FR_HOME_CREDIT_missing value strategic Imputer without agg.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.preprocessing import Imputer\n",
    "# For Preprocessing\n",
    "from sklearn import preprocessing\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "import pandas as pd\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.svm import SVC\n",
    "#from xgboost import XGBClassifier\n",
    "from sklearn.feature_selection import SelectFromModel\n",
    "from sklearn.metrics import accuracy_score\n",
    "#from xgboost import plot_importance\n",
    "from sklearn.metrics import confusion_matrix\n",
    "import numpy as np\n",
    "from collections import Counter\n",
    "from sklearn.ensemble import ExtraTreesClassifier\n",
    "#from xgboost import XGBClassifier\n",
    "#import xgboost as xgb\n",
    "from sklearn.base import TransformerMixin\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "import os\n",
    "from tqdm import tqdm_notebook as tqdm\n",
    "from sklearn.externals import joblib\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "import dask.dataframe as dd\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from imblearn.over_sampling import SMOTE\n",
    "from sklearn.metrics import classification_report\n",
    "from sklearn.metrics import roc_auc_score\n",
    "from sklearn.metrics import f1_score,recall_score,precision_score\n",
    "from imblearn.under_sampling import RandomUnderSampler \n",
    "from imblearn.over_sampling import RandomOverSampler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "app_train=pd.read_csv(\"application_train.csv\")\n",
    "app_train.head()\n",
    "pd.set_option('display.max_columns', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(307511, 122)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "app_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "app_train['DAYS_EMPLOYED'].replace({365243: np.nan}, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th>TARGET</th>\n",
       "      <th>CNT_CHILDREN</th>\n",
       "      <th>AMT_INCOME_TOTAL</th>\n",
       "      <th>AMT_CREDIT</th>\n",
       "      <th>AMT_ANNUITY</th>\n",
       "      <th>AMT_GOODS_PRICE</th>\n",
       "      <th>REGION_POPULATION_RELATIVE</th>\n",
       "      <th>DAYS_BIRTH</th>\n",
       "      <th>DAYS_EMPLOYED</th>\n",
       "      <th>DAYS_REGISTRATION</th>\n",
       "      <th>DAYS_ID_PUBLISH</th>\n",
       "      <th>OWN_CAR_AGE</th>\n",
       "      <th>FLAG_MOBIL</th>\n",
       "      <th>FLAG_EMP_PHONE</th>\n",
       "      <th>FLAG_WORK_PHONE</th>\n",
       "      <th>FLAG_CONT_MOBILE</th>\n",
       "      <th>FLAG_PHONE</th>\n",
       "      <th>FLAG_EMAIL</th>\n",
       "      <th>CNT_FAM_MEMBERS</th>\n",
       "      <th>REGION_RATING_CLIENT</th>\n",
       "      <th>REGION_RATING_CLIENT_W_CITY</th>\n",
       "      <th>HOUR_APPR_PROCESS_START</th>\n",
       "      <th>REG_REGION_NOT_LIVE_REGION</th>\n",
       "      <th>REG_REGION_NOT_WORK_REGION</th>\n",
       "      <th>LIVE_REGION_NOT_WORK_REGION</th>\n",
       "      <th>REG_CITY_NOT_LIVE_CITY</th>\n",
       "      <th>REG_CITY_NOT_WORK_CITY</th>\n",
       "      <th>LIVE_CITY_NOT_WORK_CITY</th>\n",
       "      <th>EXT_SOURCE_1</th>\n",
       "      <th>EXT_SOURCE_2</th>\n",
       "      <th>EXT_SOURCE_3</th>\n",
       "      <th>APARTMENTS_AVG</th>\n",
       "      <th>BASEMENTAREA_AVG</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_AVG</th>\n",
       "      <th>YEARS_BUILD_AVG</th>\n",
       "      <th>COMMONAREA_AVG</th>\n",
       "      <th>ELEVATORS_AVG</th>\n",
       "      <th>ENTRANCES_AVG</th>\n",
       "      <th>FLOORSMAX_AVG</th>\n",
       "      <th>FLOORSMIN_AVG</th>\n",
       "      <th>LANDAREA_AVG</th>\n",
       "      <th>LIVINGAPARTMENTS_AVG</th>\n",
       "      <th>LIVINGAREA_AVG</th>\n",
       "      <th>NONLIVINGAPARTMENTS_AVG</th>\n",
       "      <th>NONLIVINGAREA_AVG</th>\n",
       "      <th>APARTMENTS_MODE</th>\n",
       "      <th>BASEMENTAREA_MODE</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MODE</th>\n",
       "      <th>YEARS_BUILD_MODE</th>\n",
       "      <th>COMMONAREA_MODE</th>\n",
       "      <th>ELEVATORS_MODE</th>\n",
       "      <th>ENTRANCES_MODE</th>\n",
       "      <th>FLOORSMAX_MODE</th>\n",
       "      <th>FLOORSMIN_MODE</th>\n",
       "      <th>LANDAREA_MODE</th>\n",
       "      <th>LIVINGAPARTMENTS_MODE</th>\n",
       "      <th>LIVINGAREA_MODE</th>\n",
       "      <th>NONLIVINGAPARTMENTS_MODE</th>\n",
       "      <th>NONLIVINGAREA_MODE</th>\n",
       "      <th>APARTMENTS_MEDI</th>\n",
       "      <th>BASEMENTAREA_MEDI</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MEDI</th>\n",
       "      <th>YEARS_BUILD_MEDI</th>\n",
       "      <th>COMMONAREA_MEDI</th>\n",
       "      <th>ELEVATORS_MEDI</th>\n",
       "      <th>ENTRANCES_MEDI</th>\n",
       "      <th>FLOORSMAX_MEDI</th>\n",
       "      <th>FLOORSMIN_MEDI</th>\n",
       "      <th>LANDAREA_MEDI</th>\n",
       "      <th>LIVINGAPARTMENTS_MEDI</th>\n",
       "      <th>LIVINGAREA_MEDI</th>\n",
       "      <th>NONLIVINGAPARTMENTS_MEDI</th>\n",
       "      <th>NONLIVINGAREA_MEDI</th>\n",
       "      <th>TOTALAREA_MODE</th>\n",
       "      <th>OBS_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DEF_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>OBS_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DEF_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DAYS_LAST_PHONE_CHANGE</th>\n",
       "      <th>FLAG_DOCUMENT_2</th>\n",
       "      <th>FLAG_DOCUMENT_3</th>\n",
       "      <th>FLAG_DOCUMENT_4</th>\n",
       "      <th>FLAG_DOCUMENT_5</th>\n",
       "      <th>FLAG_DOCUMENT_6</th>\n",
       "      <th>FLAG_DOCUMENT_7</th>\n",
       "      <th>FLAG_DOCUMENT_8</th>\n",
       "      <th>FLAG_DOCUMENT_9</th>\n",
       "      <th>FLAG_DOCUMENT_10</th>\n",
       "      <th>FLAG_DOCUMENT_11</th>\n",
       "      <th>FLAG_DOCUMENT_12</th>\n",
       "      <th>FLAG_DOCUMENT_13</th>\n",
       "      <th>FLAG_DOCUMENT_14</th>\n",
       "      <th>FLAG_DOCUMENT_15</th>\n",
       "      <th>FLAG_DOCUMENT_16</th>\n",
       "      <th>FLAG_DOCUMENT_17</th>\n",
       "      <th>FLAG_DOCUMENT_18</th>\n",
       "      <th>FLAG_DOCUMENT_19</th>\n",
       "      <th>FLAG_DOCUMENT_20</th>\n",
       "      <th>FLAG_DOCUMENT_21</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_HOUR</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_DAY</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_WEEK</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_MON</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_QRT</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_YEAR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>3.075110e+05</td>\n",
       "      <td>3.075110e+05</td>\n",
       "      <td>307499.000000</td>\n",
       "      <td>3.072330e+05</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>252137.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>104582.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307509.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>134133.000000</td>\n",
       "      <td>3.068510e+05</td>\n",
       "      <td>246546.000000</td>\n",
       "      <td>151450.00000</td>\n",
       "      <td>127568.000000</td>\n",
       "      <td>157504.000000</td>\n",
       "      <td>103023.000000</td>\n",
       "      <td>92646.000000</td>\n",
       "      <td>143620.000000</td>\n",
       "      <td>152683.000000</td>\n",
       "      <td>154491.000000</td>\n",
       "      <td>98869.000000</td>\n",
       "      <td>124921.000000</td>\n",
       "      <td>97312.000000</td>\n",
       "      <td>153161.000000</td>\n",
       "      <td>93997.000000</td>\n",
       "      <td>137829.000000</td>\n",
       "      <td>151450.000000</td>\n",
       "      <td>127568.000000</td>\n",
       "      <td>157504.000000</td>\n",
       "      <td>103023.000000</td>\n",
       "      <td>92646.000000</td>\n",
       "      <td>143620.000000</td>\n",
       "      <td>152683.000000</td>\n",
       "      <td>154491.000000</td>\n",
       "      <td>98869.000000</td>\n",
       "      <td>124921.000000</td>\n",
       "      <td>97312.000000</td>\n",
       "      <td>153161.000000</td>\n",
       "      <td>93997.000000</td>\n",
       "      <td>137829.000000</td>\n",
       "      <td>151450.000000</td>\n",
       "      <td>127568.000000</td>\n",
       "      <td>157504.000000</td>\n",
       "      <td>103023.000000</td>\n",
       "      <td>92646.000000</td>\n",
       "      <td>143620.000000</td>\n",
       "      <td>152683.000000</td>\n",
       "      <td>154491.000000</td>\n",
       "      <td>98869.000000</td>\n",
       "      <td>124921.000000</td>\n",
       "      <td>97312.000000</td>\n",
       "      <td>153161.000000</td>\n",
       "      <td>93997.000000</td>\n",
       "      <td>137829.000000</td>\n",
       "      <td>159080.000000</td>\n",
       "      <td>306490.000000</td>\n",
       "      <td>306490.000000</td>\n",
       "      <td>306490.000000</td>\n",
       "      <td>306490.000000</td>\n",
       "      <td>307510.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.00000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>307511.000000</td>\n",
       "      <td>265992.000000</td>\n",
       "      <td>265992.000000</td>\n",
       "      <td>265992.000000</td>\n",
       "      <td>265992.000000</td>\n",
       "      <td>265992.000000</td>\n",
       "      <td>265992.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>278180.518577</td>\n",
       "      <td>0.080729</td>\n",
       "      <td>0.417052</td>\n",
       "      <td>1.687979e+05</td>\n",
       "      <td>5.990260e+05</td>\n",
       "      <td>27108.573909</td>\n",
       "      <td>5.383962e+05</td>\n",
       "      <td>0.020868</td>\n",
       "      <td>-16036.995067</td>\n",
       "      <td>-2384.169325</td>\n",
       "      <td>-4986.120328</td>\n",
       "      <td>-2994.202373</td>\n",
       "      <td>12.061091</td>\n",
       "      <td>0.999997</td>\n",
       "      <td>0.819889</td>\n",
       "      <td>0.199368</td>\n",
       "      <td>0.998133</td>\n",
       "      <td>0.281066</td>\n",
       "      <td>0.056720</td>\n",
       "      <td>2.152665</td>\n",
       "      <td>2.052463</td>\n",
       "      <td>2.031521</td>\n",
       "      <td>12.063419</td>\n",
       "      <td>0.015144</td>\n",
       "      <td>0.050769</td>\n",
       "      <td>0.040659</td>\n",
       "      <td>0.078173</td>\n",
       "      <td>0.230454</td>\n",
       "      <td>0.179555</td>\n",
       "      <td>0.502130</td>\n",
       "      <td>5.143927e-01</td>\n",
       "      <td>0.510853</td>\n",
       "      <td>0.11744</td>\n",
       "      <td>0.088442</td>\n",
       "      <td>0.977735</td>\n",
       "      <td>0.752471</td>\n",
       "      <td>0.044621</td>\n",
       "      <td>0.078942</td>\n",
       "      <td>0.149725</td>\n",
       "      <td>0.226282</td>\n",
       "      <td>0.231894</td>\n",
       "      <td>0.066333</td>\n",
       "      <td>0.100775</td>\n",
       "      <td>0.107399</td>\n",
       "      <td>0.008809</td>\n",
       "      <td>0.028358</td>\n",
       "      <td>0.114231</td>\n",
       "      <td>0.087543</td>\n",
       "      <td>0.977065</td>\n",
       "      <td>0.759637</td>\n",
       "      <td>0.042553</td>\n",
       "      <td>0.074490</td>\n",
       "      <td>0.145193</td>\n",
       "      <td>0.222315</td>\n",
       "      <td>0.228058</td>\n",
       "      <td>0.064958</td>\n",
       "      <td>0.105645</td>\n",
       "      <td>0.105975</td>\n",
       "      <td>0.008076</td>\n",
       "      <td>0.027022</td>\n",
       "      <td>0.117850</td>\n",
       "      <td>0.087955</td>\n",
       "      <td>0.977752</td>\n",
       "      <td>0.755746</td>\n",
       "      <td>0.044595</td>\n",
       "      <td>0.078078</td>\n",
       "      <td>0.149213</td>\n",
       "      <td>0.225897</td>\n",
       "      <td>0.231625</td>\n",
       "      <td>0.067169</td>\n",
       "      <td>0.101954</td>\n",
       "      <td>0.108607</td>\n",
       "      <td>0.008651</td>\n",
       "      <td>0.028236</td>\n",
       "      <td>0.102547</td>\n",
       "      <td>1.422245</td>\n",
       "      <td>0.143421</td>\n",
       "      <td>1.405292</td>\n",
       "      <td>0.100049</td>\n",
       "      <td>-962.858788</td>\n",
       "      <td>0.000042</td>\n",
       "      <td>0.710023</td>\n",
       "      <td>0.000081</td>\n",
       "      <td>0.015115</td>\n",
       "      <td>0.088055</td>\n",
       "      <td>0.000192</td>\n",
       "      <td>0.081376</td>\n",
       "      <td>0.003896</td>\n",
       "      <td>0.000023</td>\n",
       "      <td>0.003912</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.003525</td>\n",
       "      <td>0.002936</td>\n",
       "      <td>0.00121</td>\n",
       "      <td>0.009928</td>\n",
       "      <td>0.000267</td>\n",
       "      <td>0.008130</td>\n",
       "      <td>0.000595</td>\n",
       "      <td>0.000507</td>\n",
       "      <td>0.000335</td>\n",
       "      <td>0.006402</td>\n",
       "      <td>0.007000</td>\n",
       "      <td>0.034362</td>\n",
       "      <td>0.267395</td>\n",
       "      <td>0.265474</td>\n",
       "      <td>1.899974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>102790.175348</td>\n",
       "      <td>0.272419</td>\n",
       "      <td>0.722121</td>\n",
       "      <td>2.371231e+05</td>\n",
       "      <td>4.024908e+05</td>\n",
       "      <td>14493.737315</td>\n",
       "      <td>3.694465e+05</td>\n",
       "      <td>0.013831</td>\n",
       "      <td>4363.988632</td>\n",
       "      <td>2338.360162</td>\n",
       "      <td>3522.886321</td>\n",
       "      <td>1509.450419</td>\n",
       "      <td>11.944812</td>\n",
       "      <td>0.001803</td>\n",
       "      <td>0.384280</td>\n",
       "      <td>0.399526</td>\n",
       "      <td>0.043164</td>\n",
       "      <td>0.449521</td>\n",
       "      <td>0.231307</td>\n",
       "      <td>0.910682</td>\n",
       "      <td>0.509034</td>\n",
       "      <td>0.502737</td>\n",
       "      <td>3.265832</td>\n",
       "      <td>0.122126</td>\n",
       "      <td>0.219526</td>\n",
       "      <td>0.197499</td>\n",
       "      <td>0.268444</td>\n",
       "      <td>0.421124</td>\n",
       "      <td>0.383817</td>\n",
       "      <td>0.211062</td>\n",
       "      <td>1.910602e-01</td>\n",
       "      <td>0.194844</td>\n",
       "      <td>0.10824</td>\n",
       "      <td>0.082438</td>\n",
       "      <td>0.059223</td>\n",
       "      <td>0.113280</td>\n",
       "      <td>0.076036</td>\n",
       "      <td>0.134576</td>\n",
       "      <td>0.100049</td>\n",
       "      <td>0.144641</td>\n",
       "      <td>0.161380</td>\n",
       "      <td>0.081184</td>\n",
       "      <td>0.092576</td>\n",
       "      <td>0.110565</td>\n",
       "      <td>0.047732</td>\n",
       "      <td>0.069523</td>\n",
       "      <td>0.107936</td>\n",
       "      <td>0.084307</td>\n",
       "      <td>0.064575</td>\n",
       "      <td>0.110111</td>\n",
       "      <td>0.074445</td>\n",
       "      <td>0.132256</td>\n",
       "      <td>0.100977</td>\n",
       "      <td>0.143709</td>\n",
       "      <td>0.161160</td>\n",
       "      <td>0.081750</td>\n",
       "      <td>0.097880</td>\n",
       "      <td>0.111845</td>\n",
       "      <td>0.046276</td>\n",
       "      <td>0.070254</td>\n",
       "      <td>0.109076</td>\n",
       "      <td>0.082179</td>\n",
       "      <td>0.059897</td>\n",
       "      <td>0.112066</td>\n",
       "      <td>0.076144</td>\n",
       "      <td>0.134467</td>\n",
       "      <td>0.100368</td>\n",
       "      <td>0.145067</td>\n",
       "      <td>0.161934</td>\n",
       "      <td>0.082167</td>\n",
       "      <td>0.093642</td>\n",
       "      <td>0.112260</td>\n",
       "      <td>0.047415</td>\n",
       "      <td>0.070166</td>\n",
       "      <td>0.107462</td>\n",
       "      <td>2.400989</td>\n",
       "      <td>0.446698</td>\n",
       "      <td>2.379803</td>\n",
       "      <td>0.362291</td>\n",
       "      <td>826.808487</td>\n",
       "      <td>0.006502</td>\n",
       "      <td>0.453752</td>\n",
       "      <td>0.009016</td>\n",
       "      <td>0.122010</td>\n",
       "      <td>0.283376</td>\n",
       "      <td>0.013850</td>\n",
       "      <td>0.273412</td>\n",
       "      <td>0.062295</td>\n",
       "      <td>0.004771</td>\n",
       "      <td>0.062424</td>\n",
       "      <td>0.002550</td>\n",
       "      <td>0.059268</td>\n",
       "      <td>0.054110</td>\n",
       "      <td>0.03476</td>\n",
       "      <td>0.099144</td>\n",
       "      <td>0.016327</td>\n",
       "      <td>0.089798</td>\n",
       "      <td>0.024387</td>\n",
       "      <td>0.022518</td>\n",
       "      <td>0.018299</td>\n",
       "      <td>0.083849</td>\n",
       "      <td>0.110757</td>\n",
       "      <td>0.204685</td>\n",
       "      <td>0.916002</td>\n",
       "      <td>0.794056</td>\n",
       "      <td>1.869295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>100002.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.565000e+04</td>\n",
       "      <td>4.500000e+04</td>\n",
       "      <td>1615.500000</td>\n",
       "      <td>4.050000e+04</td>\n",
       "      <td>0.000290</td>\n",
       "      <td>-25229.000000</td>\n",
       "      <td>-17912.000000</td>\n",
       "      <td>-24672.000000</td>\n",
       "      <td>-7197.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.014568</td>\n",
       "      <td>8.173617e-08</td>\n",
       "      <td>0.000527</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-4292.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>189145.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.125000e+05</td>\n",
       "      <td>2.700000e+05</td>\n",
       "      <td>16524.000000</td>\n",
       "      <td>2.385000e+05</td>\n",
       "      <td>0.010006</td>\n",
       "      <td>-19682.000000</td>\n",
       "      <td>-3175.000000</td>\n",
       "      <td>-7479.500000</td>\n",
       "      <td>-4299.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.334007</td>\n",
       "      <td>3.924574e-01</td>\n",
       "      <td>0.370650</td>\n",
       "      <td>0.05770</td>\n",
       "      <td>0.044200</td>\n",
       "      <td>0.976700</td>\n",
       "      <td>0.687200</td>\n",
       "      <td>0.007800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.069000</td>\n",
       "      <td>0.166700</td>\n",
       "      <td>0.083300</td>\n",
       "      <td>0.018700</td>\n",
       "      <td>0.050400</td>\n",
       "      <td>0.045300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.052500</td>\n",
       "      <td>0.040700</td>\n",
       "      <td>0.976700</td>\n",
       "      <td>0.699400</td>\n",
       "      <td>0.007200</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.069000</td>\n",
       "      <td>0.166700</td>\n",
       "      <td>0.083300</td>\n",
       "      <td>0.016600</td>\n",
       "      <td>0.054200</td>\n",
       "      <td>0.042700</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.058300</td>\n",
       "      <td>0.043700</td>\n",
       "      <td>0.976700</td>\n",
       "      <td>0.691400</td>\n",
       "      <td>0.007900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.069000</td>\n",
       "      <td>0.166700</td>\n",
       "      <td>0.083300</td>\n",
       "      <td>0.018700</td>\n",
       "      <td>0.051300</td>\n",
       "      <td>0.045700</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041200</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1570.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>278202.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.471500e+05</td>\n",
       "      <td>5.135310e+05</td>\n",
       "      <td>24903.000000</td>\n",
       "      <td>4.500000e+05</td>\n",
       "      <td>0.018850</td>\n",
       "      <td>-15750.000000</td>\n",
       "      <td>-1648.000000</td>\n",
       "      <td>-4504.000000</td>\n",
       "      <td>-3254.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.505998</td>\n",
       "      <td>5.659614e-01</td>\n",
       "      <td>0.535276</td>\n",
       "      <td>0.08760</td>\n",
       "      <td>0.076300</td>\n",
       "      <td>0.981600</td>\n",
       "      <td>0.755200</td>\n",
       "      <td>0.021100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.137900</td>\n",
       "      <td>0.166700</td>\n",
       "      <td>0.208300</td>\n",
       "      <td>0.048100</td>\n",
       "      <td>0.075600</td>\n",
       "      <td>0.074500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.003600</td>\n",
       "      <td>0.084000</td>\n",
       "      <td>0.074600</td>\n",
       "      <td>0.981600</td>\n",
       "      <td>0.764800</td>\n",
       "      <td>0.019000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.137900</td>\n",
       "      <td>0.166700</td>\n",
       "      <td>0.208300</td>\n",
       "      <td>0.045800</td>\n",
       "      <td>0.077100</td>\n",
       "      <td>0.073100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001100</td>\n",
       "      <td>0.086400</td>\n",
       "      <td>0.075800</td>\n",
       "      <td>0.981600</td>\n",
       "      <td>0.758500</td>\n",
       "      <td>0.020800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.137900</td>\n",
       "      <td>0.166700</td>\n",
       "      <td>0.208300</td>\n",
       "      <td>0.048700</td>\n",
       "      <td>0.076100</td>\n",
       "      <td>0.074900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.003100</td>\n",
       "      <td>0.068800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-757.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>367142.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.025000e+05</td>\n",
       "      <td>8.086500e+05</td>\n",
       "      <td>34596.000000</td>\n",
       "      <td>6.795000e+05</td>\n",
       "      <td>0.028663</td>\n",
       "      <td>-12413.000000</td>\n",
       "      <td>-767.000000</td>\n",
       "      <td>-2010.000000</td>\n",
       "      <td>-1720.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.675053</td>\n",
       "      <td>6.636171e-01</td>\n",
       "      <td>0.669057</td>\n",
       "      <td>0.14850</td>\n",
       "      <td>0.112200</td>\n",
       "      <td>0.986600</td>\n",
       "      <td>0.823200</td>\n",
       "      <td>0.051500</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0.206900</td>\n",
       "      <td>0.333300</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>0.085600</td>\n",
       "      <td>0.121000</td>\n",
       "      <td>0.129900</td>\n",
       "      <td>0.003900</td>\n",
       "      <td>0.027700</td>\n",
       "      <td>0.143900</td>\n",
       "      <td>0.112400</td>\n",
       "      <td>0.986600</td>\n",
       "      <td>0.823600</td>\n",
       "      <td>0.049000</td>\n",
       "      <td>0.120800</td>\n",
       "      <td>0.206900</td>\n",
       "      <td>0.333300</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>0.084100</td>\n",
       "      <td>0.131300</td>\n",
       "      <td>0.125200</td>\n",
       "      <td>0.003900</td>\n",
       "      <td>0.023100</td>\n",
       "      <td>0.148900</td>\n",
       "      <td>0.111600</td>\n",
       "      <td>0.986600</td>\n",
       "      <td>0.825600</td>\n",
       "      <td>0.051300</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0.206900</td>\n",
       "      <td>0.333300</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>0.086800</td>\n",
       "      <td>0.123100</td>\n",
       "      <td>0.130300</td>\n",
       "      <td>0.003900</td>\n",
       "      <td>0.026600</td>\n",
       "      <td>0.127600</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-274.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>456255.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>1.170000e+08</td>\n",
       "      <td>4.050000e+06</td>\n",
       "      <td>258025.500000</td>\n",
       "      <td>4.050000e+06</td>\n",
       "      <td>0.072508</td>\n",
       "      <td>-7489.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>91.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.962693</td>\n",
       "      <td>8.549997e-01</td>\n",
       "      <td>0.896010</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>348.000000</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>344.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>261.000000</td>\n",
       "      <td>25.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          SK_ID_CURR         TARGET   CNT_CHILDREN  AMT_INCOME_TOTAL  \\\n",
       "count  307511.000000  307511.000000  307511.000000      3.075110e+05   \n",
       "mean   278180.518577       0.080729       0.417052      1.687979e+05   \n",
       "std    102790.175348       0.272419       0.722121      2.371231e+05   \n",
       "min    100002.000000       0.000000       0.000000      2.565000e+04   \n",
       "25%    189145.500000       0.000000       0.000000      1.125000e+05   \n",
       "50%    278202.000000       0.000000       0.000000      1.471500e+05   \n",
       "75%    367142.500000       0.000000       1.000000      2.025000e+05   \n",
       "max    456255.000000       1.000000      19.000000      1.170000e+08   \n",
       "\n",
       "         AMT_CREDIT    AMT_ANNUITY  AMT_GOODS_PRICE  \\\n",
       "count  3.075110e+05  307499.000000     3.072330e+05   \n",
       "mean   5.990260e+05   27108.573909     5.383962e+05   \n",
       "std    4.024908e+05   14493.737315     3.694465e+05   \n",
       "min    4.500000e+04    1615.500000     4.050000e+04   \n",
       "25%    2.700000e+05   16524.000000     2.385000e+05   \n",
       "50%    5.135310e+05   24903.000000     4.500000e+05   \n",
       "75%    8.086500e+05   34596.000000     6.795000e+05   \n",
       "max    4.050000e+06  258025.500000     4.050000e+06   \n",
       "\n",
       "       REGION_POPULATION_RELATIVE     DAYS_BIRTH  DAYS_EMPLOYED  \\\n",
       "count               307511.000000  307511.000000  252137.000000   \n",
       "mean                     0.020868  -16036.995067   -2384.169325   \n",
       "std                      0.013831    4363.988632    2338.360162   \n",
       "min                      0.000290  -25229.000000  -17912.000000   \n",
       "25%                      0.010006  -19682.000000   -3175.000000   \n",
       "50%                      0.018850  -15750.000000   -1648.000000   \n",
       "75%                      0.028663  -12413.000000    -767.000000   \n",
       "max                      0.072508   -7489.000000       0.000000   \n",
       "\n",
