars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(307511, 122)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dep = 'TARGET'\n",
    "data = data[cat_vars+contin_vars+[dep, 'SK_ID_CURR']].copy()\n",
    "# data = data[cat_vars+contin_vars].copy()\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(48744, 122)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dep = 'TARGET'\n",
    "data_test[dep] = 0\n",
    "data_test = data_test[cat_vars+contin_vars+[dep, 'SK_ID_CURR']].copy()\n",
    "# data_test = data_test[cat_vars+contin_vars+[dep]].copy()\n",
    "data_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip install pandas-summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def display_allRows(df):\n",
    "    with pd.option_context('display.max_rows', 1000):\n",
    "        with pd.option_context('display.max_columns', 10):\n",
    "            display(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NAME_CONTRACT_TYPE               object\n",
       "CODE_GENDER                      object\n",
       "FLAG_OWN_CAR                     object\n",
       "FLAG_OWN_REALTY                  object\n",
       "NAME_TYPE_SUITE                  object\n",
       "NAME_INCOME_TYPE                 object\n",
       "NAME_EDUCATION_TYPE              object\n",
       "NAME_FAMILY_STATUS               object\n",
       "NAME_HOUSING_TYPE                object\n",
       "OCCUPATION_TYPE                  object\n",
       "WEEKDAY_APPR_PROCESS_START       object\n",
       "ORGANIZATION_TYPE                object\n",
       "FONDKAPREMONT_MODE               object\n",
       "HOUSETYPE_MODE                   object\n",
       "WALLSMATERIAL_MODE               object\n",
       "EMERGENCYSTATE_MODE              object\n",
       "CNT_CHILDREN                      int64\n",
       "AMT_INCOME_TOTAL                float64\n",
       "AMT_CREDIT                      float64\n",
       "AMT_ANNUITY                     float64\n",
       "AMT_GOODS_PRICE                 float64\n",
       "REGION_POPULATION_RELATIVE      float64\n",
       "DAYS_BIRTH                        int64\n",
       "DAYS_EMPLOYED                     int64\n",
       "DAYS_REGISTRATION               float64\n",
       "DAYS_ID_PUBLISH                   int64\n",
       "OWN_CAR_AGE                     float64\n",
       "FLAG_MOBIL                        int64\n",
       "FLAG_EMP_PHONE                    int64\n",
       "FLAG_WORK_PHONE                   int64\n",
       "FLAG_CONT_MOBILE                  int64\n",
       "FLAG_PHONE                        int64\n",
       "FLAG_EMAIL                        int64\n",
       "CNT_FAM_MEMBERS                 float64\n",
       "REGION_RATING_CLIENT              int64\n",
       "REGION_RATING_CLIENT_W_CITY       int64\n",
       "HOUR_APPR_PROCESS_START           int64\n",
       "REG_REGION_NOT_LIVE_REGION        int64\n",
       "REG_REGION_NOT_WORK_REGION        int64\n",
       "LIVE_REGION_NOT_WORK_REGION       int64\n",
       "REG_CITY_NOT_LIVE_CITY            int64\n",
       "REG_CITY_NOT_WORK_CITY            int64\n",
       "LIVE_CITY_NOT_WORK_CITY           int64\n",
       "EXT_SOURCE_1                    float64\n",
       "EXT_SOURCE_2                    float64\n",
       "EXT_SOURCE_3                    float64\n",
       "APARTMENTS_AVG                  float64\n",
       "BASEMENTAREA_AVG                float64\n",
       "YEARS_BEGINEXPLUATATION_AVG     float64\n",
       "YEARS_BUILD_AVG                 float64\n",
       "COMMONAREA_AVG                  float64\n",
       "ELEVATORS_AVG                   float64\n",
       "ENTRANCES_AVG                   float64\n",
       "FLOORSMAX_AVG                   float64\n",
       "FLOORSMIN_AVG                   float64\n",
       "LANDAREA_AVG                    float64\n",
       "LIVINGAPARTMENTS_AVG            float64\n",
       "LIVINGAREA_AVG                  float64\n",
       "NONLIVINGAPARTMENTS_AVG         float64\n",
       "NONLIVINGAREA_AVG               float64\n",
       "APARTMENTS_MODE                 float64\n",
       "BASEMENTAREA_MODE               float64\n",
       "YEARS_BEGINEXPLUATATION_MODE    float64\n",
       "YEARS_BUILD_MODE                float64\n",
       "COMMONAREA_MODE                 float64\n",
       "ELEVATORS_MODE                  float64\n",
       "ENTRANCES_MODE                  float64\n",
       "FLOORSMAX_MODE                  float64\n",
       "FLOORSMIN_MODE                  float64\n",
       "LANDAREA_MODE                   float64\n",
       "LIVINGAPARTMENTS_MODE           float64\n",
       "LIVINGAREA_MODE                 float64\n",
       "NONLIVINGAPARTMENTS_MODE        float64\n",
       "NONLIVINGAREA_MODE              float64\n",
       "APARTMENTS_MEDI                 float64\n",
       "BASEMENTAREA_MEDI               float64\n",
       "YEARS_BEGINEXPLUATATION_MEDI    float64\n",
       "YEARS_BUILD_MEDI                float64\n",
       "COMMONAREA_MEDI                 float64\n",
       "ELEVATORS_MEDI                  float64\n",
       "ENTRANCES_MEDI                  float64\n",
       "FLOORSMAX_MEDI                  float64\n",
       "FLOORSMIN_MEDI                  float64\n",
       "LANDAREA_MEDI                   float64\n",
       "LIVINGAPARTMENTS_MEDI           float64\n",
       "LIVINGAREA_MEDI                 float64\n",
       "NONLIVINGAPARTMENTS_MEDI        float64\n",
       "NONLIVINGAREA_MEDI              float64\n",
       "TOTALAREA_MODE                  float64\n",
       "OBS_30_CNT_SOCIAL_CIRCLE        float64\n",
       "DEF_30_CNT_SOCIAL_CIRCLE        float64\n",
       "OBS_60_CNT_SOCIAL_CIRCLE        float64\n",
       "DEF_60_CNT_SOCIAL_CIRCLE        float64\n",
       "DAYS_LAST_PHONE_CHANGE          float64\n",
       "FLAG_DOCUMENT_2                   int64\n",
       "FLAG_DOCUMENT_3                   int64\n",
       "FLAG_DOCUMENT_4                   int64\n",
       "FLAG_DOCUMENT_5                   int64\n",
       "FLAG_DOCUMENT_6                   int64\n",
       "FLAG_DOCUMENT_7                   int64\n",
       "FLAG_DOCUMENT_8                   int64\n",
       "FLAG_DOCUMENT_9                   int64\n",
       "FLAG_DOCUMENT_10                  int64\n",
       "FLAG_DOCUMENT_11                  int64\n",
       "FLAG_DOCUMENT_12                  int64\n",
       "FLAG_DOCUMENT_13                  int64\n",
       "FLAG_DOCUMENT_14                  int64\n",
       "FLAG_DOCUMENT_15                  int64\n",
       "FLAG_DOCUMENT_16                  int64\n",
       "FLAG_DOCUMENT_17                  int64\n",
       "FLAG_DOCUMENT_18                  int64\n",
       "FLAG_DOCUMENT_19                  int64\n",
       "FLAG_DOCUMENT_20                  int64\n",
       "FLAG_DOCUMENT_21                  int64\n",
       "AMT_REQ_CREDIT_BUREAU_HOUR      float64\n",
       "AMT_REQ_CREDIT_BUREAU_DAY       float64\n",
       "AMT_REQ_CREDIT_BUREAU_WEEK      float64\n",
       "AMT_REQ_CREDIT_BUREAU_MON       float64\n",
       "AMT_REQ_CREDIT_BUREAU_QRT       float64\n",
       "AMT_REQ_CREDIT_BUREAU_YEAR      float64\n",
       "TARGET                            int64\n",
       "SK_ID_CURR                        int64\n",
       "dtype: object"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_allRows(data.dtypes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>NAME_CONTRACT_TYPE</th>\n",
       "      <th>CODE_GENDER</th>\n",
       "      <th>FLAG_OWN_CAR</th>\n",
       "      <th>FLAG_OWN_REALTY</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>OCCUPATION_TYPE</th>\n",
       "      <th>...</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>TARGET</th>\n",
       "      <th>SK_ID_CURR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Cash loans</td>\n",
       "      <td>F</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</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>NaN</td>\n",
       "      <td>...</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>0</td>\n",
       "      <td>100001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cash loans</td>\n",
       "      <td>M</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>Unaccompanied</td>\n",
       "      <td>Working</td>\n",
       "      <td>Secondary / secondary special</td>\n",
       "      <td>Married</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>Low-skill Laborers</td>\n",
       "      <td>...</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>0</td>\n",
       "      <td>100005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Cash loans</td>\n",
       "      <td>M</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Working</td>\n",
       "      <td>Higher education</td>\n",
       "      <td>Married</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>Drivers</td>\n",
       "      <td>...</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>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>100013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Cash loans</td>\n",
       "      <td>F</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>Unaccompanied</td>\n",
       "      <td>Working</td>\n",
       "      <td>Secondary / secondary special</td>\n",
       "      <td>Married</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>Sales staff</td>\n",
       "      <td>...</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>0</td>\n",
       "      <td>100028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Cash loans</td>\n",
       "      <td>M</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>Unaccompanied</td>\n",
       "      <td>Working</td>\n",
       "      <td>Secondary / secondary special</td>\n",
       "      <td>Married</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>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>0</td>\n",
       "      <td>100038</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 122 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  NAME_CONTRACT_TYPE CODE_GENDER FLAG_OWN_CAR FLAG_OWN_REALTY NAME_TYPE_SUITE  \\\n",
       "0         Cash loans           F            N               Y   Unaccompanied   \n",
       "1         Cash loans           M            N               Y   Unaccompanied   \n",
       "2         Cash loans           M            Y               Y             NaN   \n",
       "3         Cash loans           F            N               Y   Unaccompanied   \n",
       "4         Cash loans           M            Y               N   Unaccompanied   \n",
       "\n",
       "  NAME_INCOME_TYPE            NAME_EDUCATION_TYPE NAME_FAMILY_STATUS  \\\n",
       "0          Working               Higher education            Married   \n",
       "1          Working  Secondary / secondary special            Married   \n",
       "2          Working               Higher education            Married   \n",
       "3          Working  Secondary / secondary special            Married   \n",
       "4          Working  Secondary / secondary special            Married   \n",
       "\n",
       "   NAME_HOUSING_TYPE     OCCUPATION_TYPE     ...     FLAG_DOCUMENT_20  \\\n",
       "0  House / apartment                 NaN     ...                    0   \n",
       "1  House / apartment  Low-skill Laborers     ...                    0   \n",
       "2  House / apartment             Drivers     ...                    0   \n",
       "3  House / apartment         Sales staff     ...                    0   \n",
       "4  House / apartment                 NaN     ...                    0   \n",
       "\n",
       "  FLAG_DOCUMENT_21 AMT_REQ_CREDIT_BUREAU_HOUR AMT_REQ_CREDIT_BUREAU_DAY  \\\n",
       "0                0                        0.0                       0.0   \n",
       "1                0                        0.0                       0.0   \n",
       "2                0                        0.0                       0.0   \n",
       "3                0                        0.0                       0.0   \n",
       "4                0                        NaN                       NaN   \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",
       "2                        0.0                       0.0   \n",
       "3                        0.0                       0.0   \n",
       "4                        NaN                       NaN   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_QRT  AMT_REQ_CREDIT_BUREAU_YEAR  TARGET  SK_ID_CURR  \n",
       "0                        0.0                         0.0       0      100001  \n",
       "1                        0.0                         3.0       0      100005  \n",
       "2                        1.0                         4.0       0      100013  \n",
       "3                        0.0                         3.0       0      100028  \n",
       "4                        NaN                         NaN       0      100038  \n",
       "\n",
       "[5 rows x 122 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "for v in cat_vars: data[v] = data[v].astype('category').cat.as_ordered()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(307511, 122)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "#data.select_dtypes('category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#data_test.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "#train_cats(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "apply_cats(data_test, data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "for v in contin_vars:\n",
    "    data[v] = data[v].fillna(0).astype('float32')\n",
    "    data_test[v] = data_test[v].fillna(0).astype('float32')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((307511, 122), (48744, 122))"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape, data_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
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       "      <td>False</td>\n",
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       "      <td>...</td>\n",
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       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>...</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307481</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307482</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307483</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307484</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307485</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307486</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307487</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307488</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307489</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307490</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307491</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307492</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307493</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307494</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307495</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307496</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307497</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307498</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307499</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307500</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307501</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307502</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307503</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307504</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307505</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307506</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307507</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307508</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307509</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307510</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>307511 rows × 122 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        NAME_CONTRACT_TYPE  CODE_GENDER  FLAG_OWN_CAR  FLAG_OWN_REALTY  \\\n",
       "0                    False        False         False            False   \n",
       "1                    False        False         False            False   \n",
       "2                    False        False         False            False   \n",
       "3                    False        False         False            False   \n",
       "4                    False        False         False            False   \n",
       "5                    False        False         False            False   \n",
       "6                    False        False         False            False   \n",
       "7                    False        False         False            False   \n",
       "8                    False        False         False            False   \n",
       "9                    False        False         False            False   \n",
       "10                   False        False         False            False   \n",
       "11                   False        False         False            False   \n",
       "12                   False        False         False            False   \n",
       "13                   False        False         False            False   \n",
       "14                   False        False         False            False   \n",
       "15                   False        False         False            False   \n",
       "16                   False        False         False            False   \n",
       "17                   False        False         False            False   \n",
       "18                   False        False         False            False   \n",
       "19                   False        False         False            False   \n",
       "20                   False        False         False            False   \n",
       "21                   False        False         False            False   \n",
       "22                   False        False         False            False   \n",
       "23                   False        False         False            False   \n",
       "24                   False        False         False            False   \n",
       "25                   False        False         False            False   \n",
       "26                   False        False         False            False   \n",
       "27                   False        False         False            False   \n",
       "28                   False        False         False            False   \n",
       "29                   False        False         False            False   \n",
       "...                    ...          ...           ...              ...   \n",
       "307481               False        False         False            False   \n",
       "307482               False        False         False            False   \n",
       "307483               False        False         False            False   \n",
       "307484               False        False         False            False   \n",
       "307485               False        False         False            False   \n",
       "307486               False        False         False            False   \n",
       "307487               False        False         False            False   \n",
       "307488               False        False         False            False   \n",
       "307489               False        False         False            False   \n",
       "307490               False        False         False            False   \n",
       "307491               False        False         False            False   \n",
       "307492               False        False         False            False   \n",
       "307493               False        False         False            False   \n",
       "307494               False        False         False            False   \n",
       "307495               False        False         False            False   \n",
       "307496               False        False         False            False   \n",
       "307497               False        False         False            False   \n",
       "307498               False        False         False            False   \n",
       "307499               False        False         False            False   \n",
       "307500               False        False         False            False   \n",
       "307501               False        False         False            False   \n",
       "307502               False        False         False            False   \n",
       "307503               False        False         False            False   \n",
       "307504               False        False         False            False   \n",
       "307505               False        False         False            False   \n",
       "307506               False        False         False            False   \n",
       "307507               False        False         False            False   \n",
       "307508               False        False         False            False   \n",
       "307509               False        False         False            False   \n",
       "307510               False        False         False            False   \n",
       "\n",
       "        NAME_TYPE_SUITE  NAME_INCOME_TYPE  NAME_EDUCATION_TYPE  \\\n",
       "0                 False             False                False   \n",
       "1                 False             False                False   \n",
       "2                 False             False                False   \n",
       "3                 False             False                False   \n",
       "4                 False             False                False   \n",
       "5                 False             False                False   \n",
