data_aggregation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "pd.set_option('display.max_rows', 999)\n",
    "pd.set_option('display.max_columns', 999)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "d:\\Documents\\Github\\projs\\home-credit-default-risk\\data\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'d:\\\\Documents\\\\Github\\\\projs\\\\home-credit-default-risk\\\\data'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%cd data\n",
    "os.getcwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_cat_col_values(df):\n",
    "    cats = df.select_dtypes(include = ['object'])\n",
    "\n",
    "    for col in cats:\n",
    "        ratios = []\n",
    "        values = pd.DataFrame(df[col].value_counts())\n",
    "        for value in values[col].values:\n",
    "            total = np.sum(values[col].values)\n",
    "            ratios.append(value/total)\n",
    "\n",
    "        values['Ratio'] = ratios\n",
    "\n",
    "        print(values.sort_values(by = 'Ratio', ascending = False))\n",
    "        print(\"\\n\")\n",
    "\n",
    "def show_missing_values(df):\n",
    "    na_dict = {}\n",
    "    for col in df.columns:\n",
    "        na = df[col].isna().sum()\n",
    "        total = len(df[col])\n",
    "\n",
    "        na_dict[col] = f\"{round(100*na/total,2)}%\"\n",
    "\n",
    "    print(pd.Series(na_dict).sort_values(ascending = False))\n",
    "\n",
    "def remove_cat_col_values(df, threshold):\n",
    "    \"\"\"\n",
    "    If one single value dominates the entire column, then we remove the column entirely, as there is too little variation in the column values\n",
    "    \"\"\"\n",
    "    assert 0 <= threshold <= 1, \"threshold must be between 0 and 1\"\n",
    "    cats = df.select_dtypes(include = ['object'])\n",
    "    for col in cats:\n",
    "        print(col)\n",
    "        values = pd.DataFrame(df[col].value_counts())\n",
    "        for value in values[col].values:\n",
    "            total = np.sum(values[col].values)\n",
    "            if value/total >= threshold:\n",
    "                df = df.drop([col], axis = 1)\n",
    "    return df\n",
    "\n",
    "\n",
    "def remove_missing_values(df, threshold):\n",
    "    assert 0 <= threshold <= 1, \"threshold must be between 0 and 1\"\n",
    "\n",
    "    for col in df.columns:\n",
    "        na = df[col].isna().sum()\n",
    "        total = len(df[col])\n",
    "\n",
    "        if na/total > threshold:\n",
    "            df = df.drop([col], axis = 1)\n",
    "\n",
    "    return df\n",
    "\n",
    "def remove_bad_rows(df, col, value):\n",
    "    rows = df.loc[df[col] == value]\n",
    "    \n",
    "    df = df.drop(rows.index, axis = 0)\n",
    "    \n",
    "    return df\n",
    "\n",
    "def show_ratio(df, target, col):\n",
    "    dict_ = {}\n",
    "    for value in set(df[col].values):\n",
    "        \n",
    "        target_1 = df.loc[(df[target] == 1) & (df[col] == value)]\n",
    "        target_0 = df.loc[(df[target] == 0) & (df[col] == value)]\n",
    "\n",
    "        if len(target_1) == len(target_0) == 0:\n",
    "            dict_[value] = -1\n",
    "        elif len(target_0) == 0:\n",
    "            dict_[value] = -2\n",
    "        else:\n",
    "            dict_[value] = len(target_1)/len(target_0)\n",
    "    \n",
    "    series = pd.Series(dict_).sort_values(ascending = False)\n",
    "    series = series.replace({-1: \"no values found\", -2: f\"{value} has all target values of 1\"})\n",
    "    print(col)\n",
    "    print(series)\n",
    "    print(\"\\n\")\n",
    "\n",
    "def show_ratio_by_target(df, target, cols = None):\n",
    "    \"\"\"\n",
    "    This can take either a list, string, or all of the object dataframes in the dataframe\n",
    "    \"\"\"\n",
    "    if isinstance(cols, str):\n",
    "        show_ratio(df, target, cols)\n",
    "\n",
    "    elif isinstance(cols, list):\n",
    "        for col in cols:\n",
    "            if col != target:\n",
    "                show_ratio(df, target, col)\n",
    "\n",
    "    elif isinstance(df, pd.DataFrame):\n",
    "        for col in df.select_dtypes('object'):\n",
    "            if col != target:\n",
    "                show_ratio(df, target, col)\n",
    "\n",
    "    else:\n",
    "        return \"Invalid type for parameter col\"\n",
    "\n",
    "\n",
    "def show_unique_keys(df):\n",
    "    for col in df.columns:\n",
    "        print(col, df[col].is_unique)\n",
    "\n",
    "def get_cat_agg(df, col, type):\n",
    "    cat_agg = {}\n",
    "    for i in range(len(df.columns)):\n",
    "        if col in df.columns[i]:\n",
    "            cat_agg[df.columns[i]] = type\n",
    "    \n",
    "    return cat_agg\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bureau"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_bureau = pd.read_csv(os.getcwd()+\"\\\\bureau.csv\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we can see that the unique key is SK_ID_BUREAU, which we can use to combine data from the bureau_balance.csv file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SK_ID_CURR False\n",
      "SK_ID_BUREAU True\n",
      "CREDIT_ACTIVE False\n",
      "CREDIT_CURRENCY False\n",
      "DAYS_CREDIT False\n",
      "CREDIT_DAY_OVERDUE False\n",
      "DAYS_CREDIT_ENDDATE False\n",
      "DAYS_ENDDATE_FACT False\n",
      "AMT_CREDIT_MAX_OVERDUE False\n",
      "CNT_CREDIT_PROLONG False\n",
      "AMT_CREDIT_SUM False\n",
      "AMT_CREDIT_SUM_DEBT False\n",
      "AMT_CREDIT_SUM_LIMIT False\n",
      "AMT_CREDIT_SUM_OVERDUE False\n",
      "CREDIT_TYPE False\n",
      "DAYS_CREDIT_UPDATE False\n",
      "AMT_ANNUITY False\n"
     ]
    }
   ],
   "source": [
    "show_unique_keys(raw_bureau)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_bureau_dropped = raw_bureau.drop(['SK_ID_BUREAU', 'CREDIT_ACTIVE', 'CREDIT_CURRENCY'], axis = 1)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dataset Analysis for Bureau"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>DAYS_CREDIT</th>\n",
       "      <th>CREDIT_DAY_OVERDUE</th>\n",
       "      <th>DAYS_CREDIT_ENDDATE</th>\n",
       "      <th>DAYS_ENDDATE_FACT</th>\n",
       "      <th>AMT_CREDIT_MAX_OVERDUE</th>\n",
       "      <th>CNT_CREDIT_PROLONG</th>\n",
       "      <th>AMT_CREDIT_SUM</th>\n",
       "      <th>AMT_CREDIT_SUM_DEBT</th>\n",
       "      <th>AMT_CREDIT_SUM_LIMIT</th>\n",
       "      <th>AMT_CREDIT_SUM_OVERDUE</th>\n",
       "      <th>CREDIT_TYPE</th>\n",
       "      <th>DAYS_CREDIT_UPDATE</th>\n",
       "      <th>AMT_ANNUITY</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>215354</td>\n",
       "      <td>-497</td>\n",
       "      <td>0</td>\n",
       "      <td>-153.0</td>\n",
       "      <td>-153.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>91323.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Consumer credit</td>\n",
       "      <td>-131</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>215354</td>\n",
       "      <td>-208</td>\n",
       "      <td>0</td>\n",
       "      <td>1075.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>225000.0</td>\n",
       "      <td>171342.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Credit card</td>\n",
       "      <td>-20</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>215354</td>\n",
       "      <td>-203</td>\n",
       "      <td>0</td>\n",
       "      <td>528.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>464323.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Consumer credit</td>\n",
       "      <td>-16</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>215354</td>\n",
       "      <td>-203</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>90000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Credit card</td>\n",
       "      <td>-16</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>215354</td>\n",
       "      <td>-629</td>\n",
       "      <td>0</td>\n",
       "      <td>1197.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>77674.5</td>\n",
       "      <td>0</td>\n",
       "      <td>2700000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Consumer credit</td>\n",
       "      <td>-21</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SK_ID_CURR  DAYS_CREDIT  CREDIT_DAY_OVERDUE  DAYS_CREDIT_ENDDATE  \\\n",
       "0      215354         -497                   0               -153.0   \n",
       "1      215354         -208                   0               1075.0   \n",
       "2      215354         -203                   0                528.0   \n",
       "3      215354         -203                   0                  NaN   \n",
       "4      215354         -629                   0               1197.0   \n",
       "\n",
       "   DAYS_ENDDATE_FACT  AMT_CREDIT_MAX_OVERDUE  CNT_CREDIT_PROLONG  \\\n",
       "0             -153.0                     NaN                   0   \n",
       "1                NaN                     NaN                   0   \n",
       "2                NaN                     NaN                   0   \n",
       "3                NaN                     NaN                   0   \n",
       "4                NaN                 77674.5                   0   \n",
       "\n",
       "   AMT_CREDIT_SUM  AMT_CREDIT_SUM_DEBT  AMT_CREDIT_SUM_LIMIT  \\\n",
       "0         91323.0                  0.0                   NaN   \n",
       "1        225000.0             171342.0                   NaN   \n",
       "2        464323.5                  NaN                   NaN   \n",
       "3         90000.0                  NaN                   NaN   \n",
       "4       2700000.0                  NaN                   NaN   \n",
       "\n",
       "   AMT_CREDIT_SUM_OVERDUE      CREDIT_TYPE  DAYS_CREDIT_UPDATE  AMT_ANNUITY  \n",
       "0                     0.0  Consumer credit                -131          NaN  \n",
       "1                     0.0      Credit card                 -20          NaN  \n",
       "2                     0.0  Consumer credit                 -16          NaN  \n",
       "3                     0.0      Credit card                 -16          NaN  \n",
       "4                     0.0  Consumer credit                 -21          NaN  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_bureau_dropped.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AMT_ANNUITY               71.47%\n",
      "AMT_CREDIT_MAX_OVERDUE    65.51%\n",
      "DAYS_CREDIT_ENDDATE        6.15%\n",
      "DAYS_ENDDATE_FACT         36.92%\n",
      "AMT_CREDIT_SUM_LIMIT      34.48%\n",
      "AMT_CREDIT_SUM_DEBT       15.01%\n",
      "SK_ID_CURR                  0.0%\n",
      "DAYS_CREDIT                 0.0%\n",
      "CREDIT_DAY_OVERDUE          0.0%\n",
      "CNT_CREDIT_PROLONG          0.0%\n",
      "AMT_CREDIT_SUM              0.0%\n",
      "AMT_CREDIT_SUM_OVERDUE      0.0%\n",
      "CREDIT_TYPE                 0.0%\n",
      "DAYS_CREDIT_UPDATE          0.0%\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "show_missing_values(raw_bureau_dropped)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SK_ID_CURR                  int64\n",
       "DAYS_CREDIT                 int64\n",
       "CREDIT_DAY_OVERDUE          int64\n",
       "DAYS_CREDIT_ENDDATE       float64\n",
       "DAYS_ENDDATE_FACT         float64\n",
       "AMT_CREDIT_MAX_OVERDUE    float64\n",
       "CNT_CREDIT_PROLONG          int64\n",
       "AMT_CREDIT_SUM            float64\n",
       "AMT_CREDIT_SUM_DEBT       float64\n",
       "AMT_CREDIT_SUM_LIMIT      float64\n",
       "AMT_CREDIT_SUM_OVERDUE    float64\n",
       "CREDIT_TYPE                object\n",
       "DAYS_CREDIT_UPDATE          int64\n",
       "AMT_ANNUITY               float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_bureau_dropped.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                              CREDIT_TYPE         Ratio\n",
      "Consumer credit                                   1251615  7.291975e-01\n",
      "Credit card                                        402195  2.343209e-01\n",
      "Car loan                                            27690  1.613234e-02\n",
      "Mortgage                                            18391  1.071469e-02\n",
      "Microloan                                           12413  7.231879e-03\n",
      "Loan for business development                        1975  1.150645e-03\n",
      "Another type of loan                                 1017  5.925096e-04\n",
      "Unknown type of loan                                  555  3.233459e-04\n",
      "Loan for working capital replenishment                469  2.732419e-04\n",
      "Cash loan (non-earmarked)                              56  3.262590e-05\n",
      "Real estate loan                                       27  1.573034e-05\n",
      "Loan for the purchase of equipment                     19  1.106950e-05\n",
      "Loan for purchase of shares (margin lending)            4  2.330421e-06\n",
      "Mobile operator loan                                    1  5.826053e-07\n",
      "Interbank credit                                        1  5.826053e-07\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "show_cat_col_values(raw_bureau_dropped)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Feature Engineering for Bureau"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0          -131\n",
       "1           -20\n",
       "2           -16\n",
       "3           -16\n",
       "4           -21\n",
       "           ... \n",
       "1716423     -19\n",
       "1716424   -2493\n",
       "1716425    -967\n",
       "1716426   -1508\n",
       "1716427    -387\n",
       "Name: DAYS_CREDIT_UPDATE, Length: 1716428, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_bureau_dropped['DAYS_CREDIT'].replace(365243, np.nan)\n",
    "raw_bureau_dropped['DAYS_CREDIT_ENDDATE'].replace(365243, np.nan)\n",
    "raw_bureau_dropped['DAYS_ENDDATE_FACT'].replace(365243, np.nan)\n",
    "raw_bureau_dropped['DAYS_CREDIT_UPDATE'].replace(365243, np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_bureau_cat = pd.get_dummies(raw_bureau_dropped)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Aggregating Data by SK_ID_CURR in the Bureau Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'DAYS_CREDIT': ['mean'],\n",
       " 'CREDIT_DAY_OVERDUE': ['mean'],\n",
       " 'DAYS_CREDIT_ENDDATE': ['min'],\n",
       " 'DAYS_ENDDATE_FACT': ['max'],\n",
       " 'AMT_CREDIT_MAX_OVERDUE': ['max'],\n",
       " 'CNT_CREDIT_PROLONG': ['max'],\n",
       " 'AMT_CREDIT_SUM': ['min', 'mean', 'max', 'var'],\n",
       " 'AMT_CREDIT_SUM_DEBT': ['mean'],\n",
       " 'AMT_CREDIT_SUM_LIMIT': ['max'],\n",
       " 'AMT_CREDIT_SUM_OVERDUE': ['max'],\n",
       " 'DAYS_CREDIT_UPDATE': ['max'],\n",
       " 'AMT_ANNUITY': ['min', 'mean', 'max', 'var'],\n",
       " 'CREDIT_TYPE_Another type of loan': 'sum',\n",
       " 'CREDIT_TYPE_Car loan': 'sum',\n",
       " 'CREDIT_TYPE_Cash loan (non-earmarked)': 'sum',\n",
       " 'CREDIT_TYPE_Consumer credit': 'sum',\n",
       " 'CREDIT_TYPE_Credit card': 'sum',\n",
       " 'CREDIT_TYPE_Interbank credit': 'sum',\n",
       " 'CREDIT_TYPE_Loan for business development': 'sum',\n",
       " 'CREDIT_TYPE_Loan for purchase of shares (margin lending)': 'sum',\n",
       " 'CREDIT_TYPE_Loan for the purchase of equipment': 'sum',\n",
       " 'CREDIT_TYPE_Loan for working capital replenishment': 'sum',\n",
       " 'CREDIT_TYPE_Microloan': 'sum',\n",
       " 'CREDIT_TYPE_Mobile operator loan': 'sum',\n",
       " 'CREDIT_TYPE_Mortgage': 'sum',\n",
       " 'CREDIT_TYPE_Real estate loan': 'sum',\n",
       " 'CREDIT_TYPE_Unknown type of loan': 'sum'}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bureau_agg_num = {\n",
    "    \"DAYS_CREDIT\":[\"mean\"],\n",
    "    \"CREDIT_DAY_OVERDUE\":[\"mean\"],\n",
    "    \"DAYS_CREDIT_ENDDATE\":[\"min\"],\n",
    "    \"DAYS_ENDDATE_FACT\":[\"max\"],\n",
    "    \"AMT_CREDIT_MAX_OVERDUE\":[\"max\"],\n",
    "    \"CNT_CREDIT_PROLONG\":[\"max\"],\n",
    "    \"AMT_CREDIT_SUM\":[\"min\",\"mean\", \"max\", \"var\"],\n",
    "    \"AMT_CREDIT_SUM_DEBT\":[\"mean\"],\n",
    "    \"AMT_CREDIT_SUM_LIMIT\":[\"max\"],\n",
    "    \"AMT_CREDIT_SUM_OVERDUE\":[\"max\"],\n",
    "    \"DAYS_CREDIT_UPDATE\":[\"max\"],\n",
    "    \"AMT_ANNUITY\":[\"min\",\"mean\", \"max\", \"var\"],\n",
    "}\n",
    "\n",
    "bureau_agg_cat = get_cat_agg(raw_bureau_cat, \"CREDIT_TYPE\", 'sum')\n",
    "\n",
    "bureau_agg_num.update(bureau_agg_cat)\n",
    "\n",
    "bureau_agg_num"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "bureau_agg = raw_bureau_cat.groupby('SK_ID_CURR').agg(bureau_agg_num)\n",
    "\n",
    "bureau_agg.columns = pd.Index(['bureau_' + col[0] + \"_\" + col[1] for col in bureau_agg.columns.tolist() if col[0] != 'SK_ID_CURR'])\n",
    "\n",
    "bureau_agg = bureau_agg.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>bureau_DAYS_CREDIT_mean</th>\n",
       "      <th>bureau_CREDIT_DAY_OVERDUE_mean</th>\n",
       "      <th>bureau_DAYS_CREDIT_ENDDATE_min</th>\n",
       "      <th>bureau_DAYS_ENDDATE_FACT_max</th>\n",
       "      <th>bureau_AMT_CREDIT_MAX_OVERDUE_max</th>\n",
       "      <th>bureau_CNT_CREDIT_PROLONG_max</th>\n",
       "      <th>bureau_AMT_CREDIT_SUM_min</th>\n",
       "      <th>bureau_AMT_CREDIT_SUM_mean</th>\n",
       "      <th>bureau_AMT_CREDIT_SUM_max</th>\n",
       "      <th>bureau_AMT_CREDIT_SUM_var</th>\n",
       "      <th>bureau_AMT_CREDIT_SUM_DEBT_mean</th>\n",
       "      <th>bureau_AMT_CREDIT_SUM_LIMIT_max</th>\n",
       "      <th>bureau_AMT_CREDIT_SUM_OVERDUE_max</th>\n",
       "      <th>bureau_DAYS_CREDIT_UPDATE_max</th>\n",
       "      <th>bureau_AMT_ANNUITY_min</th>\n",
       "      <th>bureau_AMT_ANNUITY_mean</th>\n",
       "      <th>bureau_AMT_ANNUITY_max</th>\n",
       "      <th>bureau_AMT_ANNUITY_var</th>\n",
       "      <th>bureau_CREDIT_TYPE_Another type of loan_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Car loan_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Cash loan (non-earmarked)_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Consumer credit_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Credit card_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Interbank credit_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Loan for business development_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Loan for purchase of shares (margin lending)_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Loan for the purchase of equipment_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Loan for working capital replenishment_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Microloan_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Mobile operator loan_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Mortgage_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Real estate loan_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Unknown type of loan_sum</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100001</td>\n",
       "      <td>-735.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1329.0</td>\n",
       "      <td>-544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>85500.0</td>\n",
       "      <td>207623.571429</td>\n",
       "      <td>378000.0</td>\n",
       "      <td>1.501717e+10</td>\n",
       "      <td>85240.928571</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3545.357143</td>\n",
       "      <td>10822.5</td>\n",
       "      <td>2.304583e+07</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>100002</td>\n",
       "      <td>-874.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1072.0</td>\n",
       "      <td>-36.0</td>\n",
       "      <td>5043.645</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>108131.945625</td>\n",
       "      <td>450000.0</td>\n",
       "      <td>2.133807e+10</td>\n",
       "      <td>49156.200000</td>\n",
       "      <td>31988.565</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>100003</td>\n",
       "      <td>-1400.750000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-2434.0</td>\n",
       "      <td>-540.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>22248.0</td>\n",
       "      <td>254350.125000</td>\n",
       "      <td>810000.0</td>\n",
       "      <td>1.385846e+11</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>810000.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-43</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>100004</td>\n",
       "      <td>-867.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-595.0</td>\n",
       "      <td>-382.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>94500.0</td>\n",
       "      <td>94518.900000</td>\n",
       "      <td>94537.8</td>\n",
       "      <td>7.144200e+02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-382</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>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>100005</td>\n",
       "      <td>-190.666667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-128.0</td>\n",
       "      <td>-123.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>29826.0</td>\n",
       "      <td>219042.000000</td>\n",
       "      <td>568800.0</td>\n",
       "      <td>9.195354e+10</td>\n",
       "      <td>189469.500000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1420.500000</td>\n",
       "      <td>4261.5</td>\n",
       "      <td>6.053461e+06</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SK_ID_CURR  bureau_DAYS_CREDIT_mean  bureau_CREDIT_DAY_OVERDUE_mean  \\\n",
       "0      100001              -735.000000                             0.0   \n",