       "       DAYS_REGISTRATION  DAYS_ID_PUBLISH    OWN_CAR_AGE     FLAG_MOBIL  \\\n",
       "count      307511.000000    307511.000000  104582.000000  307511.000000   \n",
       "mean        -4986.120328     -2994.202373      12.061091       0.999997   \n",
       "std          3522.886321      1509.450419      11.944812       0.001803   \n",
       "min        -24672.000000     -7197.000000       0.000000       0.000000   \n",
       "25%         -7479.500000     -4299.000000       5.000000       1.000000   \n",
       "50%         -4504.000000     -3254.000000       9.000000       1.000000   \n",
       "75%         -2010.000000     -1720.000000      15.000000       1.000000   \n",
       "max             0.000000         0.000000      91.000000       1.000000   \n",
       "\n",
       "       FLAG_EMP_PHONE  FLAG_WORK_PHONE  FLAG_CONT_MOBILE     FLAG_PHONE  \\\n",
       "count   307511.000000    307511.000000     307511.000000  307511.000000   \n",
       "mean         0.819889         0.199368          0.998133       0.281066   \n",
       "std          0.384280         0.399526          0.043164       0.449521   \n",
       "min          0.000000         0.000000          0.000000       0.000000   \n",
       "25%          1.000000         0.000000          1.000000       0.000000   \n",
       "50%          1.000000         0.000000          1.000000       0.000000   \n",
       "75%          1.000000         0.000000          1.000000       1.000000   \n",
       "max          1.000000         1.000000          1.000000       1.000000   \n",
       "\n",
       "          FLAG_EMAIL  CNT_FAM_MEMBERS  REGION_RATING_CLIENT  \\\n",
       "count  307511.000000    307509.000000         307511.000000   \n",
       "mean        0.056720         2.152665              2.052463   \n",
       "std         0.231307         0.910682              0.509034   \n",
       "min         0.000000         1.000000              1.000000   \n",
       "25%         0.000000         2.000000              2.000000   \n",
       "50%         0.000000         2.000000              2.000000   \n",
       "75%         0.000000         3.000000              2.000000   \n",
       "max         1.000000        20.000000              3.000000   \n",
       "\n",
       "       REGION_RATING_CLIENT_W_CITY  HOUR_APPR_PROCESS_START  \\\n",
       "count                307511.000000            307511.000000   \n",
       "mean                      2.031521                12.063419   \n",
       "std                       0.502737                 3.265832   \n",
       "min                       1.000000                 0.000000   \n",
       "25%                       2.000000                10.000000   \n",
       "50%                       2.000000                12.000000   \n",
       "75%                       2.000000                14.000000   \n",
       "max                       3.000000                23.000000   \n",
       "\n",
       "       REG_REGION_NOT_LIVE_REGION  REG_REGION_NOT_WORK_REGION  \\\n",
       "count               307511.000000               307511.000000   \n",
       "mean                     0.015144                    0.050769   \n",
       "std                      0.122126                    0.219526   \n",
       "min                      0.000000                    0.000000   \n",
       "25%                      0.000000                    0.000000   \n",
       "50%                      0.000000                    0.000000   \n",
       "75%                      0.000000                    0.000000   \n",
       "max                      1.000000                    1.000000   \n",
       "\n",
       "       LIVE_REGION_NOT_WORK_REGION  REG_CITY_NOT_LIVE_CITY  \\\n",
       "count                307511.000000           307511.000000   \n",
       "mean                      0.040659                0.078173   \n",
       "std                       0.197499                0.268444   \n",
       "min                       0.000000                0.000000   \n",
       "25%                       0.000000                0.000000   \n",
       "50%                       0.000000                0.000000   \n",
       "75%                       0.000000                0.000000   \n",
       "max                       1.000000                1.000000   \n",
       "\n",
       "       REG_CITY_NOT_WORK_CITY  LIVE_CITY_NOT_WORK_CITY   EXT_SOURCE_1  \\\n",
       "count           307511.000000            307511.000000  134133.000000   \n",
       "mean                 0.230454                 0.179555       0.502130   \n",
       "std                  0.421124                 0.383817       0.211062   \n",
       "min                  0.000000                 0.000000       0.014568   \n",
       "25%                  0.000000                 0.000000       0.334007   \n",
       "50%                  0.000000                 0.000000       0.505998   \n",
       "75%                  0.000000                 0.000000       0.675053   \n",
       "max                  1.000000                 1.000000       0.962693   \n",
       "\n",
       "       EXT_SOURCE_2   EXT_SOURCE_3  APARTMENTS_AVG  BASEMENTAREA_AVG  \\\n",
       "count  3.068510e+05  246546.000000    151450.00000     127568.000000   \n",
       "mean   5.143927e-01       0.510853         0.11744          0.088442   \n",
       "std    1.910602e-01       0.194844         0.10824          0.082438   \n",
       "min    8.173617e-08       0.000527         0.00000          0.000000   \n",
       "25%    3.924574e-01       0.370650         0.05770          0.044200   \n",
       "50%    5.659614e-01       0.535276         0.08760          0.076300   \n",
       "75%    6.636171e-01       0.669057         0.14850          0.112200   \n",
       "max    8.549997e-01       0.896010         1.00000          1.000000   \n",
       "\n",
       "       YEARS_BEGINEXPLUATATION_AVG  YEARS_BUILD_AVG  COMMONAREA_AVG  \\\n",
       "count                157504.000000    103023.000000    92646.000000   \n",
       "mean                      0.977735         0.752471        0.044621   \n",
       "std                       0.059223         0.113280        0.076036   \n",
       "min                       0.000000         0.000000        0.000000   \n",
       "25%                       0.976700         0.687200        0.007800   \n",
       "50%                       0.981600         0.755200        0.021100   \n",
       "75%                       0.986600         0.823200        0.051500   \n",
       "max                       1.000000         1.000000        1.000000   \n",
       "\n",
       "       ELEVATORS_AVG  ENTRANCES_AVG  FLOORSMAX_AVG  FLOORSMIN_AVG  \\\n",
       "count  143620.000000  152683.000000  154491.000000   98869.000000   \n",
       "mean        0.078942       0.149725       0.226282       0.231894   \n",
       "std         0.134576       0.100049       0.144641       0.161380   \n",
       "min         0.000000       0.000000       0.000000       0.000000   \n",
       "25%         0.000000       0.069000       0.166700       0.083300   \n",
       "50%         0.000000       0.137900       0.166700       0.208300   \n",
       "75%         0.120000       0.206900       0.333300       0.375000   \n",
       "max         1.000000       1.000000       1.000000       1.000000   \n",
       "\n",
       "        LANDAREA_AVG  LIVINGAPARTMENTS_AVG  LIVINGAREA_AVG  \\\n",
       "count  124921.000000          97312.000000   153161.000000   \n",
       "mean        0.066333              0.100775        0.107399   \n",
       "std         0.081184              0.092576        0.110565   \n",
       "min         0.000000              0.000000        0.000000   \n",
       "25%         0.018700              0.050400        0.045300   \n",
       "50%         0.048100              0.075600        0.074500   \n",
       "75%         0.085600              0.121000        0.129900   \n",
       "max         1.000000              1.000000        1.000000   \n",
       "\n",
       "       NONLIVINGAPARTMENTS_AVG  NONLIVINGAREA_AVG  APARTMENTS_MODE  \\\n",
       "count             93997.000000      137829.000000    151450.000000   \n",
       "mean                  0.008809           0.028358         0.114231   \n",
       "std                   0.047732           0.069523         0.107936   \n",
       "min                   0.000000           0.000000         0.000000   \n",
       "25%                   0.000000           0.000000         0.052500   \n",
       "50%                   0.000000           0.003600         0.084000   \n",
       "75%                   0.003900           0.027700         0.143900   \n",
       "max                   1.000000           1.000000         1.000000   \n",
       "\n",
       "       BASEMENTAREA_MODE  YEARS_BEGINEXPLUATATION_MODE  YEARS_BUILD_MODE  \\\n",
       "count      127568.000000                 157504.000000     103023.000000   \n",
       "mean            0.087543                      0.977065          0.759637   \n",
       "std             0.084307                      0.064575          0.110111   \n",
       "min             0.000000                      0.000000          0.000000   \n",
       "25%             0.040700                      0.976700          0.699400   \n",
       "50%             0.074600                      0.981600          0.764800   \n",
       "75%             0.112400                      0.986600          0.823600   \n",
       "max             1.000000                      1.000000          1.000000   \n",
       "\n",
       "       COMMONAREA_MODE  ELEVATORS_MODE  ENTRANCES_MODE  FLOORSMAX_MODE  \\\n",
       "count     92646.000000   143620.000000   152683.000000   154491.000000   \n",
       "mean          0.042553        0.074490        0.145193        0.222315   \n",
       "std           0.074445        0.132256        0.100977        0.143709   \n",
       "min           0.000000        0.000000        0.000000        0.000000   \n",
       "25%           0.007200        0.000000        0.069000        0.166700   \n",
       "50%           0.019000        0.000000        0.137900        0.166700   \n",
       "75%           0.049000        0.120800        0.206900        0.333300   \n",
       "max           1.000000        1.000000        1.000000        1.000000   \n",
       "\n",
       "       FLOORSMIN_MODE  LANDAREA_MODE  LIVINGAPARTMENTS_MODE  LIVINGAREA_MODE  \\\n",
       "count    98869.000000  124921.000000           97312.000000    153161.000000   \n",
       "mean         0.228058       0.064958               0.105645         0.105975   \n",
       "std          0.161160       0.081750               0.097880         0.111845   \n",
       "min          0.000000       0.000000               0.000000         0.000000   \n",
       "25%          0.083300       0.016600               0.054200         0.042700   \n",
       "50%          0.208300       0.045800               0.077100         0.073100   \n",
       "75%          0.375000       0.084100               0.131300         0.125200   \n",
       "max          1.000000       1.000000               1.000000         1.000000   \n",
       "\n",
       "       NONLIVINGAPARTMENTS_MODE  NONLIVINGAREA_MODE  APARTMENTS_MEDI  \\\n",
       "count              93997.000000       137829.000000    151450.000000   \n",
       "mean                   0.008076            0.027022         0.117850   \n",
       "std                    0.046276            0.070254         0.109076   \n",
       "min                    0.000000            0.000000         0.000000   \n",
       "25%                    0.000000            0.000000         0.058300   \n",
       "50%                    0.000000            0.001100         0.086400   \n",
       "75%                    0.003900            0.023100         0.148900   \n",
       "max                    1.000000            1.000000         1.000000   \n",
       "\n",
       "       BASEMENTAREA_MEDI  YEARS_BEGINEXPLUATATION_MEDI  YEARS_BUILD_MEDI  \\\n",
       "count      127568.000000                 157504.000000     103023.000000   \n",
       "mean            0.087955                      0.977752          0.755746   \n",
       "std             0.082179                      0.059897          0.112066   \n",
       "min             0.000000                      0.000000          0.000000   \n",
       "25%             0.043700                      0.976700          0.691400   \n",
       "50%             0.075800                      0.981600          0.758500   \n",
       "75%             0.111600                      0.986600          0.825600   \n",
       "max             1.000000                      1.000000          1.000000   \n",
       "\n",
       "       COMMONAREA_MEDI  ELEVATORS_MEDI  ENTRANCES_MEDI  FLOORSMAX_MEDI  \\\n",
       "count     92646.000000   143620.000000   152683.000000   154491.000000   \n",
       "mean          0.044595        0.078078        0.149213        0.225897   \n",
       "std           0.076144        0.134467        0.100368        0.145067   \n",
       "min           0.000000        0.000000        0.000000        0.000000   \n",
       "25%           0.007900        0.000000        0.069000        0.166700   \n",
       "50%           0.020800        0.000000        0.137900        0.166700   \n",
       "75%           0.051300        0.120000        0.206900        0.333300   \n",
       "max           1.000000        1.000000        1.000000        1.000000   \n",
       "\n",
       "       FLOORSMIN_MEDI  LANDAREA_MEDI  LIVINGAPARTMENTS_MEDI  LIVINGAREA_MEDI  \\\n",
       "count    98869.000000  124921.000000           97312.000000    153161.000000   \n",
       "mean         0.231625       0.067169               0.101954         0.108607   \n",
       "std          0.161934       0.082167               0.093642         0.112260   \n",
       "min          0.000000       0.000000               0.000000         0.000000   \n",
       "25%          0.083300       0.018700               0.051300         0.045700   \n",
       "50%          0.208300       0.048700               0.076100         0.074900   \n",
       "75%          0.375000       0.086800               0.123100         0.130300   \n",
       "max          1.000000       1.000000               1.000000         1.000000   \n",
       "\n",
       "       NONLIVINGAPARTMENTS_MEDI  NONLIVINGAREA_MEDI  TOTALAREA_MODE  \\\n",
       "count              93997.000000       137829.000000   159080.000000   \n",
       "mean                   0.008651            0.028236        0.102547   \n",
       "std                    0.047415            0.070166        0.107462   \n",
       "min                    0.000000            0.000000        0.000000   \n",
       "25%                    0.000000            0.000000        0.041200   \n",
       "50%                    0.000000            0.003100        0.068800   \n",
       "75%                    0.003900            0.026600        0.127600   \n",
       "max                    1.000000            1.000000        1.000000   \n",
       "\n",
       "       OBS_30_CNT_SOCIAL_CIRCLE  DEF_30_CNT_SOCIAL_CIRCLE  \\\n",
       "count             306490.000000             306490.000000   \n",
       "mean                   1.422245                  0.143421   \n",
       "std                    2.400989                  0.446698   \n",
       "min                    0.000000                  0.000000   \n",
       "25%                    0.000000                  0.000000   \n",
       "50%                    0.000000                  0.000000   \n",
       "75%                    2.000000                  0.000000   \n",
       "max                  348.000000                 34.000000   \n",
       "\n",
       "       OBS_60_CNT_SOCIAL_CIRCLE  DEF_60_CNT_SOCIAL_CIRCLE  \\\n",
       "count             306490.000000             306490.000000   \n",
       "mean                   1.405292                  0.100049   \n",
       "std                    2.379803                  0.362291   \n",
       "min                    0.000000                  0.000000   \n",
       "25%                    0.000000                  0.000000   \n",
       "50%                    0.000000                  0.000000   \n",
       "75%                    2.000000                  0.000000   \n",
       "max                  344.000000                 24.000000   \n",
       "\n",
       "       DAYS_LAST_PHONE_CHANGE  FLAG_DOCUMENT_2  FLAG_DOCUMENT_3  \\\n",
       "count           307510.000000    307511.000000    307511.000000   \n",
       "mean              -962.858788         0.000042         0.710023   \n",
       "std                826.808487         0.006502         0.453752   \n",
       "min              -4292.000000         0.000000         0.000000   \n",
       "25%              -1570.000000         0.000000         0.000000   \n",
       "50%               -757.000000         0.000000         1.000000   \n",
       "75%               -274.000000         0.000000         1.000000   \n",
       "max                  0.000000         1.000000         1.000000   \n",
       "\n",
       "       FLAG_DOCUMENT_4  FLAG_DOCUMENT_5  FLAG_DOCUMENT_6  FLAG_DOCUMENT_7  \\\n",
       "count    307511.000000    307511.000000    307511.000000    307511.000000   \n",
       "mean          0.000081         0.015115         0.088055         0.000192   \n",
       "std           0.009016         0.122010         0.283376         0.013850   \n",
       "min           0.000000         0.000000         0.000000         0.000000   \n",
       "25%           0.000000         0.000000         0.000000         0.000000   \n",
       "50%           0.000000         0.000000         0.000000         0.000000   \n",
       "75%           0.000000         0.000000         0.000000         0.000000   \n",
       "max           1.000000         1.000000         1.000000         1.000000   \n",
       "\n",
       "       FLAG_DOCUMENT_8  FLAG_DOCUMENT_9  FLAG_DOCUMENT_10  FLAG_DOCUMENT_11  \\\n",
       "count    307511.000000    307511.000000     307511.000000     307511.000000   \n",
       "mean          0.081376         0.003896          0.000023          0.003912   \n",
       "std           0.273412         0.062295          0.004771          0.062424   \n",
       "min           0.000000         0.000000          0.000000          0.000000   \n",
       "25%           0.000000         0.000000          0.000000          0.000000   \n",
       "50%           0.000000         0.000000          0.000000          0.000000   \n",
       "75%           0.000000         0.000000          0.000000          0.000000   \n",
       "max           1.000000         1.000000          1.000000          1.000000   \n",
       "\n",
       "       FLAG_DOCUMENT_12  FLAG_DOCUMENT_13  FLAG_DOCUMENT_14  FLAG_DOCUMENT_15  \\\n",
       "count     307511.000000     307511.000000     307511.000000      307511.00000   \n",
       "mean           0.000007          0.003525          0.002936           0.00121   \n",
       "std            0.002550          0.059268          0.054110           0.03476   \n",
       "min            0.000000          0.000000          0.000000           0.00000   \n",
       "25%            0.000000          0.000000          0.000000           0.00000   \n",
       "50%            0.000000          0.000000          0.000000           0.00000   \n",
       "75%            0.000000          0.000000          0.000000           0.00000   \n",
       "max            1.000000          1.000000          1.000000           1.00000   \n",
       "\n",
       "       FLAG_DOCUMENT_16  FLAG_DOCUMENT_17  FLAG_DOCUMENT_18  FLAG_DOCUMENT_19  \\\n",
       "count     307511.000000     307511.000000     307511.000000     307511.000000   \n",
       "mean           0.009928          0.000267          0.008130          0.000595   \n",
       "std            0.099144          0.016327          0.089798          0.024387   \n",
       "min            0.000000          0.000000          0.000000          0.000000   \n",
       "25%            0.000000          0.000000          0.000000          0.000000   \n",
       "50%            0.000000          0.000000          0.000000          0.000000   \n",
       "75%            0.000000          0.000000          0.000000          0.000000   \n",
       "max            1.000000          1.000000          1.000000          1.000000   \n",
       "\n",
       "       FLAG_DOCUMENT_20  FLAG_DOCUMENT_21  AMT_REQ_CREDIT_BUREAU_HOUR  \\\n",
       "count     307511.000000     307511.000000               265992.000000   \n",
       "mean           0.000507          0.000335                    0.006402   \n",
       "std            0.022518          0.018299                    0.083849   \n",
       "min            0.000000          0.000000                    0.000000   \n",
       "25%            0.000000          0.000000                    0.000000   \n",
       "50%            0.000000          0.000000                    0.000000   \n",
       "75%            0.000000          0.000000                    0.000000   \n",
       "max            1.000000          1.000000                    4.000000   \n",
       "\n",
       "       AMT_REQ_CREDIT_BUREAU_DAY  AMT_REQ_CREDIT_BUREAU_WEEK  \\\n",
       "count              265992.000000               265992.000000   \n",
       "mean                    0.007000                    0.034362   \n",
       "std                     0.110757                    0.204685   \n",
       "min                     0.000000                    0.000000   \n",
       "25%                     0.000000                    0.000000   \n",
       "50%                     0.000000                    0.000000   \n",
       "75%                     0.000000                    0.000000   \n",
       "max                     9.000000                    8.000000   \n",
       "\n",
       "       AMT_REQ_CREDIT_BUREAU_MON  AMT_REQ_CREDIT_BUREAU_QRT  \\\n",
       "count              265992.000000              265992.000000   \n",
       "mean                    0.267395                   0.265474   \n",
       "std                     0.916002                   0.794056   \n",
       "min                     0.000000                   0.000000   \n",
       "25%                     0.000000                   0.000000   \n",
       "50%                     0.000000                   0.000000   \n",
       "75%                     0.000000                   0.000000   \n",
       "max                    27.000000                 261.000000   \n",
       "\n",
       "       AMT_REQ_CREDIT_BUREAU_YEAR  \n",
       "count               265992.000000  \n",
       "mean                     1.899974  \n",
       "std                      1.869295  \n",
       "min                      0.000000  \n",
       "25%                      0.000000  \n",
       "50%                      1.000000  \n",
       "75%                      3.000000  \n",
       "max                     25.000000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "app_train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('int64')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "app_train.iloc[:,1].dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "col is :  2    Cash loans         278232\n",
      "Revolving loans     29279\n",
      "Name: NAME_CONTRACT_TYPE, dtype: int64\n",
      "\n",
      "\n",
      "\n",
      "col is :  3    F      202448\n",
      "M      105059\n",
      "XNA         4\n",
      "Name: CODE_GENDER, dtype: int64\n",
      "\n",
      "\n",
      "\n",
      "col is :  4    N    202924\n",
      "Y    104587\n",
      "Name: FLAG_OWN_CAR, dtype: int64\n",
      "\n",
      "\n",
      "\n",
      "col is :  5    Y    213312\n",
      "N     94199\n",
      "Name: FLAG_OWN_REALTY, dtype: int64\n",
      "\n",
      "\n",
      "\n",
      "col is :  11    Unaccompanied      248526\n",
      "Family              40149\n",
      "Spouse, partner     11370\n",
      "Children             3267\n",
      "Other_B              1770\n",
      "Other_A               866\n",
      "Group of people       271\n",
      "Name: NAME_TYPE_SUITE, dtype: int64\n",
      "\n",
      "\n",
      "\n",
      "col is :  12    Working                 158774\n",
      "Commercial associate     71617\n",
      "Pensioner                55362\n",
      "State servant            21703\n",
      "Unemployed                  22\n",
      "Student                     18\n",
      "Businessman                 10\n",
      "Maternity leave              5\n",
      "Name: NAME_INCOME_TYPE, dtype: int64\n",
      "\n",
      "\n",
      "\n",
      "col is :  13    Secondary / secondary special    218391\n",
      "Higher education                  74863\n",
      "Incomplete higher                 10277\n",
      "Lower secondary                    3816\n",
      "Academic degree                     164\n",
      "Name: NAME_EDUCATION_TYPE, dtype: int64\n",
      "\n",
      "\n",
      "\n",
      "col is :  14    Married                 196432\n",
      "Single / not married     45444\n",
      "Civil marriage           29775\n",
      "Separated                19770\n",
      "Widow                    16088\n",
      "Unknown                      2\n",
      "Name: NAME_FAMILY_STATUS, dtype: int64\n",
      "\n",
      "\n",
      "\n",
      "col is :  15    House / apartment      272868\n",
      "With parents            14840\n",
      "Municipal apartment     11183\n",
      "Rented apartment         4881\n",
      "Office apartment         2617\n",
      "Co-op apartment          1122\n",
      "Name: NAME_HOUSING_TYPE, dtype: int64\n",
      "\n",
      "\n",
      "\n",
      "col is :  28    Laborers                 55186\n",
      "Sales staff              32102\n",
      "Core staff               27570\n",
      "Managers                 21371\n",
      "Drivers                  18603\n",
      "High skill tech staff    11380\n",
      "Accountants               9813\n",
      "Medicine staff            8537\n",
      "Security staff            6721\n",
      "Cooking staff             5946\n",
      "Cleaning staff            4653\n",
      "Private service staff     2652\n",
      "Low-skill Laborers        2093\n",
      "Waiters/barmen staff      1348\n",
      "Secretaries               1305\n",
      "Realty agents              751\n",
      "HR staff                   563\n",
      "IT staff                   526\n",
      "Name: OCCUPATION_TYPE, dtype: int64\n",
      "\n",
      "\n",
      "\n",
      "col is :  32    TUESDAY      53901\n",
      "WEDNESDAY    51934\n",
      "MONDAY       50714\n",
      "THURSDAY     50591\n",
      "FRIDAY       50338\n",
      "SATURDAY     33852\n",
      "SUNDAY       16181\n",
      "Name: WEEKDAY_APPR_PROCESS_START, dtype: int64\n",
      "\n",
      "\n",
      "\n",