       "6                 False             False                False   \n",
       "7                 False             False                False   \n",
       "8                 False             False                False   \n",
       "9                 False             False                False   \n",
       "10                False             False                False   \n",
       "11                False             False                False   \n",
       "12                False             False                False   \n",
       "13                False             False                False   \n",
       "14                False             False                False   \n",
       "15                False             False                False   \n",
       "16                False             False                False   \n",
       "17                False             False                False   \n",
       "18                False             False                False   \n",
       "19                False             False                False   \n",
       "20                False             False                False   \n",
       "21                False             False                False   \n",
       "22                False             False                False   \n",
       "23                False             False                False   \n",
       "24                False             False                False   \n",
       "25                False             False                False   \n",
       "26                False             False                False   \n",
       "27                False             False                False   \n",
       "28                False             False                False   \n",
       "29                False             False                False   \n",
       "...                 ...               ...                  ...   \n",
       "307481            False             False                False   \n",
       "307482            False             False                False   \n",
       "307483            False             False                False   \n",
       "307484            False             False                False   \n",
       "307485            False             False                False   \n",
       "307486            False             False                False   \n",
       "307487            False             False                False   \n",
       "307488            False             False                False   \n",
       "307489            False             False                False   \n",
       "307490            False             False                False   \n",
       "307491            False             False                False   \n",
       "307492            False             False                False   \n",
       "307493            False             False                False   \n",
       "307494            False             False                False   \n",
       "307495            False             False                False   \n",
       "307496            False             False                False   \n",
       "307497            False             False                False   \n",
       "307498            False             False                False   \n",
       "307499            False             False                False   \n",
       "307500            False             False                False   \n",
       "307501            False             False                False   \n",
       "307502            False             False                False   \n",
       "307503            False             False                False   \n",
       "307504            False             False                False   \n",
       "307505            False             False                False   \n",
       "307506            False             False                False   \n",
       "307507            False             False                False   \n",
       "307508            False             False                False   \n",
       "307509            False             False                False   \n",
       "307510            False             False                False   \n",
       "\n",
       "        NAME_FAMILY_STATUS  NAME_HOUSING_TYPE  OCCUPATION_TYPE     ...      \\\n",
       "0                    False              False            False     ...       \n",
       "1                    False              False            False     ...       \n",
       "2                    False              False            False     ...       \n",
       "3                    False              False            False     ...       \n",
       "4                    False              False            False     ...       \n",
       "5                    False              False            False     ...       \n",
       "6                    False              False            False     ...       \n",
       "7                    False              False            False     ...       \n",
       "8                    False              False             True     ...       \n",
       "9                    False              False            False     ...       \n",
       "10                   False              False            False     ...       \n",
       "11                   False              False             True     ...       \n",
       "12                   False              False            False     ...       \n",
       "13                   False              False            False     ...       \n",
       "14                   False              False            False     ...       \n",
       "15                   False              False            False     ...       \n",
       "16                   False              False            False     ...       \n",
       "17                   False              False            False     ...       \n",
       "18                   False              False            False     ...       \n",
       "19                   False              False            False     ...       \n",
       "20                   False              False            False     ...       \n",
       "21                   False              False            False     ...       \n",
       "22                   False              False            False     ...       \n",
       "23                   False              False             True     ...       \n",
       "24                   False              False            False     ...       \n",
       "25                   False              False            False     ...       \n",
       "26                   False              False            False     ...       \n",
       "27                   False              False            False     ...       \n",
       "28                   False              False             True     ...       \n",
       "29                   False              False            False     ...       \n",
       "...                    ...                ...              ...     ...       \n",
       "307481               False              False            False     ...       \n",
       "307482               False              False            False     ...       \n",
       "307483               False              False             True     ...       \n",
       "307484               False              False            False     ...       \n",
       "307485               False              False            False     ...       \n",
       "307486               False              False             True     ...       \n",
       "307487               False              False             True     ...       \n",
       "307488               False              False            False     ...       \n",
       "307489               False              False            False     ...       \n",
       "307490               False              False            False     ...       \n",
       "307491               False              False            False     ...       \n",
       "307492               False              False            False     ...       \n",
       "307493               False              False            False     ...       \n",
       "307494               False              False            False     ...       \n",
       "307495               False              False            False     ...       \n",
       "307496               False              False            False     ...       \n",
       "307497               False              False            False     ...       \n",
       "307498               False              False            False     ...       \n",
       "307499               False              False            False     ...       \n",
       "307500               False              False             True     ...       \n",
       "307501               False              False            False     ...       \n",
       "307502               False              False            False     ...       \n",
       "307503               False              False            False     ...       \n",
       "307504               False              False            False     ...       \n",
       "307505               False              False             True     ...       \n",
       "307506               False              False            False     ...       \n",
       "307507               False              False             True     ...       \n",
       "307508               False              False            False     ...       \n",
       "307509               False              False            False     ...       \n",
       "307510               False              False            False     ...       \n",
       "\n",
       "        FLAG_DOCUMENT_20  FLAG_DOCUMENT_21  AMT_REQ_CREDIT_BUREAU_HOUR  \\\n",
       "0                  False             False                       False   \n",
       "1                  False             False                       False   \n",
       "2                  False             False                       False   \n",
       "3                  False             False                       False   \n",
       "4                  False             False                       False   \n",
       "5                  False             False                       False   \n",
       "6                  False             False                       False   \n",
       "7                  False             False                       False   \n",
       "8                  False             False                       False   \n",
       "9                  False             False                       False   \n",
       "10                 False             False                       False   \n",
       "11                 False             False                       False   \n",
       "12                 False             False                       False   \n",
       "13                 False             False                       False   \n",
       "14                 False             False                       False   \n",
       "15                 False             False                       False   \n",
       "16                 False             False                       False   \n",
       "17                 False             False                       False   \n",
       "18                 False             False                       False   \n",
       "19                 False             False                       False   \n",
       "20                 False             False                       False   \n",
       "21                 False             False                       False   \n",
       "22                 False             False                       False   \n",
       "23                 False             False                       False   \n",
       "24                 False             False                       False   \n",
       "25                 False             False                       False   \n",
       "26                 False             False                       False   \n",
       "27                 False             False                       False   \n",
       "28                 False             False                       False   \n",
       "29                 False             False                       False   \n",
       "...                  ...               ...                         ...   \n",
       "307481             False             False                       False   \n",
       "307482             False             False                       False   \n",
       "307483             False             False                       False   \n",
       "307484             False             False                       False   \n",
       "307485             False             False                       False   \n",
       "307486             False             False                       False   \n",
       "307487             False             False                       False   \n",
       "307488             False             False                       False   \n",
       "307489             False             False                       False   \n",
       "307490             False             False                       False   \n",
       "307491             False             False                       False   \n",
       "307492             False             False                       False   \n",
       "307493             False             False                       False   \n",
       "307494             False             False                       False   \n",
       "307495             False             False                       False   \n",
       "307496             False             False                       False   \n",
       "307497             False             False                       False   \n",
       "307498             False             False                       False   \n",
       "307499             False             False                       False   \n",
       "307500             False             False                       False   \n",
       "307501             False             False                       False   \n",
       "307502             False             False                       False   \n",
       "307503             False             False                       False   \n",
       "307504             False             False                       False   \n",
       "307505             False             False                       False   \n",
       "307506             False             False                       False   \n",
       "307507             False             False                       False   \n",
       "307508             False             False                       False   \n",
       "307509             False             False                       False   \n",
       "307510             False             False                       False   \n",
       "\n",
       "        AMT_REQ_CREDIT_BUREAU_DAY  AMT_REQ_CREDIT_BUREAU_WEEK  \\\n",
       "0                           False                       False   \n",
       "1                           False                       False   \n",
       "2                           False                       False   \n",
       "3                           False                       False   \n",
       "4                           False                       False   \n",
       "5                           False                       False   \n",
       "6                           False                       False   \n",
       "7                           False                       False   \n",
       "8                           False                       False   \n",
       "9                           False                       False   \n",
       "10                          False                       False   \n",
       "11                          False                       False   \n",
       "12                          False                       False   \n",
       "13                          False                       False   \n",
       "14                          False                       False   \n",
       "15                          False                       False   \n",
       "16                          False                       False   \n",
       "17                          False                       False   \n",
       "18                          False                       False   \n",
       "19                          False                       False   \n",
       "20                          False                       False   \n",
       "21                          False                       False   \n",
       "22                          False                       False   \n",
       "23                          False                       False   \n",
       "24                          False                       False   \n",
       "25                          False                       False   \n",
       "26                          False                       False   \n",
       "27                          False                       False   \n",
       "28                          False                       False   \n",
       "29                          False                       False   \n",
       "...                           ...                         ...   \n",
       "307481                      False                       False   \n",
       "307482                      False                       False   \n",
       "307483                      False                       False   \n",
       "307484                      False                       False   \n",
       "307485                      False                       False   \n",
       "307486                      False                       False   \n",
       "307487                      False                       False   \n",
       "307488                      False                       False   \n",
       "307489                      False                       False   \n",
       "307490                      False                       False   \n",
       "307491                      False                       False   \n",
       "307492                      False                       False   \n",
       "307493                      False                       False   \n",
       "307494                      False                       False   \n",
       "307495                      False                       False   \n",
       "307496                      False                       False   \n",
       "307497                      False                       False   \n",
       "307498                      False                       False   \n",
       "307499                      False                       False   \n",
       "307500                      False                       False   \n",
       "307501                      False                       False   \n",
       "307502                      False                       False   \n",
       "307503                      False                       False   \n",
       "307504                      False                       False   \n",
       "307505                      False                       False   \n",
       "307506                      False                       False   \n",
       "307507                      False                       False   \n",
       "307508                      False                       False   \n",
       "307509                      False                       False   \n",
       "307510                      False                       False   \n",
       "\n",
       "        AMT_REQ_CREDIT_BUREAU_MON  AMT_REQ_CREDIT_BUREAU_QRT  \\\n",
       "0                           False                      False   \n",
       "1                           False                      False   \n",
       "2                           False                      False   \n",
       "3                           False                      False   \n",
       "4                           False                      False   \n",
       "5                           False                      False   \n",
       "6                           False                      False   \n",
       "7                           False                      False   \n",
       "8                           False                      False   \n",
       "9                           False                      False   \n",
       "10                          False                      False   \n",
       "11                          False                      False   \n",
       "12                          False                      False   \n",
       "13                          False                      False   \n",
       "14                          False                      False   \n",
       "15                          False                      False   \n",
       "16                          False                      False   \n",
       "17                          False                      False   \n",
       "18                          False                      False   \n",
       "19                          False                      False   \n",
       "20                          False                      False   \n",
       "21                          False                      False   \n",
       "22                          False                      False   \n",
       "23                          False                      False   \n",
       "24                          False                      False   \n",