       "1      100002              -874.000000                             0.0   \n",
       "2      100003             -1400.750000                             0.0   \n",
       "3      100004              -867.000000                             0.0   \n",
       "4      100005              -190.666667                             0.0   \n",
       "\n",
       "   bureau_DAYS_CREDIT_ENDDATE_min  bureau_DAYS_ENDDATE_FACT_max  \\\n",
       "0                         -1329.0                        -544.0   \n",
       "1                         -1072.0                         -36.0   \n",
       "2                         -2434.0                        -540.0   \n",
       "3                          -595.0                        -382.0   \n",
       "4                          -128.0                        -123.0   \n",
       "\n",
       "   bureau_AMT_CREDIT_MAX_OVERDUE_max  bureau_CNT_CREDIT_PROLONG_max  \\\n",
       "0                                NaN                              0   \n",
       "1                           5043.645                              0   \n",
       "2                              0.000                              0   \n",
       "3                              0.000                              0   \n",
       "4                              0.000                              0   \n",
       "\n",
       "   bureau_AMT_CREDIT_SUM_min  bureau_AMT_CREDIT_SUM_mean  \\\n",
       "0                    85500.0               207623.571429   \n",
       "1                        0.0               108131.945625   \n",
       "2                    22248.0               254350.125000   \n",
       "3                    94500.0                94518.900000   \n",
       "4                    29826.0               219042.000000   \n",
       "\n",
       "   bureau_AMT_CREDIT_SUM_max  bureau_AMT_CREDIT_SUM_var  \\\n",
       "0                   378000.0               1.501717e+10   \n",
       "1                   450000.0               2.133807e+10   \n",
       "2                   810000.0               1.385846e+11   \n",
       "3                    94537.8               7.144200e+02   \n",
       "4                   568800.0               9.195354e+10   \n",
       "\n",
       "   bureau_AMT_CREDIT_SUM_DEBT_mean  bureau_AMT_CREDIT_SUM_LIMIT_max  \\\n",
       "0                     85240.928571                            0.000   \n",
       "1                     49156.200000                        31988.565   \n",
       "2                         0.000000                       810000.000   \n",
       "3                         0.000000                            0.000   \n",
       "4                    189469.500000                            0.000   \n",
       "\n",
       "   bureau_AMT_CREDIT_SUM_OVERDUE_max  bureau_DAYS_CREDIT_UPDATE_max  \\\n",
       "0                                0.0                             -6   \n",
       "1                                0.0                             -7   \n",
       "2                                0.0                            -43   \n",
       "3                                0.0                           -382   \n",
       "4                                0.0                            -11   \n",
       "\n",
       "   bureau_AMT_ANNUITY_min  bureau_AMT_ANNUITY_mean  bureau_AMT_ANNUITY_max  \\\n",
       "0                     0.0              3545.357143                 10822.5   \n",
       "1                     0.0                 0.000000                     0.0   \n",
       "2                     NaN                      NaN                     NaN   \n",
       "3                     NaN                      NaN                     NaN   \n",
       "4                     0.0              1420.500000                  4261.5   \n",
       "\n",
       "   bureau_AMT_ANNUITY_var  bureau_CREDIT_TYPE_Another type of loan_sum  \\\n",
       "0            2.304583e+07                                            0   \n",
       "1            0.000000e+00                                            0   \n",
       "2                     NaN                                            0   \n",
       "3                     NaN                                            0   \n",
       "4            6.053461e+06                                            0   \n",
       "\n",
       "   bureau_CREDIT_TYPE_Car loan_sum  \\\n",
       "0                                0   \n",
       "1                                0   \n",
       "2                                0   \n",
       "3                                0   \n",
       "4                                0   \n",
       "\n",
       "   bureau_CREDIT_TYPE_Cash loan (non-earmarked)_sum  \\\n",
       "0                                                 0   \n",
       "1                                                 0   \n",
       "2                                                 0   \n",
       "3                                                 0   \n",
       "4                                                 0   \n",
       "\n",
       "   bureau_CREDIT_TYPE_Consumer credit_sum  bureau_CREDIT_TYPE_Credit card_sum  \\\n",
       "0                                       7                                   0   \n",
       "1                                       4                                   4   \n",
       "2                                       2                                   2   \n",
       "3                                       2                                   0   \n",
       "4                                       2                                   1   \n",
       "\n",
       "   bureau_CREDIT_TYPE_Interbank credit_sum  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        0   \n",
       "4                                        0   \n",
       "\n",
       "   bureau_CREDIT_TYPE_Loan for business development_sum  \\\n",
       "0                                                  0      \n",
       "1                                                  0      \n",
       "2                                                  0      \n",
       "3                                                  0      \n",
       "4                                                  0      \n",
       "\n",
       "   bureau_CREDIT_TYPE_Loan for purchase of shares (margin lending)_sum  \\\n",
       "0                                                  0                     \n",
       "1                                                  0                     \n",
       "2                                                  0                     \n",
       "3                                                  0                     \n",
       "4                                                  0                     \n",
       "\n",
       "   bureau_CREDIT_TYPE_Loan for the purchase of equipment_sum  \\\n",
       "0                                                  0           \n",
       "1                                                  0           \n",
       "2                                                  0           \n",
       "3                                                  0           \n",
       "4                                                  0           \n",
       "\n",
       "   bureau_CREDIT_TYPE_Loan for working capital replenishment_sum  \\\n",
       "0                                                  0               \n",
       "1                                                  0               \n",
       "2                                                  0               \n",
       "3                                                  0               \n",
       "4                                                  0               \n",
       "\n",
       "   bureau_CREDIT_TYPE_Microloan_sum  \\\n",
       "0                                 0   \n",
       "1                                 0   \n",
       "2                                 0   \n",
       "3                                 0   \n",
       "4                                 0   \n",
       "\n",
       "   bureau_CREDIT_TYPE_Mobile operator loan_sum  \\\n",
       "0                                            0   \n",
       "1                                            0   \n",
       "2                                            0   \n",
       "3                                            0   \n",
       "4                                            0   \n",
       "\n",
       "   bureau_CREDIT_TYPE_Mortgage_sum  bureau_CREDIT_TYPE_Real estate loan_sum  \\\n",
       "0                                0                                        0   \n",
       "1                                0                                        0   \n",
       "2                                0                                        0   \n",
       "3                                0                                        0   \n",
       "4                                0                                        0   \n",
       "\n",
       "   bureau_CREDIT_TYPE_Unknown type of loan_sum  \n",
       "0                                            0  \n",
       "1                                            0  \n",
       "2                                            0  \n",
       "3                                            0  \n",
       "4                                            0  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bureau_agg.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "305811\n"
     ]
    }
   ],
   "source": [
    "print(len(bureau_agg))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bureau Balance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_bureau_balance = pd.read_csv(os.getcwd()+\"\\\\bureau_balance.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SK_ID_BUREAU False\n",
      "MONTHS_BALANCE False\n",
      "STATUS False\n"
     ]
    }
   ],
   "source": [
    "show_unique_keys(raw_bureau_balance)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we deem the bureau_balance to not be of any interest for our model, we will omit this dataset"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "POS Cash Balance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_cash_balance = pd.read_csv(os.getcwd()+\"\\\\POS_CASH_balance.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SK_ID_PREV False\n",
      "SK_ID_CURR False\n",
      "MONTHS_BALANCE False\n",
      "CNT_INSTALMENT False\n",
      "CNT_INSTALMENT_FUTURE False\n",
      "NAME_CONTRACT_STATUS False\n",
      "SK_DPD False\n",
      "SK_DPD_DEF False\n"
     ]
    }
   ],
   "source": [
    "show_unique_keys(raw_cash_balance)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data Analysis for POS Cash Balance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SK_ID_PREV                 int64\n",
       "SK_ID_CURR                 int64\n",
       "MONTHS_BALANCE             int64\n",
       "CNT_INSTALMENT           float64\n",
       "CNT_INSTALMENT_FUTURE    float64\n",
       "NAME_CONTRACT_STATUS      object\n",
       "SK_DPD                     int64\n",
       "SK_DPD_DEF                 int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_cash_balance.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CNT_INSTALMENT           0.26%\n",
      "CNT_INSTALMENT_FUTURE    0.26%\n",
      "SK_ID_PREV                0.0%\n",
      "SK_ID_CURR                0.0%\n",
      "MONTHS_BALANCE            0.0%\n",
      "NAME_CONTRACT_STATUS      0.0%\n",
      "SK_DPD                    0.0%\n",
      "SK_DPD_DEF                0.0%\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "show_missing_values(raw_cash_balance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       NAME_CONTRACT_STATUS         Ratio\n",
      "Active                              9151119  9.149876e-01\n",
      "Completed                            744883  7.447819e-02\n",
      "Signed                                87260  8.724815e-03\n",
      "Demand                                 7065  7.064041e-04\n",
      "Returned to the store                  5461  5.460258e-04\n",
      "Approved                               4917  4.916332e-04\n",
      "Amortized debt                          636  6.359136e-05\n",
      "Canceled                                 15  1.499796e-06\n",
      "XNA                                       2  1.999728e-07\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "show_cat_col_values(raw_cash_balance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_cash_balance_dropped = raw_cash_balance.drop(['SK_ID_PREV', 'MONTHS_BALANCE', 'NAME_CONTRACT_STATUS'], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_cash_balance_dropped = raw_cash_balance_dropped.replace('XNA', np.nan)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data Aggregation for POS Cash Balance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "cash_balance_agg_num = {\n",
    "\"CNT_INSTALMENT\":[\"min\",\"mean\", \"max\"],\n",
    "\"CNT_INSTALMENT_FUTURE\":[\"min\",\"mean\", \"max\"],\n",
    "\"SK_DPD\":[\"min\",\"mean\", \"max\"],\n",
    "\"SK_DPD_DEF\":[\"min\",\"mean\", \"max\"],\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "cash_balance_agg = raw_cash_balance_dropped.groupby('SK_ID_CURR').agg(cash_balance_agg_num)\n",
    "\n",
    "cash_balance_agg.columns = pd.Index(['cash_balance_' + col[0] + \"_\" + col[1] for col in cash_balance_agg.columns.tolist() if col[0] != 'SK_ID_CURR'])\n",
    "\n",
    "cash_balance_agg = cash_balance_agg.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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",
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       "    }\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>cash_balance_CNT_INSTALMENT_min</th>\n",
       "      <th>cash_balance_CNT_INSTALMENT_mean</th>\n",
       "      <th>cash_balance_CNT_INSTALMENT_max</th>\n",
       "      <th>cash_balance_CNT_INSTALMENT_FUTURE_min</th>\n",
       "      <th>cash_balance_CNT_INSTALMENT_FUTURE_mean</th>\n",
       "      <th>cash_balance_CNT_INSTALMENT_FUTURE_max</th>\n",
       "      <th>cash_balance_SK_DPD_min</th>\n",
       "      <th>cash_balance_SK_DPD_mean</th>\n",
       "      <th>cash_balance_SK_DPD_max</th>\n",
       "      <th>cash_balance_SK_DPD_DEF_min</th>\n",
       "      <th>cash_balance_SK_DPD_DEF_mean</th>\n",
       "      <th>cash_balance_SK_DPD_DEF_max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100001</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.444444</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.777778</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0.777778</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>100002</td>\n",
       "      <td>24.0</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>100003</td>\n",
       "      <td>6.0</td>\n",
       "      <td>10.107143</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.785714</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>100004</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.750000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>100005</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.700000</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.200000</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SK_ID_CURR  cash_balance_CNT_INSTALMENT_min  \\\n",
       "0      100001                              4.0   \n",
       "1      100002                             24.0   \n",
       "2      100003                              6.0   \n",
       "3      100004                              3.0   \n",
       "4      100005                              9.0   \n",
       "\n",
       "   cash_balance_CNT_INSTALMENT_mean  cash_balance_CNT_INSTALMENT_max  \\\n",
       "0                          4.000000                              4.0   \n",
       "1                         24.000000                             24.0   \n",
       "2                         10.107143                             12.0   \n",
       "3                          3.750000                              4.0   \n",
       "4                         11.700000                             12.0   \n",
       "\n",
       "   cash_balance_CNT_INSTALMENT_FUTURE_min  \\\n",
       "0                                     0.0   \n",
       "1                                     6.0   \n",
       "2                                     0.0   \n",
       "3                                     0.0   \n",
       "4                                     0.0   \n",
       "\n",
       "   cash_balance_CNT_INSTALMENT_FUTURE_mean  \\\n",
       "0                                 1.444444   \n",
       "1                                15.000000   \n",
       "2                                 5.785714   \n",
       "3                                 2.250000   \n",
       "4                                 7.200000   \n",
       "\n",
       "   cash_balance_CNT_INSTALMENT_FUTURE_max  cash_balance_SK_DPD_min  \\\n",
       "0                                     4.0                        0   \n",
       "1                                    24.0                        0   \n",
       "2                                    12.0                        0   \n",
       "3                                     4.0                        0   \n",
       "4                                    12.0                        0   \n",
       "\n",
       "   cash_balance_SK_DPD_mean  cash_balance_SK_DPD_max  \\\n",
       "0                  0.777778                        7   \n",
       "1                  0.000000                        0   \n",
       "2                  0.000000                        0   \n",
       "3                  0.000000                        0   \n",
       "4                  0.000000                        0   \n",
       "\n",
       "   cash_balance_SK_DPD_DEF_min  cash_balance_SK_DPD_DEF_mean  \\\n",
       "0                            0                      0.777778   \n",
       "1                            0                      0.000000   \n",
       "2                            0                      0.000000   \n",
       "3                            0                      0.000000   \n",
       "4                            0                      0.000000   \n",
       "\n",
       "   cash_balance_SK_DPD_DEF_max  \n",
       "0                            7  \n",
       "1                            0  \n",
       "2                            0  \n",
       "3                            0  \n",
       "4                            0  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cash_balance_agg.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "337252"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(cash_balance_agg)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Credit Card Balance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_credit_card_balance = pd.read_csv(os.getcwd()+\"\\\\credit_card_balance.csv\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data Analysis for Credit Card Balance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SK_ID_PREV</th>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th>MONTHS_BALANCE</th>\n",
       "      <th>AMT_BALANCE</th>\n",
       "      <th>AMT_CREDIT_LIMIT_ACTUAL</th>\n",
       "      <th>AMT_DRAWINGS_ATM_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_OTHER_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_POS_CURRENT</th>\n",
       "      <th>AMT_INST_MIN_REGULARITY</th>\n",
       "      <th>AMT_PAYMENT_CURRENT</th>\n",
       "      <th>AMT_PAYMENT_TOTAL_CURRENT</th>\n",
       "      <th>AMT_RECEIVABLE_PRINCIPAL</th>\n",
       "      <th>AMT_RECIVABLE</th>\n",
       "      <th>AMT_TOTAL_RECEIVABLE</th>\n",
       "      <th>CNT_DRAWINGS_ATM_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_OTHER_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_POS_CURRENT</th>\n",
       "      <th>CNT_INSTALMENT_MATURE_CUM</th>\n",
       "      <th>NAME_CONTRACT_STATUS</th>\n",
       "      <th>SK_DPD</th>\n",
       "      <th>SK_DPD_DEF</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2562384</td>\n",
       "      <td>378907</td>\n",
       "      <td>-6</td>\n",
       "      <td>56.970</td>\n",
       "      <td>135000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>877.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>877.5</td>\n",
       "      <td>1700.325</td>\n",
       "      <td>1800.0</td>\n",
       "      <td>1800.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2582071</td>\n",
       "      <td>363914</td>\n",
       "      <td>-1</td>\n",
       "      <td>63975.555</td>\n",
       "      <td>45000</td>\n",
       "      <td>2250.0</td>\n",
       "      <td>2250.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2250.000</td>\n",
       "      <td>2250.0</td>\n",
       "      <td>2250.0</td>\n",
       "      <td>60175.080</td>\n",
       "      <td>64875.555</td>\n",
       "      <td>64875.555</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1740877</td>\n",
       "      <td>371185</td>\n",
       "      <td>-7</td>\n",
       "      <td>31815.225</td>\n",
       "      <td>450000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2250.000</td>\n",
       "      <td>2250.0</td>\n",
       "      <td>2250.0</td>\n",
       "      <td>26926.425</td>\n",
       "      <td>31460.085</td>\n",
       "      <td>31460.085</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1389973</td>\n",
       "      <td>337855</td>\n",
       "      <td>-4</td>\n",
       "      <td>236572.110</td>\n",
       "      <td>225000</td>\n",
       "      <td>2250.0</td>\n",
       "      <td>2250.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11795.760</td>\n",