      "col is :  40    Business Entity Type 3    67992\n",
      "XNA                       55374\n",
      "Self-employed             38412\n",
      "Other                     16683\n",
      "Medicine                  11193\n",
      "Business Entity Type 2    10553\n",
      "Government                10404\n",
      "School                     8893\n",
      "Trade: type 7              7831\n",
      "Kindergarten               6880\n",
      "Construction               6721\n",
      "Business Entity Type 1     5984\n",
      "Transport: type 4          5398\n",
      "Trade: type 3              3492\n",
      "Industry: type 9           3368\n",
      "Industry: type 3           3278\n",
      "Security                   3247\n",
      "Housing                    2958\n",
      "Industry: type 11          2704\n",
      "Military                   2634\n",
      "Bank                       2507\n",
      "Agriculture                2454\n",
      "Police                     2341\n",
      "Transport: type 2          2204\n",
      "Postal                     2157\n",
      "Security Ministries        1974\n",
      "Trade: type 2              1900\n",
      "Restaurant                 1811\n",
      "Services                   1575\n",
      "University                 1327\n",
      "Industry: type 7           1307\n",
      "Transport: type 3          1187\n",
      "Industry: type 1           1039\n",
      "Hotel                       966\n",
      "Electricity                 950\n",
      "Industry: type 4            877\n",
      "Trade: type 6               631\n",
      "Industry: type 5            599\n",
      "Insurance                   597\n",
      "Telecom                     577\n",
      "Emergency                   560\n",
      "Industry: type 2            458\n",
      "Advertising                 429\n",
      "Realtor                     396\n",
      "Culture                     379\n",
      "Industry: type 12           369\n",
      "Trade: type 1               348\n",
      "Mobile                      317\n",
      "Legal Services              305\n",
      "Cleaning                    260\n",
      "Transport: type 1           201\n",
      "Industry: type 6            112\n",
      "Industry: type 10           109\n",
      "Religion                     85\n",
      "Industry: type 13            67\n",
      "Trade: type 4                64\n",
      "Trade: type 5                49\n",
      "Industry: type 8             24\n",
      "Name: ORGANIZATION_TYPE, dtype: int64\n",
      "\n",
      "\n",
      "\n",
      "col is :  86    reg oper account         73830\n",
      "reg oper spec account    12080\n",
      "not specified             5687\n",
      "org spec account          5619\n",
      "Name: FONDKAPREMONT_MODE, dtype: int64\n",
      "\n",
      "\n",
      "\n",
      "col is :  87    block of flats      150503\n",
      "specific housing      1499\n",
      "terraced house        1212\n",
      "Name: HOUSETYPE_MODE, dtype: int64\n",
      "\n",
      "\n",
      "\n",
      "col is :  89    Panel           66040\n",
      "Stone, brick    64815\n",
      "Block            9253\n",
      "Wooden           5362\n",
      "Mixed            2296\n",
      "Monolithic       1779\n",
      "Others           1625\n",
      "Name: WALLSMATERIAL_MODE, dtype: int64\n",
      "\n",
      "\n",
      "\n",
      "col is :  90    No     159428\n",
      "Yes      2328\n",
      "Name: EMERGENCYSTATE_MODE, dtype: int64\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for i in range(0,122):\n",
    "    if(app_train.iloc[:,i].dtypes==object):\n",
    "        print(\"col is : \",i,\"  \",app_train.iloc[:,i].value_counts())\n",
    "        print(\"\\n\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "76"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# getting the colunms in which we need to apply modeimpute. \n",
    "modeimpute=[]\n",
    "for i in range(0,122):\n",
    "    if(app_train.iloc[:,i].dtypes=='int64' or app_train.iloc[:,i].dtypes=='float64'):\n",
    "        if(max(app_train.iloc[:,i])==1 and min(app_train.iloc[:,i])==0):\n",
    "            if (x in [0,1] for x in app_train.iloc[:,i].value_counts()):\n",
    "                modeimpute.append(i)\n",
    "len(modeimpute)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "46\n"
     ]
    }
   ],
   "source": [
    "objectindex=[]\n",
    "for i in range(0,122):\n",
    "    if i not in modeimpute:\n",
    "        objectindex.append(i)\n",
    "print(len(objectindex))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(307511, 76)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# newapptraindf=app_train\n",
    "apptraindfintfloat01=app_train.drop(app_train.columns[objectindex],axis=1)\n",
    "apptraindfintfloat01.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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>TARGET</th>\n",
       "      <th>FLAG_MOBIL</th>\n",
       "      <th>FLAG_EMP_PHONE</th>\n",
       "      <th>FLAG_WORK_PHONE</th>\n",
       "      <th>FLAG_CONT_MOBILE</th>\n",
       "      <th>FLAG_PHONE</th>\n",
       "      <th>FLAG_EMAIL</th>\n",
       "      <th>REG_REGION_NOT_LIVE_REGION</th>\n",
       "      <th>REG_REGION_NOT_WORK_REGION</th>\n",
       "      <th>LIVE_REGION_NOT_WORK_REGION</th>\n",
       "      <th>REG_CITY_NOT_LIVE_CITY</th>\n",
       "      <th>REG_CITY_NOT_WORK_CITY</th>\n",
       "      <th>LIVE_CITY_NOT_WORK_CITY</th>\n",
       "      <th>APARTMENTS_AVG</th>\n",
       "      <th>BASEMENTAREA_AVG</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_AVG</th>\n",
       "      <th>YEARS_BUILD_AVG</th>\n",
       "      <th>COMMONAREA_AVG</th>\n",
       "      <th>ELEVATORS_AVG</th>\n",
       "      <th>ENTRANCES_AVG</th>\n",
       "      <th>FLOORSMAX_AVG</th>\n",
       "      <th>FLOORSMIN_AVG</th>\n",
       "      <th>LANDAREA_AVG</th>\n",
       "      <th>LIVINGAPARTMENTS_AVG</th>\n",
       "      <th>LIVINGAREA_AVG</th>\n",
       "      <th>NONLIVINGAPARTMENTS_AVG</th>\n",
       "      <th>NONLIVINGAREA_AVG</th>\n",
       "      <th>APARTMENTS_MODE</th>\n",
       "      <th>BASEMENTAREA_MODE</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MODE</th>\n",
       "      <th>YEARS_BUILD_MODE</th>\n",
       "      <th>COMMONAREA_MODE</th>\n",
       "      <th>ELEVATORS_MODE</th>\n",
       "      <th>ENTRANCES_MODE</th>\n",
       "      <th>FLOORSMAX_MODE</th>\n",
       "      <th>FLOORSMIN_MODE</th>\n",
       "      <th>LANDAREA_MODE</th>\n",
       "      <th>LIVINGAPARTMENTS_MODE</th>\n",
       "      <th>LIVINGAREA_MODE</th>\n",
       "      <th>NONLIVINGAPARTMENTS_MODE</th>\n",
       "      <th>NONLIVINGAREA_MODE</th>\n",
       "      <th>APARTMENTS_MEDI</th>\n",
       "      <th>BASEMENTAREA_MEDI</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MEDI</th>\n",
       "      <th>YEARS_BUILD_MEDI</th>\n",
       "      <th>COMMONAREA_MEDI</th>\n",
       "      <th>ELEVATORS_MEDI</th>\n",
       "      <th>ENTRANCES_MEDI</th>\n",
       "      <th>FLOORSMAX_MEDI</th>\n",
       "      <th>FLOORSMIN_MEDI</th>\n",
       "      <th>LANDAREA_MEDI</th>\n",
       "      <th>LIVINGAPARTMENTS_MEDI</th>\n",
       "      <th>LIVINGAREA_MEDI</th>\n",
       "      <th>NONLIVINGAPARTMENTS_MEDI</th>\n",
       "      <th>NONLIVINGAREA_MEDI</th>\n",
       "      <th>TOTALAREA_MODE</th>\n",
       "      <th>FLAG_DOCUMENT_2</th>\n",
       "      <th>FLAG_DOCUMENT_3</th>\n",
       "      <th>FLAG_DOCUMENT_4</th>\n",
       "      <th>FLAG_DOCUMENT_5</th>\n",
       "      <th>FLAG_DOCUMENT_6</th>\n",
       "      <th>FLAG_DOCUMENT_7</th>\n",
       "      <th>FLAG_DOCUMENT_8</th>\n",
       "      <th>FLAG_DOCUMENT_9</th>\n",
       "      <th>FLAG_DOCUMENT_10</th>\n",
       "      <th>FLAG_DOCUMENT_11</th>\n",
       "      <th>FLAG_DOCUMENT_12</th>\n",
       "      <th>FLAG_DOCUMENT_13</th>\n",
       "      <th>FLAG_DOCUMENT_14</th>\n",
       "      <th>FLAG_DOCUMENT_15</th>\n",
       "      <th>FLAG_DOCUMENT_16</th>\n",
       "      <th>FLAG_DOCUMENT_17</th>\n",
       "      <th>FLAG_DOCUMENT_18</th>\n",
       "      <th>FLAG_DOCUMENT_19</th>\n",
       "      <th>FLAG_DOCUMENT_20</th>\n",
       "      <th>FLAG_DOCUMENT_21</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0247</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6192</td>\n",
       "      <td>0.0143</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.0202</td>\n",
       "      <td>0.0190</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0252</td>\n",
       "      <td>0.0383</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6341</td>\n",
       "      <td>0.0144</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0377</td>\n",
       "      <td>0.022</td>\n",
       "      <td>0.0198</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6243</td>\n",
       "      <td>0.0144</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>0.0205</td>\n",
       "      <td>0.0193</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0149</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0959</td>\n",
       "      <td>0.0529</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.7960</td>\n",
       "      <td>0.0605</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0130</td>\n",
       "      <td>0.0773</td>\n",
       "      <td>0.0549</td>\n",
       "      <td>0.0039</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>0.0924</td>\n",
       "      <td>0.0538</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.8040</td>\n",
       "      <td>0.0497</td>\n",
       "      <td>0.0806</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0128</td>\n",
       "      <td>0.079</td>\n",
       "      <td>0.0554</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>0.0529</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.7987</td>\n",
       "      <td>0.0608</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0132</td>\n",
       "      <td>0.0787</td>\n",
       "      <td>0.0558</td>\n",
       "      <td>0.0039</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0714</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   TARGET  FLAG_MOBIL  FLAG_EMP_PHONE  FLAG_WORK_PHONE  FLAG_CONT_MOBILE  \\\n",
       "0       1           1               1                0                 1   \n",
       "1       0           1               1                0                 1   \n",
       "2       0           1               1                1                 1   \n",
       "3       0           1               1                0                 1   \n",
       "4       0           1               1                0                 1   \n",
       "\n",
       "   FLAG_PHONE  FLAG_EMAIL  REG_REGION_NOT_LIVE_REGION  \\\n",
       "0           1           0                           0   \n",
       "1           1           0                           0   \n",
       "2           1           0                           0   \n",
       "3           0           0                           0   \n",
       "4           0           0                           0   \n",
       "\n",
       "   REG_REGION_NOT_WORK_REGION  LIVE_REGION_NOT_WORK_REGION  \\\n",
       "0                           0                            0   \n",
       "1                           0                            0   \n",
       "2                           0                            0   \n",
       "3                           0                            0   \n",
       "4                           0                            0   \n",
       "\n",
       "   REG_CITY_NOT_LIVE_CITY  REG_CITY_NOT_WORK_CITY  LIVE_CITY_NOT_WORK_CITY  \\\n",
       "0                       0                       0                        0   \n",
       "1                       0                       0                        0   \n",
       "2                       0                       0                        0   \n",
       "3                       0                       0                        0   \n",
       "4                       0                       1                        1   \n",
       "\n",
       "   APARTMENTS_AVG  BASEMENTAREA_AVG  YEARS_BEGINEXPLUATATION_AVG  \\\n",
       "0          0.0247            0.0369                       0.9722   \n",
       "1          0.0959            0.0529                       0.9851   \n",
       "2             NaN               NaN                          NaN   \n",
       "3             NaN               NaN                          NaN   \n",
       "4             NaN               NaN                          NaN   \n",
       "\n",
       "   YEARS_BUILD_AVG  COMMONAREA_AVG  ELEVATORS_AVG  ENTRANCES_AVG  \\\n",
       "0           0.6192          0.0143           0.00         0.0690   \n",
       "1           0.7960          0.0605           0.08         0.0345   \n",
       "2              NaN             NaN            NaN            NaN   \n",
       "3              NaN             NaN            NaN            NaN   \n",
       "4              NaN             NaN            NaN            NaN   \n",
       "\n",
       "   FLOORSMAX_AVG  FLOORSMIN_AVG  LANDAREA_AVG  LIVINGAPARTMENTS_AVG  \\\n",
       "0         0.0833         0.1250        0.0369                0.0202   \n",
       "1         0.2917         0.3333        0.0130                0.0773   \n",
       "2            NaN            NaN           NaN                   NaN   \n",
       "3            NaN            NaN           NaN                   NaN   \n",
       "4            NaN            NaN           NaN                   NaN   \n",
       "\n",
       "   LIVINGAREA_AVG  NONLIVINGAPARTMENTS_AVG  NONLIVINGAREA_AVG  \\\n",
       "0          0.0190                   0.0000             0.0000   \n",
       "1          0.0549                   0.0039             0.0098   \n",
       "2             NaN                      NaN                NaN   \n",
       "3             NaN                      NaN                NaN   \n",
       "4             NaN                      NaN                NaN   \n",
       "\n",
       "   APARTMENTS_MODE  BASEMENTAREA_MODE  YEARS_BEGINEXPLUATATION_MODE  \\\n",
       "0           0.0252             0.0383                        0.9722   \n",
       "1           0.0924             0.0538                        0.9851   \n",
       "2              NaN                NaN                           NaN   \n",
       "3              NaN                NaN                           NaN   \n",
       "4              NaN                NaN                           NaN   \n",
       "\n",
       "   YEARS_BUILD_MODE  COMMONAREA_MODE  ELEVATORS_MODE  ENTRANCES_MODE  \\\n",
       "0            0.6341           0.0144          0.0000          0.0690   \n",
       "1            0.8040           0.0497          0.0806          0.0345   \n",
       "2               NaN              NaN             NaN             NaN   \n",
       "3               NaN              NaN             NaN             NaN   \n",
       "4               NaN              NaN             NaN             NaN   \n",
       "\n",
       "   FLOORSMAX_MODE  FLOORSMIN_MODE  LANDAREA_MODE  LIVINGAPARTMENTS_MODE  \\\n",
       "0          0.0833          0.1250         0.0377                  0.022   \n",
       "1          0.2917          0.3333         0.0128                  0.079   \n",
       "2             NaN             NaN            NaN                    NaN   \n",
       "3             NaN             NaN            NaN                    NaN   \n",
       "4             NaN             NaN            NaN                    NaN   \n",
       "\n",
       "   LIVINGAREA_MODE  NONLIVINGAPARTMENTS_MODE  NONLIVINGAREA_MODE  \\\n",
       "0           0.0198                       0.0                 0.0   \n",
       "1           0.0554                       0.0                 0.0   \n",
       "2              NaN                       NaN                 NaN   \n",
       "3              NaN                       NaN                 NaN   \n",
       "4              NaN                       NaN                 NaN   \n",
       "\n",
       "   APARTMENTS_MEDI  BASEMENTAREA_MEDI  YEARS_BEGINEXPLUATATION_MEDI  \\\n",
       "0           0.0250             0.0369                        0.9722   \n",
       "1           0.0968             0.0529                        0.9851   \n",
       "2              NaN                NaN                           NaN   \n",
       "3              NaN                NaN                           NaN   \n",
       "4              NaN                NaN                           NaN   \n",
       "\n",
       "   YEARS_BUILD_MEDI  COMMONAREA_MEDI  ELEVATORS_MEDI  ENTRANCES_MEDI  \\\n",
       "0            0.6243           0.0144            0.00          0.0690   \n",
       "1            0.7987           0.0608            0.08          0.0345   \n",
       "2               NaN              NaN             NaN             NaN   \n",
       "3               NaN              NaN             NaN             NaN   \n",
       "4               NaN              NaN             NaN             NaN   \n",
       "\n",
       "   FLOORSMAX_MEDI  FLOORSMIN_MEDI  LANDAREA_MEDI  LIVINGAPARTMENTS_MEDI  \\\n",
       "0          0.0833          0.1250         0.0375                 0.0205   \n",
       "1          0.2917          0.3333         0.0132                 0.0787   \n",
       "2             NaN             NaN            NaN                    NaN   \n",
       "3             NaN             NaN            NaN                    NaN   \n",
       "4             NaN             NaN            NaN                    NaN   \n",
       "\n",
       "   LIVINGAREA_MEDI  NONLIVINGAPARTMENTS_MEDI  NONLIVINGAREA_MEDI  \\\n",
       "0           0.0193                    0.0000                0.00   \n",
       "1           0.0558                    0.0039                0.01   \n",
       "2              NaN                       NaN                 NaN   \n",
       "3              NaN                       NaN                 NaN   \n",
       "4              NaN                       NaN                 NaN   \n",
       "\n",
       "   TOTALAREA_MODE  FLAG_DOCUMENT_2  FLAG_DOCUMENT_3  FLAG_DOCUMENT_4  \\\n",
       "0          0.0149                0                1                0   \n",
       "1          0.0714                0                1                0   \n",
       "2             NaN                0                0                0   \n",
       "3             NaN                0                1                0   \n",
       "4             NaN                0                0                0   \n",
       "\n",
       "   FLAG_DOCUMENT_5  FLAG_DOCUMENT_6  FLAG_DOCUMENT_7  FLAG_DOCUMENT_8  \\\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                0                0                0                1   \n",
       "\n",
       "   FLAG_DOCUMENT_9  FLAG_DOCUMENT_10  FLAG_DOCUMENT_11  FLAG_DOCUMENT_12  \\\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                0                 0                 0                 0   \n",
       "\n",
       "   FLAG_DOCUMENT_13  FLAG_DOCUMENT_14  FLAG_DOCUMENT_15  FLAG_DOCUMENT_16  \\\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                 0                 0                 0                 0   \n",
       "\n",
       "   FLAG_DOCUMENT_17  FLAG_DOCUMENT_18  FLAG_DOCUMENT_19  FLAG_DOCUMENT_20  \\\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                 0                 0                 0                 0   \n",
       "\n",
       "   FLAG_DOCUMENT_21  \n",
       "0                 0  \n",
       "1                 0  \n",
       "2                 0  \n",
       "3                 0  \n",
       "4                 0  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apptraindfintfloat01.head()\n",
    "# this will be mode imputed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7696671"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apptraindfintfloat01.isna().sum().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\deprecation.py:58: DeprecationWarning: Class Imputer is deprecated; Imputer was deprecated in version 0.20 and will be removed in 0.22. Import impute.SimpleImputer from sklearn instead.\n",
      "  warnings.warn(msg, category=DeprecationWarning)\n"
     ]
    },
    {
     "data": {
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       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0247</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6192</td>\n",
       "      <td>0.0143</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.0202</td>\n",
       "      <td>0.0190</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0252</td>\n",
       "      <td>0.0383</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6341</td>\n",
       "      <td>0.0144</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0377</td>\n",
       "      <td>0.0220</td>\n",
       "      <td>0.0198</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0250</td>\n",
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       "      <td>0.0144</td>\n",
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       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>0.0205</td>\n",
       "      <td>0.0193</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0149</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <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>0.0959</td>\n",
       "      <td>0.0529</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.7960</td>\n",
       "      <td>0.0605</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0130</td>\n",
       "      <td>0.0773</td>\n",
       "      <td>0.0549</td>\n",
       "      <td>0.0039</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>0.0924</td>\n",
       "      <td>0.0538</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.8040</td>\n",
       "      <td>0.0497</td>\n",
       "      <td>0.0806</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0128</td>\n",
       "      <td>0.0790</td>\n",
       "      <td>0.0554</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>0.0529</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.7987</td>\n",
       "      <td>0.0608</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0132</td>\n",
       "      <td>0.0787</td>\n",
       "      <td>0.0558</td>\n",
       "      <td>0.0039</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0714</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <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>0.0</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",
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       "    <tr>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</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>0.0825</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.9871</td>\n",
       "      <td>0.8232</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1379</td>\n",
       "      <td>0.1667</td>\n",
       "      <td>0.2083</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0504</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0840</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.9871</td>\n",
       "      <td>0.8301</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.1379</td>\n",
       "      <td>0.1667</td>\n",
       "      <td>0.2083</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0551</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.9871</td>\n",
       "      <td>0.8256</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1379</td>\n",
       "      <td>0.1667</td>\n",
       "      <td>0.2083</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0513</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</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>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</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>0.0825</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.9871</td>\n",
       "      <td>0.8232</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1379</td>\n",
       "      <td>0.1667</td>\n",
       "      <td>0.2083</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0504</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0840</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.9871</td>\n",
       "      <td>0.8301</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.1379</td>\n",
       "      <td>0.1667</td>\n",
       "      <td>0.2083</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0551</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.9871</td>\n",
       "      <td>0.8256</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1379</td>\n",
       "      <td>0.1667</td>\n",
       "      <td>0.2083</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0513</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</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>0.0</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>0.0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</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>1.0</td>\n",
       "      <td>0.0825</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.9871</td>\n",
       "      <td>0.8232</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1379</td>\n",
       "      <td>0.1667</td>\n",
       "      <td>0.2083</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0504</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0840</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.9871</td>\n",
       "      <td>0.8301</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.1379</td>\n",
       "      <td>0.1667</td>\n",
       "      <td>0.2083</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0551</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.0000</td>\n",
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       "      <td>0.8256</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1379</td>\n",
       "      <td>0.1667</td>\n",
       "      <td>0.2083</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0513</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</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",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   TARGET  FLAG_MOBIL  FLAG_EMP_PHONE  FLAG_WORK_PHONE  FLAG_CONT_MOBILE  \\\n",
       "0     1.0         1.0             1.0              0.0               1.0   \n",
       "1     0.0         1.0             1.0              0.0               1.0   \n",
       "2     0.0         1.0             1.0              1.0               1.0   \n",
       "3     0.0         1.0             1.0              0.0               1.0   \n",
       "4     0.0         1.0             1.0              0.0               1.0   \n",
       "\n",
       "   FLAG_PHONE  FLAG_EMAIL  REG_REGION_NOT_LIVE_REGION  \\\n",
       "0         1.0         0.0                         0.0   \n",