       "25                          False                      False   \n",
       "26                          False                      False   \n",
       "27                          False                      False   \n",
       "28                          False                      False   \n",
       "29                          False                      False   \n",
       "...                           ...                        ...   \n",
       "307481                      False                      False   \n",
       "307482                      False                      False   \n",
       "307483                      False                      False   \n",
       "307484                      False                      False   \n",
       "307485                      False                      False   \n",
       "307486                      False                      False   \n",
       "307487                      False                      False   \n",
       "307488                      False                      False   \n",
       "307489                      False                      False   \n",
       "307490                      False                      False   \n",
       "307491                      False                      False   \n",
       "307492                      False                      False   \n",
       "307493                      False                      False   \n",
       "307494                      False                      False   \n",
       "307495                      False                      False   \n",
       "307496                      False                      False   \n",
       "307497                      False                      False   \n",
       "307498                      False                      False   \n",
       "307499                      False                      False   \n",
       "307500                      False                      False   \n",
       "307501                      False                      False   \n",
       "307502                      False                      False   \n",
       "307503                      False                      False   \n",
       "307504                      False                      False   \n",
       "307505                      False                      False   \n",
       "307506                      False                      False   \n",
       "307507                      False                      False   \n",
       "307508                      False                      False   \n",
       "307509                      False                      False   \n",
       "307510                      False                      False   \n",
       "\n",
       "        AMT_REQ_CREDIT_BUREAU_YEAR  TARGET  SK_ID_CURR  \n",
       "0                            False   False       False  \n",
       "1                            False   False       False  \n",
       "2                            False   False       False  \n",
       "3                            False   False       False  \n",
       "4                            False   False       False  \n",
       "5                            False   False       False  \n",
       "6                            False   False       False  \n",
       "7                            False   False       False  \n",
       "8                            False   False       False  \n",
       "9                            False   False       False  \n",
       "10                           False   False       False  \n",
       "11                           False   False       False  \n",
       "12                           False   False       False  \n",
       "13                           False   False       False  \n",
       "14                           False   False       False  \n",
       "15                           False   False       False  \n",
       "16                           False   False       False  \n",
       "17                           False   False       False  \n",
       "18                           False   False       False  \n",
       "19                           False   False       False  \n",
       "20                           False   False       False  \n",
       "21                           False   False       False  \n",
       "22                           False   False       False  \n",
       "23                           False   False       False  \n",
       "24                           False   False       False  \n",
       "25                           False   False       False  \n",
       "26                           False   False       False  \n",
       "27                           False   False       False  \n",
       "28                           False   False       False  \n",
       "29                           False   False       False  \n",
       "...                            ...     ...         ...  \n",
       "307481                       False   False       False  \n",
       "307482                       False   False       False  \n",
       "307483                       False   False       False  \n",
       "307484                       False   False       False  \n",
       "307485                       False   False       False  \n",
       "307486                       False   False       False  \n",
       "307487                       False   False       False  \n",
       "307488                       False   False       False  \n",
       "307489                       False   False       False  \n",
       "307490                       False   False       False  \n",
       "307491                       False   False       False  \n",
       "307492                       False   False       False  \n",
       "307493                       False   False       False  \n",
       "307494                       False   False       False  \n",
       "307495                       False   False       False  \n",
       "307496                       False   False       False  \n",
       "307497                       False   False       False  \n",
       "307498                       False   False       False  \n",
       "307499                       False   False       False  \n",
       "307500                       False   False       False  \n",
       "307501                       False   False       False  \n",
       "307502                       False   False       False  \n",
       "307503                       False   False       False  \n",
       "307504                       False   False       False  \n",
       "307505                       False   False       False  \n",
       "307506                       False   False       False  \n",
       "307507                       False   False       False  \n",
       "307508                       False   False       False  \n",
       "307509                       False   False       False  \n",
       "307510                       False   False       False  \n",
       "\n",
       "[307511 rows x 122 columns]"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Deep Learning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run on a sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "50000"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n = len(data)\n",
    "idxs = get_cv_idxs(n, val_pct = 50000/n)\n",
    "data_samp = data.iloc[idxs].set_index('SK_ID_CURR')\n",
    "samp_size = len(data_samp); samp_size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run on full set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(307511, 121)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample_size = len(data)\n",
    "data_samp = data.set_index('SK_ID_CURR')\n",
    "data_samp.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>NAME_CONTRACT_TYPE</th>\n",
       "      <th>CODE_GENDER</th>\n",
       "      <th>FLAG_OWN_CAR</th>\n",
       "      <th>FLAG_OWN_REALTY</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>OCCUPATION_TYPE</th>\n",
       "      <th>...</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>TARGET</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>100002</th>\n",
       "      <td>Cash loans</td>\n",
       "      <td>M</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</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>Laborers</td>\n",
       "      <td>...</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100003</th>\n",
       "      <td>Cash loans</td>\n",
       "      <td>F</td>\n",
       "      <td>N</td>\n",
       "      <td>N</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>Core staff</td>\n",
       "      <td>...</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100004</th>\n",
       "      <td>Revolving loans</td>\n",
       "      <td>M</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</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>Laborers</td>\n",
       "      <td>...</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100006</th>\n",
       "      <td>Cash loans</td>\n",
       "      <td>F</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>Unaccompanied</td>\n",
       "      <td>Working</td>\n",
       "      <td>Secondary / secondary special</td>\n",
       "      <td>Civil marriage</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>Laborers</td>\n",
       "      <td>...</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100007</th>\n",
       "      <td>Cash loans</td>\n",
       "      <td>M</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</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>Core staff</td>\n",
       "      <td>...</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 121 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           NAME_CONTRACT_TYPE CODE_GENDER FLAG_OWN_CAR FLAG_OWN_REALTY  \\\n",
       "SK_ID_CURR                                                               \n",
       "100002             Cash loans           M            N               Y   \n",
       "100003             Cash loans           F            N               N   \n",
       "100004        Revolving loans           M            Y               Y   \n",
       "100006             Cash loans           F            N               Y   \n",
       "100007             Cash loans           M            N               Y   \n",
       "\n",
       "           NAME_TYPE_SUITE NAME_INCOME_TYPE            NAME_EDUCATION_TYPE  \\\n",
       "SK_ID_CURR                                                                   \n",
       "100002       Unaccompanied          Working  Secondary / secondary special   \n",
       "100003              Family    State servant               Higher education   \n",
       "100004       Unaccompanied          Working  Secondary / secondary special   \n",
       "100006       Unaccompanied          Working  Secondary / secondary special   \n",
       "100007       Unaccompanied          Working  Secondary / secondary special   \n",
       "\n",
       "              NAME_FAMILY_STATUS  NAME_HOUSING_TYPE OCCUPATION_TYPE   ...    \\\n",
       "SK_ID_CURR                                                            ...     \n",
       "100002      Single / not married  House / apartment        Laborers   ...     \n",
       "100003                   Married  House / apartment      Core staff   ...     \n",
       "100004      Single / not married  House / apartment        Laborers   ...     \n",
       "100006            Civil marriage  House / apartment        Laborers   ...     \n",
       "100007      Single / not married  House / apartment      Core staff   ...     \n",
       "\n",
       "           FLAG_DOCUMENT_19 FLAG_DOCUMENT_20 FLAG_DOCUMENT_21  \\\n",
       "SK_ID_CURR                                                      \n",
       "100002                  0.0              0.0              0.0   \n",
       "100003                  0.0              0.0              0.0   \n",
       "100004                  0.0              0.0              0.0   \n",
       "100006                  0.0              0.0              0.0   \n",
       "100007                  0.0              0.0              0.0   \n",
       "\n",
       "           AMT_REQ_CREDIT_BUREAU_HOUR AMT_REQ_CREDIT_BUREAU_DAY  \\\n",
       "SK_ID_CURR                                                        \n",
       "100002                            0.0                       0.0   \n",
       "100003                            0.0                       0.0   \n",
       "100004                            0.0                       0.0   \n",
       "100006                            0.0                       0.0   \n",
       "100007                            0.0                       0.0   \n",
       "\n",
       "           AMT_REQ_CREDIT_BUREAU_WEEK  AMT_REQ_CREDIT_BUREAU_MON  \\\n",
       "SK_ID_CURR                                                         \n",
       "100002                            0.0                        0.0   \n",
       "100003                            0.0                        0.0   \n",
       "100004                            0.0                        0.0   \n",
       "100006                            0.0                        0.0   \n",
       "100007                            0.0                        0.0   \n",
       "\n",
       "            AMT_REQ_CREDIT_BUREAU_QRT  AMT_REQ_CREDIT_BUREAU_YEAR  TARGET  \n",
       "SK_ID_CURR                                                                 \n",
       "100002                            0.0                         1.0       1  \n",
       "100003                            0.0                         0.0       0  \n",
       "100004                            0.0                         0.0       0  \n",
       "100006                            0.0                         0.0       0  \n",
       "100007                            0.0                         0.0       0  \n",
       "\n",
       "[5 rows x 121 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_samp.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ModelData object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "df, y, nas, mapper = proc_df(data_samp, 'TARGET', do_scale=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfs = DataFrameSummary(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>...</th>\n",
       "      <th>counts</th>\n",
       "      <th>uniques</th>\n",
       "      <th>missing</th>\n",
       "      <th>missing_perc</th>\n",
       "      <th>types</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>NAME_CONTRACT_TYPE</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.09521</td>\n",
       "      <td>0.293509</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
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       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CODE_GENDER</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.34167</td>\n",
       "      <td>0.474297</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_OWN_CAR</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.34011</td>\n",
       "      <td>0.473746</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_OWN_REALTY</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.69367</td>\n",
       "      <td>0.460968</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAME_TYPE_SUITE</th>\n",
       "      <td>307511</td>\n",
       "      <td>6.19358</td>\n",
       "      <td>1.81701</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAME_INCOME_TYPE</th>\n",
       "      <td>307511</td>\n",
       "      <td>5.67029</td>\n",
       "      <td>2.54452</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAME_EDUCATION_TYPE</th>\n",
       "      <td>307511</td>\n",
       "      <td>4.18827</td>\n",
       "      <td>1.29875</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAME_FAMILY_STATUS</th>\n",
       "      <td>307511</td>\n",
       "      <td>2.47231</td>\n",
       "      <td>1.16888</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAME_HOUSING_TYPE</th>\n",
       "      <td>307511</td>\n",
       "      <td>2.29039</td>\n",
       "      <td>0.951168</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OCCUPATION_TYPE</th>\n",
       "      <td>307511</td>\n",
       "      <td>6.07636</td>\n",
       "      <td>5.49102</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START</th>\n",
       "      <td>307511</td>\n",
       "      <td>4.09073</td>\n",
       "      <td>2.14951</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ORGANIZATION_TYPE</th>\n",
       "      <td>307511</td>\n",
       "      <td>30.4504</td>\n",
       "      <td>20.4636</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FONDKAPREMONT_MODE</th>\n",
       "      <td>307511</td>\n",
       "      <td>0.932438</td>\n",
       "      <td>1.41827</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HOUSETYPE_MODE</th>\n",
       "      <td>307511</td>\n",
       "      <td>0.510996</td>\n",
       "      <td>0.532238</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WALLSMATERIAL_MODE</th>\n",
       "      <td>307511</td>\n",
       "      <td>2.54399</td>\n",
       "      <td>2.74515</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EMERGENCYSTATE_MODE</th>\n",
       "      <td>307511</td>\n",
       "      <td>0.533587</td>\n",
       "      <td>0.513823</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNT_CHILDREN</th>\n",
       "      <td>307511</td>\n",
       "      <td>9.4612e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.577538</td>\n",
       "      <td>-0.577538</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_INCOME_TOTAL</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.91978e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.603687</td>\n",
       "      <td>-0.237421</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2548</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_CREDIT</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.52022e-07</td>\n",
       "      <td>1</td>\n",
       "      <td>-1.3765</td>\n",
       "      <td>-0.817476</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>5603</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_ANNUITY</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.56709e-07</td>\n",
       "      <td>1</td>\n",
       "      <td>-1.8702</td>\n",
       "      <td>-0.730178</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>13673</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_GOODS_PRICE</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.87129e-07</td>\n",
       "      <td>1</td>\n",
       "      <td>-1.45525</td>\n",
       "      <td>-0.810018</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>1003</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REGION_POPULATION_RELATIVE</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.7037e-07</td>\n",
       "      <td>1</td>\n",
       "      <td>-1.4878</td>\n",
       "      <td>-0.785331</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAYS_BIRTH</th>\n",
       "      <td>307511</td>\n",
       "      <td>2.65209e-07</td>\n",
       "      <td>1</td>\n",
       "      <td>-2.10633</td>\n",
       "      <td>-0.835247</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>17460</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAYS_EMPLOYED</th>\n",
       "      <td>307511</td>\n",
       "      <td>-2.17749e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.578494</td>\n",
       "      <td>-0.471243</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>12574</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAYS_REGISTRATION</th>\n",
       "      <td>307511</td>\n",
       "      <td>-5.96685e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-5.58801</td>\n",
       "      <td>-0.707767</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>15688</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAYS_ID_PUBLISH</th>\n",
       "      <td>307511</td>\n",
       "      <td>7.99963e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-2.78433</td>\n",
       "      <td>-0.86442</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>6168</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OWN_CAR_AGE</th>\n",
       "      <td>307511</td>\n",
       "      <td>2.08302e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.455284</td>\n",
       "      <td>-0.455284</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>62</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_MOBIL</th>\n",
       "      <td>307511</td>\n",
       "      <td>4.39031e-11</td>\n",
       "      <td>1</td>\n",
       "      <td>-554.536</td>\n",
       "      <td>0.00180331</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_EMP_PHONE</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.18052e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-2.13358</td>\n",
       "      <td>0.468697</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_WORK_PHONE</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.12653e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.499013</td>\n",
       "      <td>-0.499013</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_CONT_MOBILE</th>\n",
       "      <td>307511</td>\n",
       "      <td>-2.30228e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-23.1243</td>\n",
       "      <td>0.0432445</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_PHONE</th>\n",
       "      <td>307511</td>\n",
       "      <td>5.01126e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.625259</td>\n",
       "      <td>-0.625259</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_EMAIL</th>\n",
       "      <td>307511</td>\n",
       "      <td>-2.53495e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.245215</td>\n",
       "      <td>-0.245215</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNT_FAM_MEMBERS</th>\n",
       "      <td>307511</td>\n",