       "      <td>11925.0</td>\n",
       "      <td>11925.0</td>\n",
       "      <td>224949.285</td>\n",
       "      <td>233048.970</td>\n",
       "      <td>233048.970</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1891521</td>\n",
       "      <td>126868</td>\n",
       "      <td>-1</td>\n",
       "      <td>453919.455</td>\n",
       "      <td>450000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11547.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11547.0</td>\n",
       "      <td>22924.890</td>\n",
       "      <td>27000.0</td>\n",
       "      <td>27000.0</td>\n",
       "      <td>443044.395</td>\n",
       "      <td>453919.455</td>\n",
       "      <td>453919.455</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SK_ID_PREV  SK_ID_CURR  MONTHS_BALANCE  AMT_BALANCE  \\\n",
       "0     2562384      378907              -6       56.970   \n",
       "1     2582071      363914              -1    63975.555   \n",
       "2     1740877      371185              -7    31815.225   \n",
       "3     1389973      337855              -4   236572.110   \n",
       "4     1891521      126868              -1   453919.455   \n",
       "\n",
       "   AMT_CREDIT_LIMIT_ACTUAL  AMT_DRAWINGS_ATM_CURRENT  AMT_DRAWINGS_CURRENT  \\\n",
       "0                   135000                       0.0                 877.5   \n",
       "1                    45000                    2250.0                2250.0   \n",
       "2                   450000                       0.0                   0.0   \n",
       "3                   225000                    2250.0                2250.0   \n",
       "4                   450000                       0.0               11547.0   \n",
       "\n",
       "   AMT_DRAWINGS_OTHER_CURRENT  AMT_DRAWINGS_POS_CURRENT  \\\n",
       "0                         0.0                     877.5   \n",
       "1                         0.0                       0.0   \n",
       "2                         0.0                       0.0   \n",
       "3                         0.0                       0.0   \n",
       "4                         0.0                   11547.0   \n",
       "\n",
       "   AMT_INST_MIN_REGULARITY  AMT_PAYMENT_CURRENT  AMT_PAYMENT_TOTAL_CURRENT  \\\n",
       "0                 1700.325               1800.0                     1800.0   \n",
       "1                 2250.000               2250.0                     2250.0   \n",
       "2                 2250.000               2250.0                     2250.0   \n",
       "3                11795.760              11925.0                    11925.0   \n",
       "4                22924.890              27000.0                    27000.0   \n",
       "\n",
       "   AMT_RECEIVABLE_PRINCIPAL  AMT_RECIVABLE  AMT_TOTAL_RECEIVABLE  \\\n",
       "0                     0.000          0.000                 0.000   \n",
       "1                 60175.080      64875.555             64875.555   \n",
       "2                 26926.425      31460.085             31460.085   \n",
       "3                224949.285     233048.970            233048.970   \n",
       "4                443044.395     453919.455            453919.455   \n",
       "\n",
       "   CNT_DRAWINGS_ATM_CURRENT  CNT_DRAWINGS_CURRENT  CNT_DRAWINGS_OTHER_CURRENT  \\\n",
       "0                       0.0                     1                         0.0   \n",
       "1                       1.0                     1                         0.0   \n",
       "2                       0.0                     0                         0.0   \n",
       "3                       1.0                     1                         0.0   \n",
       "4                       0.0                     1                         0.0   \n",
       "\n",
       "   CNT_DRAWINGS_POS_CURRENT  CNT_INSTALMENT_MATURE_CUM NAME_CONTRACT_STATUS  \\\n",
       "0                       1.0                       35.0               Active   \n",
       "1                       0.0                       69.0               Active   \n",
       "2                       0.0                       30.0               Active   \n",
       "3                       0.0                       10.0               Active   \n",
       "4                       1.0                      101.0               Active   \n",
       "\n",
       "   SK_DPD  SK_DPD_DEF  \n",
       "0       0           0  \n",
       "1       0           0  \n",
       "2       0           0  \n",
       "3       0           0  \n",
       "4       0           0  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_credit_card_balance.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CNT_INSTALMENT_MATURE_CUM      7.95%\n",
      "AMT_INST_MIN_REGULARITY        7.95%\n",
      "AMT_PAYMENT_CURRENT            20.0%\n",
      "AMT_DRAWINGS_ATM_CURRENT      19.52%\n",
      "CNT_DRAWINGS_POS_CURRENT      19.52%\n",
      "AMT_DRAWINGS_OTHER_CURRENT    19.52%\n",
      "AMT_DRAWINGS_POS_CURRENT      19.52%\n",
      "CNT_DRAWINGS_OTHER_CURRENT    19.52%\n",
      "CNT_DRAWINGS_ATM_CURRENT      19.52%\n",
      "SK_ID_PREV                      0.0%\n",
      "AMT_TOTAL_RECEIVABLE            0.0%\n",
      "SK_DPD                          0.0%\n",
      "NAME_CONTRACT_STATUS            0.0%\n",
      "CNT_DRAWINGS_CURRENT            0.0%\n",
      "AMT_PAYMENT_TOTAL_CURRENT       0.0%\n",
      "AMT_RECIVABLE                   0.0%\n",
      "AMT_RECEIVABLE_PRINCIPAL        0.0%\n",
      "SK_ID_CURR                      0.0%\n",
      "AMT_DRAWINGS_CURRENT            0.0%\n",
      "AMT_CREDIT_LIMIT_ACTUAL         0.0%\n",
      "AMT_BALANCE                     0.0%\n",
      "MONTHS_BALANCE                  0.0%\n",
      "SK_DPD_DEF                      0.0%\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "show_missing_values(raw_credit_card_balance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               NAME_CONTRACT_STATUS     Ratio\n",
      "Active                      3698436  0.963056\n",
      "Completed                    128918  0.033570\n",
      "Signed                        11058  0.002879\n",
      "Demand                         1365  0.000355\n",
      "Sent proposal                   513  0.000134\n",
      "Refused                          17  0.000004\n",
      "Approved                          5  0.000001\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "show_cat_col_values(raw_credit_card_balance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_credit_card_balance_dropped = raw_credit_card_balance.drop(['SK_ID_PREV', 'NAME_CONTRACT_STATUS'], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SK_ID_CURR                      int64\n",
       "MONTHS_BALANCE                  int64\n",
       "AMT_BALANCE                   float64\n",
       "AMT_CREDIT_LIMIT_ACTUAL         int64\n",
       "AMT_DRAWINGS_ATM_CURRENT      float64\n",
       "AMT_DRAWINGS_CURRENT          float64\n",
       "AMT_DRAWINGS_OTHER_CURRENT    float64\n",
       "AMT_DRAWINGS_POS_CURRENT      float64\n",
       "AMT_INST_MIN_REGULARITY       float64\n",
       "AMT_PAYMENT_CURRENT           float64\n",
       "AMT_PAYMENT_TOTAL_CURRENT     float64\n",
       "AMT_RECEIVABLE_PRINCIPAL      float64\n",
       "AMT_RECIVABLE                 float64\n",
       "AMT_TOTAL_RECEIVABLE          float64\n",
       "CNT_DRAWINGS_ATM_CURRENT      float64\n",
       "CNT_DRAWINGS_CURRENT            int64\n",
       "CNT_DRAWINGS_OTHER_CURRENT    float64\n",
       "CNT_DRAWINGS_POS_CURRENT      float64\n",
       "CNT_INSTALMENT_MATURE_CUM     float64\n",
       "SK_DPD                          int64\n",
       "SK_DPD_DEF                      int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_credit_card_balance_dropped.dtypes"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Feature Engineering for Credit Card Balance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_credit_card_balance_dropped['PNT_BALANCE_DRAWINGS_ATM'] = raw_credit_card_balance_dropped['AMT_DRAWINGS_ATM_CURRENT']/raw_credit_card_balance_dropped['AMT_BALANCE']\n",
    "raw_credit_card_balance_dropped['PNT_BALANCE_DRAWINGS_CURRENT'] = raw_credit_card_balance_dropped['AMT_DRAWINGS_ATM_CURRENT']/raw_credit_card_balance_dropped['AMT_BALANCE']\n",
    "raw_credit_card_balance_dropped['AVG_DRAWINGS_ATM_CURRENT'] = raw_credit_card_balance_dropped['AMT_DRAWINGS_CURRENT']/raw_credit_card_balance_dropped['CNT_DRAWINGS_ATM_CURRENT']\n",
    "raw_credit_card_balance_dropped['AVG_DRAWINGS_CURRENT'] = raw_credit_card_balance_dropped['AMT_DRAWINGS_CURRENT']/raw_credit_card_balance_dropped['CNT_DRAWINGS_CURRENT']\n",
    "raw_credit_card_balance_dropped['AVG_DRAWINGS_OTHER_CURRENT'] = raw_credit_card_balance_dropped['AMT_DRAWINGS_OTHER_CURRENT']/raw_credit_card_balance_dropped['CNT_DRAWINGS_OTHER_CURRENT']\n",
    "raw_credit_card_balance_dropped['AVG_DRAWINGS_POS_CURRENT'] = raw_credit_card_balance_dropped['AMT_DRAWINGS_POS_CURRENT']/raw_credit_card_balance_dropped['CNT_DRAWINGS_POS_CURRENT']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "credit_card_balance_dropped_agg_num = {\n",
    "\"MONTHS_BALANCE\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"AMT_BALANCE\": ['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"AMT_CREDIT_LIMIT_ACTUAL\": ['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"AMT_DRAWINGS_ATM_CURRENT\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"AMT_DRAWINGS_CURRENT\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"AMT_DRAWINGS_OTHER_CURRENT\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"AMT_DRAWINGS_POS_CURRENT\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"AMT_INST_MIN_REGULARITY\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"AMT_PAYMENT_CURRENT\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"AMT_PAYMENT_TOTAL_CURRENT\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"AMT_RECEIVABLE_PRINCIPAL\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"AMT_RECIVABLE\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"AMT_TOTAL_RECEIVABLE\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"CNT_DRAWINGS_ATM_CURRENT\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"CNT_DRAWINGS_CURRENT\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"CNT_DRAWINGS_OTHER_CURRENT\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"CNT_DRAWINGS_POS_CURRENT\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"CNT_INSTALMENT_MATURE_CUM\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"SK_DPD\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"SK_DPD_DEF\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"PNT_BALANCE_DRAWINGS_ATM\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"PNT_BALANCE_DRAWINGS_CURRENT\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"AVG_DRAWINGS_ATM_CURRENT\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"AVG_DRAWINGS_CURRENT\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"AVG_DRAWINGS_OTHER_CURRENT\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\"AVG_DRAWINGS_POS_CURRENT\":['max', 'mean', 'sum', 'median', 'std'],\n",
    "\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "credit_card_agg = raw_credit_card_balance_dropped.groupby('SK_ID_CURR').agg(credit_card_balance_dropped_agg_num)\n",
    "\n",
    "credit_card_agg.columns = pd.Index(['credit_card_' + col[0] + \"_\" + col[1] for col in credit_card_agg.columns.tolist() if col[0] != 'SK_ID_CURR'])\n",
    "\n",
    "credit_card_agg = credit_card_agg.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "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>credit_card_MONTHS_BALANCE_max</th>\n",
       "      <th>credit_card_MONTHS_BALANCE_mean</th>\n",
       "      <th>credit_card_MONTHS_BALANCE_sum</th>\n",
       "      <th>credit_card_MONTHS_BALANCE_median</th>\n",
       "      <th>credit_card_MONTHS_BALANCE_std</th>\n",
       "      <th>credit_card_AMT_BALANCE_max</th>\n",
       "      <th>credit_card_AMT_BALANCE_mean</th>\n",
       "      <th>credit_card_AMT_BALANCE_sum</th>\n",
       "      <th>credit_card_AMT_BALANCE_median</th>\n",
       "      <th>credit_card_AMT_BALANCE_std</th>\n",
       "      <th>credit_card_AMT_CREDIT_LIMIT_ACTUAL_max</th>\n",
       "      <th>credit_card_AMT_CREDIT_LIMIT_ACTUAL_mean</th>\n",
       "      <th>credit_card_AMT_CREDIT_LIMIT_ACTUAL_sum</th>\n",
       "      <th>credit_card_AMT_CREDIT_LIMIT_ACTUAL_median</th>\n",
       "      <th>credit_card_AMT_CREDIT_LIMIT_ACTUAL_std</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_ATM_CURRENT_max</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_ATM_CURRENT_mean</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_ATM_CURRENT_sum</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_ATM_CURRENT_median</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_ATM_CURRENT_std</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_CURRENT_max</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_CURRENT_mean</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_CURRENT_sum</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_CURRENT_median</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_CURRENT_std</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_OTHER_CURRENT_max</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_OTHER_CURRENT_mean</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_OTHER_CURRENT_sum</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_OTHER_CURRENT_median</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_OTHER_CURRENT_std</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_POS_CURRENT_max</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_POS_CURRENT_mean</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_POS_CURRENT_sum</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_POS_CURRENT_median</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_POS_CURRENT_std</th>\n",
       "      <th>credit_card_AMT_INST_MIN_REGULARITY_max</th>\n",
       "      <th>credit_card_AMT_INST_MIN_REGULARITY_mean</th>\n",
       "      <th>credit_card_AMT_INST_MIN_REGULARITY_sum</th>\n",
       "      <th>credit_card_AMT_INST_MIN_REGULARITY_median</th>\n",
       "      <th>credit_card_AMT_INST_MIN_REGULARITY_std</th>\n",
       "      <th>credit_card_AMT_PAYMENT_CURRENT_max</th>\n",
       "      <th>credit_card_AMT_PAYMENT_CURRENT_mean</th>\n",
       "      <th>credit_card_AMT_PAYMENT_CURRENT_sum</th>\n",
       "      <th>credit_card_AMT_PAYMENT_CURRENT_median</th>\n",
       "      <th>credit_card_AMT_PAYMENT_CURRENT_std</th>\n",
       "      <th>credit_card_AMT_PAYMENT_TOTAL_CURRENT_max</th>\n",
       "      <th>credit_card_AMT_PAYMENT_TOTAL_CURRENT_mean</th>\n",
       "      <th>credit_card_AMT_PAYMENT_TOTAL_CURRENT_sum</th>\n",
       "      <th>credit_card_AMT_PAYMENT_TOTAL_CURRENT_median</th>\n",
       "      <th>credit_card_AMT_PAYMENT_TOTAL_CURRENT_std</th>\n",
       "      <th>credit_card_AMT_RECEIVABLE_PRINCIPAL_max</th>\n",
       "      <th>credit_card_AMT_RECEIVABLE_PRINCIPAL_mean</th>\n",
       "      <th>credit_card_AMT_RECEIVABLE_PRINCIPAL_sum</th>\n",
       "      <th>credit_card_AMT_RECEIVABLE_PRINCIPAL_median</th>\n",
       "      <th>credit_card_AMT_RECEIVABLE_PRINCIPAL_std</th>\n",
       "      <th>credit_card_AMT_RECIVABLE_max</th>\n",
       "      <th>credit_card_AMT_RECIVABLE_mean</th>\n",
       "      <th>credit_card_AMT_RECIVABLE_sum</th>\n",
       "      <th>credit_card_AMT_RECIVABLE_median</th>\n",
       "      <th>credit_card_AMT_RECIVABLE_std</th>\n",
       "      <th>credit_card_AMT_TOTAL_RECEIVABLE_max</th>\n",
       "      <th>credit_card_AMT_TOTAL_RECEIVABLE_mean</th>\n",
       "      <th>credit_card_AMT_TOTAL_RECEIVABLE_sum</th>\n",
       "      <th>credit_card_AMT_TOTAL_RECEIVABLE_median</th>\n",
       "      <th>credit_card_AMT_TOTAL_RECEIVABLE_std</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_ATM_CURRENT_max</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_ATM_CURRENT_mean</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_ATM_CURRENT_sum</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_ATM_CURRENT_median</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_ATM_CURRENT_std</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_CURRENT_max</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_CURRENT_mean</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_CURRENT_sum</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_CURRENT_median</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_CURRENT_std</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_OTHER_CURRENT_max</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_OTHER_CURRENT_mean</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_OTHER_CURRENT_sum</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_OTHER_CURRENT_median</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_OTHER_CURRENT_std</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_POS_CURRENT_max</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_POS_CURRENT_mean</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_POS_CURRENT_sum</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_POS_CURRENT_median</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_POS_CURRENT_std</th>\n",
       "      <th>credit_card_CNT_INSTALMENT_MATURE_CUM_max</th>\n",
       "      <th>credit_card_CNT_INSTALMENT_MATURE_CUM_mean</th>\n",
       "      <th>credit_card_CNT_INSTALMENT_MATURE_CUM_sum</th>\n",
       "      <th>credit_card_CNT_INSTALMENT_MATURE_CUM_median</th>\n",
       "      <th>credit_card_CNT_INSTALMENT_MATURE_CUM_std</th>\n",
       "      <th>credit_card_SK_DPD_max</th>\n",
       "      <th>credit_card_SK_DPD_mean</th>\n",
       "      <th>credit_card_SK_DPD_sum</th>\n",
       "      <th>credit_card_SK_DPD_median</th>\n",
       "      <th>credit_card_SK_DPD_std</th>\n",
       "      <th>credit_card_SK_DPD_DEF_max</th>\n",
       "      <th>credit_card_SK_DPD_DEF_mean</th>\n",
       "      <th>credit_card_SK_DPD_DEF_sum</th>\n",
       "      <th>credit_card_SK_DPD_DEF_median</th>\n",
       "      <th>credit_card_SK_DPD_DEF_std</th>\n",
       "      <th>credit_card_PNT_BALANCE_DRAWINGS_ATM_max</th>\n",
       "      <th>credit_card_PNT_BALANCE_DRAWINGS_ATM_mean</th>\n",
       "      <th>credit_card_PNT_BALANCE_DRAWINGS_ATM_sum</th>\n",
       "      <th>credit_card_PNT_BALANCE_DRAWINGS_ATM_median</th>\n",
       "      <th>credit_card_PNT_BALANCE_DRAWINGS_ATM_std</th>\n",
       "      <th>credit_card_PNT_BALANCE_DRAWINGS_CURRENT_max</th>\n",
       "      <th>credit_card_PNT_BALANCE_DRAWINGS_CURRENT_mean</th>\n",
       "      <th>credit_card_PNT_BALANCE_DRAWINGS_CURRENT_sum</th>\n",
       "      <th>credit_card_PNT_BALANCE_DRAWINGS_CURRENT_median</th>\n",
       "      <th>credit_card_PNT_BALANCE_DRAWINGS_CURRENT_std</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_ATM_CURRENT_max</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_ATM_CURRENT_mean</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_ATM_CURRENT_sum</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_ATM_CURRENT_median</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_ATM_CURRENT_std</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_CURRENT_max</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_CURRENT_mean</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_CURRENT_sum</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_CURRENT_median</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_CURRENT_std</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_OTHER_CURRENT_max</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_OTHER_CURRENT_mean</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_OTHER_CURRENT_sum</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_OTHER_CURRENT_median</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_OTHER_CURRENT_std</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_POS_CURRENT_max</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_POS_CURRENT_mean</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_POS_CURRENT_sum</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_POS_CURRENT_median</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_POS_CURRENT_std</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
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       "      <td>-3.5</td>\n",
       "      <td>-21</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>270000</td>\n",
       "      <td>270000.000000</td>\n",
       "      <td>1620000</td>\n",
       "      <td>270000.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>100011</td>\n",
       "      <td>-2</td>\n",
       "      <td>-38.5</td>\n",
       "      <td>-2849</td>\n",
       "      <td>-38.5</td>\n",
       "      <td>21.505813</td>\n",
       "      <td>189000.000</td>\n",
       "      <td>54482.111149</td>\n",
       "      <td>4031676.225</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>68127.238270</td>\n",
       "      <td>180000</td>\n",
       "      <td>164189.189189</td>\n",
       "      <td>12150000</td>\n",
       "      <td>180000.0</td>\n",
       "      <td>34482.743620</td>\n",
       "      <td>180000.0</td>\n",
       "      <td>2432.432432</td>\n",
       "      <td>180000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20924.574974</td>\n",
       "      <td>180000.00</td>\n",
       "      <td>2432.432432</td>\n",
       "      <td>180000.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20924.574974</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>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9000.000</td>\n",
       "      <td>3956.221849</td>\n",