       "1         1.0         0.0                         0.0   \n",
       "2         1.0         0.0                         0.0   \n",
       "3         0.0         0.0                         0.0   \n",
       "4         0.0         0.0                         0.0   \n",
       "\n",
       "   REG_REGION_NOT_WORK_REGION  LIVE_REGION_NOT_WORK_REGION  \\\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                         0.0                          0.0   \n",
       "\n",
       "   REG_CITY_NOT_LIVE_CITY  REG_CITY_NOT_WORK_CITY  LIVE_CITY_NOT_WORK_CITY  \\\n",
       "0                     0.0                     0.0                      0.0   \n",
       "1                     0.0                     0.0                      0.0   \n",
       "2                     0.0                     0.0                      0.0   \n",
       "3                     0.0                     0.0                      0.0   \n",
       "4                     0.0                     1.0                      1.0   \n",
       "\n",
       "   APARTMENTS_AVG  BASEMENTAREA_AVG  YEARS_BEGINEXPLUATATION_AVG  \\\n",
       "0          0.0247            0.0369                       0.9722   \n",
       "1          0.0959            0.0529                       0.9851   \n",
       "2          0.0825            0.0000                       0.9871   \n",
       "3          0.0825            0.0000                       0.9871   \n",
       "4          0.0825            0.0000                       0.9871   \n",
       "\n",
       "   YEARS_BUILD_AVG  COMMONAREA_AVG  ELEVATORS_AVG  ENTRANCES_AVG  \\\n",
       "0           0.6192          0.0143           0.00         0.0690   \n",
       "1           0.7960          0.0605           0.08         0.0345   \n",
       "2           0.8232          0.0000           0.00         0.1379   \n",
       "3           0.8232          0.0000           0.00         0.1379   \n",
       "4           0.8232          0.0000           0.00         0.1379   \n",
       "\n",
       "   FLOORSMAX_AVG  FLOORSMIN_AVG  LANDAREA_AVG  LIVINGAPARTMENTS_AVG  \\\n",
       "0         0.0833         0.1250        0.0369                0.0202   \n",
       "1         0.2917         0.3333        0.0130                0.0773   \n",
       "2         0.1667         0.2083        0.0000                0.0504   \n",
       "3         0.1667         0.2083        0.0000                0.0504   \n",
       "4         0.1667         0.2083        0.0000                0.0504   \n",
       "\n",
       "   LIVINGAREA_AVG  NONLIVINGAPARTMENTS_AVG  NONLIVINGAREA_AVG  \\\n",
       "0          0.0190                   0.0000             0.0000   \n",
       "1          0.0549                   0.0039             0.0098   \n",
       "2          0.0000                   0.0000             0.0000   \n",
       "3          0.0000                   0.0000             0.0000   \n",
       "4          0.0000                   0.0000             0.0000   \n",
       "\n",
       "   APARTMENTS_MODE  BASEMENTAREA_MODE  YEARS_BEGINEXPLUATATION_MODE  \\\n",
       "0           0.0252             0.0383                        0.9722   \n",
       "1           0.0924             0.0538                        0.9851   \n",
       "2           0.0840             0.0000                        0.9871   \n",
       "3           0.0840             0.0000                        0.9871   \n",
       "4           0.0840             0.0000                        0.9871   \n",
       "\n",
       "   YEARS_BUILD_MODE  COMMONAREA_MODE  ELEVATORS_MODE  ENTRANCES_MODE  \\\n",
       "0            0.6341           0.0144          0.0000          0.0690   \n",
       "1            0.8040           0.0497          0.0806          0.0345   \n",
       "2            0.8301           0.0000          0.0000          0.1379   \n",
       "3            0.8301           0.0000          0.0000          0.1379   \n",
       "4            0.8301           0.0000          0.0000          0.1379   \n",
       "\n",
       "   FLOORSMAX_MODE  FLOORSMIN_MODE  LANDAREA_MODE  LIVINGAPARTMENTS_MODE  \\\n",
       "0          0.0833          0.1250         0.0377                 0.0220   \n",
       "1          0.2917          0.3333         0.0128                 0.0790   \n",
       "2          0.1667          0.2083         0.0000                 0.0551   \n",
       "3          0.1667          0.2083         0.0000                 0.0551   \n",
       "4          0.1667          0.2083         0.0000                 0.0551   \n",
       "\n",
       "   LIVINGAREA_MODE  NONLIVINGAPARTMENTS_MODE  NONLIVINGAREA_MODE  \\\n",
       "0           0.0198                       0.0                 0.0   \n",
       "1           0.0554                       0.0                 0.0   \n",
       "2           0.0000                       0.0                 0.0   \n",
       "3           0.0000                       0.0                 0.0   \n",
       "4           0.0000                       0.0                 0.0   \n",
       "\n",
       "   APARTMENTS_MEDI  BASEMENTAREA_MEDI  YEARS_BEGINEXPLUATATION_MEDI  \\\n",
       "0           0.0250             0.0369                        0.9722   \n",
       "1           0.0968             0.0529                        0.9851   \n",
       "2           0.0833             0.0000                        0.9871   \n",
       "3           0.0833             0.0000                        0.9871   \n",
       "4           0.0833             0.0000                        0.9871   \n",
       "\n",
       "   YEARS_BUILD_MEDI  COMMONAREA_MEDI  ELEVATORS_MEDI  ENTRANCES_MEDI  \\\n",
       "0            0.6243           0.0144            0.00          0.0690   \n",
       "1            0.7987           0.0608            0.08          0.0345   \n",
       "2            0.8256           0.0000            0.00          0.1379   \n",
       "3            0.8256           0.0000            0.00          0.1379   \n",
       "4            0.8256           0.0000            0.00          0.1379   \n",
       "\n",
       "   FLOORSMAX_MEDI  FLOORSMIN_MEDI  LANDAREA_MEDI  LIVINGAPARTMENTS_MEDI  \\\n",
       "0          0.0833          0.1250         0.0375                 0.0205   \n",
       "1          0.2917          0.3333         0.0132                 0.0787   \n",
       "2          0.1667          0.2083         0.0000                 0.0513   \n",
       "3          0.1667          0.2083         0.0000                 0.0513   \n",
       "4          0.1667          0.2083         0.0000                 0.0513   \n",
       "\n",
       "   LIVINGAREA_MEDI  NONLIVINGAPARTMENTS_MEDI  NONLIVINGAREA_MEDI  \\\n",
       "0           0.0193                    0.0000                0.00   \n",
       "1           0.0558                    0.0039                0.01   \n",
       "2           0.0000                    0.0000                0.00   \n",
       "3           0.0000                    0.0000                0.00   \n",
       "4           0.0000                    0.0000                0.00   \n",
       "\n",
       "   TOTALAREA_MODE  FLAG_DOCUMENT_2  FLAG_DOCUMENT_3  FLAG_DOCUMENT_4  \\\n",
       "0          0.0149              0.0              1.0              0.0   \n",
       "1          0.0714              0.0              1.0              0.0   \n",
       "2          0.0000              0.0              0.0              0.0   \n",
       "3          0.0000              0.0              1.0              0.0   \n",
       "4          0.0000              0.0              0.0              0.0   \n",
       "\n",
       "   FLAG_DOCUMENT_5  FLAG_DOCUMENT_6  FLAG_DOCUMENT_7  FLAG_DOCUMENT_8  \\\n",
       "0              0.0              0.0              0.0              0.0   \n",
       "1              0.0              0.0              0.0              0.0   \n",
       "2              0.0              0.0              0.0              0.0   \n",
       "3              0.0              0.0              0.0              0.0   \n",
       "4              0.0              0.0              0.0              1.0   \n",
       "\n",
       "   FLAG_DOCUMENT_9  FLAG_DOCUMENT_10  FLAG_DOCUMENT_11  FLAG_DOCUMENT_12  \\\n",
       "0              0.0               0.0               0.0               0.0   \n",
       "1              0.0               0.0               0.0               0.0   \n",
       "2              0.0               0.0               0.0               0.0   \n",
       "3              0.0               0.0               0.0               0.0   \n",
       "4              0.0               0.0               0.0               0.0   \n",
       "\n",
       "   FLAG_DOCUMENT_13  FLAG_DOCUMENT_14  FLAG_DOCUMENT_15  FLAG_DOCUMENT_16  \\\n",
       "0               0.0               0.0               0.0               0.0   \n",
       "1               0.0               0.0               0.0               0.0   \n",
       "2               0.0               0.0               0.0               0.0   \n",
       "3               0.0               0.0               0.0               0.0   \n",
       "4               0.0               0.0               0.0               0.0   \n",
       "\n",
       "   FLAG_DOCUMENT_17  FLAG_DOCUMENT_18  FLAG_DOCUMENT_19  FLAG_DOCUMENT_20  \\\n",
       "0               0.0               0.0               0.0               0.0   \n",
       "1               0.0               0.0               0.0               0.0   \n",
       "2               0.0               0.0               0.0               0.0   \n",
       "3               0.0               0.0               0.0               0.0   \n",
       "4               0.0               0.0               0.0               0.0   \n",
       "\n",
       "   FLAG_DOCUMENT_21  \n",
       "0               0.0  \n",
       "1               0.0  \n",
       "2               0.0  \n",
       "3               0.0  \n",
       "4               0.0  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_imputer = Imputer(missing_values='NaN', strategy='most_frequent', axis=0)\n",
    "mean_imputer = mean_imputer.fit(apptraindfintfloat01)\n",
    "imputed_df = mean_imputer.transform(apptraindfintfloat01.values)\n",
    "cols=apptraindfintfloat01.columns\n",
    "app_train_11=pd.DataFrame(imputed_df,columns=cols)\n",
    "app_train_11.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "app_train_11.isna().sum().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "float64    76\n",
       "dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "app_train_11.dtypes.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16\n"
     ]
    }
   ],
   "source": [
    "apptraindfobjectandcont=app_train.drop(app_train.columns[modeimpute],axis=1)\n",
    "apptraindfobjectandcont.shape\n",
    "\n",
    "pureobject=[]\n",
    "for i in range(0,46):\n",
    "    if(apptraindfobjectandcont.iloc[:,i].dtypes==\"object\"):\n",
    "        pureobject.append(i)\n",
    "print(len(pureobject))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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_Cash loans</th>\n",
       "      <th>NAME_CONTRACT_TYPE_Revolving loans</th>\n",
       "      <th>CODE_GENDER_F</th>\n",
       "      <th>CODE_GENDER_M</th>\n",
       "      <th>CODE_GENDER_XNA</th>\n",
       "      <th>FLAG_OWN_CAR_N</th>\n",
       "      <th>FLAG_OWN_CAR_Y</th>\n",
       "      <th>FLAG_OWN_REALTY_N</th>\n",
       "      <th>FLAG_OWN_REALTY_Y</th>\n",
       "      <th>NAME_TYPE_SUITE_Children</th>\n",
       "      <th>NAME_TYPE_SUITE_Family</th>\n",
       "      <th>NAME_TYPE_SUITE_Group of people</th>\n",
       "      <th>NAME_TYPE_SUITE_Other_A</th>\n",
       "      <th>NAME_TYPE_SUITE_Other_B</th>\n",
       "      <th>NAME_TYPE_SUITE_Spouse, partner</th>\n",
       "      <th>NAME_TYPE_SUITE_Unaccompanied</th>\n",
       "      <th>NAME_INCOME_TYPE_Businessman</th>\n",
       "      <th>NAME_INCOME_TYPE_Commercial associate</th>\n",
       "      <th>NAME_INCOME_TYPE_Maternity leave</th>\n",
       "      <th>NAME_INCOME_TYPE_Pensioner</th>\n",
       "      <th>NAME_INCOME_TYPE_State servant</th>\n",
       "      <th>NAME_INCOME_TYPE_Student</th>\n",
       "      <th>NAME_INCOME_TYPE_Unemployed</th>\n",
       "      <th>NAME_INCOME_TYPE_Working</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Academic degree</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Higher education</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Incomplete higher</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Lower secondary</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Secondary / secondary special</th>\n",
       "      <th>NAME_FAMILY_STATUS_Civil marriage</th>\n",
       "      <th>NAME_FAMILY_STATUS_Married</th>\n",
       "      <th>NAME_FAMILY_STATUS_Separated</th>\n",
       "      <th>NAME_FAMILY_STATUS_Single / not married</th>\n",
       "      <th>NAME_FAMILY_STATUS_Unknown</th>\n",
       "      <th>NAME_FAMILY_STATUS_Widow</th>\n",
       "      <th>NAME_HOUSING_TYPE_Co-op apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_House / apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_Municipal apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_Office apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_Rented apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_With parents</th>\n",
       "      <th>OCCUPATION_TYPE_Accountants</th>\n",
       "      <th>OCCUPATION_TYPE_Cleaning staff</th>\n",
       "      <th>OCCUPATION_TYPE_Cooking staff</th>\n",
       "      <th>OCCUPATION_TYPE_Core staff</th>\n",
       "      <th>OCCUPATION_TYPE_Drivers</th>\n",
       "      <th>OCCUPATION_TYPE_HR staff</th>\n",
       "      <th>OCCUPATION_TYPE_High skill tech staff</th>\n",
       "      <th>OCCUPATION_TYPE_IT staff</th>\n",
       "      <th>OCCUPATION_TYPE_Laborers</th>\n",
       "      <th>OCCUPATION_TYPE_Low-skill Laborers</th>\n",
       "      <th>OCCUPATION_TYPE_Managers</th>\n",
       "      <th>OCCUPATION_TYPE_Medicine staff</th>\n",
       "      <th>OCCUPATION_TYPE_Private service staff</th>\n",
       "      <th>OCCUPATION_TYPE_Realty agents</th>\n",
       "      <th>OCCUPATION_TYPE_Sales staff</th>\n",
       "      <th>OCCUPATION_TYPE_Secretaries</th>\n",
       "      <th>OCCUPATION_TYPE_Security staff</th>\n",
       "      <th>OCCUPATION_TYPE_Waiters/barmen staff</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_FRIDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_MONDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_SATURDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_SUNDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_THURSDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_TUESDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_WEDNESDAY</th>\n",
       "      <th>ORGANIZATION_TYPE_Advertising</th>\n",
       "      <th>ORGANIZATION_TYPE_Agriculture</th>\n",
       "      <th>ORGANIZATION_TYPE_Bank</th>\n",
       "      <th>ORGANIZATION_TYPE_Business Entity Type 1</th>\n",
       "      <th>ORGANIZATION_TYPE_Business Entity Type 2</th>\n",
       "      <th>ORGANIZATION_TYPE_Business Entity Type 3</th>\n",
       "      <th>ORGANIZATION_TYPE_Cleaning</th>\n",
       "      <th>ORGANIZATION_TYPE_Construction</th>\n",
       "      <th>ORGANIZATION_TYPE_Culture</th>\n",
       "      <th>ORGANIZATION_TYPE_Electricity</th>\n",
       "      <th>ORGANIZATION_TYPE_Emergency</th>\n",
       "      <th>ORGANIZATION_TYPE_Government</th>\n",
       "      <th>ORGANIZATION_TYPE_Hotel</th>\n",
       "      <th>ORGANIZATION_TYPE_Housing</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 1</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 10</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 11</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 12</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 13</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 2</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 3</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 4</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 5</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 6</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 7</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 8</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 9</th>\n",
       "      <th>ORGANIZATION_TYPE_Insurance</th>\n",
       "      <th>ORGANIZATION_TYPE_Kindergarten</th>\n",
       "      <th>ORGANIZATION_TYPE_Legal Services</th>\n",
       "      <th>ORGANIZATION_TYPE_Medicine</th>\n",
       "      <th>ORGANIZATION_TYPE_Military</th>\n",
       "      <th>ORGANIZATION_TYPE_Mobile</th>\n",
       "      <th>ORGANIZATION_TYPE_Other</th>\n",
       "      <th>ORGANIZATION_TYPE_Police</th>\n",
       "      <th>ORGANIZATION_TYPE_Postal</th>\n",
       "      <th>ORGANIZATION_TYPE_Realtor</th>\n",
       "      <th>ORGANIZATION_TYPE_Religion</th>\n",
       "      <th>ORGANIZATION_TYPE_Restaurant</th>\n",
       "      <th>ORGANIZATION_TYPE_School</th>\n",
       "      <th>ORGANIZATION_TYPE_Security</th>\n",
       "      <th>ORGANIZATION_TYPE_Security Ministries</th>\n",
       "      <th>ORGANIZATION_TYPE_Self-employed</th>\n",
       "      <th>ORGANIZATION_TYPE_Services</th>\n",
       "      <th>ORGANIZATION_TYPE_Telecom</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 1</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 2</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 3</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 4</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 5</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 6</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 7</th>\n",
       "      <th>ORGANIZATION_TYPE_Transport: type 1</th>\n",
       "      <th>ORGANIZATION_TYPE_Transport: type 2</th>\n",
       "      <th>ORGANIZATION_TYPE_Transport: type 3</th>\n",
       "      <th>ORGANIZATION_TYPE_Transport: type 4</th>\n",
       "      <th>ORGANIZATION_TYPE_University</th>\n",
       "      <th>ORGANIZATION_TYPE_XNA</th>\n",
       "      <th>FONDKAPREMONT_MODE_not specified</th>\n",
       "      <th>FONDKAPREMONT_MODE_org spec account</th>\n",
       "      <th>FONDKAPREMONT_MODE_reg oper account</th>\n",
       "      <th>FONDKAPREMONT_MODE_reg oper spec account</th>\n",
       "      <th>HOUSETYPE_MODE_block of flats</th>\n",
       "      <th>HOUSETYPE_MODE_specific housing</th>\n",
       "      <th>HOUSETYPE_MODE_terraced house</th>\n",
       "      <th>WALLSMATERIAL_MODE_Block</th>\n",
       "      <th>WALLSMATERIAL_MODE_Mixed</th>\n",
       "      <th>WALLSMATERIAL_MODE_Monolithic</th>\n",
       "      <th>WALLSMATERIAL_MODE_Others</th>\n",
       "      <th>WALLSMATERIAL_MODE_Panel</th>\n",
       "      <th>WALLSMATERIAL_MODE_Stone, brick</th>\n",
       "      <th>WALLSMATERIAL_MODE_Wooden</th>\n",
       "      <th>EMERGENCYSTATE_MODE_No</th>\n",
       "      <th>EMERGENCYSTATE_MODE_Yes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   NAME_CONTRACT_TYPE_Cash loans  NAME_CONTRACT_TYPE_Revolving loans  \\\n",
       "0                              1                                   0   \n",
       "1                              1                                   0   \n",
       "2                              0                                   1   \n",
       "3                              1                                   0   \n",
       "4                              1                                   0   \n",
       "\n",
       "   CODE_GENDER_F  CODE_GENDER_M  CODE_GENDER_XNA  FLAG_OWN_CAR_N  \\\n",
       "0              0              1                0               1   \n",
       "1              1              0                0               1   \n",
       "2              0              1                0               0   \n",
       "3              1              0                0               1   \n",
       "4              0              1                0               1   \n",
       "\n",
       "   FLAG_OWN_CAR_Y  FLAG_OWN_REALTY_N  FLAG_OWN_REALTY_Y  \\\n",
       "0               0                  0                  1   \n",
       "1               0                  1                  0   \n",
       "2               1                  0                  1   \n",
       "3               0                  0                  1   \n",
       "4               0                  0                  1   \n",
       "\n",
       "   NAME_TYPE_SUITE_Children  NAME_TYPE_SUITE_Family  \\\n",
       "0                         0                       0   \n",
       "1                         0                       1   \n",
       "2                         0                       0   \n",
       "3                         0                       0   \n",
       "4                         0                       0   \n",
       "\n",
       "   NAME_TYPE_SUITE_Group of people  NAME_TYPE_SUITE_Other_A  \\\n",
       "0                                0                        0   \n",
       "1                                0                        0   \n",
       "2                                0                        0   \n",
       "3                                0                        0   \n",
       "4                                0                        0   \n",
       "\n",
       "   NAME_TYPE_SUITE_Other_B  NAME_TYPE_SUITE_Spouse, partner  \\\n",
       "0                        0                                0   \n",
       "1                        0                                0   \n",
       "2                        0                                0   \n",
       "3                        0                                0   \n",
       "4                        0                                0   \n",
       "\n",
       "   NAME_TYPE_SUITE_Unaccompanied  NAME_INCOME_TYPE_Businessman  \\\n",
       "0                              1                             0   \n",
       "1                              0                             0   \n",
       "2                              1                             0   \n",
       "3                              1                             0   \n",
       "4                              1                             0   \n",
       "\n",
       "   NAME_INCOME_TYPE_Commercial associate  NAME_INCOME_TYPE_Maternity leave  \\\n",
       "0                                      0                                 0   \n",
       "1                                      0                                 0   \n",
       "2                                      0                                 0   \n",
       "3                                      0                                 0   \n",
       "4                                      0                                 0   \n",
       "\n",
       "   NAME_INCOME_TYPE_Pensioner  NAME_INCOME_TYPE_State servant  \\\n",
       "0                           0                               0   \n",
       "1                           0                               1   \n",
       "2                           0                               0   \n",
       "3                           0                               0   \n",
       "4                           0                               0   \n",
       "\n",
       "   NAME_INCOME_TYPE_Student  NAME_INCOME_TYPE_Unemployed  \\\n",
       "0                         0                            0   \n",
       "1                         0                            0   \n",
       "2                         0                            0   \n",
       "3                         0                            0   \n",
       "4                         0                            0   \n",
       "\n",
       "   NAME_INCOME_TYPE_Working  NAME_EDUCATION_TYPE_Academic degree  \\\n",
       "0                         1                                    0   \n",
       "1                         0                                    0   \n",
       "2                         1                                    0   \n",
       "3                         1                                    0   \n",
       "4                         1                                    0   \n",
       "\n",
       "   NAME_EDUCATION_TYPE_Higher education  \\\n",
       "0                                     0   \n",
       "1                                     1   \n",
       "2                                     0   \n",
       "3                                     0   \n",
       "4                                     0   \n",
       "\n",
       "   NAME_EDUCATION_TYPE_Incomplete higher  NAME_EDUCATION_TYPE_Lower secondary  \\\n",
       "0                                      0                                    0   \n",
       "1                                      0                                    0   \n",
       "2                                      0                                    0   \n",
       "3                                      0                                    0   \n",
       "4                                      0                                    0   \n",
       "\n",
       "   NAME_EDUCATION_TYPE_Secondary / secondary special  \\\n",
       "0                                                  1   \n",
       "1                                                  0   \n",
       "2                                                  1   \n",
       "3                                                  1   \n",
       "4                                                  1   \n",
       "\n",
       "   NAME_FAMILY_STATUS_Civil marriage  NAME_FAMILY_STATUS_Married  \\\n",
       "0                                  0                           0   \n",
       "1                                  0                           1   \n",
       "2                                  0                           0   \n",
       "3                                  1                           0   \n",
       "4                                  0                           0   \n",
       "\n",
       "   NAME_FAMILY_STATUS_Separated  NAME_FAMILY_STATUS_Single / not married  \\\n",
       "0                             0                                        1   \n",
       "1                             0                                        0   \n",
       "2                             0                                        1   \n",
       "3                             0                                        0   \n",
       "4                             0                                        1   \n",
       "\n",
       "   NAME_FAMILY_STATUS_Unknown  NAME_FAMILY_STATUS_Widow  \\\n",
       "0                           0                         0   \n",
       "1                           0                         0   \n",
       "2                           0                         0   \n",
       "3                           0                         0   \n",