       "      <td>7.57543e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-2.36375</td>\n",
       "      <td>-0.167621</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REGION_RATING_CLIENT</th>\n",
       "      <td>307511</td>\n",
       "      <td>2.36724e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-2.06757</td>\n",
       "      <td>-0.103064</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REGION_RATING_CLIENT_W_CITY</th>\n",
       "      <td>307511</td>\n",
       "      <td>-1.70327e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-2.05181</td>\n",
       "      <td>-0.0626985</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HOUR_APPR_PROCESS_START</th>\n",
       "      <td>307511</td>\n",
       "      <td>4.38224e-10</td>\n",
       "      <td>1</td>\n",
       "      <td>-3.69383</td>\n",
       "      <td>-0.631821</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REG_REGION_NOT_LIVE_REGION</th>\n",
       "      <td>307511</td>\n",
       "      <td>-9.33676e-10</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.124004</td>\n",
       "      <td>-0.124004</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REG_REGION_NOT_WORK_REGION</th>\n",
       "      <td>307511</td>\n",
       "      <td>-1.3707e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.231267</td>\n",
       "      <td>-0.231267</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIVE_REGION_NOT_WORK_REGION</th>\n",
       "      <td>307511</td>\n",
       "      <td>-1.0994e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.205869</td>\n",
       "      <td>-0.205869</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REG_CITY_NOT_LIVE_CITY</th>\n",
       "      <td>307511</td>\n",
       "      <td>2.30091e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.291208</td>\n",
       "      <td>-0.291208</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REG_CITY_NOT_WORK_CITY</th>\n",
       "      <td>307511</td>\n",
       "      <td>-4.07185e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.547236</td>\n",
       "      <td>-0.547236</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIVE_CITY_NOT_WORK_CITY</th>\n",
       "      <td>307511</td>\n",
       "      <td>-1.47202e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.467814</td>\n",
       "      <td>-0.467814</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXT_SOURCE_1</th>\n",
       "      <td>307511</td>\n",
       "      <td>-4.47738e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.767499</td>\n",
       "      <td>-0.767499</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>114585</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXT_SOURCE_2</th>\n",
       "      <td>307511</td>\n",
       "      <td>-5.267e-07</td>\n",
       "      <td>1</td>\n",
       "      <td>-2.66874</td>\n",
       "      <td>-0.636947</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>119830</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXT_SOURCE_3</th>\n",
       "      <td>307511</td>\n",
       "      <td>2.95348e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-1.52726</td>\n",
       "      <td>-0.86068</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>815</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>APARTMENTS_AVG</th>\n",
       "      <td>307511</td>\n",
       "      <td>8.38616e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.602452</td>\n",
       "      <td>-0.602452</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2339</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BASEMENTAREA_AVG</th>\n",
       "      <td>307511</td>\n",
       "      <td>-2.16351e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.534146</td>\n",
       "      <td>-0.534146</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>3780</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEARS_BEGINEXPLUATATION_AVG</th>\n",
       "      <td>307511</td>\n",
       "      <td>-4.87235e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-1.02085</td>\n",
       "      <td>-1.02085</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>285</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEARS_BUILD_AVG</th>\n",
       "      <td>307511</td>\n",
       "      <td>-4.01991e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.698001</td>\n",
       "      <td>-0.698001</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>149</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COMMONAREA_AVG</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.46437e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.28919</td>\n",
       "      <td>-0.28919</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>3181</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELEVATORS_AVG</th>\n",
       "      <td>307511</td>\n",
       "      <td>-6.73452e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.368513</td>\n",
       "      <td>-0.368513</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>257</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENTRANCES_AVG</th>\n",
       "      <td>307511</td>\n",
       "      <td>6.14237e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.72294</td>\n",
       "      <td>-0.72294</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>285</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLOORSMAX_AVG</th>\n",
       "      <td>307511</td>\n",
       "      <td>5.9336e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.744581</td>\n",
       "      <td>-0.744581</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>403</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLOORSMIN_AVG</th>\n",
       "      <td>307511</td>\n",
       "      <td>-1.10173e-07</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.525834</td>\n",
       "      <td>-0.525834</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>305</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LANDAREA_AVG</th>\n",
       "      <td>307511</td>\n",
       "      <td>3.74633e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.440702</td>\n",
       "      <td>-0.440702</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>3527</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIVINGAPARTMENTS_AVG</th>\n",
       "      <td>307511</td>\n",
       "      <td>5.53991e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.455166</td>\n",
       "      <td>-0.455166</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>1868</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIVINGAREA_AVG</th>\n",
       "      <td>307511</td>\n",
       "      <td>4.35968e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.564727</td>\n",
       "      <td>-0.564727</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>5199</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NONLIVINGAPARTMENTS_AVG</th>\n",
       "      <td>307511</td>\n",
       "      <td>-4.55012e-10</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.100846</td>\n",
       "      <td>-0.100846</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>386</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NONLIVINGAREA_AVG</th>\n",
       "      <td>307511</td>\n",
       "      <td>2.42843e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.261343</td>\n",
       "      <td>-0.261343</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>3290</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>APARTMENTS_MODE</th>\n",
       "      <td>307511</td>\n",
       "      <td>-5.73423e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.593051</td>\n",
       "      <td>-0.593051</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>760</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BASEMENTAREA_MODE</th>\n",
       "      <td>307511</td>\n",
       "      <td>5.66049e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.523697</td>\n",
       "      <td>-0.523697</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>3841</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MODE</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.40888e-07</td>\n",
       "      <td>1</td>\n",
       "      <td>-1.02013</td>\n",
       "      <td>-1.02013</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>221</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEARS_BUILD_MODE</th>\n",
       "      <td>307511</td>\n",
       "      <td>-2.73159e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.698841</td>\n",
       "      <td>-0.698841</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>154</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COMMONAREA_MODE</th>\n",
       "      <td>307511</td>\n",
       "      <td>-3.02195e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.283095</td>\n",
       "      <td>-0.283095</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>3128</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELEVATORS_MODE</th>\n",
       "      <td>307511</td>\n",
       "      <td>-1.91194e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.355991</td>\n",
       "      <td>-0.355991</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENTRANCES_MODE</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.14172e-07</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.709203</td>\n",
       "      <td>-0.709203</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLOORSMAX_MODE</th>\n",
       "      <td>307511</td>\n",
       "      <td>-4.738e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.740798</td>\n",
       "      <td>-0.740798</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLOORSMIN_MODE</th>\n",
       "      <td>307511</td>\n",
       "      <td>6.157e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.522462</td>\n",
       "      <td>-0.522462</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LANDAREA_MODE</th>\n",
       "      <td>307511</td>\n",
       "      <td>-5.01754e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.431913</td>\n",
       "      <td>-0.431913</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>3563</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIVINGAPARTMENTS_MODE</th>\n",
       "      <td>307511</td>\n",
       "      <td>3.19791e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.45302</td>\n",
       "      <td>-0.45302</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>736</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIVINGAREA_MODE</th>\n",
       "      <td>307511</td>\n",
       "      <td>4.10928e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.555204</td>\n",
       "      <td>-0.555204</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>5301</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NONLIVINGAPARTMENTS_MODE</th>\n",
       "      <td>307511</td>\n",
       "      <td>-3.84254e-10</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.0954868</td>\n",
       "      <td>-0.0954868</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>167</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NONLIVINGAREA_MODE</th>\n",
       "      <td>307511</td>\n",
       "      <td>4.02921e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.247602</td>\n",
       "      <td>-0.247602</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>3327</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>APARTMENTS_MEDI</th>\n",
       "      <td>307511</td>\n",
       "      <td>-7.0054e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.600864</td>\n",
       "      <td>-0.600864</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>1148</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BASEMENTAREA_MEDI</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.39771e-07</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.533388</td>\n",
       "      <td>-0.533388</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>3772</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MEDI</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.18214e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-1.02077</td>\n",
       "      <td>-1.02077</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>245</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEARS_BUILD_MEDI</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.00149e-07</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.698343</td>\n",
       "      <td>-0.698343</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>151</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COMMONAREA_MEDI</th>\n",
       "      <td>307511</td>\n",
       "      <td>2.17622e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.288724</td>\n",
       "      <td>-0.288724</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>3202</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELEVATORS_MEDI</th>\n",
       "      <td>307511</td>\n",
       "      <td>-6.16494e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.365348</td>\n",
       "      <td>-0.365348</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENTRANCES_MEDI</th>\n",
       "      <td>307511</td>\n",
       "      <td>-2.8998e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.72069</td>\n",
       "      <td>-0.72069</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLOORSMAX_MEDI</th>\n",
       "      <td>307511</td>\n",
       "      <td>4.97808e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.743018</td>\n",
       "      <td>-0.743018</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLOORSMIN_MEDI</th>\n",
       "      <td>307511</td>\n",
       "      <td>-8.15639e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.524829</td>\n",
       "      <td>-0.524829</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LANDAREA_MEDI</th>\n",
       "      <td>307511</td>\n",
       "      <td>-4.21431e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.440853</td>\n",
       "      <td>-0.440853</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>3560</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIVINGAPARTMENTS_MEDI</th>\n",
       "      <td>307511</td>\n",
       "      <td>-4.72469e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.455213</td>\n",
       "      <td>-0.455213</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>1097</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIVINGAREA_MEDI</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.20854e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.56318</td>\n",
       "      <td>-0.56318</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>5281</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NONLIVINGAPARTMENTS_MEDI</th>\n",
       "      <td>307511</td>\n",
       "      <td>7.85716e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.0997288</td>\n",
       "      <td>-0.0997288</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>214</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NONLIVINGAREA_MEDI</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.91061e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.258124</td>\n",
       "      <td>-0.258124</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>3323</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOTALAREA_MODE</th>\n",
       "      <td>307511</td>\n",
       "      <td>3.72629e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.572048</td>\n",
       "      <td>-0.572048</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>5116</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OBS_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <td>307511</td>\n",
       "      <td>-1.5312e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.591031</td>\n",
       "      <td>-0.591031</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEF_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <td>307511</td>\n",
       "      <td>-1.23302e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.32048</td>\n",
       "      <td>-0.32048</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OBS_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <td>307511</td>\n",
       "      <td>3.67966e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.589187</td>\n",
       "      <td>-0.589187</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEF_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <td>307511</td>\n",
       "      <td>-3.09642e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.275663</td>\n",
       "      <td>-0.275663</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAYS_LAST_PHONE_CHANGE</th>\n",
       "      <td>307511</td>\n",
       "      <td>-1.53868e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-4.0265</td>\n",
       "      <td>-0.734324</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>3773</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_2</th>\n",
       "      <td>307511</td>\n",
       "      <td>-2.08709e-10</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.00650205</td>\n",
       "      <td>-0.00650205</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_3</th>\n",
       "      <td>307511</td>\n",
       "      <td>8.9805e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-1.56479</td>\n",
       "      <td>-1.56479</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_4</th>\n",
       "      <td>307511</td>\n",
       "      <td>-1.24838e-11</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.0090169</td>\n",
       "      <td>-0.0090169</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_5</th>\n",
       "      <td>307511</td>\n",
       "      <td>3.74272e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.123882</td>\n",
       "      <td>-0.123882</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_6</th>\n",
       "      <td>307511</td>\n",
       "      <td>-1.39073e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.310738</td>\n",
       "      <td>-0.310738</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_7</th>\n",
       "      <td>307511</td>\n",
       "      <td>-6.87488e-10</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.0138528</td>\n",
       "      <td>-0.0138528</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_8</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.07945e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.297632</td>\n",
       "      <td>-0.297632</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_9</th>\n",
       "      <td>307511</td>\n",
       "      <td>-9.6401e-10</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.0625382</td>\n",
       "      <td>-0.0625382</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_10</th>\n",
       "      <td>307511</td>\n",
       "      <td>-3.46276e-10</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.00477116</td>\n",
       "      <td>-0.00477116</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_11</th>\n",
       "      <td>307511</td>\n",
       "      <td>-9.09738e-10</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.0626691</td>\n",
       "      <td>-0.0626691</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_12</th>\n",
       "      <td>307511</td>\n",
       "      <td>-1.38851e-10</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.00255027</td>\n",
       "      <td>-0.00255027</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_13</th>\n",
       "      <td>307511</td>\n",
       "      <td>2.21525e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.0594773</td>\n",
       "      <td>-0.0594773</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_14</th>\n",
       "      <td>307511</td>\n",
       "      <td>2.81149e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.054269</td>\n",
       "      <td>-0.054269</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_15</th>\n",
       "      <td>307511</td>\n",
       "      <td>-8.77926e-11</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.034802</td>\n",
       "      <td>-0.034802</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_16</th>\n",
       "      <td>307511</td>\n",
       "      <td>6.1472e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.100138</td>\n",
       "      <td>-0.100138</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_17</th>\n",
       "      <td>307511</td>\n",
       "      <td>-3.59396e-10</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.0163318</td>\n",
       "      <td>-0.0163318</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_18</th>\n",
       "      <td>307511</td>\n",
       "      <td>4.98863e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.0905341</td>\n",
       "      <td>-0.0905341</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_19</th>\n",
       "      <td>307511</td>\n",
       "      <td>-7.52058e-10</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.024402</td>\n",
       "      <td>-0.024402</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_20</th>\n",
       "      <td>307511</td>\n",
       "      <td>2.18906e-11</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.022529</td>\n",
       "      <td>-0.022529</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_21</th>\n",
       "      <td>307511</td>\n",
       "      <td>8.50523e-10</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.0183046</td>\n",
       "      <td>-0.0183046</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>bool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_HOUR</th>\n",
       "      <td>307511</td>\n",
       "      <td>6.74865e-10</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.0709874</td>\n",
       "      <td>-0.0709874</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_DAY</th>\n",
       "      <td>307511</td>\n",
       "      <td>3.15721e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.058766</td>\n",
       "      <td>-0.058766</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_WEEK</th>\n",
       "      <td>307511</td>\n",