       "      <td>288804.195</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>4487.750710</td>\n",
       "      <td>55485.00</td>\n",
       "      <td>4843.064189</td>\n",
       "      <td>358386.750</td>\n",
       "      <td>563.355</td>\n",
       "      <td>7279.601955</td>\n",
       "      <td>55485.00</td>\n",
       "      <td>4520.067568</td>\n",
       "      <td>334485.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>7473.872687</td>\n",
       "      <td>180000.000</td>\n",
       "      <td>52402.088919</td>\n",
       "      <td>3877754.580</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>65758.823328</td>\n",
       "      <td>189000.000</td>\n",
       "      <td>54433.179122</td>\n",
       "      <td>4028055.255</td>\n",
       "      <td>0.000</td>\n",
       "      <td>68166.970922</td>\n",
       "      <td>189000.000</td>\n",
       "      <td>54433.179122</td>\n",
       "      <td>4028055.255</td>\n",
       "      <td>0.000</td>\n",
       "      <td>68166.970922</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.054054</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.464991</td>\n",
       "      <td>4</td>\n",
       "      <td>0.054054</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.464991</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>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>33.0</td>\n",
       "      <td>25.767123</td>\n",
       "      <td>1881.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>10.288236</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.952381</td>\n",
       "      <td>0.028860</td>\n",
       "      <td>0.952381</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.165788</td>\n",
       "      <td>0.952381</td>\n",
       "      <td>0.028860</td>\n",
       "      <td>0.952381</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.165788</td>\n",
       "      <td>4.500000e+04</td>\n",
       "      <td>45000.000000</td>\n",
       "      <td>45000.000000</td>\n",
       "      <td>4.500000e+04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.500000e+04</td>\n",
       "      <td>4.500000e+04</td>\n",
       "      <td>4.500000e+04</td>\n",
       "      <td>45000.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>100013</td>\n",
       "      <td>-1</td>\n",
       "      <td>-48.5</td>\n",
       "      <td>-4656</td>\n",
       "      <td>-48.5</td>\n",
       "      <td>27.856777</td>\n",
       "      <td>161420.220</td>\n",
       "      <td>18159.919219</td>\n",
       "      <td>1743352.245</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>43237.406997</td>\n",
       "      <td>157500</td>\n",
       "      <td>131718.750000</td>\n",
       "      <td>12645000</td>\n",
       "      <td>157500.0</td>\n",
       "      <td>47531.585759</td>\n",
       "      <td>157500.0</td>\n",
       "      <td>6350.000000</td>\n",
       "      <td>571500.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28722.270457</td>\n",
       "      <td>157500.00</td>\n",
       "      <td>5953.125000</td>\n",
       "      <td>571500.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>27843.366225</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>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7875.000</td>\n",
       "      <td>1454.539551</td>\n",
       "      <td>129454.020</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>3028.409304</td>\n",
       "      <td>153675.00</td>\n",
       "      <td>7168.346250</td>\n",
       "      <td>688161.240</td>\n",
       "      <td>274.320</td>\n",
       "      <td>21626.144325</td>\n",
       "      <td>153675.00</td>\n",
       "      <td>6817.172344</td>\n",
       "      <td>654448.545</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>21730.655260</td>\n",
       "      <td>157500.000</td>\n",
       "      <td>17255.559844</td>\n",
       "      <td>1656533.745</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>41279.745434</td>\n",
       "      <td>161420.220</td>\n",
       "      <td>18101.079844</td>\n",
       "      <td>1737703.665</td>\n",
       "      <td>0.000</td>\n",
       "      <td>43262.026330</td>\n",
       "      <td>161420.220</td>\n",
       "      <td>18101.079844</td>\n",
       "      <td>1737703.665</td>\n",
       "      <td>0.000</td>\n",
       "      <td>43262.026330</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.255556</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.185693</td>\n",
       "      <td>7</td>\n",
       "      <td>0.239583</td>\n",
       "      <td>23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.149323</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>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22.0</td>\n",
       "      <td>18.719101</td>\n",
       "      <td>1666.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>5.852328</td>\n",
       "      <td>1</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.102062</td>\n",
       "      <td>1</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.102062</td>\n",
       "      <td>0.975714</td>\n",
       "      <td>0.180555</td>\n",
       "      <td>3.972203</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.375506</td>\n",
       "      <td>0.975714</td>\n",
       "      <td>0.180555</td>\n",
       "      <td>3.972203</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.375506</td>\n",
       "      <td>3.712500e+04</td>\n",
       "      <td>25778.571429</td>\n",
       "      <td>128892.857143</td>\n",
       "      <td>2.250000e+04</td>\n",
       "      <td>7187.900388</td>\n",
       "      <td>3.712500e+04</td>\n",
       "      <td>2.577857e+04</td>\n",
       "      <td>1.288929e+05</td>\n",
       "      <td>22500.000000</td>\n",
       "      <td>7187.900388</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>100021</td>\n",
       "      <td>-2</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>-170</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>5.049752</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>675000</td>\n",
       "      <td>675000.000000</td>\n",
       "      <td>11475000</td>\n",
       "      <td>675000.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>100023</td>\n",
       "      <td>-4</td>\n",
       "      <td>-7.5</td>\n",
       "      <td>-60</td>\n",
       "      <td>-7.5</td>\n",
       "      <td>2.449490</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>225000</td>\n",
       "      <td>135000.000000</td>\n",
       "      <td>1080000</td>\n",
       "      <td>135000.0</td>\n",
       "      <td>96214.047088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
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       "      <td>456244</td>\n",
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       "      <td>-861</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>103556</th>\n",
       "      <td>456248</td>\n",
       "      <td>-2</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103557</th>\n",
       "      <td>456250</td>\n",
       "      <td>-1</td>\n",
       "      <td>-6.5</td>\n",
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       "      <td>200208.915</td>\n",
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       "      <td>2083071.915</td>\n",
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       "      <td>7.0</td>\n",
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       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>103558 rows × 131 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        SK_ID_CURR  credit_card_MONTHS_BALANCE_max  \\\n",
       "0           100006                              -1   \n",
       "1           100011                              -2   \n",
       "2           100013                              -1   \n",
       "3           100021                              -2   \n",
       "4           100023                              -4   \n",
       "...            ...                             ...   \n",
       "103553      456244                              -1   \n",
       "103554      456246                              -2   \n",
       "103555      456247                              -2   \n",
       "103556      456248                              -2   \n",
       "103557      456250                              -1   \n",
       "\n",
       "        credit_card_MONTHS_BALANCE_mean  credit_card_MONTHS_BALANCE_sum  \\\n",
       "0                                  -3.5                             -21   \n",
       "1                                 -38.5                           -2849   \n",
       "2                                 -48.5                           -4656   \n",
       "3                                 -10.0                            -170   \n",
       "4                                  -7.5                             -60   \n",
       "...                                 ...                             ...   \n",
       "103553                            -21.0                            -861   \n",
       "103554                             -5.5                             -44   \n",
       "103555                            -49.0                           -4655   \n",
       "103556                            -13.0                            -299   \n",
       "103557                             -6.5                             -78   \n",
       "\n",
       "        credit_card_MONTHS_BALANCE_median  credit_card_MONTHS_BALANCE_std  \\\n",
       "0                                    -3.5                        1.870829   \n",
       "1                                   -38.5                       21.505813   \n",
       "2                                   -48.5                       27.856777   \n",
       "3                                   -10.0                        5.049752   \n",
       "4                                    -7.5                        2.449490   \n",
       "...                                   ...                             ...   \n",
       "103553                              -21.0                       11.979149   \n",
       "103554                               -5.5                        2.449490   \n",
       "103555                              -49.0                       27.568098   \n",
       "103556                              -13.0                        6.782330   \n",
       "103557                               -6.5                        3.605551   \n",
       "\n",
       "        credit_card_AMT_BALANCE_max  credit_card_AMT_BALANCE_mean  \\\n",
       "0                             0.000                      0.000000   \n",
       "1                        189000.000                  54482.111149   \n",
       "2                        161420.220                  18159.919219   \n",
       "3                             0.000                      0.000000   \n",
       "4                             0.000                      0.000000   \n",
       "...                             ...                           ...   \n",
       "103553                   453627.675                 131834.730732   \n",
       "103554                    43490.115                  13136.731875   \n",
       "103555                   190202.130                  23216.396211   \n",
       "103556                        0.000                      0.000000   \n",
       "103557                   200208.915                 173589.326250   \n",
       "\n",
       "        credit_card_AMT_BALANCE_sum  credit_card_AMT_BALANCE_median  \\\n",
       "0                             0.000                          0.0000   \n",
       "1                       4031676.225                          0.0000   \n",
       "2                       1743352.245                          0.0000   \n",
       "3                             0.000                          0.0000   \n",
       "4                             0.000                          0.0000   \n",
       "...                             ...                             ...   \n",
       "103553                  5405223.960                          0.0000   \n",
       "103554                   105093.855                        753.4125   \n",
       "103555                  2205557.640                          0.0000   \n",
       "103556                        0.000                          0.0000   \n",
       "103557                  2083071.915                     173189.4525   \n",
       "\n",
       "        credit_card_AMT_BALANCE_std  credit_card_AMT_CREDIT_LIMIT_ACTUAL_max  \\\n",
       "0                          0.000000                                   270000   \n",
       "1                      68127.238270                                   180000   \n",
       "2                      43237.406997                                   157500   \n",
       "3                          0.000000                                   675000   \n",
       "4                          0.000000                                   225000   \n",
       "...                             ...                                      ...   \n",
       "103553                181540.706436                                   450000   \n",
       "103554                 18263.381378                                   135000   \n",
       "103555                 56576.242229                                   180000   \n",
       "103556                     0.000000                                   900000   \n",
       "103557                 12914.006678                                   180000   \n",
       "\n",
       "        credit_card_AMT_CREDIT_LIMIT_ACTUAL_mean  \\\n",
       "0                                  270000.000000   \n",
       "1                                  164189.189189   \n",
       "2                                  131718.750000   \n",
       "3                                  675000.000000   \n",
       "4                                  135000.000000   \n",
       "...                                          ...   \n",
       "103553                             296341.463415   \n",
       "103554                             135000.000000   \n",
       "103555                             144000.000000   \n",
       "103556                             900000.000000   \n",
       "103557                             178875.000000   \n",
       "\n",
       "        credit_card_AMT_CREDIT_LIMIT_ACTUAL_sum  \\\n",
       "0                                       1620000   \n",
       "1                                      12150000   \n",
       "2                                      12645000   \n",
       "3                                      11475000   \n",
       "4                                       1080000   \n",
       "...                                         ...   \n",
       "103553                                 12150000   \n",
       "103554                                  1080000   \n",
       "103555                                 13680000   \n",
       "103556                                 20700000   \n",
       "103557                                  2146500   \n",
       "\n",
       "        credit_card_AMT_CREDIT_LIMIT_ACTUAL_median  \\\n",
       "0                                         270000.0   \n",
       "1                                         180000.0   \n",
       "2                                         157500.0   \n",
       "3                                         675000.0   \n",
       "4                                         135000.0   \n",
       "...                                            ...   \n",
       "103553                                    450000.0   \n",
       "103554                                    135000.0   \n",
       "103555                                    180000.0   \n",
       "103556                                    900000.0   \n",
       "103557                                    180000.0   \n",
       "\n",
       "        credit_card_AMT_CREDIT_LIMIT_ACTUAL_std  \\\n",
       "0                                      0.000000   \n",
       "1                                  34482.743620   \n",
       "2                                  47531.585759   \n",
       "3                                      0.000000   \n",
       "4                                  96214.047088   \n",
       "...                                         ...   \n",
       "103553                            216041.154616   \n",
       "103554                                 0.000000   \n",
       "103555                             72381.965545   \n",
       "103556                                 0.000000   \n",
       "103557                              2035.201576   \n",
       "\n",
       "        credit_card_AMT_DRAWINGS_ATM_CURRENT_max  \\\n",
       "0                                            NaN   \n",
       "1                                       180000.0   \n",
       "2                                       157500.0   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "...                                          ...   \n",
       "103553                                  279000.0   \n",
       "103554                                       0.0   \n",
       "103555                                   96750.0   \n",
       "103556                                       NaN   \n",
       "103557                                  171000.0   \n",
       "\n",
       "        credit_card_AMT_DRAWINGS_ATM_CURRENT_mean  \\\n",
       "0                                             NaN   \n",
       "1                                     2432.432432   \n",
       "2                                     6350.000000   \n",
       "3                                             NaN   \n",
       "4                                             NaN   \n",
       "...                                           ...   \n",
       "103553                               24475.609756   \n",
       "103554                                   0.000000   \n",
       "103555                                2136.315789   \n",
       "103556                                        NaN   \n",
       "103557                               15000.000000   \n",
       "\n",
       "        credit_card_AMT_DRAWINGS_ATM_CURRENT_sum  \\\n",
       "0                                            0.0   \n",
       "1                                       180000.0   \n",
       "2                                       571500.0   \n",
       "3                                            0.0   \n",
       "4                                            0.0   \n",
       "...                                          ...   \n",
       "103553                                 1003500.0   \n",
       "103554                                       0.0   \n",
       "103555                                  202950.0   \n",
       "103556                                       0.0   \n",
       "103557                                  180000.0   \n",
       "\n",
       "        credit_card_AMT_DRAWINGS_ATM_CURRENT_median  \\\n",
       "0                                               NaN   \n",
       "1                                               0.0   \n",
       "2                                               0.0   \n",
       "3                                               NaN   \n",
       "4                                               NaN   \n",
       "...                                             ...   \n",
       "103553                                          0.0   \n",
       "103554                                          0.0   \n",
       "103555                                          0.0   \n",
       "103556                                          NaN   \n",
       "103557                                          0.0   \n",
       "\n",
       "        credit_card_AMT_DRAWINGS_ATM_CURRENT_std  \\\n",
       "0                                            NaN   \n",
       "1                                   20924.574974   \n",
       "2                                   28722.270457   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "...                                          ...   \n",
       "103553                              54198.747820   \n",
       "103554                                  0.000000   \n",
       "103555                              13508.768709   \n",
       "103556                                       NaN   \n",
       "103557                              49195.343460   \n",
       "\n",
       "        credit_card_AMT_DRAWINGS_CURRENT_max  \\\n",
       "0                                       0.00   \n",
       "1                                  180000.00   \n",
       "2                                  157500.00   \n",
       "3                                       0.00   \n",
       "4                                       0.00   \n",
       "...                                      ...   \n",
       "103553                             307953.45   \n",
       "103554                              48929.85   \n",
       "103555                              96750.00   \n",
       "103556                                  0.00   \n",
       "103557                             171000.00   \n",
       "\n",
       "        credit_card_AMT_DRAWINGS_CURRENT_mean  \\\n",
       "0                                    0.000000   \n",
       "1                                 2432.432432   \n",
       "2                                 5953.125000   \n",
       "3                                    0.000000   \n",
       "4                                    0.000000   \n",
       "...                                       ...   \n",
       "103553                           26842.388049   \n",
       "103554                           15199.256250   \n",