       "4                           0                         0   \n",
       "\n",
       "   NAME_HOUSING_TYPE_Co-op apartment  NAME_HOUSING_TYPE_House / apartment  \\\n",
       "0                                  0                                    1   \n",
       "1                                  0                                    1   \n",
       "2                                  0                                    1   \n",
       "3                                  0                                    1   \n",
       "4                                  0                                    1   \n",
       "\n",
       "   NAME_HOUSING_TYPE_Municipal apartment  NAME_HOUSING_TYPE_Office apartment  \\\n",
       "0                                      0                                   0   \n",
       "1                                      0                                   0   \n",
       "2                                      0                                   0   \n",
       "3                                      0                                   0   \n",
       "4                                      0                                   0   \n",
       "\n",
       "   NAME_HOUSING_TYPE_Rented apartment  NAME_HOUSING_TYPE_With parents  \\\n",
       "0                                   0                               0   \n",
       "1                                   0                               0   \n",
       "2                                   0                               0   \n",
       "3                                   0                               0   \n",
       "4                                   0                               0   \n",
       "\n",
       "   OCCUPATION_TYPE_Accountants  OCCUPATION_TYPE_Cleaning staff  \\\n",
       "0                            0                               0   \n",
       "1                            0                               0   \n",
       "2                            0                               0   \n",
       "3                            0                               0   \n",
       "4                            0                               0   \n",
       "\n",
       "   OCCUPATION_TYPE_Cooking staff  OCCUPATION_TYPE_Core staff  \\\n",
       "0                              0                           0   \n",
       "1                              0                           1   \n",
       "2                              0                           0   \n",
       "3                              0                           0   \n",
       "4                              0                           1   \n",
       "\n",
       "   OCCUPATION_TYPE_Drivers  OCCUPATION_TYPE_HR staff  \\\n",
       "0                        0                         0   \n",
       "1                        0                         0   \n",
       "2                        0                         0   \n",
       "3                        0                         0   \n",
       "4                        0                         0   \n",
       "\n",
       "   OCCUPATION_TYPE_High skill tech staff  OCCUPATION_TYPE_IT staff  \\\n",
       "0                                      0                         0   \n",
       "1                                      0                         0   \n",
       "2                                      0                         0   \n",
       "3                                      0                         0   \n",
       "4                                      0                         0   \n",
       "\n",
       "   OCCUPATION_TYPE_Laborers  OCCUPATION_TYPE_Low-skill Laborers  \\\n",
       "0                         1                                   0   \n",
       "1                         0                                   0   \n",
       "2                         1                                   0   \n",
       "3                         1                                   0   \n",
       "4                         0                                   0   \n",
       "\n",
       "   OCCUPATION_TYPE_Managers  OCCUPATION_TYPE_Medicine staff  \\\n",
       "0                         0                               0   \n",
       "1                         0                               0   \n",
       "2                         0                               0   \n",
       "3                         0                               0   \n",
       "4                         0                               0   \n",
       "\n",
       "   OCCUPATION_TYPE_Private service staff  OCCUPATION_TYPE_Realty agents  \\\n",
       "0                                      0                              0   \n",
       "1                                      0                              0   \n",
       "2                                      0                              0   \n",
       "3                                      0                              0   \n",
       "4                                      0                              0   \n",
       "\n",
       "   OCCUPATION_TYPE_Sales staff  OCCUPATION_TYPE_Secretaries  \\\n",
       "0                            0                            0   \n",
       "1                            0                            0   \n",
       "2                            0                            0   \n",
       "3                            0                            0   \n",
       "4                            0                            0   \n",
       "\n",
       "   OCCUPATION_TYPE_Security staff  OCCUPATION_TYPE_Waiters/barmen staff  \\\n",
       "0                               0                                     0   \n",
       "1                               0                                     0   \n",
       "2                               0                                     0   \n",
       "3                               0                                     0   \n",
       "4                               0                                     0   \n",
       "\n",
       "   WEEKDAY_APPR_PROCESS_START_FRIDAY  WEEKDAY_APPR_PROCESS_START_MONDAY  \\\n",
       "0                                  0                                  0   \n",
       "1                                  0                                  1   \n",
       "2                                  0                                  1   \n",
       "3                                  0                                  0   \n",
       "4                                  0                                  0   \n",
       "\n",
       "   WEEKDAY_APPR_PROCESS_START_SATURDAY  WEEKDAY_APPR_PROCESS_START_SUNDAY  \\\n",
       "0                                    0                                  0   \n",
       "1                                    0                                  0   \n",
       "2                                    0                                  0   \n",
       "3                                    0                                  0   \n",
       "4                                    0                                  0   \n",
       "\n",
       "   WEEKDAY_APPR_PROCESS_START_THURSDAY  WEEKDAY_APPR_PROCESS_START_TUESDAY  \\\n",
       "0                                    0                                   0   \n",
       "1                                    0                                   0   \n",
       "2                                    0                                   0   \n",
       "3                                    0                                   0   \n",
       "4                                    1                                   0   \n",
       "\n",
       "   WEEKDAY_APPR_PROCESS_START_WEDNESDAY  ORGANIZATION_TYPE_Advertising  \\\n",
       "0                                     1                              0   \n",
       "1                                     0                              0   \n",
       "2                                     0                              0   \n",
       "3                                     1                              0   \n",
       "4                                     0                              0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Agriculture  ORGANIZATION_TYPE_Bank  \\\n",
       "0                              0                       0   \n",
       "1                              0                       0   \n",
       "2                              0                       0   \n",
       "3                              0                       0   \n",
       "4                              0                       0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Business Entity Type 1  \\\n",
       "0                                         0   \n",
       "1                                         0   \n",
       "2                                         0   \n",
       "3                                         0   \n",
       "4                                         0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Business Entity Type 2  \\\n",
       "0                                         0   \n",
       "1                                         0   \n",
       "2                                         0   \n",
       "3                                         0   \n",
       "4                                         0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Business Entity Type 3  ORGANIZATION_TYPE_Cleaning  \\\n",
       "0                                         1                           0   \n",
       "1                                         0                           0   \n",
       "2                                         0                           0   \n",
       "3                                         1                           0   \n",
       "4                                         0                           0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Construction  ORGANIZATION_TYPE_Culture  \\\n",
       "0                               0                          0   \n",
       "1                               0                          0   \n",
       "2                               0                          0   \n",
       "3                               0                          0   \n",
       "4                               0                          0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Electricity  ORGANIZATION_TYPE_Emergency  \\\n",
       "0                              0                            0   \n",
       "1                              0                            0   \n",
       "2                              0                            0   \n",
       "3                              0                            0   \n",
       "4                              0                            0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Government  ORGANIZATION_TYPE_Hotel  \\\n",
       "0                             0                        0   \n",
       "1                             0                        0   \n",
       "2                             1                        0   \n",
       "3                             0                        0   \n",
       "4                             0                        0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Housing  ORGANIZATION_TYPE_Industry: type 1  \\\n",
       "0                          0                                   0   \n",
       "1                          0                                   0   \n",
       "2                          0                                   0   \n",
       "3                          0                                   0   \n",
       "4                          0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 10  ORGANIZATION_TYPE_Industry: type 11  \\\n",
       "0                                    0                                    0   \n",
       "1                                    0                                    0   \n",
       "2                                    0                                    0   \n",
       "3                                    0                                    0   \n",
       "4                                    0                                    0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 12  ORGANIZATION_TYPE_Industry: type 13  \\\n",
       "0                                    0                                    0   \n",
       "1                                    0                                    0   \n",
       "2                                    0                                    0   \n",
       "3                                    0                                    0   \n",
       "4                                    0                                    0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 2  ORGANIZATION_TYPE_Industry: type 3  \\\n",
       "0                                   0                                   0   \n",
       "1                                   0                                   0   \n",
       "2                                   0                                   0   \n",
       "3                                   0                                   0   \n",
       "4                                   0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 4  ORGANIZATION_TYPE_Industry: type 5  \\\n",
       "0                                   0                                   0   \n",
       "1                                   0                                   0   \n",
       "2                                   0                                   0   \n",
       "3                                   0                                   0   \n",
       "4                                   0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 6  ORGANIZATION_TYPE_Industry: type 7  \\\n",
       "0                                   0                                   0   \n",
       "1                                   0                                   0   \n",
       "2                                   0                                   0   \n",
       "3                                   0                                   0   \n",
       "4                                   0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 8  ORGANIZATION_TYPE_Industry: type 9  \\\n",
       "0                                   0                                   0   \n",
       "1                                   0                                   0   \n",
       "2                                   0                                   0   \n",
       "3                                   0                                   0   \n",
       "4                                   0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Insurance  ORGANIZATION_TYPE_Kindergarten  \\\n",
       "0                            0                               0   \n",
       "1                            0                               0   \n",
       "2                            0                               0   \n",
       "3                            0                               0   \n",
       "4                            0                               0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Legal Services  ORGANIZATION_TYPE_Medicine  \\\n",
       "0                                 0                           0   \n",
       "1                                 0                           0   \n",
       "2                                 0                           0   \n",
       "3                                 0                           0   \n",
       "4                                 0                           0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Military  ORGANIZATION_TYPE_Mobile  \\\n",
       "0                           0                         0   \n",
       "1                           0                         0   \n",
       "2                           0                         0   \n",
       "3                           0                         0   \n",
       "4                           0                         0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Other  ORGANIZATION_TYPE_Police  \\\n",
       "0                        0                         0   \n",
       "1                        0                         0   \n",
       "2                        0                         0   \n",
       "3                        0                         0   \n",
       "4                        0                         0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Postal  ORGANIZATION_TYPE_Realtor  \\\n",
       "0                         0                          0   \n",
       "1                         0                          0   \n",
       "2                         0                          0   \n",
       "3                         0                          0   \n",
       "4                         0                          0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Religion  ORGANIZATION_TYPE_Restaurant  \\\n",
       "0                           0                             0   \n",
       "1                           0                             0   \n",
       "2                           0                             0   \n",
       "3                           0                             0   \n",
       "4                           1                             0   \n",
       "\n",
       "   ORGANIZATION_TYPE_School  ORGANIZATION_TYPE_Security  \\\n",
       "0                         0                           0   \n",
       "1                         1                           0   \n",
       "2                         0                           0   \n",
       "3                         0                           0   \n",
       "4                         0                           0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Security Ministries  ORGANIZATION_TYPE_Self-employed  \\\n",
       "0                                      0                                0   \n",
       "1                                      0                                0   \n",
       "2                                      0                                0   \n",
       "3                                      0                                0   \n",
       "4                                      0                                0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Services  ORGANIZATION_TYPE_Telecom  \\\n",
       "0                           0                          0   \n",
       "1                           0                          0   \n",
       "2                           0                          0   \n",
       "3                           0                          0   \n",
       "4                           0                          0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Trade: type 1  ORGANIZATION_TYPE_Trade: type 2  \\\n",
       "0                                0                                0   \n",
       "1                                0                                0   \n",
       "2                                0                                0   \n",
       "3                                0                                0   \n",
       "4                                0                                0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Trade: type 3  ORGANIZATION_TYPE_Trade: type 4  \\\n",
       "0                                0                                0   \n",
       "1                                0                                0   \n",
       "2                                0                                0   \n",
       "3                                0                                0   \n",
       "4                                0                                0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Trade: type 5  ORGANIZATION_TYPE_Trade: type 6  \\\n",
       "0                                0                                0   \n",
       "1                                0                                0   \n",
       "2                                0                                0   \n",
       "3                                0                                0   \n",
       "4                                0                                0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Trade: type 7  ORGANIZATION_TYPE_Transport: type 1  \\\n",
       "0                                0                                    0   \n",
       "1                                0                                    0   \n",
       "2                                0                                    0   \n",
       "3                                0                                    0   \n",
       "4                                0                                    0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Transport: type 2  ORGANIZATION_TYPE_Transport: type 3  \\\n",
       "0                                    0                                    0   \n",
       "1                                    0                                    0   \n",
       "2                                    0                                    0   \n",
       "3                                    0                                    0   \n",
       "4                                    0                                    0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Transport: type 4  ORGANIZATION_TYPE_University  \\\n",
       "0                                    0                             0   \n",
       "1                                    0                             0   \n",
       "2                                    0                             0   \n",
       "3                                    0                             0   \n",
       "4                                    0                             0   \n",
       "\n",
       "   ORGANIZATION_TYPE_XNA  FONDKAPREMONT_MODE_not specified  \\\n",
       "0                      0                                 0   \n",
       "1                      0                                 0   \n",
       "2                      0                                 0   \n",
       "3                      0                                 0   \n",
       "4                      0                                 0   \n",
       "\n",
       "   FONDKAPREMONT_MODE_org spec account  FONDKAPREMONT_MODE_reg oper account  \\\n",
       "0                                    0                                    1   \n",
       "1                                    0                                    1   \n",
       "2                                    0                                    0   \n",
       "3                                    0                                    0   \n",
       "4                                    0                                    0   \n",
       "\n",
       "   FONDKAPREMONT_MODE_reg oper spec account  HOUSETYPE_MODE_block of flats  \\\n",
       "0                                         0                              1   \n",
       "1                                         0                              1   \n",
       "2                                         0                              0   \n",
       "3                                         0                              0   \n",
       "4                                         0                              0   \n",
       "\n",
       "   HOUSETYPE_MODE_specific housing  HOUSETYPE_MODE_terraced house  \\\n",
       "0                                0                              0   \n",
       "1                                0                              0   \n",
       "2                                0                              0   \n",
       "3                                0                              0   \n",
       "4                                0                              0   \n",
       "\n",
       "   WALLSMATERIAL_MODE_Block  WALLSMATERIAL_MODE_Mixed  \\\n",
       "0                         0                         0   \n",
       "1                         1                         0   \n",
       "2                         0                         0   \n",
       "3                         0                         0   \n",
       "4                         0                         0   \n",
       "\n",
       "   WALLSMATERIAL_MODE_Monolithic  WALLSMATERIAL_MODE_Others  \\\n",
       "0                              0                          0   \n",
       "1                              0                          0   \n",
       "2                              0                          0   \n",
       "3                              0                          0   \n",
       "4                              0                          0   \n",
       "\n",
       "   WALLSMATERIAL_MODE_Panel  WALLSMATERIAL_MODE_Stone, brick  \\\n",
       "0                         0                                1   \n",
       "1                         0                                0   \n",
       "2                         0                                0   \n",
       "3                         0                                0   \n",
       "4                         0                                0   \n",
       "\n",
       "   WALLSMATERIAL_MODE_Wooden  EMERGENCYSTATE_MODE_No  EMERGENCYSTATE_MODE_Yes  \n",
       "0                          0                       1                        0  \n",
       "1                          0                       1                        0  \n",
       "2                          0                       0                        0  \n",
       "3                          0                       0                        0  \n",
       "4                          0                       0                        0  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "useful=[x for x in range(0,46) if x not in pureobject]\n",
    "app_traindf_pureobj=apptraindfobjectandcont.drop(apptraindfobjectandcont.columns[useful],axis=1)\n",
    "app_traindf_pureobj=pd.get_dummies(app_traindf_pureobj)\n",
    "app_traindf_pureobj.head()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "app_traindf_pureobj.isna().sum().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "746797\n"
     ]
    }
   ],
   "source": [
    "app_traindf_meanimpute=apptraindfobjectandcont.drop(apptraindfobjectandcont.columns[pureobject],axis=1)\n",
    "app_traindf_meanimpute.describe()\n",
    "print(app_traindf_meanimpute.isna().sum().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "253198\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\deprecation.py:58: DeprecationWarning: Class Imputer is deprecated; Imputer was deprecated in version 0.20 and will be removed in 0.22. Import impute.SimpleImputer from sklearn instead.\n",