       "      <td>1.14582e-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.155838</td>\n",
       "      <td>-0.155838</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_MON</th>\n",
       "      <td>307511</td>\n",
       "      <td>-2.23733e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.269947</td>\n",
       "      <td>-0.269947</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_QRT</th>\n",
       "      <td>307511</td>\n",
       "      <td>-2.16957e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.30862</td>\n",
       "      <td>-0.30862</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_YEAR</th>\n",
       "      <td>307511</td>\n",
       "      <td>-1.71032e-08</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.885565</td>\n",
       "      <td>-0.885565</td>\n",
       "      <td>...</td>\n",
       "      <td>307511</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>numeric</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>120 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               count         mean       std         min  \\\n",
       "NAME_CONTRACT_TYPE            307511      1.09521  0.293509           1   \n",
       "CODE_GENDER                   307511      1.34167  0.474297           1   \n",
       "FLAG_OWN_CAR                  307511      1.34011  0.473746           1   \n",
       "FLAG_OWN_REALTY               307511      1.69367  0.460968           1   \n",
       "NAME_TYPE_SUITE               307511      6.19358   1.81701           0   \n",
       "NAME_INCOME_TYPE              307511      5.67029   2.54452           1   \n",
       "NAME_EDUCATION_TYPE           307511      4.18827   1.29875           1   \n",
       "NAME_FAMILY_STATUS            307511      2.47231   1.16888           1   \n",
       "NAME_HOUSING_TYPE             307511      2.29039  0.951168           1   \n",
       "OCCUPATION_TYPE               307511      6.07636   5.49102           0   \n",
       "WEEKDAY_APPR_PROCESS_START    307511      4.09073   2.14951           1   \n",
       "ORGANIZATION_TYPE             307511      30.4504   20.4636           1   \n",
       "FONDKAPREMONT_MODE            307511     0.932438   1.41827           0   \n",
       "HOUSETYPE_MODE                307511     0.510996  0.532238           0   \n",
       "WALLSMATERIAL_MODE            307511      2.54399   2.74515           0   \n",
       "EMERGENCYSTATE_MODE           307511     0.533587  0.513823           0   \n",
       "CNT_CHILDREN                  307511   9.4612e-09         1   -0.577538   \n",
       "AMT_INCOME_TOTAL              307511  1.91978e-08         1   -0.603687   \n",
       "AMT_CREDIT                    307511  1.52022e-07         1     -1.3765   \n",
       "AMT_ANNUITY                   307511  1.56709e-07         1     -1.8702   \n",
       "AMT_GOODS_PRICE               307511  1.87129e-07         1    -1.45525   \n",
       "REGION_POPULATION_RELATIVE    307511   1.7037e-07         1     -1.4878   \n",
       "DAYS_BIRTH                    307511  2.65209e-07         1    -2.10633   \n",
       "DAYS_EMPLOYED                 307511 -2.17749e-08         1   -0.578494   \n",
       "DAYS_REGISTRATION             307511 -5.96685e-08         1    -5.58801   \n",
       "DAYS_ID_PUBLISH               307511  7.99963e-08         1    -2.78433   \n",
       "OWN_CAR_AGE                   307511  2.08302e-08         1   -0.455284   \n",
       "FLAG_MOBIL                    307511  4.39031e-11         1    -554.536   \n",
       "FLAG_EMP_PHONE                307511  1.18052e-09         1    -2.13358   \n",
       "FLAG_WORK_PHONE               307511  1.12653e-08         1   -0.499013   \n",
       "FLAG_CONT_MOBILE              307511 -2.30228e-09         1    -23.1243   \n",
       "FLAG_PHONE                    307511  5.01126e-08         1   -0.625259   \n",
       "FLAG_EMAIL                    307511 -2.53495e-09         1   -0.245215   \n",
       "CNT_FAM_MEMBERS               307511  7.57543e-09         1    -2.36375   \n",
       "REGION_RATING_CLIENT          307511  2.36724e-09         1    -2.06757   \n",
       "REGION_RATING_CLIENT_W_CITY   307511 -1.70327e-08         1    -2.05181   \n",
       "HOUR_APPR_PROCESS_START       307511  4.38224e-10         1    -3.69383   \n",
       "REG_REGION_NOT_LIVE_REGION    307511 -9.33676e-10         1   -0.124004   \n",
       "REG_REGION_NOT_WORK_REGION    307511  -1.3707e-08         1   -0.231267   \n",
       "LIVE_REGION_NOT_WORK_REGION   307511  -1.0994e-09         1   -0.205869   \n",
       "REG_CITY_NOT_LIVE_CITY        307511  2.30091e-08         1   -0.291208   \n",
       "REG_CITY_NOT_WORK_CITY        307511 -4.07185e-08         1   -0.547236   \n",
       "LIVE_CITY_NOT_WORK_CITY       307511 -1.47202e-08         1   -0.467814   \n",
       "EXT_SOURCE_1                  307511 -4.47738e-08         1   -0.767499   \n",
       "EXT_SOURCE_2                  307511   -5.267e-07         1    -2.66874   \n",
       "EXT_SOURCE_3                  307511  2.95348e-09         1    -1.52726   \n",
       "APARTMENTS_AVG                307511  8.38616e-09         1   -0.602452   \n",
       "BASEMENTAREA_AVG              307511 -2.16351e-08         1   -0.534146   \n",
       "YEARS_BEGINEXPLUATATION_AVG   307511 -4.87235e-08         1    -1.02085   \n",
       "YEARS_BUILD_AVG               307511 -4.01991e-08         1   -0.698001   \n",
       "COMMONAREA_AVG                307511  1.46437e-08         1    -0.28919   \n",
       "ELEVATORS_AVG                 307511 -6.73452e-09         1   -0.368513   \n",
       "ENTRANCES_AVG                 307511  6.14237e-08         1    -0.72294   \n",
       "FLOORSMAX_AVG                 307511   5.9336e-08         1   -0.744581   \n",
       "FLOORSMIN_AVG                 307511 -1.10173e-07         1   -0.525834   \n",
       "LANDAREA_AVG                  307511  3.74633e-08         1   -0.440702   \n",
       "LIVINGAPARTMENTS_AVG          307511  5.53991e-08         1   -0.455166   \n",
       "LIVINGAREA_AVG                307511  4.35968e-08         1   -0.564727   \n",
       "NONLIVINGAPARTMENTS_AVG       307511 -4.55012e-10         1   -0.100846   \n",
       "NONLIVINGAREA_AVG             307511  2.42843e-08         1   -0.261343   \n",
       "APARTMENTS_MODE               307511 -5.73423e-08         1   -0.593051   \n",
       "BASEMENTAREA_MODE             307511  5.66049e-08         1   -0.523697   \n",
       "YEARS_BEGINEXPLUATATION_MODE  307511  1.40888e-07         1    -1.02013   \n",
       "YEARS_BUILD_MODE              307511 -2.73159e-08         1   -0.698841   \n",
       "COMMONAREA_MODE               307511 -3.02195e-08         1   -0.283095   \n",
       "ELEVATORS_MODE                307511 -1.91194e-08         1   -0.355991   \n",
       "ENTRANCES_MODE                307511  1.14172e-07         1   -0.709203   \n",
       "FLOORSMAX_MODE                307511   -4.738e-08         1   -0.740798   \n",
       "FLOORSMIN_MODE                307511    6.157e-08         1   -0.522462   \n",
       "LANDAREA_MODE                 307511 -5.01754e-08         1   -0.431913   \n",
       "LIVINGAPARTMENTS_MODE         307511  3.19791e-08         1    -0.45302   \n",
       "LIVINGAREA_MODE               307511  4.10928e-08         1   -0.555204   \n",
       "NONLIVINGAPARTMENTS_MODE      307511 -3.84254e-10         1  -0.0954868   \n",
       "NONLIVINGAREA_MODE            307511  4.02921e-08         1   -0.247602   \n",
       "APARTMENTS_MEDI               307511  -7.0054e-08         1   -0.600864   \n",
       "BASEMENTAREA_MEDI             307511  1.39771e-07         1   -0.533388   \n",
       "YEARS_BEGINEXPLUATATION_MEDI  307511  1.18214e-08         1    -1.02077   \n",
       "YEARS_BUILD_MEDI              307511  1.00149e-07         1   -0.698343   \n",
       "COMMONAREA_MEDI               307511  2.17622e-09         1   -0.288724   \n",
       "ELEVATORS_MEDI                307511 -6.16494e-09         1   -0.365348   \n",
       "ENTRANCES_MEDI                307511  -2.8998e-08         1    -0.72069   \n",
       "FLOORSMAX_MEDI                307511  4.97808e-08         1   -0.743018   \n",
       "FLOORSMIN_MEDI                307511 -8.15639e-08         1   -0.524829   \n",
       "LANDAREA_MEDI                 307511 -4.21431e-08         1   -0.440853   \n",
       "LIVINGAPARTMENTS_MEDI         307511 -4.72469e-08         1   -0.455213   \n",
       "LIVINGAREA_MEDI               307511  1.20854e-08         1    -0.56318   \n",
       "NONLIVINGAPARTMENTS_MEDI      307511  7.85716e-09         1  -0.0997288   \n",
       "NONLIVINGAREA_MEDI            307511  1.91061e-08         1   -0.258124   \n",
       "TOTALAREA_MODE                307511  3.72629e-08         1   -0.572048   \n",
       "OBS_30_CNT_SOCIAL_CIRCLE      307511  -1.5312e-08         1   -0.591031   \n",
       "DEF_30_CNT_SOCIAL_CIRCLE      307511 -1.23302e-08         1    -0.32048   \n",
       "OBS_60_CNT_SOCIAL_CIRCLE      307511  3.67966e-09         1   -0.589187   \n",
       "DEF_60_CNT_SOCIAL_CIRCLE      307511 -3.09642e-09         1   -0.275663   \n",
       "DAYS_LAST_PHONE_CHANGE        307511 -1.53868e-08         1     -4.0265   \n",
       "FLAG_DOCUMENT_2               307511 -2.08709e-10         1 -0.00650205   \n",
       "FLAG_DOCUMENT_3               307511   8.9805e-09         1    -1.56479   \n",
       "FLAG_DOCUMENT_4               307511 -1.24838e-11         1  -0.0090169   \n",
       "FLAG_DOCUMENT_5               307511  3.74272e-09         1   -0.123882   \n",
       "FLAG_DOCUMENT_6               307511 -1.39073e-09         1   -0.310738   \n",
       "FLAG_DOCUMENT_7               307511 -6.87488e-10         1  -0.0138528   \n",
       "FLAG_DOCUMENT_8               307511  1.07945e-08         1   -0.297632   \n",
       "FLAG_DOCUMENT_9               307511  -9.6401e-10         1  -0.0625382   \n",
       "FLAG_DOCUMENT_10              307511 -3.46276e-10         1 -0.00477116   \n",
       "FLAG_DOCUMENT_11              307511 -9.09738e-10         1  -0.0626691   \n",
       "FLAG_DOCUMENT_12              307511 -1.38851e-10         1 -0.00255027   \n",
       "FLAG_DOCUMENT_13              307511  2.21525e-09         1  -0.0594773   \n",
       "FLAG_DOCUMENT_14              307511  2.81149e-09         1   -0.054269   \n",
       "FLAG_DOCUMENT_15              307511 -8.77926e-11         1   -0.034802   \n",
       "FLAG_DOCUMENT_16              307511   6.1472e-09         1   -0.100138   \n",
       "FLAG_DOCUMENT_17              307511 -3.59396e-10         1  -0.0163318   \n",
       "FLAG_DOCUMENT_18              307511  4.98863e-09         1  -0.0905341   \n",
       "FLAG_DOCUMENT_19              307511 -7.52058e-10         1   -0.024402   \n",
       "FLAG_DOCUMENT_20              307511  2.18906e-11         1   -0.022529   \n",
       "FLAG_DOCUMENT_21              307511  8.50523e-10         1  -0.0183046   \n",
       "AMT_REQ_CREDIT_BUREAU_HOUR    307511  6.74865e-10         1  -0.0709874   \n",
       "AMT_REQ_CREDIT_BUREAU_DAY     307511  3.15721e-09         1   -0.058766   \n",
       "AMT_REQ_CREDIT_BUREAU_WEEK    307511  1.14582e-09         1   -0.155838   \n",
       "AMT_REQ_CREDIT_BUREAU_MON     307511 -2.23733e-08         1   -0.269947   \n",
       "AMT_REQ_CREDIT_BUREAU_QRT     307511 -2.16957e-08         1    -0.30862   \n",
       "AMT_REQ_CREDIT_BUREAU_YEAR    307511 -1.71032e-08         1   -0.885565   \n",
       "\n",
       "                                     25%   ...     counts uniques missing  \\\n",
       "NAME_CONTRACT_TYPE                     1   ...     307511       2       0   \n",
       "CODE_GENDER                            1   ...     307511       3       0   \n",
       "FLAG_OWN_CAR                           1   ...     307511       2       0   \n",
       "FLAG_OWN_REALTY                        1   ...     307511       2       0   \n",
       "NAME_TYPE_SUITE                        7   ...     307511       8       0   \n",
       "NAME_INCOME_TYPE                       4   ...     307511       8       0   \n",
       "NAME_EDUCATION_TYPE                    3   ...     307511       5       0   \n",
       "NAME_FAMILY_STATUS                     2   ...     307511       6       0   \n",
       "NAME_HOUSING_TYPE                      2   ...     307511       6       0   \n",
       "OCCUPATION_TYPE                        0   ...     307511      19       0   \n",
       "WEEKDAY_APPR_PROCESS_START             2   ...     307511       7       0   \n",
       "ORGANIZATION_TYPE                      6   ...     307511      58       0   \n",
       "FONDKAPREMONT_MODE                     0   ...     307511       5       0   \n",
       "HOUSETYPE_MODE                         0   ...     307511       4       0   \n",
       "WALLSMATERIAL_MODE                     0   ...     307511       8       0   \n",
       "EMERGENCYSTATE_MODE                    0   ...     307511       3       0   \n",
       "CNT_CHILDREN                   -0.577538   ...     307511      15       0   \n",
       "AMT_INCOME_TOTAL               -0.237421   ...     307511    2548       0   \n",
       "AMT_CREDIT                     -0.817476   ...     307511    5603       0   \n",
       "AMT_ANNUITY                    -0.730178   ...     307511   13673       0   \n",
       "AMT_GOODS_PRICE                -0.810018   ...     307511    1003       0   \n",
       "REGION_POPULATION_RELATIVE     -0.785331   ...     307511      81       0   \n",
       "DAYS_BIRTH                     -0.835247   ...     307511   17460       0   \n",
       "DAYS_EMPLOYED                  -0.471243   ...     307511   12574       0   \n",
       "DAYS_REGISTRATION              -0.707767   ...     307511   15688       0   \n",
       "DAYS_ID_PUBLISH                 -0.86442   ...     307511    6168       0   \n",
       "OWN_CAR_AGE                    -0.455284   ...     307511      62       0   \n",
       "FLAG_MOBIL                    0.00180331   ...     307511       2       0   \n",
       "FLAG_EMP_PHONE                  0.468697   ...     307511       2       0   \n",
       "FLAG_WORK_PHONE                -0.499013   ...     307511       2       0   \n",
       "FLAG_CONT_MOBILE               0.0432445   ...     307511       2       0   \n",
       "FLAG_PHONE                     -0.625259   ...     307511       2       0   \n",
       "FLAG_EMAIL                     -0.245215   ...     307511       2       0   \n",
       "CNT_FAM_MEMBERS                -0.167621   ...     307511      18       0   \n",
       "REGION_RATING_CLIENT           -0.103064   ...     307511       3       0   \n",
       "REGION_RATING_CLIENT_W_CITY   -0.0626985   ...     307511       3       0   \n",
       "HOUR_APPR_PROCESS_START        -0.631821   ...     307511      24       0   \n",
       "REG_REGION_NOT_LIVE_REGION     -0.124004   ...     307511       2       0   \n",
       "REG_REGION_NOT_WORK_REGION     -0.231267   ...     307511       2       0   \n",
       "LIVE_REGION_NOT_WORK_REGION    -0.205869   ...     307511       2       0   \n",
       "REG_CITY_NOT_LIVE_CITY         -0.291208   ...     307511       2       0   \n",
       "REG_CITY_NOT_WORK_CITY         -0.547236   ...     307511       2       0   \n",
       "LIVE_CITY_NOT_WORK_CITY        -0.467814   ...     307511       2       0   \n",
       "EXT_SOURCE_1                   -0.767499   ...     307511  114585       0   \n",
       "EXT_SOURCE_2                   -0.636947   ...     307511  119830       0   \n",
       "EXT_SOURCE_3                    -0.86068   ...     307511     815       0   \n",
       "APARTMENTS_AVG                 -0.602452   ...     307511    2339       0   \n",
       "BASEMENTAREA_AVG               -0.534146   ...     307511    3780       0   \n",
       "YEARS_BEGINEXPLUATATION_AVG     -1.02085   ...     307511     285       0   \n",
       "YEARS_BUILD_AVG                -0.698001   ...     307511     149       0   \n",
       "COMMONAREA_AVG                  -0.28919   ...     307511    3181       0   \n",
       "ELEVATORS_AVG                  -0.368513   ...     307511     257       0   \n",
       "ENTRANCES_AVG                   -0.72294   ...     307511     285       0   \n",
       "FLOORSMAX_AVG                  -0.744581   ...     307511     403       0   \n",
       "FLOORSMIN_AVG                  -0.525834   ...     307511     305       0   \n",
       "LANDAREA_AVG                   -0.440702   ...     307511    3527       0   \n",
       "LIVINGAPARTMENTS_AVG           -0.455166   ...     307511    1868       0   \n",
       "LIVINGAREA_AVG                 -0.564727   ...     307511    5199       0   \n",
       "NONLIVINGAPARTMENTS_AVG        -0.100846   ...     307511     386       0   \n",
       "NONLIVINGAREA_AVG              -0.261343   ...     307511    3290       0   \n",
       "APARTMENTS_MODE                -0.593051   ...     307511     760       0   \n",
       "BASEMENTAREA_MODE              -0.523697   ...     307511    3841       0   \n",
       "YEARS_BEGINEXPLUATATION_MODE    -1.02013   ...     307511     221       0   \n",
       "YEARS_BUILD_MODE               -0.698841   ...     307511     154       0   \n",
       "COMMONAREA_MODE                -0.283095   ...     307511    3128       0   \n",
       "ELEVATORS_MODE                 -0.355991   ...     307511      26       0   \n",
       "ENTRANCES_MODE                 -0.709203   ...     307511      30       0   \n",
       "FLOORSMAX_MODE                 -0.740798   ...     307511      25       0   \n",
       "FLOORSMIN_MODE                 -0.522462   ...     307511      25       0   \n",
       "LANDAREA_MODE                  -0.431913   ...     307511    3563       0   \n",
       "LIVINGAPARTMENTS_MODE           -0.45302   ...     307511     736       0   \n",
       "LIVINGAREA_MODE                -0.555204   ...     307511    5301       0   \n",
       "NONLIVINGAPARTMENTS_MODE      -0.0954868   ...     307511     167       0   \n",
       "NONLIVINGAREA_MODE             -0.247602   ...     307511    3327       0   \n",
       "APARTMENTS_MEDI                -0.600864   ...     307511    1148       0   \n",
       "BASEMENTAREA_MEDI              -0.533388   ...     307511    3772       0   \n",
       "YEARS_BEGINEXPLUATATION_MEDI    -1.02077   ...     307511     245       0   \n",
       "YEARS_BUILD_MEDI               -0.698343   ...     307511     151       0   \n",
       "COMMONAREA_MEDI                -0.288724   ...     307511    3202       0   \n",
       "ELEVATORS_MEDI                 -0.365348   ...     307511      46       0   \n",
       "ENTRANCES_MEDI                  -0.72069   ...     307511      46       0   \n",
       "FLOORSMAX_MEDI                 -0.743018   ...     307511      49       0   \n",
       "FLOORSMIN_MEDI                 -0.524829   ...     307511      47       0   \n",
       "LANDAREA_MEDI                  -0.440853   ...     307511    3560       0   \n",
       "LIVINGAPARTMENTS_MEDI          -0.455213   ...     307511    1097       0   \n",
       "LIVINGAREA_MEDI                 -0.56318   ...     307511    5281       0   \n",
       "NONLIVINGAPARTMENTS_MEDI      -0.0997288   ...     307511     214       0   \n",
       "NONLIVINGAREA_MEDI             -0.258124   ...     307511    3323       0   \n",
       "TOTALAREA_MODE                 -0.572048   ...     307511    5116       0   \n",
       "OBS_30_CNT_SOCIAL_CIRCLE       -0.591031   ...     307511      33       0   \n",
       "DEF_30_CNT_SOCIAL_CIRCLE        -0.32048   ...     307511      10       0   \n",
       "OBS_60_CNT_SOCIAL_CIRCLE       -0.589187   ...     307511      33       0   \n",
       "DEF_60_CNT_SOCIAL_CIRCLE       -0.275663   ...     307511       9       0   \n",
       "DAYS_LAST_PHONE_CHANGE         -0.734324   ...     307511    3773       0   \n",
       "FLAG_DOCUMENT_2              -0.00650205   ...     307511       2       0   \n",
       "FLAG_DOCUMENT_3                 -1.56479   ...     307511       2       0   \n",
       "FLAG_DOCUMENT_4               -0.0090169   ...     307511       2       0   \n",
       "FLAG_DOCUMENT_5                -0.123882   ...     307511       2       0   \n",
       "FLAG_DOCUMENT_6                -0.310738   ...     307511       2       0   \n",
       "FLAG_DOCUMENT_7               -0.0138528   ...     307511       2       0   \n",
       "FLAG_DOCUMENT_8                -0.297632   ...     307511       2       0   \n",
       "FLAG_DOCUMENT_9               -0.0625382   ...     307511       2       0   \n",
       "FLAG_DOCUMENT_10             -0.00477116   ...     307511       2       0   \n",
       "FLAG_DOCUMENT_11              -0.0626691   ...     307511       2       0   \n",
       "FLAG_DOCUMENT_12             -0.00255027   ...     307511       2       0   \n",
       "FLAG_DOCUMENT_13              -0.0594773   ...     307511       2       0   \n",
       "FLAG_DOCUMENT_14               -0.054269   ...     307511       2       0   \n",
       "FLAG_DOCUMENT_15               -0.034802   ...     307511       2       0   \n",
       "FLAG_DOCUMENT_16               -0.100138   ...     307511       2       0   \n",
       "FLAG_DOCUMENT_17              -0.0163318   ...     307511       2       0   \n",
       "FLAG_DOCUMENT_18              -0.0905341   ...     307511       2       0   \n",
       "FLAG_DOCUMENT_19               -0.024402   ...     307511       2       0   \n",
       "FLAG_DOCUMENT_20               -0.022529   ...     307511       2       0   \n",
       "FLAG_DOCUMENT_21              -0.0183046   ...     307511       2       0   \n",
       "AMT_REQ_CREDIT_BUREAU_HOUR    -0.0709874   ...     307511       5       0   \n",
       "AMT_REQ_CREDIT_BUREAU_DAY      -0.058766   ...     307511       9       0   \n",
       "AMT_REQ_CREDIT_BUREAU_WEEK     -0.155838   ...     307511       9       0   \n",