       "103555                            2149.506474   \n",
       "103556                               0.000000   \n",
       "103557                           15000.000000   \n",
       "\n",
       "        credit_card_AMT_DRAWINGS_CURRENT_sum  \\\n",
       "0                                      0.000   \n",
       "1                                 180000.000   \n",
       "2                                 571500.000   \n",
       "3                                      0.000   \n",
       "4                                      0.000   \n",
       "...                                      ...   \n",
       "103553                           1100537.910   \n",
       "103554                            121594.050   \n",
       "103555                            204203.115   \n",
       "103556                                 0.000   \n",
       "103557                            180000.000   \n",
       "\n",
       "        credit_card_AMT_DRAWINGS_CURRENT_median  \\\n",
       "0                                         0.000   \n",
       "1                                         0.000   \n",
       "2                                         0.000   \n",
       "3                                         0.000   \n",
       "4                                         0.000   \n",
       "...                                         ...   \n",
       "103553                                    0.000   \n",
       "103554                                  526.275   \n",
       "103555                                    0.000   \n",
       "103556                                    0.000   \n",
       "103557                                    0.000   \n",
       "\n",
       "        credit_card_AMT_DRAWINGS_CURRENT_std  \\\n",
       "0                                   0.000000   \n",
       "1                               20924.574974   \n",
       "2                               27843.366225   \n",
       "3                                   0.000000   \n",
       "4                                   0.000000   \n",
       "...                                      ...   \n",
       "103553                          58950.161279   \n",
       "103554                          21710.636111   \n",
       "103555                          13507.272226   \n",
       "103556                              0.000000   \n",
       "103557                          49195.343460   \n",
       "\n",
       "        credit_card_AMT_DRAWINGS_OTHER_CURRENT_max  \\\n",
       "0                                              NaN   \n",
       "1                                              0.0   \n",
       "2                                              0.0   \n",
       "3                                              NaN   \n",
       "4                                              NaN   \n",
       "...                                            ...   \n",
       "103553                                         0.0   \n",
       "103554                                         0.0   \n",
       "103555                                         0.0   \n",
       "103556                                         NaN   \n",
       "103557                                         0.0   \n",
       "\n",
       "        credit_card_AMT_DRAWINGS_OTHER_CURRENT_mean  \\\n",
       "0                                               NaN   \n",
       "1                                               0.0   \n",
       "2                                               0.0   \n",
       "3                                               NaN   \n",
       "4                                               NaN   \n",
       "...                                             ...   \n",
       "103553                                          0.0   \n",
       "103554                                          0.0   \n",
       "103555                                          0.0   \n",
       "103556                                          NaN   \n",
       "103557                                          0.0   \n",
       "\n",
       "        credit_card_AMT_DRAWINGS_OTHER_CURRENT_sum  \\\n",
       "0                                              0.0   \n",
       "1                                              0.0   \n",
       "2                                              0.0   \n",
       "3                                              0.0   \n",
       "4                                              0.0   \n",
       "...                                            ...   \n",
       "103553                                         0.0   \n",
       "103554                                         0.0   \n",
       "103555                                         0.0   \n",
       "103556                                         0.0   \n",
       "103557                                         0.0   \n",
       "\n",
       "        credit_card_AMT_DRAWINGS_OTHER_CURRENT_median  \\\n",
       "0                                                 NaN   \n",
       "1                                                 0.0   \n",
       "2                                                 0.0   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "...                                               ...   \n",
       "103553                                            0.0   \n",
       "103554                                            0.0   \n",
       "103555                                            0.0   \n",
       "103556                                            NaN   \n",
       "103557                                            0.0   \n",
       "\n",
       "        credit_card_AMT_DRAWINGS_OTHER_CURRENT_std  \\\n",
       "0                                              NaN   \n",
       "1                                              0.0   \n",
       "2                                              0.0   \n",
       "3                                              NaN   \n",
       "4                                              NaN   \n",
       "...                                            ...   \n",
       "103553                                         0.0   \n",
       "103554                                         0.0   \n",
       "103555                                         0.0   \n",
       "103556                                         NaN   \n",
       "103557                                         0.0   \n",
       "\n",
       "        credit_card_AMT_DRAWINGS_POS_CURRENT_max  \\\n",
       "0                                            NaN   \n",
       "1                                          0.000   \n",
       "2                                          0.000   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "...                                          ...   \n",
       "103553                                 30911.850   \n",
       "103554                                 48929.850   \n",
       "103555                                  1253.115   \n",
       "103556                                       NaN   \n",
       "103557                                     0.000   \n",
       "\n",
       "        credit_card_AMT_DRAWINGS_POS_CURRENT_mean  \\\n",
       "0                                             NaN   \n",
       "1                                        0.000000   \n",
       "2                                        0.000000   \n",
       "3                                             NaN   \n",
       "4                                             NaN   \n",
       "...                                           ...   \n",
       "103553                                2363.015854   \n",
       "103554                               15199.256250   \n",
       "103555                                  13.190684   \n",
       "103556                                        NaN   \n",
       "103557                                   0.000000   \n",
       "\n",
       "        credit_card_AMT_DRAWINGS_POS_CURRENT_sum  \\\n",
       "0                                          0.000   \n",
       "1                                          0.000   \n",
       "2                                          0.000   \n",
       "3                                          0.000   \n",
       "4                                          0.000   \n",
       "...                                          ...   \n",
       "103553                                 96883.650   \n",
       "103554                                121594.050   \n",
       "103555                                  1253.115   \n",
       "103556                                     0.000   \n",
       "103557                                     0.000   \n",
       "\n",
       "        credit_card_AMT_DRAWINGS_POS_CURRENT_median  \\\n",
       "0                                               NaN   \n",
       "1                                             0.000   \n",
       "2                                             0.000   \n",
       "3                                               NaN   \n",
       "4                                               NaN   \n",
       "...                                             ...   \n",
       "103553                                        0.000   \n",
       "103554                                      526.275   \n",
       "103555                                        0.000   \n",
       "103556                                          NaN   \n",
       "103557                                        0.000   \n",
       "\n",
       "        credit_card_AMT_DRAWINGS_POS_CURRENT_std  \\\n",
       "0                                            NaN   \n",
       "1                                       0.000000   \n",
       "2                                       0.000000   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "...                                          ...   \n",
       "103553                               7177.457716   \n",
       "103554                              21710.636111   \n",
       "103555                                128.566886   \n",
       "103556                                       NaN   \n",
       "103557                                  0.000000   \n",
       "\n",
       "        credit_card_AMT_INST_MIN_REGULARITY_max  \\\n",
       "0                                         0.000   \n",
       "1                                      9000.000   \n",
       "2                                      7875.000   \n",
       "3                                         0.000   \n",
       "4                                         0.000   \n",
       "...                                         ...   \n",
       "103553                                23343.165   \n",
       "103554                                 2250.000   \n",
       "103555                                 9000.000   \n",
       "103556                                    0.000   \n",
       "103557                                 9892.485   \n",
       "\n",
       "        credit_card_AMT_INST_MIN_REGULARITY_mean  \\\n",
       "0                                       0.000000   \n",
       "1                                    3956.221849   \n",
       "2                                    1454.539551   \n",
       "3                                       0.000000   \n",
       "4                                       0.000000   \n",
       "...                                          ...   \n",
       "103553                               6514.200000   \n",
       "103554                               1439.150625   \n",
       "103555                               1414.704789   \n",
       "103556                                  0.000000   \n",
       "103557                               7540.080000   \n",
       "\n",
       "        credit_card_AMT_INST_MIN_REGULARITY_sum  \\\n",
       "0                                         0.000   \n",
       "1                                    288804.195   \n",
       "2                                    129454.020   \n",
       "3                                         0.000   \n",
       "4                                         0.000   \n",
       "...                                         ...   \n",
       "103553                               260568.000   \n",
       "103554                                11513.205   \n",
       "103555                               134396.955   \n",
       "103556                                    0.000   \n",
       "103557                                90480.960   \n",
       "\n",
       "        credit_card_AMT_INST_MIN_REGULARITY_median  \\\n",
       "0                                           0.0000   \n",
       "1                                           0.0000   \n",
       "2                                           0.0000   \n",
       "3                                           0.0000   \n",
       "4                                           0.0000   \n",
       "...                                            ...   \n",
       "103553                                      0.0000   \n",
       "103554                                   2250.0000   \n",
       "103555                                      0.0000   \n",
       "103556                                      0.0000   \n",
       "103557                                   8867.9925   \n",
       "\n",
       "        credit_card_AMT_INST_MIN_REGULARITY_std  \\\n",
       "0                                      0.000000   \n",
       "1                                   4487.750710   \n",
       "2                                   3028.409304   \n",
       "3                                      0.000000   \n",
       "4                                      0.000000   \n",
       "...                                         ...   \n",
       "103553                              9325.388156   \n",
       "103554                              1119.815335   \n",
       "103555                              3067.353655   \n",
       "103556                                 0.000000   \n",
       "103557                              3553.253213   \n",
       "\n",
       "        credit_card_AMT_PAYMENT_CURRENT_max  \\\n",
       "0                                       NaN   \n",
       "1                                  55485.00   \n",
       "2                                 153675.00   \n",
       "3                                       NaN   \n",
       "4                                       NaN   \n",
       "...                                     ...   \n",
       "103553                            482329.62   \n",
       "103554                             43669.71   \n",
       "103555                             99990.00   \n",
       "103556                                  NaN   \n",
       "103557                             20250.00   \n",
       "\n",
       "        credit_card_AMT_PAYMENT_CURRENT_mean  \\\n",
       "0                                        NaN   \n",
       "1                                4843.064189   \n",
       "2                                7168.346250   \n",
       "3                                        NaN   \n",
       "4                                        NaN   \n",
       "...                                      ...   \n",
       "103553                          32720.544878   \n",
       "103554                          18778.275000   \n",
       "103555                           4883.755263   \n",
       "103556                                   NaN   \n",
       "103557                          10748.250000   \n",
       "\n",
       "        credit_card_AMT_PAYMENT_CURRENT_sum  \\\n",
       "0                                     0.000   \n",
       "1                                358386.750   \n",
       "2                                688161.240   \n",
       "3                                     0.000   \n",
       "4                                     0.000   \n",
       "...                                     ...   \n",
       "103553                          1341542.340   \n",
       "103554                           131447.925   \n",
       "103555                           463956.750   \n",
       "103556                                0.000   \n",
       "103557                           107482.500   \n",
       "\n",
       "        credit_card_AMT_PAYMENT_CURRENT_median  \\\n",
       "0                                          NaN   \n",
       "1                                      563.355   \n",
       "2                                      274.320   \n",
       "3                                          NaN   \n",
       "4                                          NaN   \n",
       "...                                        ...   \n",
       "103553                                 154.260   \n",
       "103554                               18000.000   \n",
       "103555                                 520.605   \n",
       "103556                                     NaN   \n",
       "103557                                9675.000   \n",
       "\n",
       "        credit_card_AMT_PAYMENT_CURRENT_std  \\\n",
       "0                                       NaN   \n",
       "1                               7279.601955   \n",
       "2                              21626.144325   \n",
       "3                                       NaN   \n",
       "4                                       NaN   \n",
       "...                                     ...   \n",
       "103553                         95852.088187   \n",
       "103554                         17913.738243   \n",
       "103555                         16818.866002   \n",
       "103556                                  NaN   \n",
       "103557                          3508.494068   \n",
       "\n",
       "        credit_card_AMT_PAYMENT_TOTAL_CURRENT_max  \\\n",
       "0                                            0.00   \n",
       "1                                        55485.00   \n",
       "2                                       153675.00   \n",
       "3                                            0.00   \n",
       "4                                            0.00   \n",
       "...                                           ...   \n",
       "103553                                  482329.62   \n",
       "103554                                   41419.71   \n",
       "103555                                   99990.00   \n",
       "103556                                       0.00   \n",
       "103557                                   11250.00   \n",
       "\n",
       "        credit_card_AMT_PAYMENT_TOTAL_CURRENT_mean  \\\n",
       "0                                         0.000000   \n",
       "1                                      4520.067568   \n",
       "2                                      6817.172344   \n",
       "3                                         0.000000   \n",
       "4                                         0.000000   \n",
       "...                                            ...   \n",
       "103553                                32720.544878   \n",
       "103554                                15554.340000   \n",
       "103555                                 4115.878105   \n",
       "103556                                    0.000000   \n",
       "103557                                 1622.820000   \n",
       "\n",
       "        credit_card_AMT_PAYMENT_TOTAL_CURRENT_sum  \\\n",
       "0                                           0.000   \n",
       "1                                      334485.000   \n",
       "2                                      654448.545   \n",
       "3                                           0.000   \n",
       "4                                           0.000   \n",
       "...                                           ...   \n",
       "103553                                1341542.340   \n",
       "103554                                 124434.720   \n",
       "103555                                 391008.420   \n",
       "103556                                      0.000   \n",
       "103557                                  19473.840   \n",
       "\n",
       "        credit_card_AMT_PAYMENT_TOTAL_CURRENT_median  \\\n",
       "0                                             0.0000   \n",
       "1                                             0.0000   \n",
       "2                                             0.0000   \n",
       "3                                             0.0000   \n",
       "4                                             0.0000   \n",
       "...                                              ...   \n",
       "103553                                      154.2600   \n",
       "103554                                     9783.1800   \n",
       "103555                                        0.0000   \n",
       "103556                                        0.0000   \n",
       "103557                                      478.2825   \n",
       "\n",
       "        credit_card_AMT_PAYMENT_TOTAL_CURRENT_std  \\\n",
       "0                                        0.000000   \n",
       "1                                     7473.872687   \n",
       "2                                    21730.655260   \n",
       "3                                        0.000000   \n",
       "4                                        0.000000   \n",
       "...                                           ...   \n",
       "103553                               95852.088187   \n",
       "103554                               17012.766963   \n",
       "103555                               16973.145046   \n",
       "103556                                   0.000000   \n",
       "103557                                3165.870489   \n",
       "\n",
       "        credit_card_AMT_RECEIVABLE_PRINCIPAL_max  \\\n",