      "  warnings.warn(msg, category=DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "temptemp=app_traindf_meanimpute.iloc[:,[-11,-10,-9,-8,-6,-5,-4,-3,-2,-1]]\n",
    "print(temptemp.isna().sum().sum())\n",
    "mean_imputer = Imputer(missing_values='NaN', strategy='most_frequent', axis=0)\n",
    "mean_imputer = mean_imputer.fit(temptemp)\n",
    "imputed_df = mean_imputer.transform(temptemp.values)\n",
    "cols=temptemp.columns\n",
    "app_train_temptemp=pd.DataFrame(imputed_df,columns=cols)\n",
    "# print(app_train_temptemp.head())\n",
    "print(app_train_temptemp.isna().sum().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "746797"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "app_traindf_meanimpute.isna().sum().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(307511, 30)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "app_traindf_meanimpute.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[19, 20, 21, 22, 24, 25, 26, 27, 28, 29]\n",
      "493599\n"
     ]
    }
   ],
   "source": [
    "col1=[-11,-10,-9,-8,-6,-5,-4,-3,-2,-1]\n",
    "col2=[-11+30,-10+30,-9+30,-8+30,-6+30,-5+30,-4+30,-3+30,-2+30,-1+30]\n",
    "print(col2)\n",
    "app_traindf_meanimpute2 = app_traindf_meanimpute.drop(app_traindf_meanimpute.columns[col2],axis=1)\n",
    "print(app_traindf_meanimpute2.isna().sum().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "493599\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\deprecation.py:58: DeprecationWarning: Class Imputer is deprecated; Imputer was deprecated in version 0.20 and will be removed in 0.22. Import impute.SimpleImputer from sklearn instead.\n",
      "  warnings.warn(msg, category=DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "print(app_traindf_meanimpute2.isna().sum().sum())\n",
    "mean_imputer = Imputer(missing_values='NaN', strategy='mean', axis=0)\n",
    "mean_imputer = mean_imputer.fit(app_traindf_meanimpute2)\n",
    "imputed_df = mean_imputer.transform(app_traindf_meanimpute2.values)\n",
    "cols=app_traindf_meanimpute2.columns\n",
    "app_train_14=pd.DataFrame(imputed_df,columns=cols)\n",
    "app_train_14.head()\n",
    "# print(app_train_14)\n",
    "print(app_train_14.isna().sum().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "app_train_14.isna().sum().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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>TARGET</th>\n",
       "      <th>FLAG_MOBIL</th>\n",
       "      <th>FLAG_EMP_PHONE</th>\n",
       "      <th>FLAG_WORK_PHONE</th>\n",
       "      <th>FLAG_CONT_MOBILE</th>\n",
       "      <th>FLAG_PHONE</th>\n",
       "      <th>FLAG_EMAIL</th>\n",
       "      <th>REG_REGION_NOT_LIVE_REGION</th>\n",
       "      <th>REG_REGION_NOT_WORK_REGION</th>\n",
       "      <th>LIVE_REGION_NOT_WORK_REGION</th>\n",
       "      <th>REG_CITY_NOT_LIVE_CITY</th>\n",
       "      <th>REG_CITY_NOT_WORK_CITY</th>\n",
       "      <th>LIVE_CITY_NOT_WORK_CITY</th>\n",
       "      <th>APARTMENTS_AVG</th>\n",
       "      <th>BASEMENTAREA_AVG</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_AVG</th>\n",
       "      <th>YEARS_BUILD_AVG</th>\n",
       "      <th>COMMONAREA_AVG</th>\n",
       "      <th>ELEVATORS_AVG</th>\n",
       "      <th>ENTRANCES_AVG</th>\n",
       "      <th>FLOORSMAX_AVG</th>\n",
       "      <th>FLOORSMIN_AVG</th>\n",
       "      <th>LANDAREA_AVG</th>\n",
       "      <th>LIVINGAPARTMENTS_AVG</th>\n",
       "      <th>LIVINGAREA_AVG</th>\n",
       "      <th>NONLIVINGAPARTMENTS_AVG</th>\n",
       "      <th>NONLIVINGAREA_AVG</th>\n",
       "      <th>APARTMENTS_MODE</th>\n",
       "      <th>BASEMENTAREA_MODE</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MODE</th>\n",
       "      <th>YEARS_BUILD_MODE</th>\n",
       "      <th>COMMONAREA_MODE</th>\n",
       "      <th>ELEVATORS_MODE</th>\n",
       "      <th>ENTRANCES_MODE</th>\n",
       "      <th>FLOORSMAX_MODE</th>\n",
       "      <th>FLOORSMIN_MODE</th>\n",
       "      <th>LANDAREA_MODE</th>\n",
       "      <th>LIVINGAPARTMENTS_MODE</th>\n",
       "      <th>LIVINGAREA_MODE</th>\n",
       "      <th>NONLIVINGAPARTMENTS_MODE</th>\n",
       "      <th>NONLIVINGAREA_MODE</th>\n",
       "      <th>APARTMENTS_MEDI</th>\n",
       "      <th>BASEMENTAREA_MEDI</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MEDI</th>\n",
       "      <th>YEARS_BUILD_MEDI</th>\n",
       "      <th>COMMONAREA_MEDI</th>\n",
       "      <th>ELEVATORS_MEDI</th>\n",
       "      <th>ENTRANCES_MEDI</th>\n",
       "      <th>FLOORSMAX_MEDI</th>\n",
       "      <th>FLOORSMIN_MEDI</th>\n",
       "      <th>LANDAREA_MEDI</th>\n",
       "      <th>LIVINGAPARTMENTS_MEDI</th>\n",
       "      <th>LIVINGAREA_MEDI</th>\n",
       "      <th>NONLIVINGAPARTMENTS_MEDI</th>\n",
       "      <th>NONLIVINGAREA_MEDI</th>\n",
       "      <th>TOTALAREA_MODE</th>\n",
       "      <th>FLAG_DOCUMENT_2</th>\n",
       "      <th>FLAG_DOCUMENT_3</th>\n",
       "      <th>FLAG_DOCUMENT_4</th>\n",
       "      <th>FLAG_DOCUMENT_5</th>\n",
       "      <th>FLAG_DOCUMENT_6</th>\n",
       "      <th>FLAG_DOCUMENT_7</th>\n",
       "      <th>FLAG_DOCUMENT_8</th>\n",
       "      <th>FLAG_DOCUMENT_9</th>\n",
       "      <th>FLAG_DOCUMENT_10</th>\n",
       "      <th>FLAG_DOCUMENT_11</th>\n",
       "      <th>FLAG_DOCUMENT_12</th>\n",
       "      <th>FLAG_DOCUMENT_13</th>\n",
       "      <th>FLAG_DOCUMENT_14</th>\n",
       "      <th>FLAG_DOCUMENT_15</th>\n",
       "      <th>FLAG_DOCUMENT_16</th>\n",
       "      <th>FLAG_DOCUMENT_17</th>\n",
       "      <th>FLAG_DOCUMENT_18</th>\n",
       "      <th>FLAG_DOCUMENT_19</th>\n",
       "      <th>FLAG_DOCUMENT_20</th>\n",
       "      <th>FLAG_DOCUMENT_21</th>\n",
       "      <th>NAME_CONTRACT_TYPE_Cash loans</th>\n",
       "      <th>NAME_CONTRACT_TYPE_Revolving loans</th>\n",
       "      <th>CODE_GENDER_F</th>\n",
       "      <th>CODE_GENDER_M</th>\n",
       "      <th>CODE_GENDER_XNA</th>\n",
       "      <th>FLAG_OWN_CAR_N</th>\n",
       "      <th>FLAG_OWN_CAR_Y</th>\n",
       "      <th>FLAG_OWN_REALTY_N</th>\n",
       "      <th>FLAG_OWN_REALTY_Y</th>\n",
       "      <th>NAME_TYPE_SUITE_Children</th>\n",
       "      <th>NAME_TYPE_SUITE_Family</th>\n",
       "      <th>NAME_TYPE_SUITE_Group of people</th>\n",
       "      <th>NAME_TYPE_SUITE_Other_A</th>\n",
       "      <th>NAME_TYPE_SUITE_Other_B</th>\n",
       "      <th>NAME_TYPE_SUITE_Spouse, partner</th>\n",
       "      <th>NAME_TYPE_SUITE_Unaccompanied</th>\n",
       "      <th>NAME_INCOME_TYPE_Businessman</th>\n",
       "      <th>NAME_INCOME_TYPE_Commercial associate</th>\n",
       "      <th>NAME_INCOME_TYPE_Maternity leave</th>\n",
       "      <th>NAME_INCOME_TYPE_Pensioner</th>\n",
       "      <th>NAME_INCOME_TYPE_State servant</th>\n",
       "      <th>NAME_INCOME_TYPE_Student</th>\n",
       "      <th>NAME_INCOME_TYPE_Unemployed</th>\n",
       "      <th>NAME_INCOME_TYPE_Working</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Academic degree</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Higher education</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Incomplete higher</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Lower secondary</th>\n",
       "      <th>NAME_EDUCATION_TYPE_Secondary / secondary special</th>\n",
       "      <th>NAME_FAMILY_STATUS_Civil marriage</th>\n",
       "      <th>NAME_FAMILY_STATUS_Married</th>\n",
       "      <th>NAME_FAMILY_STATUS_Separated</th>\n",
       "      <th>NAME_FAMILY_STATUS_Single / not married</th>\n",
       "      <th>NAME_FAMILY_STATUS_Unknown</th>\n",
       "      <th>NAME_FAMILY_STATUS_Widow</th>\n",
       "      <th>NAME_HOUSING_TYPE_Co-op apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_House / apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_Municipal apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_Office apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_Rented apartment</th>\n",
       "      <th>NAME_HOUSING_TYPE_With parents</th>\n",
       "      <th>OCCUPATION_TYPE_Accountants</th>\n",
       "      <th>OCCUPATION_TYPE_Cleaning staff</th>\n",
       "      <th>OCCUPATION_TYPE_Cooking staff</th>\n",
       "      <th>OCCUPATION_TYPE_Core staff</th>\n",
       "      <th>OCCUPATION_TYPE_Drivers</th>\n",
       "      <th>OCCUPATION_TYPE_HR staff</th>\n",
       "      <th>OCCUPATION_TYPE_High skill tech staff</th>\n",
       "      <th>OCCUPATION_TYPE_IT staff</th>\n",
       "      <th>OCCUPATION_TYPE_Laborers</th>\n",
       "      <th>OCCUPATION_TYPE_Low-skill Laborers</th>\n",
       "      <th>OCCUPATION_TYPE_Managers</th>\n",
       "      <th>OCCUPATION_TYPE_Medicine staff</th>\n",
       "      <th>OCCUPATION_TYPE_Private service staff</th>\n",
       "      <th>OCCUPATION_TYPE_Realty agents</th>\n",
       "      <th>OCCUPATION_TYPE_Sales staff</th>\n",
       "      <th>OCCUPATION_TYPE_Secretaries</th>\n",
       "      <th>OCCUPATION_TYPE_Security staff</th>\n",
       "      <th>OCCUPATION_TYPE_Waiters/barmen staff</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_FRIDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_MONDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_SATURDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_SUNDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_THURSDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_TUESDAY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START_WEDNESDAY</th>\n",
       "      <th>ORGANIZATION_TYPE_Advertising</th>\n",
       "      <th>ORGANIZATION_TYPE_Agriculture</th>\n",
       "      <th>ORGANIZATION_TYPE_Bank</th>\n",
       "      <th>ORGANIZATION_TYPE_Business Entity Type 1</th>\n",
       "      <th>ORGANIZATION_TYPE_Business Entity Type 2</th>\n",
       "      <th>ORGANIZATION_TYPE_Business Entity Type 3</th>\n",
       "      <th>ORGANIZATION_TYPE_Cleaning</th>\n",
       "      <th>ORGANIZATION_TYPE_Construction</th>\n",
       "      <th>ORGANIZATION_TYPE_Culture</th>\n",
       "      <th>ORGANIZATION_TYPE_Electricity</th>\n",
       "      <th>ORGANIZATION_TYPE_Emergency</th>\n",
       "      <th>ORGANIZATION_TYPE_Government</th>\n",
       "      <th>ORGANIZATION_TYPE_Hotel</th>\n",
       "      <th>ORGANIZATION_TYPE_Housing</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 1</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 10</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 11</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 12</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 13</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 2</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 3</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 4</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 5</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 6</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 7</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 8</th>\n",
       "      <th>ORGANIZATION_TYPE_Industry: type 9</th>\n",
       "      <th>ORGANIZATION_TYPE_Insurance</th>\n",
       "      <th>ORGANIZATION_TYPE_Kindergarten</th>\n",
       "      <th>ORGANIZATION_TYPE_Legal Services</th>\n",
       "      <th>ORGANIZATION_TYPE_Medicine</th>\n",
       "      <th>ORGANIZATION_TYPE_Military</th>\n",
       "      <th>ORGANIZATION_TYPE_Mobile</th>\n",
       "      <th>ORGANIZATION_TYPE_Other</th>\n",
       "      <th>ORGANIZATION_TYPE_Police</th>\n",
       "      <th>ORGANIZATION_TYPE_Postal</th>\n",
       "      <th>ORGANIZATION_TYPE_Realtor</th>\n",
       "      <th>ORGANIZATION_TYPE_Religion</th>\n",
       "      <th>ORGANIZATION_TYPE_Restaurant</th>\n",
       "      <th>ORGANIZATION_TYPE_School</th>\n",
       "      <th>ORGANIZATION_TYPE_Security</th>\n",
       "      <th>ORGANIZATION_TYPE_Security Ministries</th>\n",
       "      <th>ORGANIZATION_TYPE_Self-employed</th>\n",
       "      <th>ORGANIZATION_TYPE_Services</th>\n",
       "      <th>ORGANIZATION_TYPE_Telecom</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 1</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 2</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 3</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 4</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 5</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 6</th>\n",
       "      <th>ORGANIZATION_TYPE_Trade: type 7</th>\n",
       "      <th>ORGANIZATION_TYPE_Transport: type 1</th>\n",
       "      <th>ORGANIZATION_TYPE_Transport: type 2</th>\n",
       "      <th>ORGANIZATION_TYPE_Transport: type 3</th>\n",
       "      <th>ORGANIZATION_TYPE_Transport: type 4</th>\n",
       "      <th>ORGANIZATION_TYPE_University</th>\n",
       "      <th>ORGANIZATION_TYPE_XNA</th>\n",
       "      <th>FONDKAPREMONT_MODE_not specified</th>\n",
       "      <th>FONDKAPREMONT_MODE_org spec account</th>\n",
       "      <th>FONDKAPREMONT_MODE_reg oper account</th>\n",
       "      <th>FONDKAPREMONT_MODE_reg oper spec account</th>\n",
       "      <th>HOUSETYPE_MODE_block of flats</th>\n",
       "      <th>HOUSETYPE_MODE_specific housing</th>\n",
       "      <th>HOUSETYPE_MODE_terraced house</th>\n",
       "      <th>WALLSMATERIAL_MODE_Block</th>\n",
       "      <th>WALLSMATERIAL_MODE_Mixed</th>\n",
       "      <th>WALLSMATERIAL_MODE_Monolithic</th>\n",
       "      <th>WALLSMATERIAL_MODE_Others</th>\n",
       "      <th>WALLSMATERIAL_MODE_Panel</th>\n",
       "      <th>WALLSMATERIAL_MODE_Stone, brick</th>\n",
       "      <th>WALLSMATERIAL_MODE_Wooden</th>\n",
       "      <th>EMERGENCYSTATE_MODE_No</th>\n",
       "      <th>EMERGENCYSTATE_MODE_Yes</th>\n",
       "      <th>OBS_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DEF_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>OBS_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DEF_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>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>SK_ID_CURR</th>\n",
       "      <th>CNT_CHILDREN</th>\n",
       "      <th>AMT_INCOME_TOTAL</th>\n",
       "      <th>AMT_CREDIT</th>\n",
       "      <th>AMT_ANNUITY</th>\n",
       "      <th>AMT_GOODS_PRICE</th>\n",
       "      <th>REGION_POPULATION_RELATIVE</th>\n",
       "      <th>DAYS_BIRTH</th>\n",
       "      <th>DAYS_EMPLOYED</th>\n",
       "      <th>DAYS_REGISTRATION</th>\n",
       "      <th>DAYS_ID_PUBLISH</th>\n",
       "      <th>OWN_CAR_AGE</th>\n",
       "      <th>CNT_FAM_MEMBERS</th>\n",
       "      <th>REGION_RATING_CLIENT</th>\n",
       "      <th>REGION_RATING_CLIENT_W_CITY</th>\n",
       "      <th>HOUR_APPR_PROCESS_START</th>\n",
       "      <th>EXT_SOURCE_1</th>\n",
       "      <th>EXT_SOURCE_2</th>\n",
       "      <th>EXT_SOURCE_3</th>\n",
       "      <th>DAYS_LAST_PHONE_CHANGE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</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>0.0247</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6192</td>\n",
       "      <td>0.0143</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.0202</td>\n",
       "      <td>0.0190</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0252</td>\n",
       "      <td>0.0383</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6341</td>\n",
       "      <td>0.0144</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0377</td>\n",
       "      <td>0.0220</td>\n",
       "      <td>0.0198</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6243</td>\n",
       "      <td>0.0144</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>0.0205</td>\n",
       "      <td>0.0193</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0149</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</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>0.0</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>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</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>100002.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>202500.0</td>\n",
       "      <td>406597.5</td>\n",
       "      <td>24700.5</td>\n",
       "      <td>351000.0</td>\n",
       "      <td>0.018801</td>\n",
       "      <td>-9461.0</td>\n",
       "      <td>-637.0</td>\n",
       "      <td>-3648.0</td>\n",
       "      <td>-2120.0</td>\n",
       "      <td>12.061091</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.083037</td>\n",
       "      <td>0.262949</td>\n",
       "      <td>0.139376</td>\n",
       "      <td>-1134.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</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>0.0959</td>\n",
       "      <td>0.0529</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.7960</td>\n",
       "      <td>0.0605</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0130</td>\n",
       "      <td>0.0773</td>\n",
       "      <td>0.0549</td>\n",
       "      <td>0.0039</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>0.0924</td>\n",
       "      <td>0.0538</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.8040</td>\n",
       "      <td>0.0497</td>\n",
       "      <td>0.0806</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0128</td>\n",
       "      <td>0.0790</td>\n",
       "      <td>0.0554</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>0.0529</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.7987</td>\n",
       "      <td>0.0608</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0132</td>\n",
       "      <td>0.0787</td>\n",
       "      <td>0.0558</td>\n",
       "      <td>0.0039</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0714</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</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>0.0</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>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</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>100003.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>270000.0</td>\n",
       "      <td>1293502.5</td>\n",
       "      <td>35698.5</td>\n",
       "      <td>1129500.0</td>\n",
       "      <td>0.003541</td>\n",
       "      <td>-16765.0</td>\n",
       "      <td>-1188.0</td>\n",
       "      <td>-1186.0</td>\n",
       "      <td>-291.0</td>\n",
       "      <td>12.061091</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.311267</td>\n",
       "      <td>0.622246</td>\n",
       "      <td>0.510853</td>\n",
       "      <td>-828.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</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>0.0825</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.9871</td>\n",
       "      <td>0.8232</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1379</td>\n",
       "      <td>0.1667</td>\n",
       "      <td>0.2083</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0504</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0840</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.9871</td>\n",
       "      <td>0.8301</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.1379</td>\n",
       "      <td>0.1667</td>\n",
       "      <td>0.2083</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0551</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.9871</td>\n",
       "      <td>0.8256</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1379</td>\n",
       "      <td>0.1667</td>\n",
       "      <td>0.2083</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0513</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</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>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100004.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>67500.0</td>\n",
       "      <td>135000.0</td>\n",
       "      <td>6750.0</td>\n",
       "      <td>135000.0</td>\n",
       "      <td>0.010032</td>\n",
       "      <td>-19046.0</td>\n",
       "      <td>-225.0</td>\n",
       "      <td>-4260.0</td>\n",
       "      <td>-2531.0</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.502130</td>\n",
       "      <td>0.555912</td>\n",
       "      <td>0.729567</td>\n",
       "      <td>-815.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</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>0.0825</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.9871</td>\n",
       "      <td>0.8232</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1379</td>\n",
       "      <td>0.1667</td>\n",
       "      <td>0.2083</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0504</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0840</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.9871</td>\n",
       "      <td>0.8301</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.1379</td>\n",
       "      <td>0.1667</td>\n",
       "      <td>0.2083</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0551</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.9871</td>\n",
       "      <td>0.8256</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1379</td>\n",
       "      <td>0.1667</td>\n",
       "      <td>0.2083</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0513</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</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>0.0</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>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</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>100006.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>135000.0</td>\n",
       "      <td>312682.5</td>\n",
       "      <td>29686.5</td>\n",
       "      <td>297000.0</td>\n",
       "      <td>0.008019</td>\n",
       "      <td>-19005.0</td>\n",
       "      <td>-3039.0</td>\n",
       "      <td>-9833.0</td>\n",
       "      <td>-2437.0</td>\n",
       "      <td>12.061091</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.502130</td>\n",
       "      <td>0.650442</td>\n",
       "      <td>0.510853</td>\n",
       "      <td>-617.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</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>1.0</td>\n",
       "      <td>0.0825</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.9871</td>\n",
       "      <td>0.8232</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1379</td>\n",
       "      <td>0.1667</td>\n",
       "      <td>0.2083</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0504</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0840</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.9871</td>\n",
       "      <td>0.8301</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.1379</td>\n",
       "      <td>0.1667</td>\n",
       "      <td>0.2083</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0551</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.9871</td>\n",
       "      <td>0.8256</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1379</td>\n",
       "      <td>0.1667</td>\n",
       "      <td>0.2083</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0513</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</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>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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>100007.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>121500.0</td>\n",
       "      <td>513000.0</td>\n",
       "      <td>21865.5</td>\n",
       "      <td>513000.0</td>\n",
       "      <td>0.028663</td>\n",
       "      <td>-19932.0</td>\n",
       "      <td>-3038.0</td>\n",
       "      <td>-4311.0</td>\n",
       "      <td>-3458.0</td>\n",
       "      <td>12.061091</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.502130</td>\n",
       "      <td>0.322738</td>\n",
       "      <td>0.510853</td>\n",
       "      <td>-1106.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   TARGET  FLAG_MOBIL  FLAG_EMP_PHONE  FLAG_WORK_PHONE  FLAG_CONT_MOBILE  \\\n",
       "0     1.0         1.0             1.0              0.0               1.0   \n",
       "1     0.0         1.0             1.0              0.0               1.0   \n",
       "2     0.0         1.0             1.0              1.0               1.0   \n",
       "3     0.0         1.0             1.0              0.0               1.0   \n",
       "4     0.0         1.0             1.0              0.0               1.0   \n",
       "\n",
       "   FLAG_PHONE  FLAG_EMAIL  REG_REGION_NOT_LIVE_REGION  \\\n",
       "0         1.0         0.0                         0.0   \n",
       "1         1.0         0.0                         0.0   \n",
       "2         1.0         0.0                         0.0   \n",
       "3         0.0         0.0                         0.0   \n",
       "4         0.0         0.0                         0.0   \n",
       "\n",
       "   REG_REGION_NOT_WORK_REGION  LIVE_REGION_NOT_WORK_REGION  \\\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                         0.0                          0.0   \n",
       "\n",
       "   REG_CITY_NOT_LIVE_CITY  REG_CITY_NOT_WORK_CITY  LIVE_CITY_NOT_WORK_CITY  \\\n",
       "0                     0.0                     0.0                      0.0   \n",
       "1                     0.0                     0.0                      0.0   \n",
       "2                     0.0                     0.0                      0.0   \n",
       "3                     0.0                     0.0                      0.0   \n",
       "4                     0.0                     1.0                      1.0   \n",
       "\n",
       "   APARTMENTS_AVG  BASEMENTAREA_AVG  YEARS_BEGINEXPLUATATION_AVG  \\\n",
       "0          0.0247            0.0369                       0.9722   \n",
       "1          0.0959            0.0529                       0.9851   \n",
       "2          0.0825            0.0000                       0.9871   \n",
       "3          0.0825            0.0000                       0.9871   \n",
       "4          0.0825            0.0000                       0.9871   \n",
       "\n",
       "   YEARS_BUILD_AVG  COMMONAREA_AVG  ELEVATORS_AVG  ENTRANCES_AVG  \\\n",
       "0           0.6192          0.0143           0.00         0.0690   \n",
       "1           0.7960          0.0605           0.08         0.0345   \n",
       "2           0.8232          0.0000           0.00         0.1379   \n",
       "3           0.8232          0.0000           0.00         0.1379   \n",
       "4           0.8232          0.0000           0.00         0.1379   \n",
       "\n",
       "   FLOORSMAX_AVG  FLOORSMIN_AVG  LANDAREA_AVG  LIVINGAPARTMENTS_AVG  \\\n",
       "0         0.0833         0.1250        0.0369                0.0202   \n",
       "1         0.2917         0.3333        0.0130                0.0773   \n",