       "AMT_REQ_CREDIT_BUREAU_MON      -0.269947   ...     307511      24       0   \n",
       "AMT_REQ_CREDIT_BUREAU_QRT       -0.30862   ...     307511      11       0   \n",
       "AMT_REQ_CREDIT_BUREAU_YEAR     -0.885565   ...     307511      25       0   \n",
       "\n",
       "                             missing_perc    types  \n",
       "NAME_CONTRACT_TYPE                     0%     bool  \n",
       "CODE_GENDER                            0%  numeric  \n",
       "FLAG_OWN_CAR                           0%     bool  \n",
       "FLAG_OWN_REALTY                        0%     bool  \n",
       "NAME_TYPE_SUITE                        0%  numeric  \n",
       "NAME_INCOME_TYPE                       0%  numeric  \n",
       "NAME_EDUCATION_TYPE                    0%  numeric  \n",
       "NAME_FAMILY_STATUS                     0%  numeric  \n",
       "NAME_HOUSING_TYPE                      0%  numeric  \n",
       "OCCUPATION_TYPE                        0%  numeric  \n",
       "WEEKDAY_APPR_PROCESS_START             0%  numeric  \n",
       "ORGANIZATION_TYPE                      0%  numeric  \n",
       "FONDKAPREMONT_MODE                     0%  numeric  \n",
       "HOUSETYPE_MODE                         0%  numeric  \n",
       "WALLSMATERIAL_MODE                     0%  numeric  \n",
       "EMERGENCYSTATE_MODE                    0%  numeric  \n",
       "CNT_CHILDREN                           0%  numeric  \n",
       "AMT_INCOME_TOTAL                       0%  numeric  \n",
       "AMT_CREDIT                             0%  numeric  \n",
       "AMT_ANNUITY                            0%  numeric  \n",
       "AMT_GOODS_PRICE                        0%  numeric  \n",
       "REGION_POPULATION_RELATIVE             0%  numeric  \n",
       "DAYS_BIRTH                             0%  numeric  \n",
       "DAYS_EMPLOYED                          0%  numeric  \n",
       "DAYS_REGISTRATION                      0%  numeric  \n",
       "DAYS_ID_PUBLISH                        0%  numeric  \n",
       "OWN_CAR_AGE                            0%  numeric  \n",
       "FLAG_MOBIL                             0%     bool  \n",
       "FLAG_EMP_PHONE                         0%     bool  \n",
       "FLAG_WORK_PHONE                        0%     bool  \n",
       "FLAG_CONT_MOBILE                       0%     bool  \n",
       "FLAG_PHONE                             0%     bool  \n",
       "FLAG_EMAIL                             0%     bool  \n",
       "CNT_FAM_MEMBERS                        0%  numeric  \n",
       "REGION_RATING_CLIENT                   0%  numeric  \n",
       "REGION_RATING_CLIENT_W_CITY            0%  numeric  \n",
       "HOUR_APPR_PROCESS_START                0%  numeric  \n",
       "REG_REGION_NOT_LIVE_REGION             0%     bool  \n",
       "REG_REGION_NOT_WORK_REGION             0%     bool  \n",
       "LIVE_REGION_NOT_WORK_REGION            0%     bool  \n",
       "REG_CITY_NOT_LIVE_CITY                 0%     bool  \n",
       "REG_CITY_NOT_WORK_CITY                 0%     bool  \n",
       "LIVE_CITY_NOT_WORK_CITY                0%     bool  \n",
       "EXT_SOURCE_1                           0%  numeric  \n",
       "EXT_SOURCE_2                           0%  numeric  \n",
       "EXT_SOURCE_3                           0%  numeric  \n",
       "APARTMENTS_AVG                         0%  numeric  \n",
       "BASEMENTAREA_AVG                       0%  numeric  \n",
       "YEARS_BEGINEXPLUATATION_AVG            0%  numeric  \n",
       "YEARS_BUILD_AVG                        0%  numeric  \n",
       "COMMONAREA_AVG                         0%  numeric  \n",
       "ELEVATORS_AVG                          0%  numeric  \n",
       "ENTRANCES_AVG                          0%  numeric  \n",
       "FLOORSMAX_AVG                          0%  numeric  \n",
       "FLOORSMIN_AVG                          0%  numeric  \n",
       "LANDAREA_AVG                           0%  numeric  \n",
       "LIVINGAPARTMENTS_AVG                   0%  numeric  \n",
       "LIVINGAREA_AVG                         0%  numeric  \n",
       "NONLIVINGAPARTMENTS_AVG                0%  numeric  \n",
       "NONLIVINGAREA_AVG                      0%  numeric  \n",
       "APARTMENTS_MODE                        0%  numeric  \n",
       "BASEMENTAREA_MODE                      0%  numeric  \n",
       "YEARS_BEGINEXPLUATATION_MODE           0%  numeric  \n",
       "YEARS_BUILD_MODE                       0%  numeric  \n",
       "COMMONAREA_MODE                        0%  numeric  \n",
       "ELEVATORS_MODE                         0%  numeric  \n",
       "ENTRANCES_MODE                         0%  numeric  \n",
       "FLOORSMAX_MODE                         0%  numeric  \n",
       "FLOORSMIN_MODE                         0%  numeric  \n",
       "LANDAREA_MODE                          0%  numeric  \n",
       "LIVINGAPARTMENTS_MODE                  0%  numeric  \n",
       "LIVINGAREA_MODE                        0%  numeric  \n",
       "NONLIVINGAPARTMENTS_MODE               0%  numeric  \n",
       "NONLIVINGAREA_MODE                     0%  numeric  \n",
       "APARTMENTS_MEDI                        0%  numeric  \n",
       "BASEMENTAREA_MEDI                      0%  numeric  \n",
       "YEARS_BEGINEXPLUATATION_MEDI           0%  numeric  \n",
       "YEARS_BUILD_MEDI                       0%  numeric  \n",
       "COMMONAREA_MEDI                        0%  numeric  \n",
       "ELEVATORS_MEDI                         0%  numeric  \n",
       "ENTRANCES_MEDI                         0%  numeric  \n",
       "FLOORSMAX_MEDI                         0%  numeric  \n",
       "FLOORSMIN_MEDI                         0%  numeric  \n",
       "LANDAREA_MEDI                          0%  numeric  \n",
       "LIVINGAPARTMENTS_MEDI                  0%  numeric  \n",
       "LIVINGAREA_MEDI                        0%  numeric  \n",
       "NONLIVINGAPARTMENTS_MEDI               0%  numeric  \n",
       "NONLIVINGAREA_MEDI                     0%  numeric  \n",
       "TOTALAREA_MODE                         0%  numeric  \n",
       "OBS_30_CNT_SOCIAL_CIRCLE               0%  numeric  \n",
       "DEF_30_CNT_SOCIAL_CIRCLE               0%  numeric  \n",
       "OBS_60_CNT_SOCIAL_CIRCLE               0%  numeric  \n",
       "DEF_60_CNT_SOCIAL_CIRCLE               0%  numeric  \n",
       "DAYS_LAST_PHONE_CHANGE                 0%  numeric  \n",
       "FLAG_DOCUMENT_2                        0%     bool  \n",
       "FLAG_DOCUMENT_3                        0%     bool  \n",
       "FLAG_DOCUMENT_4                        0%     bool  \n",
       "FLAG_DOCUMENT_5                        0%     bool  \n",
       "FLAG_DOCUMENT_6                        0%     bool  \n",
       "FLAG_DOCUMENT_7                        0%     bool  \n",
       "FLAG_DOCUMENT_8                        0%     bool  \n",
       "FLAG_DOCUMENT_9                        0%     bool  \n",
       "FLAG_DOCUMENT_10                       0%     bool  \n",
       "FLAG_DOCUMENT_11                       0%     bool  \n",
       "FLAG_DOCUMENT_12                       0%     bool  \n",
       "FLAG_DOCUMENT_13                       0%     bool  \n",
       "FLAG_DOCUMENT_14                       0%     bool  \n",
       "FLAG_DOCUMENT_15                       0%     bool  \n",
       "FLAG_DOCUMENT_16                       0%     bool  \n",
       "FLAG_DOCUMENT_17                       0%     bool  \n",
       "FLAG_DOCUMENT_18                       0%     bool  \n",
       "FLAG_DOCUMENT_19                       0%     bool  \n",
       "FLAG_DOCUMENT_20                       0%     bool  \n",
       "FLAG_DOCUMENT_21                       0%     bool  \n",
       "AMT_REQ_CREDIT_BUREAU_HOUR             0%  numeric  \n",
       "AMT_REQ_CREDIT_BUREAU_DAY              0%  numeric  \n",
       "AMT_REQ_CREDIT_BUREAU_WEEK             0%  numeric  \n",
       "AMT_REQ_CREDIT_BUREAU_MON              0%  numeric  \n",
       "AMT_REQ_CREDIT_BUREAU_QRT              0%  numeric  \n",
       "AMT_REQ_CREDIT_BUREAU_YEAR             0%  numeric  \n",
       "\n",
       "[120 rows x 13 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_allRows(dfs.summary().transpose())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "#data_test['TARGET'] = 0 #??"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test, _, nas, mapper = proc_df(data_test, 'TARGET', do_scale=True, \n",
    "                    skip_flds=['SK_ID_CURR'], mapper=mapper, na_dict=nas)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "270011"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#validation index\n",
    "train_ratio = 0.75\n",
    "train_size = int(samp_size * train_ratio); train_size\n",
    "val_idx = list(range(train_size, len(df))); len(val_idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "#ModelData object\n",
    "md = ColumnarModelData.from_data_frame(PATH, val_idx, df, y, \n",
    "                                       cat_flds = cat_vars, bs=128, test_df=df_test )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>NAME_CONTRACT_TYPE</th>\n",
       "      <th>CODE_GENDER</th>\n",
       "      <th>FLAG_OWN_CAR</th>\n",
       "      <th>FLAG_OWN_REALTY</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>OCCUPATION_TYPE</th>\n",
       "      <th>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>100002</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.090534</td>\n",
       "      <td>-0.024402</td>\n",
       "      <td>-0.022529</td>\n",
       "      <td>-0.018305</td>\n",
       "      <td>-0.070987</td>\n",
       "      <td>-0.058766</td>\n",
       "      <td>-0.155838</td>\n",
       "      <td>-0.269947</td>\n",
       "      <td>-0.30862</td>\n",
       "      <td>-0.346719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100003</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.090534</td>\n",
       "      <td>-0.024402</td>\n",
       "      <td>-0.022529</td>\n",
       "      <td>-0.018305</td>\n",
       "      <td>-0.070987</td>\n",
       "      <td>-0.058766</td>\n",
       "      <td>-0.155838</td>\n",
       "      <td>-0.269947</td>\n",
       "      <td>-0.30862</td>\n",
       "      <td>-0.885565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100004</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.090534</td>\n",
       "      <td>-0.024402</td>\n",
       "      <td>-0.022529</td>\n",
       "      <td>-0.018305</td>\n",
       "      <td>-0.070987</td>\n",
       "      <td>-0.058766</td>\n",
       "      <td>-0.155838</td>\n",
       "      <td>-0.269947</td>\n",
       "      <td>-0.30862</td>\n",
       "      <td>-0.885565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100006</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.090534</td>\n",
       "      <td>-0.024402</td>\n",
       "      <td>-0.022529</td>\n",
       "      <td>-0.018305</td>\n",
       "      <td>-0.070987</td>\n",
       "      <td>-0.058766</td>\n",
       "      <td>-0.155838</td>\n",
       "      <td>-0.269947</td>\n",
       "      <td>-0.30862</td>\n",
       "      <td>-0.885565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100007</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.090534</td>\n",
       "      <td>-0.024402</td>\n",
       "      <td>-0.022529</td>\n",
       "      <td>-0.018305</td>\n",
       "      <td>-0.070987</td>\n",
       "      <td>-0.058766</td>\n",
       "      <td>-0.155838</td>\n",
       "      <td>-0.269947</td>\n",
       "      <td>-0.30862</td>\n",
       "      <td>-0.885565</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 120 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            NAME_CONTRACT_TYPE  CODE_GENDER  FLAG_OWN_CAR  FLAG_OWN_REALTY  \\\n",
       "SK_ID_CURR                                                                   \n",
       "100002                       1            2             1                2   \n",
       "100003                       1            1             1                1   \n",
       "100004                       2            2             2                2   \n",
       "100006                       1            1             1                2   \n",
       "100007                       1            2             1                2   \n",
       "\n",
       "            NAME_TYPE_SUITE  NAME_INCOME_TYPE  NAME_EDUCATION_TYPE  \\\n",
       "SK_ID_CURR                                                           \n",
       "100002                    7                 8                    5   \n",
       "100003                    2                 5                    2   \n",
       "100004                    7                 8                    5   \n",
       "100006                    7                 8                    5   \n",
       "100007                    7                 8                    5   \n",
       "\n",
       "            NAME_FAMILY_STATUS  NAME_HOUSING_TYPE  OCCUPATION_TYPE  \\\n",
       "SK_ID_CURR                                                           \n",
       "100002                       4                  2                9   \n",
       "100003                       2                  2                4   \n",
       "100004                       4                  2                9   \n",
       "100006                       1                  2                9   \n",
       "100007                       4                  2                4   \n",
       "\n",
       "                       ...              FLAG_DOCUMENT_18  FLAG_DOCUMENT_19  \\\n",
       "SK_ID_CURR             ...                                                   \n",
       "100002                 ...                     -0.090534         -0.024402   \n",
       "100003                 ...                     -0.090534         -0.024402   \n",
       "100004                 ...                     -0.090534         -0.024402   \n",
       "100006                 ...                     -0.090534         -0.024402   \n",
       "100007                 ...                     -0.090534         -0.024402   \n",
       "\n",
       "            FLAG_DOCUMENT_20  FLAG_DOCUMENT_21  AMT_REQ_CREDIT_BUREAU_HOUR  \\\n",
       "SK_ID_CURR                                                                   \n",
       "100002             -0.022529         -0.018305                   -0.070987   \n",
       "100003             -0.022529         -0.018305                   -0.070987   \n",
       "100004             -0.022529         -0.018305                   -0.070987   \n",
       "100006             -0.022529         -0.018305                   -0.070987   \n",
       "100007             -0.022529         -0.018305                   -0.070987   \n",
       "\n",
       "            AMT_REQ_CREDIT_BUREAU_DAY  AMT_REQ_CREDIT_BUREAU_WEEK  \\\n",
       "SK_ID_CURR                                                          \n",
       "100002                      -0.058766                   -0.155838   \n",
       "100003                      -0.058766                   -0.155838   \n",
       "100004                      -0.058766                   -0.155838   \n",
       "100006                      -0.058766                   -0.155838   \n",
       "100007                      -0.058766                   -0.155838   \n",
       "\n",
       "            AMT_REQ_CREDIT_BUREAU_MON  AMT_REQ_CREDIT_BUREAU_QRT  \\\n",
       "SK_ID_CURR                                                         \n",
       "100002                      -0.269947                   -0.30862   \n",
       "100003                      -0.269947                   -0.30862   \n",
       "100004                      -0.269947                   -0.30862   \n",
       "100006                      -0.269947                   -0.30862   \n",
       "100007                      -0.269947                   -0.30862   \n",
       "\n",
       "            AMT_REQ_CREDIT_BUREAU_YEAR  \n",
       "SK_ID_CURR                              \n",
       "100002                       -0.346719  \n",
       "100003                       -0.885565  \n",
       "100004                       -0.885565  \n",
       "100006                       -0.885565  \n",
       "100007                       -0.885565  \n",
       "\n",
       "[5 rows x 120 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th>384575</th>\n",
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       "      <th>142232</th>\n",
       "      <th>389171</th>\n",
       "      <th>283617</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>NAME_CONTRACT_TYPE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
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       "      <td>False</td>\n",
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       "      <th>FLAG_OWN_CAR</th>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>FLAG_OWN_REALTY</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAME_EDUCATION_TYPE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAME_FAMILY_STATUS</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>NAME_HOUSING_TYPE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OCCUPATION_TYPE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ORGANIZATION_TYPE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FONDKAPREMONT_MODE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HOUSETYPE_MODE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WALLSMATERIAL_MODE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EMERGENCYSTATE_MODE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNT_CHILDREN</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_INCOME_TOTAL</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_CREDIT</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_ANNUITY</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_GOODS_PRICE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REGION_POPULATION_RELATIVE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAYS_BIRTH</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAYS_EMPLOYED</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAYS_REGISTRATION</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAYS_ID_PUBLISH</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_MOBIL</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_EMP_PHONE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_WORK_PHONE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_CONT_MOBILE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_PHONE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_EMAIL</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNT_FAM_MEMBERS</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REGION_RATING_CLIENT</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REGION_RATING_CLIENT_W_CITY</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HOUR_APPR_PROCESS_START</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REG_REGION_NOT_LIVE_REGION</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REG_REGION_NOT_WORK_REGION</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIVE_REGION_NOT_WORK_REGION</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REG_CITY_NOT_LIVE_CITY</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REG_CITY_NOT_WORK_CITY</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIVE_CITY_NOT_WORK_CITY</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXT_SOURCE_1</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXT_SOURCE_2</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXT_SOURCE_3</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>APARTMENTS_AVG</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BASEMENTAREA_AVG</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEARS_BEGINEXPLUATATION_AVG</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEARS_BUILD_AVG</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COMMONAREA_AVG</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELEVATORS_AVG</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENTRANCES_AVG</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLOORSMAX_AVG</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLOORSMIN_AVG</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LANDAREA_AVG</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIVINGAPARTMENTS_AVG</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIVINGAREA_AVG</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NONLIVINGAPARTMENTS_AVG</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NONLIVINGAREA_AVG</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>APARTMENTS_MODE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BASEMENTAREA_MODE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MODE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEARS_BUILD_MODE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COMMONAREA_MODE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELEVATORS_MODE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENTRANCES_MODE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLOORSMAX_MODE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLOORSMIN_MODE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LANDAREA_MODE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIVINGAPARTMENTS_MODE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIVINGAREA_MODE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NONLIVINGAPARTMENTS_MODE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NONLIVINGAREA_MODE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>APARTMENTS_MEDI</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BASEMENTAREA_MEDI</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MEDI</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEARS_BUILD_MEDI</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COMMONAREA_MEDI</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELEVATORS_MEDI</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENTRANCES_MEDI</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLOORSMAX_MEDI</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLOORSMIN_MEDI</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LANDAREA_MEDI</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIVINGAPARTMENTS_MEDI</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIVINGAREA_MEDI</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NONLIVINGAPARTMENTS_MEDI</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NONLIVINGAREA_MEDI</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOTALAREA_MODE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OBS_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEF_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OBS_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEF_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAYS_LAST_PHONE_CHANGE</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_2</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_3</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_4</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_5</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_6</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_7</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_8</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_9</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_10</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_11</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_12</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_13</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_14</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_15</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_16</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_17</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_18</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_19</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_20</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAG_DOCUMENT_21</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_HOUR</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_DAY</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_WEEK</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_MON</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_QRT</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_YEAR</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>120 rows × 50000 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "SK_ID_CURR                    384575  214010  142232  389171  283617   ...    \\\n",