       "0                                          0.000   \n",
       "1                                     180000.000   \n",
       "2                                     157500.000   \n",
       "3                                          0.000   \n",
       "4                                          0.000   \n",
       "...                                          ...   \n",
       "103553                                442113.570   \n",
       "103554                                 43437.555   \n",
       "103555                                178205.220   \n",
       "103556                                     0.000   \n",
       "103557                                180000.000   \n",
       "\n",
       "        credit_card_AMT_RECEIVABLE_PRINCIPAL_mean  \\\n",
       "0                                        0.000000   \n",
       "1                                    52402.088919   \n",
       "2                                    17255.559844   \n",
       "3                                        0.000000   \n",
       "4                                        0.000000   \n",
       "...                                           ...   \n",
       "103553                              127608.373537   \n",
       "103554                               12883.016250   \n",
       "103555                               22100.653895   \n",
       "103556                                   0.000000   \n",
       "103557                              168446.591250   \n",
       "\n",
       "        credit_card_AMT_RECEIVABLE_PRINCIPAL_sum  \\\n",
       "0                                          0.000   \n",
       "1                                    3877754.580   \n",
       "2                                    1656533.745   \n",
       "3                                          0.000   \n",
       "4                                          0.000   \n",
       "...                                          ...   \n",
       "103553                               5231943.315   \n",
       "103554                                103064.130   \n",
       "103555                               2099562.120   \n",
       "103556                                     0.000   \n",
       "103557                               2021359.095   \n",
       "\n",
       "        credit_card_AMT_RECEIVABLE_PRINCIPAL_median  \\\n",
       "0                                            0.0000   \n",
       "1                                            0.0000   \n",
       "2                                            0.0000   \n",
       "3                                            0.0000   \n",
       "4                                            0.0000   \n",
       "...                                             ...   \n",
       "103553                                       0.0000   \n",
       "103554                                     752.0625   \n",
       "103555                                       0.0000   \n",
       "103556                                       0.0000   \n",
       "103557                                  170348.0400   \n",
       "\n",
       "        credit_card_AMT_RECEIVABLE_PRINCIPAL_std  \\\n",
       "0                                       0.000000   \n",
       "1                                   65758.823328   \n",
       "2                                   41279.745434   \n",
       "3                                       0.000000   \n",
       "4                                       0.000000   \n",
       "...                                          ...   \n",
       "103553                             176058.396403   \n",
       "103554                              17998.915570   \n",
       "103555                              54103.235131   \n",
       "103556                                  0.000000   \n",
       "103557                               8877.776501   \n",
       "\n",
       "        credit_card_AMT_RECIVABLE_max  credit_card_AMT_RECIVABLE_mean  \\\n",
       "0                               0.000                        0.000000   \n",
       "1                          189000.000                    54433.179122   \n",
       "2                          161420.220                    18101.079844   \n",
       "3                               0.000                        0.000000   \n",
       "4                               0.000                        0.000000   \n",
       "...                               ...                             ...   \n",
       "103553                     453627.675                   130767.060732   \n",
       "103554                      43490.115                    12897.894375   \n",
       "103555                     190202.130                    23128.243105   \n",
       "103556                          0.000                        0.000000   \n",
       "103557                     196581.915                   172237.526250   \n",
       "\n",
       "        credit_card_AMT_RECIVABLE_sum  credit_card_AMT_RECIVABLE_median  \\\n",
       "0                               0.000                             0.000   \n",
       "1                         4028055.255                             0.000   \n",
       "2                         1737703.665                             0.000   \n",
       "3                               0.000                             0.000   \n",
       "4                               0.000                             0.000   \n",
       "...                               ...                               ...   \n",
       "103553                    5361449.490                             0.000   \n",
       "103554                     103183.155                           753.165   \n",
       "103555                    2197183.095                             0.000   \n",
       "103556                          0.000                             0.000   \n",
       "103557                    2066850.315                        171471.510   \n",
       "\n",
       "        credit_card_AMT_RECIVABLE_std  credit_card_AMT_TOTAL_RECEIVABLE_max  \\\n",
       "0                            0.000000                                 0.000   \n",
       "1                        68166.970922                            189000.000   \n",
       "2                        43262.026330                            161420.220   \n",
       "3                            0.000000                                 0.000   \n",
       "4                            0.000000                                 0.000   \n",
       "...                               ...                                   ...   \n",
       "103553                  180546.703695                            453627.675   \n",
       "103554                   18021.227861                             43490.115   \n",
       "103555                   56612.512602                            190202.130   \n",
       "103556                       0.000000                                 0.000   \n",
       "103557                   11836.134375                            196581.915   \n",
       "\n",
       "        credit_card_AMT_TOTAL_RECEIVABLE_mean  \\\n",
       "0                                    0.000000   \n",
       "1                                54433.179122   \n",
       "2                                18101.079844   \n",
       "3                                    0.000000   \n",
       "4                                    0.000000   \n",
       "...                                       ...   \n",
       "103553                          130767.060732   \n",
       "103554                           12897.894375   \n",
       "103555                           23128.243105   \n",
       "103556                               0.000000   \n",
       "103557                          172237.526250   \n",
       "\n",
       "        credit_card_AMT_TOTAL_RECEIVABLE_sum  \\\n",
       "0                                      0.000   \n",
       "1                                4028055.255   \n",
       "2                                1737703.665   \n",
       "3                                      0.000   \n",
       "4                                      0.000   \n",
       "...                                      ...   \n",
       "103553                           5361449.490   \n",
       "103554                            103183.155   \n",
       "103555                           2197183.095   \n",
       "103556                                 0.000   \n",
       "103557                           2066850.315   \n",
       "\n",
       "        credit_card_AMT_TOTAL_RECEIVABLE_median  \\\n",
       "0                                         0.000   \n",
       "1                                         0.000   \n",
       "2                                         0.000   \n",
       "3                                         0.000   \n",
       "4                                         0.000   \n",
       "...                                         ...   \n",
       "103553                                    0.000   \n",
       "103554                                  753.165   \n",
       "103555                                    0.000   \n",
       "103556                                    0.000   \n",
       "103557                               171471.510   \n",
       "\n",
       "        credit_card_AMT_TOTAL_RECEIVABLE_std  \\\n",
       "0                                   0.000000   \n",
       "1                               68166.970922   \n",
       "2                               43262.026330   \n",
       "3                                   0.000000   \n",
       "4                                   0.000000   \n",
       "...                                      ...   \n",
       "103553                         180546.703695   \n",
       "103554                          18021.227861   \n",
       "103555                          56612.512602   \n",
       "103556                              0.000000   \n",
       "103557                          11836.134375   \n",
       "\n",
       "        credit_card_CNT_DRAWINGS_ATM_CURRENT_max  \\\n",
       "0                                            NaN   \n",
       "1                                            4.0   \n",
       "2                                            7.0   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "...                                          ...   \n",
       "103553                                       6.0   \n",
       "103554                                       0.0   \n",
       "103555                                       4.0   \n",
       "103556                                       NaN   \n",
       "103557                                       7.0   \n",
       "\n",
       "        credit_card_CNT_DRAWINGS_ATM_CURRENT_mean  \\\n",
       "0                                             NaN   \n",
       "1                                        0.054054   \n",
       "2                                        0.255556   \n",
       "3                                             NaN   \n",
       "4                                             NaN   \n",
       "...                                           ...   \n",
       "103553                                   1.048780   \n",
       "103554                                   0.000000   \n",
       "103555                                   0.115789   \n",
       "103556                                        NaN   \n",
       "103557                                   0.666667   \n",
       "\n",
       "        credit_card_CNT_DRAWINGS_ATM_CURRENT_sum  \\\n",
       "0                                            0.0   \n",
       "1                                            4.0   \n",
       "2                                           23.0   \n",
       "3                                            0.0   \n",
       "4                                            0.0   \n",
       "...                                          ...   \n",
       "103553                                      43.0   \n",
       "103554                                       0.0   \n",
       "103555                                      11.0   \n",
       "103556                                       0.0   \n",
       "103557                                       8.0   \n",
       "\n",
       "        credit_card_CNT_DRAWINGS_ATM_CURRENT_median  \\\n",
       "0                                               NaN   \n",
       "1                                               0.0   \n",
       "2                                               0.0   \n",
       "3                                               NaN   \n",
       "4                                               NaN   \n",
       "...                                             ...   \n",
       "103553                                          0.0   \n",
       "103554                                          0.0   \n",
       "103555                                          0.0   \n",
       "103556                                          NaN   \n",
       "103557                                          0.0   \n",
       "\n",
       "        credit_card_CNT_DRAWINGS_ATM_CURRENT_std  \\\n",
       "0                                            NaN   \n",
       "1                                       0.464991   \n",
       "2                                       1.185693   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "...                                          ...   \n",
       "103553                                  1.745726   \n",
       "103554                                  0.000000   \n",
       "103555                                  0.543103   \n",
       "103556                                       NaN   \n",
       "103557                                  2.015095   \n",
       "\n",
       "        credit_card_CNT_DRAWINGS_CURRENT_max  \\\n",
       "0                                          0   \n",
       "1                                          4   \n",
       "2                                          7   \n",
       "3                                          0   \n",
       "4                                          0   \n",
       "...                                      ...   \n",
       "103553                                     8   \n",
       "103554                                     8   \n",
       "103555                                     4   \n",
       "103556                                     0   \n",
       "103557                                     7   \n",
       "\n",
       "        credit_card_CNT_DRAWINGS_CURRENT_mean  \\\n",
       "0                                    0.000000   \n",
       "1                                    0.054054   \n",
       "2                                    0.239583   \n",
       "3                                    0.000000   \n",
       "4                                    0.000000   \n",
       "...                                       ...   \n",
       "103553                               1.365854   \n",
       "103554                               2.500000   \n",
       "103555                               0.147368   \n",
       "103556                               0.000000   \n",
       "103557                               0.666667   \n",
       "\n",
       "        credit_card_CNT_DRAWINGS_CURRENT_sum  \\\n",
       "0                                          0   \n",
       "1                                          4   \n",
       "2                                         23   \n",
       "3                                          0   \n",
       "4                                          0   \n",
       "...                                      ...   \n",
       "103553                                    56   \n",
       "103554                                    20   \n",
       "103555                                    14   \n",
       "103556                                     0   \n",
       "103557                                     8   \n",
       "\n",
       "        credit_card_CNT_DRAWINGS_CURRENT_median  \\\n",
       "0                                           0.0   \n",
       "1                                           0.0   \n",
       "2                                           0.0   \n",
       "3                                           0.0   \n",
       "4                                           0.0   \n",
       "...                                         ...   \n",
       "103553                                      0.0   \n",
       "103554                                      0.5   \n",
       "103555                                      0.0   \n",
       "103556                                      0.0   \n",
       "103557                                      0.0   \n",
       "\n",
       "        credit_card_CNT_DRAWINGS_CURRENT_std  \\\n",
       "0                                   0.000000   \n",
       "1                                   0.464991   \n",
       "2                                   1.149323   \n",
       "3                                   0.000000   \n",
       "4                                   0.000000   \n",
       "...                                      ...   \n",
       "103553                              2.277675   \n",
       "103554                              3.545621   \n",
       "103555                              0.618310   \n",
       "103556                              0.000000   \n",
       "103557                              2.015095   \n",
       "\n",
       "        credit_card_CNT_DRAWINGS_OTHER_CURRENT_max  \\\n",
       "0                                              NaN   \n",
       "1                                              0.0   \n",
       "2                                              0.0   \n",
       "3                                              NaN   \n",
       "4                                              NaN   \n",
       "...                                            ...   \n",
       "103553                                         0.0   \n",
       "103554                                         0.0   \n",
       "103555                                         0.0   \n",
       "103556                                         NaN   \n",
       "103557                                         0.0   \n",
       "\n",
       "        credit_card_CNT_DRAWINGS_OTHER_CURRENT_mean  \\\n",
       "0                                               NaN   \n",
       "1                                               0.0   \n",
       "2                                               0.0   \n",
       "3                                               NaN   \n",
       "4                                               NaN   \n",
       "...                                             ...   \n",
       "103553                                          0.0   \n",
       "103554                                          0.0   \n",
       "103555                                          0.0   \n",
       "103556                                          NaN   \n",
       "103557                                          0.0   \n",
       "\n",
       "        credit_card_CNT_DRAWINGS_OTHER_CURRENT_sum  \\\n",
       "0                                              0.0   \n",
       "1                                              0.0   \n",
       "2                                              0.0   \n",
       "3                                              0.0   \n",
       "4                                              0.0   \n",
       "...                                            ...   \n",
       "103553                                         0.0   \n",
       "103554                                         0.0   \n",
       "103555                                         0.0   \n",
       "103556                                         0.0   \n",
       "103557                                         0.0   \n",
       "\n",
       "        credit_card_CNT_DRAWINGS_OTHER_CURRENT_median  \\\n",
       "0                                                 NaN   \n",
       "1                                                 0.0   \n",
       "2                                                 0.0   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "...                                               ...   \n",
       "103553                                            0.0   \n",
       "103554                                            0.0   \n",
       "103555                                            0.0   \n",
       "103556                                            NaN   \n",
       "103557                                            0.0   \n",
       "\n",
       "        credit_card_CNT_DRAWINGS_OTHER_CURRENT_std  \\\n",
       "0                                              NaN   \n",
       "1                                              0.0   \n",
       "2                                              0.0   \n",
       "3                                              NaN   \n",
       "4                                              NaN   \n",
       "...                                            ...   \n",
       "103553                                         0.0   \n",
       "103554                                         0.0   \n",
       "103555                                         0.0   \n",
       "103556                                         NaN   \n",
       "103557                                         0.0   \n",
       "\n",
       "        credit_card_CNT_DRAWINGS_POS_CURRENT_max  \\\n",
       "0                                            NaN   \n",
       "1                                            0.0   \n",
       "2                                            0.0   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "...                                          ...   \n",