       "2         0.1667         0.2083        0.0000                0.0504   \n",
       "3         0.1667         0.2083        0.0000                0.0504   \n",
       "4         0.1667         0.2083        0.0000                0.0504   \n",
       "\n",
       "   LIVINGAREA_AVG  NONLIVINGAPARTMENTS_AVG  NONLIVINGAREA_AVG  \\\n",
       "0          0.0190                   0.0000             0.0000   \n",
       "1          0.0549                   0.0039             0.0098   \n",
       "2          0.0000                   0.0000             0.0000   \n",
       "3          0.0000                   0.0000             0.0000   \n",
       "4          0.0000                   0.0000             0.0000   \n",
       "\n",
       "   APARTMENTS_MODE  BASEMENTAREA_MODE  YEARS_BEGINEXPLUATATION_MODE  \\\n",
       "0           0.0252             0.0383                        0.9722   \n",
       "1           0.0924             0.0538                        0.9851   \n",
       "2           0.0840             0.0000                        0.9871   \n",
       "3           0.0840             0.0000                        0.9871   \n",
       "4           0.0840             0.0000                        0.9871   \n",
       "\n",
       "   YEARS_BUILD_MODE  COMMONAREA_MODE  ELEVATORS_MODE  ENTRANCES_MODE  \\\n",
       "0            0.6341           0.0144          0.0000          0.0690   \n",
       "1            0.8040           0.0497          0.0806          0.0345   \n",
       "2            0.8301           0.0000          0.0000          0.1379   \n",
       "3            0.8301           0.0000          0.0000          0.1379   \n",
       "4            0.8301           0.0000          0.0000          0.1379   \n",
       "\n",
       "   FLOORSMAX_MODE  FLOORSMIN_MODE  LANDAREA_MODE  LIVINGAPARTMENTS_MODE  \\\n",
       "0          0.0833          0.1250         0.0377                 0.0220   \n",
       "1          0.2917          0.3333         0.0128                 0.0790   \n",
       "2          0.1667          0.2083         0.0000                 0.0551   \n",
       "3          0.1667          0.2083         0.0000                 0.0551   \n",
       "4          0.1667          0.2083         0.0000                 0.0551   \n",
       "\n",
       "   LIVINGAREA_MODE  NONLIVINGAPARTMENTS_MODE  NONLIVINGAREA_MODE  \\\n",
       "0           0.0198                       0.0                 0.0   \n",
       "1           0.0554                       0.0                 0.0   \n",
       "2           0.0000                       0.0                 0.0   \n",
       "3           0.0000                       0.0                 0.0   \n",
       "4           0.0000                       0.0                 0.0   \n",
       "\n",
       "   APARTMENTS_MEDI  BASEMENTAREA_MEDI  YEARS_BEGINEXPLUATATION_MEDI  \\\n",
       "0           0.0250             0.0369                        0.9722   \n",
       "1           0.0968             0.0529                        0.9851   \n",
       "2           0.0833             0.0000                        0.9871   \n",
       "3           0.0833             0.0000                        0.9871   \n",
       "4           0.0833             0.0000                        0.9871   \n",
       "\n",
       "   YEARS_BUILD_MEDI  COMMONAREA_MEDI  ELEVATORS_MEDI  ENTRANCES_MEDI  \\\n",
       "0            0.6243           0.0144            0.00          0.0690   \n",
       "1            0.7987           0.0608            0.08          0.0345   \n",
       "2            0.8256           0.0000            0.00          0.1379   \n",
       "3            0.8256           0.0000            0.00          0.1379   \n",
       "4            0.8256           0.0000            0.00          0.1379   \n",
       "\n",
       "   FLOORSMAX_MEDI  FLOORSMIN_MEDI  LANDAREA_MEDI  LIVINGAPARTMENTS_MEDI  \\\n",
       "0          0.0833          0.1250         0.0375                 0.0205   \n",
       "1          0.2917          0.3333         0.0132                 0.0787   \n",
       "2          0.1667          0.2083         0.0000                 0.0513   \n",
       "3          0.1667          0.2083         0.0000                 0.0513   \n",
       "4          0.1667          0.2083         0.0000                 0.0513   \n",
       "\n",
       "   LIVINGAREA_MEDI  NONLIVINGAPARTMENTS_MEDI  NONLIVINGAREA_MEDI  \\\n",
       "0           0.0193                    0.0000                0.00   \n",
       "1           0.0558                    0.0039                0.01   \n",
       "2           0.0000                    0.0000                0.00   \n",
       "3           0.0000                    0.0000                0.00   \n",
       "4           0.0000                    0.0000                0.00   \n",
       "\n",
       "   TOTALAREA_MODE  FLAG_DOCUMENT_2  FLAG_DOCUMENT_3  FLAG_DOCUMENT_4  \\\n",
       "0          0.0149              0.0              1.0              0.0   \n",
       "1          0.0714              0.0              1.0              0.0   \n",
       "2          0.0000              0.0              0.0              0.0   \n",
       "3          0.0000              0.0              1.0              0.0   \n",
       "4          0.0000              0.0              0.0              0.0   \n",
       "\n",
       "   FLAG_DOCUMENT_5  FLAG_DOCUMENT_6  FLAG_DOCUMENT_7  FLAG_DOCUMENT_8  \\\n",
       "0              0.0              0.0              0.0              0.0   \n",
       "1              0.0              0.0              0.0              0.0   \n",
       "2              0.0              0.0              0.0              0.0   \n",
       "3              0.0              0.0              0.0              0.0   \n",
       "4              0.0              0.0              0.0              1.0   \n",
       "\n",
       "   FLAG_DOCUMENT_9  FLAG_DOCUMENT_10  FLAG_DOCUMENT_11  FLAG_DOCUMENT_12  \\\n",
       "0              0.0               0.0               0.0               0.0   \n",
       "1              0.0               0.0               0.0               0.0   \n",
       "2              0.0               0.0               0.0               0.0   \n",
       "3              0.0               0.0               0.0               0.0   \n",
       "4              0.0               0.0               0.0               0.0   \n",
       "\n",
       "   FLAG_DOCUMENT_13  FLAG_DOCUMENT_14  FLAG_DOCUMENT_15  FLAG_DOCUMENT_16  \\\n",
       "0               0.0               0.0               0.0               0.0   \n",
       "1               0.0               0.0               0.0               0.0   \n",
       "2               0.0               0.0               0.0               0.0   \n",
       "3               0.0               0.0               0.0               0.0   \n",
       "4               0.0               0.0               0.0               0.0   \n",
       "\n",
       "   FLAG_DOCUMENT_17  FLAG_DOCUMENT_18  FLAG_DOCUMENT_19  FLAG_DOCUMENT_20  \\\n",
       "0               0.0               0.0               0.0               0.0   \n",
       "1               0.0               0.0               0.0               0.0   \n",
       "2               0.0               0.0               0.0               0.0   \n",
       "3               0.0               0.0               0.0               0.0   \n",
       "4               0.0               0.0               0.0               0.0   \n",
       "\n",
       "   FLAG_DOCUMENT_21  NAME_CONTRACT_TYPE_Cash loans  \\\n",
       "0               0.0                              1   \n",
       "1               0.0                              1   \n",
       "2               0.0                              0   \n",
       "3               0.0                              1   \n",
       "4               0.0                              1   \n",
       "\n",
       "   NAME_CONTRACT_TYPE_Revolving loans  CODE_GENDER_F  CODE_GENDER_M  \\\n",
       "0                                   0              0              1   \n",
       "1                                   0              1              0   \n",
       "2                                   1              0              1   \n",
       "3                                   0              1              0   \n",
       "4                                   0              0              1   \n",
       "\n",
       "   CODE_GENDER_XNA  FLAG_OWN_CAR_N  FLAG_OWN_CAR_Y  FLAG_OWN_REALTY_N  \\\n",
       "0                0               1               0                  0   \n",
       "1                0               1               0                  1   \n",
       "2                0               0               1                  0   \n",
       "3                0               1               0                  0   \n",
       "4                0               1               0                  0   \n",
       "\n",
       "   FLAG_OWN_REALTY_Y  NAME_TYPE_SUITE_Children  NAME_TYPE_SUITE_Family  \\\n",
       "0                  1                         0                       0   \n",
       "1                  0                         0                       1   \n",
       "2                  1                         0                       0   \n",
       "3                  1                         0                       0   \n",
       "4                  1                         0                       0   \n",
       "\n",
       "   NAME_TYPE_SUITE_Group of people  NAME_TYPE_SUITE_Other_A  \\\n",
       "0                                0                        0   \n",
       "1                                0                        0   \n",
       "2                                0                        0   \n",
       "3                                0                        0   \n",
       "4                                0                        0   \n",
       "\n",
       "   NAME_TYPE_SUITE_Other_B  NAME_TYPE_SUITE_Spouse, partner  \\\n",
       "0                        0                                0   \n",
       "1                        0                                0   \n",
       "2                        0                                0   \n",
       "3                        0                                0   \n",
       "4                        0                                0   \n",
       "\n",
       "   NAME_TYPE_SUITE_Unaccompanied  NAME_INCOME_TYPE_Businessman  \\\n",
       "0                              1                             0   \n",
       "1                              0                             0   \n",
       "2                              1                             0   \n",
       "3                              1                             0   \n",
       "4                              1                             0   \n",
       "\n",
       "   NAME_INCOME_TYPE_Commercial associate  NAME_INCOME_TYPE_Maternity leave  \\\n",
       "0                                      0                                 0   \n",
       "1                                      0                                 0   \n",
       "2                                      0                                 0   \n",
       "3                                      0                                 0   \n",
       "4                                      0                                 0   \n",
       "\n",
       "   NAME_INCOME_TYPE_Pensioner  NAME_INCOME_TYPE_State servant  \\\n",
       "0                           0                               0   \n",
       "1                           0                               1   \n",
       "2                           0                               0   \n",
       "3                           0                               0   \n",
       "4                           0                               0   \n",
       "\n",
       "   NAME_INCOME_TYPE_Student  NAME_INCOME_TYPE_Unemployed  \\\n",
       "0                         0                            0   \n",
       "1                         0                            0   \n",
       "2                         0                            0   \n",
       "3                         0                            0   \n",
       "4                         0                            0   \n",
       "\n",
       "   NAME_INCOME_TYPE_Working  NAME_EDUCATION_TYPE_Academic degree  \\\n",
       "0                         1                                    0   \n",
       "1                         0                                    0   \n",
       "2                         1                                    0   \n",
       "3                         1                                    0   \n",
       "4                         1                                    0   \n",
       "\n",
       "   NAME_EDUCATION_TYPE_Higher education  \\\n",
       "0                                     0   \n",
       "1                                     1   \n",
       "2                                     0   \n",
       "3                                     0   \n",
       "4                                     0   \n",
       "\n",
       "   NAME_EDUCATION_TYPE_Incomplete higher  NAME_EDUCATION_TYPE_Lower secondary  \\\n",
       "0                                      0                                    0   \n",
       "1                                      0                                    0   \n",
       "2                                      0                                    0   \n",
       "3                                      0                                    0   \n",
       "4                                      0                                    0   \n",
       "\n",
       "   NAME_EDUCATION_TYPE_Secondary / secondary special  \\\n",
       "0                                                  1   \n",
       "1                                                  0   \n",
       "2                                                  1   \n",
       "3                                                  1   \n",
       "4                                                  1   \n",
       "\n",
       "   NAME_FAMILY_STATUS_Civil marriage  NAME_FAMILY_STATUS_Married  \\\n",
       "0                                  0                           0   \n",
       "1                                  0                           1   \n",
       "2                                  0                           0   \n",
       "3                                  1                           0   \n",
       "4                                  0                           0   \n",
       "\n",
       "   NAME_FAMILY_STATUS_Separated  NAME_FAMILY_STATUS_Single / not married  \\\n",
       "0                             0                                        1   \n",
       "1                             0                                        0   \n",
       "2                             0                                        1   \n",
       "3                             0                                        0   \n",
       "4                             0                                        1   \n",
       "\n",
       "   NAME_FAMILY_STATUS_Unknown  NAME_FAMILY_STATUS_Widow  \\\n",
       "0                           0                         0   \n",
       "1                           0                         0   \n",
       "2                           0                         0   \n",
       "3                           0                         0   \n",
       "4                           0                         0   \n",
       "\n",
       "   NAME_HOUSING_TYPE_Co-op apartment  NAME_HOUSING_TYPE_House / apartment  \\\n",
       "0                                  0                                    1   \n",
       "1                                  0                                    1   \n",
       "2                                  0                                    1   \n",
       "3                                  0                                    1   \n",
       "4                                  0                                    1   \n",
       "\n",
       "   NAME_HOUSING_TYPE_Municipal apartment  NAME_HOUSING_TYPE_Office apartment  \\\n",
       "0                                      0                                   0   \n",
       "1                                      0                                   0   \n",
       "2                                      0                                   0   \n",
       "3                                      0                                   0   \n",
       "4                                      0                                   0   \n",
       "\n",
       "   NAME_HOUSING_TYPE_Rented apartment  NAME_HOUSING_TYPE_With parents  \\\n",
       "0                                   0                               0   \n",
       "1                                   0                               0   \n",
       "2                                   0                               0   \n",
       "3                                   0                               0   \n",
       "4                                   0                               0   \n",
       "\n",
       "   OCCUPATION_TYPE_Accountants  OCCUPATION_TYPE_Cleaning staff  \\\n",
       "0                            0                               0   \n",
       "1                            0                               0   \n",
       "2                            0                               0   \n",
       "3                            0                               0   \n",
       "4                            0                               0   \n",
       "\n",
       "   OCCUPATION_TYPE_Cooking staff  OCCUPATION_TYPE_Core staff  \\\n",
       "0                              0                           0   \n",
       "1                              0                           1   \n",
       "2                              0                           0   \n",
       "3                              0                           0   \n",
       "4                              0                           1   \n",
       "\n",
       "   OCCUPATION_TYPE_Drivers  OCCUPATION_TYPE_HR staff  \\\n",
       "0                        0                         0   \n",
       "1                        0                         0   \n",
       "2                        0                         0   \n",
       "3                        0                         0   \n",
       "4                        0                         0   \n",
       "\n",
       "   OCCUPATION_TYPE_High skill tech staff  OCCUPATION_TYPE_IT staff  \\\n",
       "0                                      0                         0   \n",
       "1                                      0                         0   \n",
       "2                                      0                         0   \n",
       "3                                      0                         0   \n",
       "4                                      0                         0   \n",
       "\n",
       "   OCCUPATION_TYPE_Laborers  OCCUPATION_TYPE_Low-skill Laborers  \\\n",
       "0                         1                                   0   \n",
       "1                         0                                   0   \n",
       "2                         1                                   0   \n",
       "3                         1                                   0   \n",
       "4                         0                                   0   \n",
       "\n",
       "   OCCUPATION_TYPE_Managers  OCCUPATION_TYPE_Medicine staff  \\\n",
       "0                         0                               0   \n",
       "1                         0                               0   \n",
       "2                         0                               0   \n",
       "3                         0                               0   \n",
       "4                         0                               0   \n",
       "\n",
       "   OCCUPATION_TYPE_Private service staff  OCCUPATION_TYPE_Realty agents  \\\n",
       "0                                      0                              0   \n",
       "1                                      0                              0   \n",
       "2                                      0                              0   \n",
       "3                                      0                              0   \n",
       "4                                      0                              0   \n",
       "\n",
       "   OCCUPATION_TYPE_Sales staff  OCCUPATION_TYPE_Secretaries  \\\n",
       "0                            0                            0   \n",
       "1                            0                            0   \n",
       "2                            0                            0   \n",
       "3                            0                            0   \n",
       "4                            0                            0   \n",
       "\n",
       "   OCCUPATION_TYPE_Security staff  OCCUPATION_TYPE_Waiters/barmen staff  \\\n",
       "0                               0                                     0   \n",
       "1                               0                                     0   \n",
       "2                               0                                     0   \n",
       "3                               0                                     0   \n",
       "4                               0                                     0   \n",
       "\n",
       "   WEEKDAY_APPR_PROCESS_START_FRIDAY  WEEKDAY_APPR_PROCESS_START_MONDAY  \\\n",
       "0                                  0                                  0   \n",
       "1                                  0                                  1   \n",
       "2                                  0                                  1   \n",
       "3                                  0                                  0   \n",
       "4                                  0                                  0   \n",
       "\n",
       "   WEEKDAY_APPR_PROCESS_START_SATURDAY  WEEKDAY_APPR_PROCESS_START_SUNDAY  \\\n",
       "0                                    0                                  0   \n",
       "1                                    0                                  0   \n",
       "2                                    0                                  0   \n",
       "3                                    0                                  0   \n",
       "4                                    0                                  0   \n",
       "\n",
       "   WEEKDAY_APPR_PROCESS_START_THURSDAY  WEEKDAY_APPR_PROCESS_START_TUESDAY  \\\n",
       "0                                    0                                   0   \n",
       "1                                    0                                   0   \n",
       "2                                    0                                   0   \n",
       "3                                    0                                   0   \n",
       "4                                    1                                   0   \n",
       "\n",
       "   WEEKDAY_APPR_PROCESS_START_WEDNESDAY  ORGANIZATION_TYPE_Advertising  \\\n",
       "0                                     1                              0   \n",
       "1                                     0                              0   \n",
       "2                                     0                              0   \n",
       "3                                     1                              0   \n",
       "4                                     0                              0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Agriculture  ORGANIZATION_TYPE_Bank  \\\n",
       "0                              0                       0   \n",
       "1                              0                       0   \n",
       "2                              0                       0   \n",
       "3                              0                       0   \n",
       "4                              0                       0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Business Entity Type 1  \\\n",
       "0                                         0   \n",
       "1                                         0   \n",
       "2                                         0   \n",
       "3                                         0   \n",
       "4                                         0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Business Entity Type 2  \\\n",
       "0                                         0   \n",
       "1                                         0   \n",
       "2                                         0   \n",
       "3                                         0   \n",
       "4                                         0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Business Entity Type 3  ORGANIZATION_TYPE_Cleaning  \\\n",
       "0                                         1                           0   \n",
       "1                                         0                           0   \n",
       "2                                         0                           0   \n",
       "3                                         1                           0   \n",
       "4                                         0                           0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Construction  ORGANIZATION_TYPE_Culture  \\\n",
       "0                               0                          0   \n",
       "1                               0                          0   \n",
       "2                               0                          0   \n",
       "3                               0                          0   \n",
       "4                               0                          0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Electricity  ORGANIZATION_TYPE_Emergency  \\\n",
       "0                              0                            0   \n",
       "1                              0                            0   \n",
       "2                              0                            0   \n",
       "3                              0                            0   \n",
       "4                              0                            0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Government  ORGANIZATION_TYPE_Hotel  \\\n",
       "0                             0                        0   \n",
       "1                             0                        0   \n",
       "2                             1                        0   \n",
       "3                             0                        0   \n",
       "4                             0                        0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Housing  ORGANIZATION_TYPE_Industry: type 1  \\\n",
       "0                          0                                   0   \n",