       "NAME_CONTRACT_TYPE             False   False   False   False   False   ...     \n",
       "CODE_GENDER                    False   False   False   False   False   ...     \n",
       "FLAG_OWN_CAR                   False   False   False   False   False   ...     \n",
       "FLAG_OWN_REALTY                False   False   False   False   False   ...     \n",
       "NAME_TYPE_SUITE                False   False   False   False   False   ...     \n",
       "NAME_INCOME_TYPE               False   False   False   False   False   ...     \n",
       "NAME_EDUCATION_TYPE            False   False   False   False   False   ...     \n",
       "NAME_FAMILY_STATUS             False   False   False   False   False   ...     \n",
       "NAME_HOUSING_TYPE              False   False   False   False   False   ...     \n",
       "OCCUPATION_TYPE                False   False   False   False   False   ...     \n",
       "WEEKDAY_APPR_PROCESS_START     False   False   False   False   False   ...     \n",
       "ORGANIZATION_TYPE              False   False   False   False   False   ...     \n",
       "FONDKAPREMONT_MODE             False   False   False   False   False   ...     \n",
       "HOUSETYPE_MODE                 False   False   False   False   False   ...     \n",
       "WALLSMATERIAL_MODE             False   False   False   False   False   ...     \n",
       "EMERGENCYSTATE_MODE            False   False   False   False   False   ...     \n",
       "CNT_CHILDREN                   False   False   False   False   False   ...     \n",
       "AMT_INCOME_TOTAL               False   False   False   False   False   ...     \n",
       "AMT_CREDIT                     False   False   False   False   False   ...     \n",
       "AMT_ANNUITY                    False   False   False   False   False   ...     \n",
       "AMT_GOODS_PRICE                False   False   False   False   False   ...     \n",
       "REGION_POPULATION_RELATIVE     False   False   False   False   False   ...     \n",
       "DAYS_BIRTH                     False   False   False   False   False   ...     \n",
       "DAYS_EMPLOYED                  False   False   False   False   False   ...     \n",
       "DAYS_REGISTRATION              False   False   False   False   False   ...     \n",
       "DAYS_ID_PUBLISH                False   False   False   False   False   ...     \n",
       "OWN_CAR_AGE                    False   False   False   False   False   ...     \n",
       "FLAG_MOBIL                     False   False   False   False   False   ...     \n",
       "FLAG_EMP_PHONE                 False   False   False   False   False   ...     \n",
       "FLAG_WORK_PHONE                False   False   False   False   False   ...     \n",
       "FLAG_CONT_MOBILE               False   False   False   False   False   ...     \n",
       "FLAG_PHONE                     False   False   False   False   False   ...     \n",
       "FLAG_EMAIL                     False   False   False   False   False   ...     \n",
       "CNT_FAM_MEMBERS                False   False   False   False   False   ...     \n",
       "REGION_RATING_CLIENT           False   False   False   False   False   ...     \n",
       "REGION_RATING_CLIENT_W_CITY    False   False   False   False   False   ...     \n",
       "HOUR_APPR_PROCESS_START        False   False   False   False   False   ...     \n",
       "REG_REGION_NOT_LIVE_REGION     False   False   False   False   False   ...     \n",
       "REG_REGION_NOT_WORK_REGION     False   False   False   False   False   ...     \n",
       "LIVE_REGION_NOT_WORK_REGION    False   False   False   False   False   ...     \n",
       "REG_CITY_NOT_LIVE_CITY         False   False   False   False   False   ...     \n",
       "REG_CITY_NOT_WORK_CITY         False   False   False   False   False   ...     \n",
       "LIVE_CITY_NOT_WORK_CITY        False   False   False   False   False   ...     \n",
       "EXT_SOURCE_1                   False   False   False   False   False   ...     \n",
       "EXT_SOURCE_2                   False   False   False   False   False   ...     \n",
       "EXT_SOURCE_3                   False   False   False   False   False   ...     \n",
       "APARTMENTS_AVG                 False   False   False   False   False   ...     \n",
       "BASEMENTAREA_AVG               False   False   False   False   False   ...     \n",
       "YEARS_BEGINEXPLUATATION_AVG    False   False   False   False   False   ...     \n",
       "YEARS_BUILD_AVG                False   False   False   False   False   ...     \n",
       "COMMONAREA_AVG                 False   False   False   False   False   ...     \n",
       "ELEVATORS_AVG                  False   False   False   False   False   ...     \n",
       "ENTRANCES_AVG                  False   False   False   False   False   ...     \n",
       "FLOORSMAX_AVG                  False   False   False   False   False   ...     \n",
       "FLOORSMIN_AVG                  False   False   False   False   False   ...     \n",
       "LANDAREA_AVG                   False   False   False   False   False   ...     \n",
       "LIVINGAPARTMENTS_AVG           False   False   False   False   False   ...     \n",
       "LIVINGAREA_AVG                 False   False   False   False   False   ...     \n",
       "NONLIVINGAPARTMENTS_AVG        False   False   False   False   False   ...     \n",
       "NONLIVINGAREA_AVG              False   False   False   False   False   ...     \n",
       "APARTMENTS_MODE                False   False   False   False   False   ...     \n",
       "BASEMENTAREA_MODE              False   False   False   False   False   ...     \n",
       "YEARS_BEGINEXPLUATATION_MODE   False   False   False   False   False   ...     \n",
       "YEARS_BUILD_MODE               False   False   False   False   False   ...     \n",
       "COMMONAREA_MODE                False   False   False   False   False   ...     \n",
       "ELEVATORS_MODE                 False   False   False   False   False   ...     \n",
       "ENTRANCES_MODE                 False   False   False   False   False   ...     \n",
       "FLOORSMAX_MODE                 False   False   False   False   False   ...     \n",
       "FLOORSMIN_MODE                 False   False   False   False   False   ...     \n",
       "LANDAREA_MODE                  False   False   False   False   False   ...     \n",
       "LIVINGAPARTMENTS_MODE          False   False   False   False   False   ...     \n",
       "LIVINGAREA_MODE                False   False   False   False   False   ...     \n",
       "NONLIVINGAPARTMENTS_MODE       False   False   False   False   False   ...     \n",
       "NONLIVINGAREA_MODE             False   False   False   False   False   ...     \n",
       "APARTMENTS_MEDI                False   False   False   False   False   ...     \n",
       "BASEMENTAREA_MEDI              False   False   False   False   False   ...     \n",
       "YEARS_BEGINEXPLUATATION_MEDI   False   False   False   False   False   ...     \n",
       "YEARS_BUILD_MEDI               False   False   False   False   False   ...     \n",
       "COMMONAREA_MEDI                False   False   False   False   False   ...     \n",
       "ELEVATORS_MEDI                 False   False   False   False   False   ...     \n",
       "ENTRANCES_MEDI                 False   False   False   False   False   ...     \n",
       "FLOORSMAX_MEDI                 False   False   False   False   False   ...     \n",
       "FLOORSMIN_MEDI                 False   False   False   False   False   ...     \n",
       "LANDAREA_MEDI                  False   False   False   False   False   ...     \n",
       "LIVINGAPARTMENTS_MEDI          False   False   False   False   False   ...     \n",
       "LIVINGAREA_MEDI                False   False   False   False   False   ...     \n",
       "NONLIVINGAPARTMENTS_MEDI       False   False   False   False   False   ...     \n",
       "NONLIVINGAREA_MEDI             False   False   False   False   False   ...     \n",
       "TOTALAREA_MODE                 False   False   False   False   False   ...     \n",
       "OBS_30_CNT_SOCIAL_CIRCLE       False   False   False   False   False   ...     \n",
       "DEF_30_CNT_SOCIAL_CIRCLE       False   False   False   False   False   ...     \n",
       "OBS_60_CNT_SOCIAL_CIRCLE       False   False   False   False   False   ...     \n",
       "DEF_60_CNT_SOCIAL_CIRCLE       False   False   False   False   False   ...     \n",
       "DAYS_LAST_PHONE_CHANGE         False   False   False   False   False   ...     \n",
       "FLAG_DOCUMENT_2                False   False   False   False   False   ...     \n",
       "FLAG_DOCUMENT_3                False   False   False   False   False   ...     \n",
       "FLAG_DOCUMENT_4                False   False   False   False   False   ...     \n",
       "FLAG_DOCUMENT_5                False   False   False   False   False   ...     \n",
       "FLAG_DOCUMENT_6                False   False   False   False   False   ...     \n",
       "FLAG_DOCUMENT_7                False   False   False   False   False   ...     \n",
       "FLAG_DOCUMENT_8                False   False   False   False   False   ...     \n",
       "FLAG_DOCUMENT_9                False   False   False   False   False   ...     \n",
       "FLAG_DOCUMENT_10               False   False   False   False   False   ...     \n",
       "FLAG_DOCUMENT_11               False   False   False   False   False   ...     \n",
       "FLAG_DOCUMENT_12               False   False   False   False   False   ...     \n",
       "FLAG_DOCUMENT_13               False   False   False   False   False   ...     \n",
       "FLAG_DOCUMENT_14               False   False   False   False   False   ...     \n",
       "FLAG_DOCUMENT_15               False   False   False   False   False   ...     \n",
       "FLAG_DOCUMENT_16               False   False   False   False   False   ...     \n",
       "FLAG_DOCUMENT_17               False   False   False   False   False   ...     \n",
       "FLAG_DOCUMENT_18               False   False   False   False   False   ...     \n",
       "FLAG_DOCUMENT_19               False   False   False   False   False   ...     \n",
       "FLAG_DOCUMENT_20               False   False   False   False   False   ...     \n",
       "FLAG_DOCUMENT_21               False   False   False   False   False   ...     \n",
       "AMT_REQ_CREDIT_BUREAU_HOUR     False   False   False   False   False   ...     \n",
       "AMT_REQ_CREDIT_BUREAU_DAY      False   False   False   False   False   ...     \n",
       "AMT_REQ_CREDIT_BUREAU_WEEK     False   False   False   False   False   ...     \n",
       "AMT_REQ_CREDIT_BUREAU_MON      False   False   False   False   False   ...     \n",
       "AMT_REQ_CREDIT_BUREAU_QRT      False   False   False   False   False   ...     \n",
       "AMT_REQ_CREDIT_BUREAU_YEAR     False   False   False   False   False   ...     \n",
       "\n",
       "SK_ID_CURR                    392541  315401  319459  145509  206854  \n",
       "NAME_CONTRACT_TYPE             False   False   False   False   False  \n",
       "CODE_GENDER                    False   False   False   False   False  \n",
       "FLAG_OWN_CAR                   False   False   False   False   False  \n",
       "FLAG_OWN_REALTY                False   False   False   False   False  \n",
       "NAME_TYPE_SUITE                False   False   False   False   False  \n",
       "NAME_INCOME_TYPE               False   False   False   False   False  \n",
       "NAME_EDUCATION_TYPE            False   False   False   False   False  \n",
       "NAME_FAMILY_STATUS             False   False   False   False   False  \n",
       "NAME_HOUSING_TYPE              False   False   False   False   False  \n",
       "OCCUPATION_TYPE                False   False   False   False   False  \n",
       "WEEKDAY_APPR_PROCESS_START     False   False   False   False   False  \n",
       "ORGANIZATION_TYPE              False   False   False   False   False  \n",
       "FONDKAPREMONT_MODE             False   False   False   False   False  \n",
       "HOUSETYPE_MODE                 False   False   False   False   False  \n",
       "WALLSMATERIAL_MODE             False   False   False   False   False  \n",
       "EMERGENCYSTATE_MODE            False   False   False   False   False  \n",
       "CNT_CHILDREN                   False   False   False   False   False  \n",
       "AMT_INCOME_TOTAL               False   False   False   False   False  \n",
       "AMT_CREDIT                     False   False   False   False   False  \n",
       "AMT_ANNUITY                    False   False   False   False   False  \n",
       "AMT_GOODS_PRICE                False   False   False   False   False  \n",
       "REGION_POPULATION_RELATIVE     False   False   False   False   False  \n",
       "DAYS_BIRTH                     False   False   False   False   False  \n",
       "DAYS_EMPLOYED                  False   False   False   False   False  \n",
       "DAYS_REGISTRATION              False   False   False   False   False  \n",
       "DAYS_ID_PUBLISH                False   False   False   False   False  \n",
       "OWN_CAR_AGE                    False   False   False   False   False  \n",
       "FLAG_MOBIL                     False   False   False   False   False  \n",
       "FLAG_EMP_PHONE                 False   False   False   False   False  \n",
       "FLAG_WORK_PHONE                False   False   False   False   False  \n",
       "FLAG_CONT_MOBILE               False   False   False   False   False  \n",
       "FLAG_PHONE                     False   False   False   False   False  \n",
       "FLAG_EMAIL                     False   False   False   False   False  \n",
       "CNT_FAM_MEMBERS                False   False   False   False   False  \n",
       "REGION_RATING_CLIENT           False   False   False   False   False  \n",
       "REGION_RATING_CLIENT_W_CITY    False   False   False   False   False  \n",
       "HOUR_APPR_PROCESS_START        False   False   False   False   False  \n",
       "REG_REGION_NOT_LIVE_REGION     False   False   False   False   False  \n",
       "REG_REGION_NOT_WORK_REGION     False   False   False   False   False  \n",
       "LIVE_REGION_NOT_WORK_REGION    False   False   False   False   False  \n",
       "REG_CITY_NOT_LIVE_CITY         False   False   False   False   False  \n",
       "REG_CITY_NOT_WORK_CITY         False   False   False   False   False  \n",
       "LIVE_CITY_NOT_WORK_CITY        False   False   False   False   False  \n",
       "EXT_SOURCE_1                   False   False   False   False   False  \n",
       "EXT_SOURCE_2                   False   False   False   False   False  \n",
       "EXT_SOURCE_3                   False   False   False   False   False  \n",
       "APARTMENTS_AVG                 False   False   False   False   False  \n",
       "BASEMENTAREA_AVG               False   False   False   False   False  \n",
       "YEARS_BEGINEXPLUATATION_AVG    False   False   False   False   False  \n",
       "YEARS_BUILD_AVG                False   False   False   False   False  \n",
       "COMMONAREA_AVG                 False   False   False   False   False  \n",
       "ELEVATORS_AVG                  False   False   False   False   False  \n",
       "ENTRANCES_AVG                  False   False   False   False   False  \n",
       "FLOORSMAX_AVG                  False   False   False   False   False  \n",
       "FLOORSMIN_AVG                  False   False   False   False   False  \n",
       "LANDAREA_AVG                   False   False   False   False   False  \n",
       "LIVINGAPARTMENTS_AVG           False   False   False   False   False  \n",
       "LIVINGAREA_AVG                 False   False   False   False   False  \n",
       "NONLIVINGAPARTMENTS_AVG        False   False   False   False   False  \n",
       "NONLIVINGAREA_AVG              False   False   False   False   False  \n",
       "APARTMENTS_MODE                False   False   False   False   False  \n",
       "BASEMENTAREA_MODE              False   False   False   False   False  \n",
       "YEARS_BEGINEXPLUATATION_MODE   False   False   False   False   False  \n",
       "YEARS_BUILD_MODE               False   False   False   False   False  \n",
       "COMMONAREA_MODE                False   False   False   False   False  \n",
       "ELEVATORS_MODE                 False   False   False   False   False  \n",
       "ENTRANCES_MODE                 False   False   False   False   False  \n",
       "FLOORSMAX_MODE                 False   False   False   False   False  \n",
       "FLOORSMIN_MODE                 False   False   False   False   False  \n",
       "LANDAREA_MODE                  False   False   False   False   False  \n",
       "LIVINGAPARTMENTS_MODE          False   False   False   False   False  \n",
       "LIVINGAREA_MODE                False   False   False   False   False  \n",
       "NONLIVINGAPARTMENTS_MODE       False   False   False   False   False  \n",
       "NONLIVINGAREA_MODE             False   False   False   False   False  \n",
       "APARTMENTS_MEDI                False   False   False   False   False  \n",
       "BASEMENTAREA_MEDI              False   False   False   False   False  \n",
       "YEARS_BEGINEXPLUATATION_MEDI   False   False   False   False   False  \n",
       "YEARS_BUILD_MEDI               False   False   False   False   False  \n",
       "COMMONAREA_MEDI                False   False   False   False   False  \n",
       "ELEVATORS_MEDI                 False   False   False   False   False  \n",
       "ENTRANCES_MEDI                 False   False   False   False   False  \n",
       "FLOORSMAX_MEDI                 False   False   False   False   False  \n",
       "FLOORSMIN_MEDI                 False   False   False   False   False  \n",
       "LANDAREA_MEDI                  False   False   False   False   False  \n",
       "LIVINGAPARTMENTS_MEDI          False   False   False   False   False  \n",
       "LIVINGAREA_MEDI                False   False   False   False   False  \n",
       "NONLIVINGAPARTMENTS_MEDI       False   False   False   False   False  \n",
       "NONLIVINGAREA_MEDI             False   False   False   False   False  \n",
       "TOTALAREA_MODE                 False   False   False   False   False  \n",
       "OBS_30_CNT_SOCIAL_CIRCLE       False   False   False   False   False  \n",
       "DEF_30_CNT_SOCIAL_CIRCLE       False   False   False   False   False  \n",
       "OBS_60_CNT_SOCIAL_CIRCLE       False   False   False   False   False  \n",
       "DEF_60_CNT_SOCIAL_CIRCLE       False   False   False   False   False  \n",
       "DAYS_LAST_PHONE_CHANGE         False   False   False   False   False  \n",
       "FLAG_DOCUMENT_2                False   False   False   False   False  \n",
       "FLAG_DOCUMENT_3                False   False   False   False   False  \n",
       "FLAG_DOCUMENT_4                False   False   False   False   False  \n",
       "FLAG_DOCUMENT_5                False   False   False   False   False  \n",
       "FLAG_DOCUMENT_6                False   False   False   False   False  \n",
       "FLAG_DOCUMENT_7                False   False   False   False   False  \n",