       "103553                                       4.0   \n",
       "103554                                       8.0   \n",
       "103555                                       3.0   \n",
       "103556                                       NaN   \n",
       "103557                                       0.0   \n",
       "\n",
       "        credit_card_CNT_DRAWINGS_POS_CURRENT_mean  \\\n",
       "0                                             NaN   \n",
       "1                                        0.000000   \n",
       "2                                        0.000000   \n",
       "3                                             NaN   \n",
       "4                                             NaN   \n",
       "...                                           ...   \n",
       "103553                                   0.317073   \n",
       "103554                                   2.500000   \n",
       "103555                                   0.031579   \n",
       "103556                                        NaN   \n",
       "103557                                   0.000000   \n",
       "\n",
       "        credit_card_CNT_DRAWINGS_POS_CURRENT_sum  \\\n",
       "0                                            0.0   \n",
       "1                                            0.0   \n",
       "2                                            0.0   \n",
       "3                                            0.0   \n",
       "4                                            0.0   \n",
       "...                                          ...   \n",
       "103553                                      13.0   \n",
       "103554                                      20.0   \n",
       "103555                                       3.0   \n",
       "103556                                       0.0   \n",
       "103557                                       0.0   \n",
       "\n",
       "        credit_card_CNT_DRAWINGS_POS_CURRENT_median  \\\n",
       "0                                               NaN   \n",
       "1                                               0.0   \n",
       "2                                               0.0   \n",
       "3                                               NaN   \n",
       "4                                               NaN   \n",
       "...                                             ...   \n",
       "103553                                          0.0   \n",
       "103554                                          0.5   \n",
       "103555                                          0.0   \n",
       "103556                                          NaN   \n",
       "103557                                          0.0   \n",
       "\n",
       "        credit_card_CNT_DRAWINGS_POS_CURRENT_std  \\\n",
       "0                                            NaN   \n",
       "1                                       0.000000   \n",
       "2                                       0.000000   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "...                                          ...   \n",
       "103553                                  0.960183   \n",
       "103554                                  3.545621   \n",
       "103555                                  0.307794   \n",
       "103556                                       NaN   \n",
       "103557                                  0.000000   \n",
       "\n",
       "        credit_card_CNT_INSTALMENT_MATURE_CUM_max  \\\n",
       "0                                             0.0   \n",
       "1                                            33.0   \n",
       "2                                            22.0   \n",
       "3                                             0.0   \n",
       "4                                             0.0   \n",
       "...                                           ...   \n",
       "103553                                       17.0   \n",
       "103554                                        7.0   \n",
       "103555                                       32.0   \n",
       "103556                                        0.0   \n",
       "103557                                       10.0   \n",
       "\n",
       "        credit_card_CNT_INSTALMENT_MATURE_CUM_mean  \\\n",
       "0                                         0.000000   \n",
       "1                                        25.767123   \n",
       "2                                        18.719101   \n",
       "3                                         0.000000   \n",
       "4                                         0.000000   \n",
       "...                                            ...   \n",
       "103553                                   13.600000   \n",
       "103554                                    3.500000   \n",
       "103555                                   26.494737   \n",
       "103556                                    0.000000   \n",
       "103557                                    4.583333   \n",
       "\n",
       "        credit_card_CNT_INSTALMENT_MATURE_CUM_sum  \\\n",
       "0                                             0.0   \n",
       "1                                          1881.0   \n",
       "2                                          1666.0   \n",
       "3                                             0.0   \n",
       "4                                             0.0   \n",
       "...                                           ...   \n",
       "103553                                      544.0   \n",
       "103554                                       28.0   \n",
       "103555                                     2517.0   \n",
       "103556                                        0.0   \n",
       "103557                                       55.0   \n",
       "\n",
       "        credit_card_CNT_INSTALMENT_MATURE_CUM_median  \\\n",
       "0                                                0.0   \n",
       "1                                               33.0   \n",
       "2                                               22.0   \n",
       "3                                                0.0   \n",
       "4                                                0.0   \n",
       "...                                              ...   \n",
       "103553                                          17.0   \n",
       "103554                                           3.5   \n",
       "103555                                          32.0   \n",
       "103556                                           0.0   \n",
       "103557                                           4.5   \n",
       "\n",
       "        credit_card_CNT_INSTALMENT_MATURE_CUM_std  credit_card_SK_DPD_max  \\\n",
       "0                                        0.000000                       0   \n",
       "1                                       10.288236                       0   \n",
       "2                                        5.852328                       1   \n",
       "3                                        0.000000                       0   \n",
       "4                                        0.000000                       0   \n",
       "...                                           ...                     ...   \n",
       "103553                                   5.148064                       0   \n",
       "103554                                   2.449490                       0   \n",
       "103555                                   8.517658                       1   \n",
       "103556                                   0.000000                       0   \n",
       "103557                                   3.476109                       0   \n",
       "\n",
       "        credit_card_SK_DPD_mean  credit_card_SK_DPD_sum  \\\n",
       "0                      0.000000                       0   \n",
       "1                      0.000000                       0   \n",
       "2                      0.010417                       1   \n",
       "3                      0.000000                       0   \n",
       "4                      0.000000                       0   \n",
       "...                         ...                     ...   \n",
       "103553                 0.000000                       0   \n",
       "103554                 0.000000                       0   \n",
       "103555                 0.031579                       3   \n",
       "103556                 0.000000                       0   \n",
       "103557                 0.000000                       0   \n",
       "\n",
       "        credit_card_SK_DPD_median  credit_card_SK_DPD_std  \\\n",
       "0                             0.0                0.000000   \n",
       "1                             0.0                0.000000   \n",
       "2                             0.0                0.102062   \n",
       "3                             0.0                0.000000   \n",
       "4                             0.0                0.000000   \n",
       "...                           ...                     ...   \n",
       "103553                        0.0                0.000000   \n",
       "103554                        0.0                0.000000   \n",
       "103555                        0.0                0.175804   \n",
       "103556                        0.0                0.000000   \n",
       "103557                        0.0                0.000000   \n",
       "\n",
       "        credit_card_SK_DPD_DEF_max  credit_card_SK_DPD_DEF_mean  \\\n",
       "0                                0                     0.000000   \n",
       "1                                0                     0.000000   \n",
       "2                                1                     0.010417   \n",
       "3                                0                     0.000000   \n",
       "4                                0                     0.000000   \n",
       "...                            ...                          ...   \n",
       "103553                           0                     0.000000   \n",
       "103554                           0                     0.000000   \n",
       "103555                           1                     0.021053   \n",
       "103556                           0                     0.000000   \n",
       "103557                           0                     0.000000   \n",
       "\n",
       "        credit_card_SK_DPD_DEF_sum  credit_card_SK_DPD_DEF_median  \\\n",
       "0                                0                            0.0   \n",
       "1                                0                            0.0   \n",
       "2                                1                            0.0   \n",
       "3                                0                            0.0   \n",
       "4                                0                            0.0   \n",
       "...                            ...                            ...   \n",
       "103553                           0                            0.0   \n",
       "103554                           0                            0.0   \n",
       "103555                           2                            0.0   \n",
       "103556                           0                            0.0   \n",
       "103557                           0                            0.0   \n",
       "\n",
       "        credit_card_SK_DPD_DEF_std  credit_card_PNT_BALANCE_DRAWINGS_ATM_max  \\\n",
       "0                         0.000000                                       NaN   \n",
       "1                         0.000000                                  0.952381   \n",
       "2                         0.102062                                  0.975714   \n",
       "3                         0.000000                                       NaN   \n",
       "4                         0.000000                                       NaN   \n",
       "...                            ...                                       ...   \n",
       "103553                    0.000000                                       inf   \n",
       "103554                    0.000000                                  0.000000   \n",
       "103555                    0.144321                                  1.629089   \n",
       "103556                    0.000000                                       NaN   \n",
       "103557                    0.000000                                  0.939594   \n",
       "\n",
       "        credit_card_PNT_BALANCE_DRAWINGS_ATM_mean  \\\n",
       "0                                             NaN   \n",
       "1                                        0.028860   \n",
       "2                                        0.180555   \n",
       "3                                             NaN   \n",
       "4                                             NaN   \n",
       "...                                           ...   \n",
       "103553                                        NaN   \n",
       "103554                                   0.000000   \n",
       "103555                                   0.117642   \n",
       "103556                                        NaN   \n",
       "103557                                   0.082046   \n",
       "\n",
       "        credit_card_PNT_BALANCE_DRAWINGS_ATM_sum  \\\n",
       "0                                       0.000000   \n",
       "1                                       0.952381   \n",
       "2                                       3.972203   \n",
       "3                                       0.000000   \n",
       "4                                       0.000000   \n",
       "...                                          ...   \n",
       "103553                                       NaN   \n",
       "103554                                  0.000000   \n",
       "103555                                  3.529262   \n",
       "103556                                  0.000000   \n",
       "103557                                  0.984547   \n",
       "\n",
       "        credit_card_PNT_BALANCE_DRAWINGS_ATM_median  \\\n",
       "0                                               NaN   \n",
       "1                                           0.00000   \n",
       "2                                           0.00000   \n",
       "3                                               NaN   \n",
       "4                                               NaN   \n",
       "...                                             ...   \n",
       "103553                                      0.11462   \n",
       "103554                                      0.00000   \n",
       "103555                                      0.00000   \n",
       "103556                                          NaN   \n",
       "103557                                      0.00000   \n",
       "\n",
       "        credit_card_PNT_BALANCE_DRAWINGS_ATM_std  \\\n",
       "0                                            NaN   \n",
       "1                                       0.165788   \n",
       "2                                       0.375506   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "...                                          ...   \n",
       "103553                                       NaN   \n",
       "103554                                  0.000000   \n",
       "103555                                  0.349272   \n",
       "103556                                       NaN   \n",
       "103557                                  0.270367   \n",
       "\n",
       "        credit_card_PNT_BALANCE_DRAWINGS_CURRENT_max  \\\n",
       "0                                                NaN   \n",
       "1                                           0.952381   \n",
       "2                                           0.975714   \n",
       "3                                                NaN   \n",
       "4                                                NaN   \n",
       "...                                              ...   \n",
       "103553                                           inf   \n",
       "103554                                      0.000000   \n",
       "103555                                      1.629089   \n",
       "103556                                           NaN   \n",
       "103557                                      0.939594   \n",
       "\n",
       "        credit_card_PNT_BALANCE_DRAWINGS_CURRENT_mean  \\\n",
       "0                                                 NaN   \n",
       "1                                            0.028860   \n",
       "2                                            0.180555   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "...                                               ...   \n",
       "103553                                            NaN   \n",
       "103554                                       0.000000   \n",
       "103555                                       0.117642   \n",
       "103556                                            NaN   \n",
       "103557                                       0.082046   \n",
       "\n",
       "        credit_card_PNT_BALANCE_DRAWINGS_CURRENT_sum  \\\n",
       "0                                           0.000000   \n",
       "1                                           0.952381   \n",
       "2                                           3.972203   \n",
       "3                                           0.000000   \n",
       "4                                           0.000000   \n",
       "...                                              ...   \n",
       "103553                                           NaN   \n",
       "103554                                      0.000000   \n",
       "103555                                      3.529262   \n",
       "103556                                      0.000000   \n",
       "103557                                      0.984547   \n",
       "\n",
       "        credit_card_PNT_BALANCE_DRAWINGS_CURRENT_median  \\\n",
       "0                                                   NaN   \n",
       "1                                               0.00000   \n",
       "2                                               0.00000   \n",
       "3                                                   NaN   \n",
       "4                                                   NaN   \n",
       "...                                                 ...   \n",
       "103553                                          0.11462   \n",
       "103554                                          0.00000   \n",
       "103555                                          0.00000   \n",
       "103556                                              NaN   \n",
       "103557                                          0.00000   \n",
       "\n",
       "        credit_card_PNT_BALANCE_DRAWINGS_CURRENT_std  \\\n",
       "0                                                NaN   \n",
       "1                                           0.165788   \n",
       "2                                           0.375506   \n",
       "3                                                NaN   \n",
       "4                                                NaN   \n",
       "...                                              ...   \n",
       "103553                                           NaN   \n",
       "103554                                      0.000000   \n",
       "103555                                      0.349272   \n",
       "103556                                           NaN   \n",
       "103557                                      0.270367   \n",
       "\n",
       "        credit_card_AVG_DRAWINGS_ATM_CURRENT_max  \\\n",
       "0                                            NaN   \n",
       "1                                   4.500000e+04   \n",
       "2                                   3.712500e+04   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "...                                          ...   \n",
       "103553                                       inf   \n",
       "103554                                       inf   \n",
       "103555                                       inf   \n",
       "103556                                       NaN   \n",
       "103557                              2.442857e+04   \n",
       "\n",
       "        credit_card_AVG_DRAWINGS_ATM_CURRENT_mean  \\\n",
       "0                                             NaN   \n",
       "1                                    45000.000000   \n",
       "2                                    25778.571429   \n",
       "3                                             NaN   \n",
       "4                                             NaN   \n",
       "...                                           ...   \n",
       "103553                                        NaN   \n",
       "103554                                        NaN   \n",
       "103555                                        NaN   \n",
       "103556                                        NaN   \n",
       "103557                               16714.285714   \n",
       "\n",
       "        credit_card_AVG_DRAWINGS_ATM_CURRENT_sum  \\\n",
       "0                                       0.000000   \n",
       "1                                   45000.000000   \n",
       "2                                  128892.857143   \n",
       "3                                       0.000000   \n",
       "4                                       0.000000   \n",
       "...                                          ...   \n",
       "103553                                       NaN   \n",