       "1                          0                                   0   \n",
       "2                          0                                   0   \n",
       "3                          0                                   0   \n",
       "4                          0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 10  ORGANIZATION_TYPE_Industry: type 11  \\\n",
       "0                                    0                                    0   \n",
       "1                                    0                                    0   \n",
       "2                                    0                                    0   \n",
       "3                                    0                                    0   \n",
       "4                                    0                                    0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 12  ORGANIZATION_TYPE_Industry: type 13  \\\n",
       "0                                    0                                    0   \n",
       "1                                    0                                    0   \n",
       "2                                    0                                    0   \n",
       "3                                    0                                    0   \n",
       "4                                    0                                    0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 2  ORGANIZATION_TYPE_Industry: type 3  \\\n",
       "0                                   0                                   0   \n",
       "1                                   0                                   0   \n",
       "2                                   0                                   0   \n",
       "3                                   0                                   0   \n",
       "4                                   0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 4  ORGANIZATION_TYPE_Industry: type 5  \\\n",
       "0                                   0                                   0   \n",
       "1                                   0                                   0   \n",
       "2                                   0                                   0   \n",
       "3                                   0                                   0   \n",
       "4                                   0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 6  ORGANIZATION_TYPE_Industry: type 7  \\\n",
       "0                                   0                                   0   \n",
       "1                                   0                                   0   \n",
       "2                                   0                                   0   \n",
       "3                                   0                                   0   \n",
       "4                                   0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Industry: type 8  ORGANIZATION_TYPE_Industry: type 9  \\\n",
       "0                                   0                                   0   \n",
       "1                                   0                                   0   \n",
       "2                                   0                                   0   \n",
       "3                                   0                                   0   \n",
       "4                                   0                                   0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Insurance  ORGANIZATION_TYPE_Kindergarten  \\\n",
       "0                            0                               0   \n",
       "1                            0                               0   \n",
       "2                            0                               0   \n",
       "3                            0                               0   \n",
       "4                            0                               0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Legal Services  ORGANIZATION_TYPE_Medicine  \\\n",
       "0                                 0                           0   \n",
       "1                                 0                           0   \n",
       "2                                 0                           0   \n",
       "3                                 0                           0   \n",
       "4                                 0                           0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Military  ORGANIZATION_TYPE_Mobile  \\\n",
       "0                           0                         0   \n",
       "1                           0                         0   \n",
       "2                           0                         0   \n",
       "3                           0                         0   \n",
       "4                           0                         0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Other  ORGANIZATION_TYPE_Police  \\\n",
       "0                        0                         0   \n",
       "1                        0                         0   \n",
       "2                        0                         0   \n",
       "3                        0                         0   \n",
       "4                        0                         0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Postal  ORGANIZATION_TYPE_Realtor  \\\n",
       "0                         0                          0   \n",
       "1                         0                          0   \n",
       "2                         0                          0   \n",
       "3                         0                          0   \n",
       "4                         0                          0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Religion  ORGANIZATION_TYPE_Restaurant  \\\n",
       "0                           0                             0   \n",
       "1                           0                             0   \n",
       "2                           0                             0   \n",
       "3                           0                             0   \n",
       "4                           1                             0   \n",
       "\n",
       "   ORGANIZATION_TYPE_School  ORGANIZATION_TYPE_Security  \\\n",
       "0                         0                           0   \n",
       "1                         1                           0   \n",
       "2                         0                           0   \n",
       "3                         0                           0   \n",
       "4                         0                           0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Security Ministries  ORGANIZATION_TYPE_Self-employed  \\\n",
       "0                                      0                                0   \n",
       "1                                      0                                0   \n",
       "2                                      0                                0   \n",
       "3                                      0                                0   \n",
       "4                                      0                                0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Services  ORGANIZATION_TYPE_Telecom  \\\n",
       "0                           0                          0   \n",
       "1                           0                          0   \n",
       "2                           0                          0   \n",
       "3                           0                          0   \n",
       "4                           0                          0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Trade: type 1  ORGANIZATION_TYPE_Trade: type 2  \\\n",
       "0                                0                                0   \n",
       "1                                0                                0   \n",
       "2                                0                                0   \n",
       "3                                0                                0   \n",
       "4                                0                                0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Trade: type 3  ORGANIZATION_TYPE_Trade: type 4  \\\n",
       "0                                0                                0   \n",
       "1                                0                                0   \n",
       "2                                0                                0   \n",
       "3                                0                                0   \n",
       "4                                0                                0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Trade: type 5  ORGANIZATION_TYPE_Trade: type 6  \\\n",
       "0                                0                                0   \n",
       "1                                0                                0   \n",
       "2                                0                                0   \n",
       "3                                0                                0   \n",
       "4                                0                                0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Trade: type 7  ORGANIZATION_TYPE_Transport: type 1  \\\n",
       "0                                0                                    0   \n",
       "1                                0                                    0   \n",
       "2                                0                                    0   \n",
       "3                                0                                    0   \n",
       "4                                0                                    0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Transport: type 2  ORGANIZATION_TYPE_Transport: type 3  \\\n",
       "0                                    0                                    0   \n",
       "1                                    0                                    0   \n",
       "2                                    0                                    0   \n",
       "3                                    0                                    0   \n",
       "4                                    0                                    0   \n",
       "\n",
       "   ORGANIZATION_TYPE_Transport: type 4  ORGANIZATION_TYPE_University  \\\n",
       "0                                    0                             0   \n",
       "1                                    0                             0   \n",
       "2                                    0                             0   \n",
       "3                                    0                             0   \n",
       "4                                    0                             0   \n",
       "\n",
       "   ORGANIZATION_TYPE_XNA  FONDKAPREMONT_MODE_not specified  \\\n",
       "0                      0                                 0   \n",
       "1                      0                                 0   \n",
       "2                      0                                 0   \n",
       "3                      0                                 0   \n",
       "4                      0                                 0   \n",
       "\n",
       "   FONDKAPREMONT_MODE_org spec account  FONDKAPREMONT_MODE_reg oper account  \\\n",
       "0                                    0                                    1   \n",
       "1                                    0                                    1   \n",
       "2                                    0                                    0   \n",
       "3                                    0                                    0   \n",
       "4                                    0                                    0   \n",
       "\n",
       "   FONDKAPREMONT_MODE_reg oper spec account  HOUSETYPE_MODE_block of flats  \\\n",
       "0                                         0                              1   \n",
       "1                                         0                              1   \n",
       "2                                         0                              0   \n",
       "3                                         0                              0   \n",
       "4                                         0                              0   \n",
       "\n",
       "   HOUSETYPE_MODE_specific housing  HOUSETYPE_MODE_terraced house  \\\n",
       "0                                0                              0   \n",
       "1                                0                              0   \n",
       "2                                0                              0   \n",
       "3                                0                              0   \n",
       "4                                0                              0   \n",
       "\n",
       "   WALLSMATERIAL_MODE_Block  WALLSMATERIAL_MODE_Mixed  \\\n",
       "0                         0                         0   \n",
       "1                         1                         0   \n",
       "2                         0                         0   \n",
       "3                         0                         0   \n",
       "4                         0                         0   \n",
       "\n",
       "   WALLSMATERIAL_MODE_Monolithic  WALLSMATERIAL_MODE_Others  \\\n",
       "0                              0                          0   \n",
       "1                              0                          0   \n",
       "2                              0                          0   \n",
       "3                              0                          0   \n",
       "4                              0                          0   \n",
       "\n",
       "   WALLSMATERIAL_MODE_Panel  WALLSMATERIAL_MODE_Stone, brick  \\\n",
       "0                         0                                1   \n",
       "1                         0                                0   \n",
       "2                         0                                0   \n",
       "3                         0                                0   \n",
       "4                         0                                0   \n",
       "\n",
       "   WALLSMATERIAL_MODE_Wooden  EMERGENCYSTATE_MODE_No  EMERGENCYSTATE_MODE_Yes  \\\n",
       "0                          0                       1                        0   \n",
       "1                          0                       1                        0   \n",
       "2                          0                       0                        0   \n",
       "3                          0                       0                        0   \n",
       "4                          0                       0                        0   \n",
       "\n",
       "   OBS_30_CNT_SOCIAL_CIRCLE  DEF_30_CNT_SOCIAL_CIRCLE  \\\n",
       "0                       2.0                       2.0   \n",
       "1                       1.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       2.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   OBS_60_CNT_SOCIAL_CIRCLE  DEF_60_CNT_SOCIAL_CIRCLE  \\\n",
       "0                       2.0                       2.0   \n",
       "1                       1.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       2.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_HOUR  AMT_REQ_CREDIT_BUREAU_DAY  \\\n",
       "0                         0.0                        0.0   \n",
       "1                         0.0                        0.0   \n",
       "2                         0.0                        0.0   \n",
       "3                         0.0                        0.0   \n",
       "4                         0.0                        0.0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_WEEK  AMT_REQ_CREDIT_BUREAU_MON  \\\n",
       "0                         0.0                        0.0   \n",
       "1                         0.0                        0.0   \n",
       "2                         0.0                        0.0   \n",
       "3                         0.0                        0.0   \n",
       "4                         0.0                        0.0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_QRT  AMT_REQ_CREDIT_BUREAU_YEAR  SK_ID_CURR  \\\n",
       "0                        0.0                         1.0    100002.0   \n",
       "1                        0.0                         0.0    100003.0   \n",
       "2                        0.0                         0.0    100004.0   \n",
       "3                        0.0                         0.0    100006.0   \n",
       "4                        0.0                         0.0    100007.0   \n",
       "\n",
       "   CNT_CHILDREN  AMT_INCOME_TOTAL  AMT_CREDIT  AMT_ANNUITY  AMT_GOODS_PRICE  \\\n",
       "0           0.0          202500.0    406597.5      24700.5         351000.0   \n",
       "1           0.0          270000.0   1293502.5      35698.5        1129500.0   \n",
       "2           0.0           67500.0    135000.0       6750.0         135000.0   \n",
       "3           0.0          135000.0    312682.5      29686.5         297000.0   \n",
       "4           0.0          121500.0    513000.0      21865.5         513000.0   \n",
       "\n",
       "   REGION_POPULATION_RELATIVE  DAYS_BIRTH  DAYS_EMPLOYED  DAYS_REGISTRATION  \\\n",
       "0                    0.018801     -9461.0         -637.0            -3648.0   \n",
       "1                    0.003541    -16765.0        -1188.0            -1186.0   \n",
       "2                    0.010032    -19046.0         -225.0            -4260.0   \n",
       "3                    0.008019    -19005.0        -3039.0            -9833.0   \n",
       "4                    0.028663    -19932.0        -3038.0            -4311.0   \n",
       "\n",
       "   DAYS_ID_PUBLISH  OWN_CAR_AGE  CNT_FAM_MEMBERS  REGION_RATING_CLIENT  \\\n",
       "0          -2120.0    12.061091              1.0                   2.0   \n",
       "1           -291.0    12.061091              2.0                   1.0   \n",
       "2          -2531.0    26.000000              1.0                   2.0   \n",
       "3          -2437.0    12.061091              2.0                   2.0   \n",
       "4          -3458.0    12.061091              1.0                   2.0   \n",
       "\n",
       "   REGION_RATING_CLIENT_W_CITY  HOUR_APPR_PROCESS_START  EXT_SOURCE_1  \\\n",
       "0                          2.0                     10.0      0.083037   \n",
       "1                          1.0                     11.0      0.311267   \n",
       "2                          2.0                      9.0      0.502130   \n",
       "3                          2.0                     17.0      0.502130   \n",
       "4                          2.0                     11.0      0.502130   \n",
       "\n",
       "   EXT_SOURCE_2  EXT_SOURCE_3  DAYS_LAST_PHONE_CHANGE  \n",
       "0      0.262949      0.139376                 -1134.0  \n",
       "1      0.622246      0.510853                  -828.0  \n",
       "2      0.555912      0.729567                  -815.0  \n",
       "3      0.650442      0.510853                  -617.0  \n",
       "4      0.322738      0.510853                 -1106.0  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = pd.concat([app_train_11,app_traindf_pureobj ,app_train_temptemp ,app_train_14], axis=1, sort=False)\n",
    "result.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(307511, 246)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "result.to_csv(\"application_train_imputed.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "X=pd.read_csv(\"application_train_imputed.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Improved number of features-> 90\n",
      "\n",
      "\n",
      "K-Nearest Neighbor 1 model:\n",
      "Train Confusion Matrix:\n",
      "[[226132      0]\n",
      " [     0  19876]]\n",
      "Test Confusion Matrix:\n",
      "[[51984  4570]\n",
      " [ 4399   550]]\n",
      "       PRECISION    RECALL  F1_SCORE  ROC_AUC_SCORE  ACCURACY\n",
      "Train   1.000000  1.000000  1.000000       1.000000   1.00000\n",
      "Test    0.107422  0.111134  0.109246       0.515163   0.85417\n",
      "\n",
      "\n",
      "K-Nearest Neighbor 3 model:\n",
      "Train Confusion Matrix:\n",
      "[[224363   1769]\n",
      " [ 16032   3844]]\n",
      "Test Confusion Matrix:\n",
      "[[55371  1183]\n",
      " [ 4773   176]]\n",
      "       PRECISION    RECALL  F1_SCORE  ROC_AUC_SCORE  ACCURACY\n",
      "Train   0.685000  0.193399  0.302000       0.934264  0.927641\n",
      "Test    0.129507  0.035563  0.055802       0.527927  0.903159\n",
      "\n",
      "\n",
      "Random Forest model:\n",
      "Train Confusion Matrix:\n",
      "[[225933    199]\n",
      " [  3730  16146]]\n",
      "Test Confusion Matrix:\n",
      "[[55718   836]\n",
      " [ 4690   259]]\n",
      "       PRECISION    RECALL  F1_SCORE  ROC_AUC_SCORE  ACCURACY\n",
      "Train    0.98800  0.812337  0.892000       0.993884  0.984029\n",
      "Test     0.23653  0.052334  0.085705       0.595919  0.910151\n",
      "\n",
      "\n",
      "Decision Tree model:\n",
      "Train Confusion Matrix:\n",
      "[[226124      8]\n",
      " [   315  19561]]\n",
      "Test Confusion Matrix:\n",
      "[[51771  4783]\n",
      " [ 4180   769]]\n",
      "       PRECISION    RECALL  F1_SCORE  ROC_AUC_SCORE  ACCURACY\n",
      "Train   1.000000  0.984152  0.992000       0.999915  0.998687\n",
      "Test    0.138509  0.155385  0.146462       0.535385  0.854267\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\base.py:922: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  \"the number of iterations.\", ConvergenceWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Logistic Regression model:\n",
      "Train Confusion Matrix:\n",
      "[[173630  52502]\n",
      " [  8309  11567]]\n",
      "Test Confusion Matrix:\n",
      "[[43391 13163]\n",
      " [ 2067  2882]]\n",
      "       PRECISION    RECALL  F1_SCORE  ROC_AUC_SCORE  ACCURACY\n",
      "Train    0.18100  0.581958  0.276000       0.742232  0.752809\n",
      "Test     0.17962  0.582340  0.274555       0.743401  0.752370\n"
     ]
    }
   ],
   "source": [
    "y=X['TARGET']\n",
    "X=X.drop('TARGET',axis=1)\n",
    "\n",
    "def split_train_test(X , y):\n",
    "    return(train_test_split( X , y , test_size=0.2, random_state=42))\n",
    "\n",
    "X_train, X_test, y_train, y_test =split_train_test(X,y)\n",
    "\n",
    "def feature_eng(X_train,y_train,X_test,y_test):\n",
    "    train_col=list(X_train.columns)\n",
    "    test_col=list(X_test.columns)    \n",
    "    clf = ExtraTreesClassifier(n_estimators=50)\n",
    "    clf = clf.fit(X_train, y_train)\n",
    "    model = SelectFromModel(clf, prefit=True)\n",
    "    new_trainX = model.transform(X_train)\n",
    "    n=np.shape(new_trainX)[1]\n",
    "    importances = clf.feature_importances_\n",
    "    indices = np.argsort(importances)[::-1]\n",
    "    clist=[]\n",
    "    for f in range(n):     \n",
    "        clist.append(indices[f])\n",
    "    new_train_col=[train_col[i] for i in clist]\n",
    "    new_test_col=[test_col[i] for i in clist]\n",
    "    X_train=pd.DataFrame(X_train)\n",
    "    X_test=pd.DataFrame(X_test)\n",
    "    y_train=pd.DataFrame(y_train)\n",
    "    y_test=pd.DataFrame(y_test)\n",
    "    df_new_train=pd.DataFrame(X_train.loc[:,new_train_col],columns=new_train_col)            \n",
    "    df_new_test=pd.DataFrame(X_test.loc[:,new_test_col],columns=new_test_col)\n",
    "    print(\"Improved number of features->\",len(clist))    \n",
    "    return(df_new_train,df_new_test)\n",
    "\n",
    "df_new_train,df_new_test=feature_eng(X_train, y_train, X_test, y_test)\n",
    "\n",
    "def run_model_eval_metric(modelname,modelobj,X_train,Y_train,X_test,Y_test):\n",
    "    # In order to let the models run faster we use dask dataframe\n",
    "    \n",
    "    modelobj.fit(X_train,Y_train)\n",
    "    ypred_train=modelobj.predict(X_train)\n",
    "    ypred_test=modelobj.predict(X_test)\n",
    "    y_train_proba = modelobj.predict_proba(X_train)[:,1]\n",
    "    y_test_proba = modelobj.predict_proba(X_test)[:,1]\n",
    "    print('\\n')\n",
    "    print(modelname,\"model:\")\n",
    "    confmat=confusion_matrix(Y_train,ypred_train)\n",
    "    print(\"Train Confusion Matrix:\")\n",
    "    print(confmat)\n",
    "    confmat=confusion_matrix(Y_test,ypred_test)\n",
    "    print(\"Test Confusion Matrix:\")\n",
    "    print(confmat)\n",
    "    metric=pd.DataFrame([[0]*5]*2,columns=['PRECISION','RECALL','F1_SCORE','ROC_AUC_SCORE','ACCURACY'],index=['Train','Test'],dtype='float32')\n",
    "    metric['PRECISION']['Train']=round(precision_score(Y_train, ypred_train),3)\n",
    "    metric['RECALL']['Train']=recall_score(Y_train, ypred_train)\n",
    "    metric['F1_SCORE']['Train']=round(f1_score(Y_train, ypred_train),3)\n",
    "    metric['ROC_AUC_SCORE']['Train']=roc_auc_score(Y_train,y_train_proba)\n",
    "    metric['ACCURACY']['Train']=accuracy_score(Y_train,ypred_train)\n",
    "    metric['PRECISION']['Test']=precision_score(Y_test, ypred_test)\n",
    "    metric['RECALL']['Test']=recall_score(Y_test, ypred_test)\n",
    "    metric['F1_SCORE']['Test']=f1_score(Y_test, ypred_test)\n",
    "    metric['ROC_AUC_SCORE']['Test']=roc_auc_score(Y_test,y_test_proba)\n",
    "    metric['ACCURACY']['Test']=accuracy_score(Y_test,ypred_test)\n",
    "    print(metric)\n",
    "    \n",
    "def run_all_models(df_new_train,y_train,df_new_test,y_test):\n",
    "    # K Nearest Neighbor\n",
    "    knearest = KNeighborsClassifier(algorithm= 'auto', n_jobs= -1, n_neighbors= 1)\n",
    "    run_model_eval_metric('K-Nearest Neighbor 1',knearest,df_new_train,y_train,df_new_test,y_test)\n",
    "    \n",
    "    knearest = KNeighborsClassifier(algorithm= 'auto', n_jobs= -1, n_neighbors= 3)\n",
    "    run_model_eval_metric('K-Nearest Neighbor 3',knearest,df_new_train,y_train,df_new_test,y_test)\n",
    "\n",
    "    # Random Forest\n",
    "    randfor = RandomForestClassifier(n_estimators= 5, max_features= 'auto', max_depth= 60, bootstrap= True, n_jobs= -1)\n",
    "    run_model_eval_metric('Random Forest',randfor,df_new_train,y_train,df_new_test,y_test)\n",
    "\n",
    "    # Decision Trees\n",
    "    dectree = DecisionTreeClassifier(random_state= 42, max_features= 'auto', max_depth= 40, criterion= 'gini')\n",
    "    run_model_eval_metric('Decision Tree',dectree,df_new_train,y_train,df_new_test,y_test)\n",
    "\n",
    "    # Logistic Regression\n",
    "    logreg = LogisticRegression(penalty = 'l1', class_weight= {0: 0.1, 1: 0.9}, C= 0.5)\n",
    "    run_model_eval_metric('Logistic Regression',logreg,df_new_train,y_train,df_new_test,y_test)\n",
    "\n",
    "run_all_models(df_new_train,y_train,df_new_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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