       "FLAG_DOCUMENT_8                False   False   False   False   False  \n",
       "FLAG_DOCUMENT_9                False   False   False   False   False  \n",
       "FLAG_DOCUMENT_10               False   False   False   False   False  \n",
       "FLAG_DOCUMENT_11               False   False   False   False   False  \n",
       "FLAG_DOCUMENT_12               False   False   False   False   False  \n",
       "FLAG_DOCUMENT_13               False   False   False   False   False  \n",
       "FLAG_DOCUMENT_14               False   False   False   False   False  \n",
       "FLAG_DOCUMENT_15               False   False   False   False   False  \n",
       "FLAG_DOCUMENT_16               False   False   False   False   False  \n",
       "FLAG_DOCUMENT_17               False   False   False   False   False  \n",
       "FLAG_DOCUMENT_18               False   False   False   False   False  \n",
       "FLAG_DOCUMENT_19               False   False   False   False   False  \n",
       "FLAG_DOCUMENT_20               False   False   False   False   False  \n",
       "FLAG_DOCUMENT_21               False   False   False   False   False  \n",
       "AMT_REQ_CREDIT_BUREAU_HOUR     False   False   False   False   False  \n",
       "AMT_REQ_CREDIT_BUREAU_DAY      False   False   False   False   False  \n",
       "AMT_REQ_CREDIT_BUREAU_WEEK     False   False   False   False   False  \n",
       "AMT_REQ_CREDIT_BUREAU_MON      False   False   False   False   False  \n",
       "AMT_REQ_CREDIT_BUREAU_QRT      False   False   False   False   False  \n",
       "AMT_REQ_CREDIT_BUREAU_YEAR     False   False   False   False   False  \n",
       "\n",
       "[120 rows x 50000 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_allRows(df.isnull().transpose())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "#show cardinality for each categories\n",
    "cat_sz = [(c, len(data_samp[c].cat.categories)+1) for c in cat_vars]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('NAME_CONTRACT_TYPE', 3),\n",
       " ('CODE_GENDER', 4),\n",
       " ('FLAG_OWN_CAR', 3),\n",
       " ('FLAG_OWN_REALTY', 3),\n",
       " ('NAME_TYPE_SUITE', 8),\n",
       " ('NAME_INCOME_TYPE', 9),\n",
       " ('NAME_EDUCATION_TYPE', 6),\n",
       " ('NAME_FAMILY_STATUS', 7),\n",
       " ('NAME_HOUSING_TYPE', 7),\n",
       " ('OCCUPATION_TYPE', 19),\n",
       " ('WEEKDAY_APPR_PROCESS_START', 8),\n",
       " ('ORGANIZATION_TYPE', 59),\n",
       " ('FONDKAPREMONT_MODE', 5),\n",
       " ('HOUSETYPE_MODE', 4),\n",
       " ('WALLSMATERIAL_MODE', 8),\n",
       " ('EMERGENCYSTATE_MODE', 3)]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat_sz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "#set embeding sizes\n",
    "emb_szs = [(c, min(50,(c+1)//2)) for _, c in cat_sz]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(3, 2),\n",
       " (4, 2),\n",
       " (3, 2),\n",
       " (3, 2),\n",
       " (8, 4),\n",
       " (9, 5),\n",
       " (6, 3),\n",
       " (7, 4),\n",
       " (7, 4),\n",
       " (19, 10),\n",
       " (8, 4),\n",
       " (59, 30),\n",
       " (5, 3),\n",
       " (4, 2),\n",
       " (8, 4),\n",
       " (3, 2)]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "emb_szs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = md.get_learner(emb_szs, len(data.columns)-len(cat_vars),\n",
    "                  0.04, 1, [1000, 500], [0.001, 0.01])\n",
    "lr = 1e-3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "106"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data.columns)-len(cat_vars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d7a19ac6f1154b59bc6f37bbd6038656",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch', max=1), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/293 [00:00<?, ?it/s]\n"
     ]
    },
    {
     "ename": "RuntimeError",
     "evalue": "running_mean should contain 104 elements not 106",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-43-0510517b8367>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlr_find\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/kaggle/competitions/home-credit-default-risk/fastai/learner.py\u001b[0m in \u001b[0;36mlr_find\u001b[0;34m(self, start_lr, end_lr, wds, linear, **kwargs)\u001b[0m\n\u001b[1;32m    328\u001b[0m         \u001b[0mlayer_opt\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_layer_opt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstart_lr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    329\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msched\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mLR_Finder\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlayer_opt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrn_dl\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend_lr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlinear\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlinear\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 330\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit_gen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlayer_opt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    331\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'tmp'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    332\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/kaggle/competitions/home-credit-default-risk/fastai/learner.py\u001b[0m in \u001b[0;36mfit_gen\u001b[0;34m(self, model, data, layer_opt, n_cycle, cycle_len, cycle_mult, cycle_save_name, best_save_name, use_clr, use_clr_beta, metrics, callbacks, use_wd_sched, norm_wds, wds_sched_mult, use_swa, swa_start, swa_eval_freq, **kwargs)\u001b[0m\n\u001b[1;32m    232\u001b[0m             \u001b[0mmetrics\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmetrics\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcallbacks\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcallbacks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreg_fn\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreg_fn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mclip\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclip\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfp16\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfp16\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    233\u001b[0m             \u001b[0mswa_model\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mswa_model\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0muse_swa\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mswa_start\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mswa_start\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 234\u001b[0;31m             swa_eval_freq=swa_eval_freq, **kwargs)\n\u001b[0m\u001b[1;32m    235\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    236\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mget_layer_groups\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodels\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_layer_groups\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/kaggle/competitions/home-credit-default-risk/fastai/model.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(model, data, n_epochs, opt, crit, metrics, callbacks, stepper, swa_model, swa_start, swa_eval_freq, **kwargs)\u001b[0m\n\u001b[1;32m    138\u001b[0m             \u001b[0mbatch_num\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    139\u001b[0m             \u001b[0;32mfor\u001b[0m \u001b[0mcb\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mcallbacks\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mcb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mon_batch_begin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 140\u001b[0;31m             \u001b[0mloss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel_stepper\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mV\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mV\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepoch\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    141\u001b[0m             \u001b[0mavg_loss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mavg_loss\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mavg_mom\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mloss\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mavg_mom\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    142\u001b[0m             \u001b[0mdebias_loss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mavg_loss\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mavg_mom\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mbatch_num\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/kaggle/competitions/home-credit-default-risk/fastai/model.py\u001b[0m in \u001b[0;36mstep\u001b[0;34m(self, xs, y, epoch)\u001b[0m\n\u001b[1;32m     48\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepoch\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     49\u001b[0m         \u001b[0mxtra\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 50\u001b[0;31m         \u001b[0moutput\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mxs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     51\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moutput\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtuple\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0moutput\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mxtra\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0moutput\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     52\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfp16\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzero_grad\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/fastai/lib/python3.6/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m    355\u001b[0m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    356\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 357\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    358\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mhook\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    359\u001b[0m             \u001b[0mhook_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/kaggle/competitions/home-credit-default-risk/fastai/column_data.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, x_cat, x_cont)\u001b[0m\n\u001b[1;32m    117\u001b[0m             \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0memb_drop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    118\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mn_cont\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 119\u001b[0;31m             \u001b[0mx2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx_cont\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    120\u001b[0m             \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mn_emb\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mx2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    121\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0ml\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mb\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlins\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdrops\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbns\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/fastai/lib/python3.6/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m    355\u001b[0m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    356\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 357\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    358\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mhook\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    359\u001b[0m             \u001b[0mhook_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/fastai/lib/python3.6/site-packages/torch/nn/modules/batchnorm.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, input)\u001b[0m\n\u001b[1;32m     35\u001b[0m         return F.batch_norm(\n\u001b[1;32m     36\u001b[0m             \u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrunning_mean\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrunning_var\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweight\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbias\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 37\u001b[0;31m             self.training, self.momentum, self.eps)\n\u001b[0m\u001b[1;32m     38\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     39\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__repr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/fastai/lib/python3.6/site-packages/torch/nn/functional.py\u001b[0m in \u001b[0;36mbatch_norm\u001b[0;34m(input, running_mean, running_var, weight, bias, training, momentum, eps)\u001b[0m\n\u001b[1;32m   1011\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Expected more than 1 value per channel when training, got input size {}'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1012\u001b[0m     \u001b[0mf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_C\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_functions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mBatchNorm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrunning_mean\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrunning_var\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtraining\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmomentum\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0meps\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackends\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcudnn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0menabled\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1013\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweight\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbias\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1014\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1015\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mRuntimeError\u001b[0m: running_mean should contain 104 elements not 106"
     ]
    }
   ],
   "source": [
    "m.lr_find()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cf9236f5abcb49e4b8cfc68446e53f0c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch', max=3), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/293 [00:00<?, ?it/s]\n"
     ]
    },
    {
     "ename": "RuntimeError",
     "evalue": "running_mean should contain 104 elements not 106",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-42-3b1c17f5ae8c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/kaggle/competitions/home-credit-default-risk/fastai/learner.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, lrs, n_cycle, wds, **kwargs)\u001b[0m\n\u001b[1;32m    285\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msched\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    286\u001b[0m         \u001b[0mlayer_opt\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_layer_opt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlrs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 287\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit_gen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlayer_opt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_cycle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    288\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    289\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mwarm_up\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwds\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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      "\u001b[0;32m~/kaggle/competitions/home-credit-default-risk/fastai/model.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(model, data, n_epochs, opt, crit, metrics, callbacks, stepper, swa_model, swa_start, swa_eval_freq, **kwargs)\u001b[0m\n\u001b[1;32m    138\u001b[0m             \u001b[0mbatch_num\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    139\u001b[0m             \u001b[0;32mfor\u001b[0m \u001b[0mcb\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mcallbacks\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mcb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mon_batch_begin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 140\u001b[0;31m             \u001b[0mloss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel_stepper\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mV\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mV\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepoch\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    141\u001b[0m             \u001b[0mavg_loss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mavg_loss\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mavg_mom\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mloss\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mavg_mom\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    142\u001b[0m             \u001b[0mdebias_loss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mavg_loss\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mavg_mom\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mbatch_num\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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      "\u001b[0;32m~/anaconda3/envs/fastai/lib/python3.6/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m    355\u001b[0m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    356\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 357\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    358\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mhook\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    359\u001b[0m             \u001b[0mhook_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/kaggle/competitions/home-credit-default-risk/fastai/column_data.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, x_cat, x_cont)\u001b[0m\n\u001b[1;32m    117\u001b[0m             \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0memb_drop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    118\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mn_cont\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 119\u001b[0;31m             \u001b[0mx2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx_cont\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    120\u001b[0m             \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mn_emb\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mx2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    121\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0ml\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mb\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlins\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdrops\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbns\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/fastai/lib/python3.6/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m    355\u001b[0m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    356\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 357\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    358\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mhook\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    359\u001b[0m             \u001b[0mhook_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/fastai/lib/python3.6/site-packages/torch/nn/modules/batchnorm.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, input)\u001b[0m\n\u001b[1;32m     35\u001b[0m         return F.batch_norm(\n\u001b[1;32m     36\u001b[0m             \u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrunning_mean\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrunning_var\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweight\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbias\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 37\u001b[0;31m             self.training, self.momentum, self.eps)\n\u001b[0m\u001b[1;32m     38\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     39\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__repr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/fastai/lib/python3.6/site-packages/torch/nn/functional.py\u001b[0m in \u001b[0;36mbatch_norm\u001b[0;34m(input, running_mean, running_var, weight, bias, training, momentum, eps)\u001b[0m\n\u001b[1;32m   1011\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Expected more than 1 value per channel when training, got input size {}'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1012\u001b[0m     \u001b[0mf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_C\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_functions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mBatchNorm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrunning_mean\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrunning_var\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtraining\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmomentum\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0meps\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackends\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcudnn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0menabled\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1013\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweight\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbias\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1014\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1015\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mRuntimeError\u001b[0m: running_mean should contain 104 elements not 106"
     ]
    }
   ],
   "source": [
    "m.fit(lr, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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