       "103554                                       NaN   \n",
       "103555                                       NaN   \n",
       "103556                                  0.000000   \n",
       "103557                              33428.571429   \n",
       "\n",
       "        credit_card_AVG_DRAWINGS_ATM_CURRENT_median  \\\n",
       "0                                               NaN   \n",
       "1                                      4.500000e+04   \n",
       "2                                      2.250000e+04   \n",
       "3                                               NaN   \n",
       "4                                               NaN   \n",
       "...                                             ...   \n",
       "103553                                 2.328750e+04   \n",
       "103554                                          inf   \n",
       "103555                                 1.434375e+04   \n",
       "103556                                          NaN   \n",
       "103557                                 1.671429e+04   \n",
       "\n",
       "        credit_card_AVG_DRAWINGS_ATM_CURRENT_std  \\\n",
       "0                                            NaN   \n",
       "1                                            NaN   \n",
       "2                                    7187.900388   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "...                                          ...   \n",
       "103553                                       NaN   \n",
       "103554                                       NaN   \n",
       "103555                                       NaN   \n",
       "103556                                       NaN   \n",
       "103557                              10909.647481   \n",
       "\n",
       "        credit_card_AVG_DRAWINGS_CURRENT_max  \\\n",
       "0                                        NaN   \n",
       "1                               4.500000e+04   \n",
       "2                               3.712500e+04   \n",
       "3                                        NaN   \n",
       "4                                        NaN   \n",
       "...                                      ...   \n",
       "103553                                   inf   \n",
       "103554                          1.630995e+04   \n",
       "103555                          4.500000e+04   \n",
       "103556                                   NaN   \n",
       "103557                          2.442857e+04   \n",
       "\n",
       "        credit_card_AVG_DRAWINGS_CURRENT_mean  \\\n",
       "0                                         NaN   \n",
       "1                                4.500000e+04   \n",
       "2                                2.577857e+04   \n",
       "3                                         NaN   \n",
       "4                                         NaN   \n",
       "...                                       ...   \n",
       "103553                                    inf   \n",
       "103554                           6.578489e+03   \n",
       "103555                           1.298837e+04   \n",
       "103556                                    NaN   \n",
       "103557                           1.671429e+04   \n",
       "\n",
       "        credit_card_AVG_DRAWINGS_CURRENT_sum  \\\n",
       "0                               0.000000e+00   \n",
       "1                               4.500000e+04   \n",
       "2                               1.288929e+05   \n",
       "3                               0.000000e+00   \n",
       "4                               0.000000e+00   \n",
       "...                                      ...   \n",
       "103553                                   inf   \n",
       "103554                          2.631396e+04   \n",
       "103555                          7.793021e+04   \n",
       "103556                          0.000000e+00   \n",
       "103557                          3.342857e+04   \n",
       "\n",
       "        credit_card_AVG_DRAWINGS_CURRENT_median  \\\n",
       "0                                           NaN   \n",
       "1                                  45000.000000   \n",
       "2                                  22500.000000   \n",
       "3                                           NaN   \n",
       "4                                           NaN   \n",
       "...                                         ...   \n",
       "103553                             17316.365625   \n",
       "103554                              4475.728125   \n",
       "103555                              3937.500000   \n",
       "103556                                      NaN   \n",
       "103557                             16714.285714   \n",
       "\n",
       "        credit_card_AVG_DRAWINGS_CURRENT_std  \\\n",
       "0                                        NaN   \n",
       "1                                        NaN   \n",
       "2                                7187.900388   \n",
       "3                                        NaN   \n",
       "4                                        NaN   \n",
       "...                                      ...   \n",
       "103553                                   NaN   \n",
       "103554                           6758.252494   \n",
       "103555                          18054.731329   \n",
       "103556                                   NaN   \n",
       "103557                          10909.647481   \n",
       "\n",
       "        credit_card_AVG_DRAWINGS_OTHER_CURRENT_max  \\\n",
       "0                                              NaN   \n",
       "1                                              NaN   \n",
       "2                                              NaN   \n",
       "3                                              NaN   \n",
       "4                                              NaN   \n",
       "...                                            ...   \n",
       "103553                                         NaN   \n",
       "103554                                         NaN   \n",
       "103555                                         NaN   \n",
       "103556                                         NaN   \n",
       "103557                                         NaN   \n",
       "\n",
       "        credit_card_AVG_DRAWINGS_OTHER_CURRENT_mean  \\\n",
       "0                                               NaN   \n",
       "1                                               NaN   \n",
       "2                                               NaN   \n",
       "3                                               NaN   \n",
       "4                                               NaN   \n",
       "...                                             ...   \n",
       "103553                                          NaN   \n",
       "103554                                          NaN   \n",
       "103555                                          NaN   \n",
       "103556                                          NaN   \n",
       "103557                                          NaN   \n",
       "\n",
       "        credit_card_AVG_DRAWINGS_OTHER_CURRENT_sum  \\\n",
       "0                                              0.0   \n",
       "1                                              0.0   \n",
       "2                                              0.0   \n",
       "3                                              0.0   \n",
       "4                                              0.0   \n",
       "...                                            ...   \n",
       "103553                                         0.0   \n",
       "103554                                         0.0   \n",
       "103555                                         0.0   \n",
       "103556                                         0.0   \n",
       "103557                                         0.0   \n",
       "\n",
       "        credit_card_AVG_DRAWINGS_OTHER_CURRENT_median  \\\n",
       "0                                                 NaN   \n",
       "1                                                 NaN   \n",
       "2                                                 NaN   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "...                                               ...   \n",
       "103553                                            NaN   \n",
       "103554                                            NaN   \n",
       "103555                                            NaN   \n",
       "103556                                            NaN   \n",
       "103557                                            NaN   \n",
       "\n",
       "        credit_card_AVG_DRAWINGS_OTHER_CURRENT_std  \\\n",
       "0                                              NaN   \n",
       "1                                              NaN   \n",
       "2                                              NaN   \n",
       "3                                              NaN   \n",
       "4                                              NaN   \n",
       "...                                            ...   \n",
       "103553                                         NaN   \n",
       "103554                                         NaN   \n",
       "103555                                         NaN   \n",
       "103556                                         NaN   \n",
       "103557                                         NaN   \n",
       "\n",
       "        credit_card_AVG_DRAWINGS_POS_CURRENT_max  \\\n",
       "0                                            NaN   \n",
       "1                                            NaN   \n",
       "2                                            NaN   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "...                                          ...   \n",
       "103553                                 17100.000   \n",
       "103554                                 16309.950   \n",
       "103555                                   417.705   \n",
       "103556                                       NaN   \n",
       "103557                                       NaN   \n",
       "\n",
       "        credit_card_AVG_DRAWINGS_POS_CURRENT_mean  \\\n",
       "0                                             NaN   \n",
       "1                                             NaN   \n",
       "2                                             NaN   \n",
       "3                                             NaN   \n",
       "4                                             NaN   \n",
       "...                                           ...   \n",
       "103553                                8405.100000   \n",
       "103554                                6578.489062   \n",
       "103555                                 417.705000   \n",
       "103556                                        NaN   \n",
       "103557                                        NaN   \n",
       "\n",
       "        credit_card_AVG_DRAWINGS_POS_CURRENT_sum  \\\n",
       "0                                        0.00000   \n",
       "1                                        0.00000   \n",
       "2                                        0.00000   \n",
       "3                                        0.00000   \n",
       "4                                        0.00000   \n",
       "...                                          ...   \n",
       "103553                               42025.50000   \n",
       "103554                               26313.95625   \n",
       "103555                                 417.70500   \n",
       "103556                                   0.00000   \n",
       "103557                                   0.00000   \n",
       "\n",
       "        credit_card_AVG_DRAWINGS_POS_CURRENT_median  \\\n",
       "0                                               NaN   \n",
       "1                                               NaN   \n",
       "2                                               NaN   \n",
       "3                                               NaN   \n",
       "4                                               NaN   \n",
       "...                                             ...   \n",
       "103553                                  7238.362500   \n",
       "103554                                  4475.728125   \n",
       "103555                                   417.705000   \n",
       "103556                                          NaN   \n",
       "103557                                          NaN   \n",
       "\n",
       "        credit_card_AVG_DRAWINGS_POS_CURRENT_std  \n",
       "0                                            NaN  \n",
       "1                                            NaN  \n",
       "2                                            NaN  \n",
       "3                                            NaN  \n",
       "4                                            NaN  \n",
       "...                                          ...  \n",
       "103553                               5052.882211  \n",
       "103554                               6758.252494  \n",
       "103555                                       NaN  \n",
       "103556                                       NaN  \n",
       "103557                                       NaN  \n",
       "\n",
       "[103558 rows x 131 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "credit_card_agg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "103558"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(credit_card_agg)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Previous Application"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_previous_application = pd.read_csv(os.getcwd()+\"\\\\previous_application.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['SK_ID_PREV', 'SK_ID_CURR', 'NAME_CONTRACT_TYPE', 'AMT_ANNUITY',\n",
       "       'AMT_APPLICATION', 'AMT_CREDIT', 'AMT_DOWN_PAYMENT', 'AMT_GOODS_PRICE',\n",
       "       'WEEKDAY_APPR_PROCESS_START', 'HOUR_APPR_PROCESS_START',\n",
       "       'FLAG_LAST_APPL_PER_CONTRACT', 'NFLAG_LAST_APPL_IN_DAY',\n",
       "       'RATE_DOWN_PAYMENT', 'RATE_INTEREST_PRIMARY',\n",
       "       'RATE_INTEREST_PRIVILEGED', 'NAME_CASH_LOAN_PURPOSE',\n",
       "       'NAME_CONTRACT_STATUS', 'DAYS_DECISION', 'NAME_PAYMENT_TYPE',\n",
       "       'CODE_REJECT_REASON', 'NAME_TYPE_SUITE', 'NAME_CLIENT_TYPE',\n",
       "       'NAME_GOODS_CATEGORY', 'NAME_PORTFOLIO', 'NAME_PRODUCT_TYPE',\n",
       "       'CHANNEL_TYPE', 'SELLERPLACE_AREA', 'NAME_SELLER_INDUSTRY',\n",
       "       'CNT_PAYMENT', 'NAME_YIELD_GROUP', 'PRODUCT_COMBINATION',\n",
       "       'DAYS_FIRST_DRAWING', 'DAYS_FIRST_DUE', 'DAYS_LAST_DUE_1ST_VERSION',\n",
       "       'DAYS_LAST_DUE', 'DAYS_TERMINATION', 'NFLAG_INSURED_ON_APPROVAL'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_previous_application.columns"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Previous Application Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RATE_INTEREST_PRIVILEGED       99.64%\n",
      "RATE_INTEREST_PRIMARY          99.64%\n",
      "RATE_DOWN_PAYMENT              53.64%\n",
      "AMT_DOWN_PAYMENT               53.64%\n",
      "NAME_TYPE_SUITE                49.12%\n",
      "NFLAG_INSURED_ON_APPROVAL       40.3%\n",
      "DAYS_FIRST_DRAWING              40.3%\n",
      "DAYS_FIRST_DUE                  40.3%\n",
      "DAYS_LAST_DUE_1ST_VERSION       40.3%\n",
      "DAYS_LAST_DUE                   40.3%\n",
      "DAYS_TERMINATION                40.3%\n",
      "AMT_GOODS_PRICE                23.08%\n",
      "AMT_ANNUITY                    22.29%\n",
      "CNT_PAYMENT                    22.29%\n",
      "PRODUCT_COMBINATION             0.02%\n",
      "CHANNEL_TYPE                     0.0%\n",
      "NAME_PRODUCT_TYPE                0.0%\n",
      "NAME_YIELD_GROUP                 0.0%\n",
      "SELLERPLACE_AREA                 0.0%\n",
      "NAME_SELLER_INDUSTRY             0.0%\n",
      "NAME_GOODS_CATEGORY              0.0%\n",
      "NAME_PORTFOLIO                   0.0%\n",
      "SK_ID_PREV                       0.0%\n",
      "NAME_CLIENT_TYPE                 0.0%\n",
      "CODE_REJECT_REASON               0.0%\n",
      "SK_ID_CURR                       0.0%\n",
      "DAYS_DECISION                    0.0%\n",
      "NAME_CONTRACT_STATUS             0.0%\n",
      "NAME_CASH_LOAN_PURPOSE           0.0%\n",
      "NFLAG_LAST_APPL_IN_DAY           0.0%\n",
      "FLAG_LAST_APPL_PER_CONTRACT      0.0%\n",
      "HOUR_APPR_PROCESS_START          0.0%\n",
      "WEEKDAY_APPR_PROCESS_START       0.0%\n",
      "AMT_CREDIT                       0.0%\n",
      "AMT_APPLICATION                  0.0%\n",
      "NAME_CONTRACT_TYPE               0.0%\n",
      "NAME_PAYMENT_TYPE                0.0%\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "show_missing_values(raw_previous_application)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 NAME_CONTRACT_TYPE     Ratio\n",
      "Cash loans                   747553  0.447579\n",
      "Consumer loans               729151  0.436561\n",
      "Revolving loans              193164  0.115652\n",
      "XNA                             346  0.000207\n",
      "\n",
      "\n",
      "           WEEKDAY_APPR_PROCESS_START     Ratio\n",
      "TUESDAY                        255118  0.152746\n",
      "WEDNESDAY                      255010  0.152681\n",
      "MONDAY                         253557  0.151811\n",
      "FRIDAY                         252048  0.150908\n",
      "THURSDAY                       249099  0.149142\n",
      "SATURDAY                       240631  0.144072\n",
      "SUNDAY                         164751  0.098641\n",
      "\n",
      "\n",
      "   FLAG_LAST_APPL_PER_CONTRACT     Ratio\n",
      "Y                      1661739  0.994926\n",
      "N                         8475  0.005074\n",
      "\n",
      "\n",
      "                                  NAME_CASH_LOAN_PURPOSE     Ratio\n",
      "XAP                                               922661  0.552421\n",
      "XNA                                               677918  0.405887\n",
      "Repairs                                            23765  0.014229\n",
      "Other                                              15608  0.009345\n",
      "Urgent needs                                        8412  0.005036\n",
      "Buying a used car                                   2888  0.001729\n",
      "Building a house or an annex                        2693  0.001612\n",
      "Everyday expenses                                   2416  0.001447\n",
      "Medicine                                            2174  0.001302\n",
      "Payments on other loans                             1931  0.001156\n",
      "Education                                           1573  0.000942\n",
      "Journey                                             1239  0.000742\n",
      "Purchase of electronic equipment                    1061  0.000635\n",
      "Buying a new car                                    1012  0.000606\n",
      "Wedding / gift / holiday                             962  0.000576\n",
      "Buying a home                                        865  0.000518\n",
      "Car repairs                                          797  0.000477\n",
      "Furniture                                            749  0.000448\n",
      "Buying a holiday home / land                         533  0.000319\n",
      "Business development                                 426  0.000255\n",
      "Gasification / water supply                          300  0.000180\n",
      "Buying a garage                                      136  0.000081\n",
      "Hobby                                                 55  0.000033\n",
      "Money for a third person                              25  0.000015\n",
      "Refusal to name the goal                              15  0.000009\n",
      "\n",
      "\n",
      "              NAME_CONTRACT_STATUS     Ratio\n",
      "Approved                   1036781  0.620747\n",
      "Canceled                    316319  0.189388\n",
      "Refused                     290678  0.174036\n",
      "Unused offer                 26436  0.015828\n",
      "\n",
      "\n",
      "                                           NAME_PAYMENT_TYPE     Ratio\n",
      "Cash through the bank                                1033552  0.618814\n",
      "XNA                                                   627384  0.375631\n",
      "Non-cash from your account                              8193  0.004905\n",
      "Cashless from the account of the employer               1085  0.000650\n",
      "\n",
      "\n",
      "        CODE_REJECT_REASON     Ratio\n",
      "XAP                1353093  0.810132\n",
      "HC                  175231  0.104915\n",
      "LIMIT                55680  0.033337\n",
      "SCO                  37467  0.022432\n",
      "CLIENT               26436  0.015828\n",
      "SCOFR                12811  0.007670\n",
      "XNA                   5244  0.003140\n",
      "VERIF                 3535  0.002116\n",
      "SYSTEM                 717  0.000429\n",
      "\n",
      "\n",
      "                 NAME_TYPE_SUITE     Ratio\n",
      "Unaccompanied             508970  0.598923\n",
      "Family                    213263  0.250954\n",
      "Spouse, partner            67069  0.078922\n",
      "Children                   31566  0.037145\n",
      "Other_B                    17624  0.020739\n",
      "Other_A                     9077  0.010681\n",
      "Group of people             2240  0.002636\n",
      "\n",
      "\n",
      "           NAME_CLIENT_TYPE     Ratio\n",
      "Repeater            1231261  0.737188\n",
      "New                  301363  0.180434\n",
      "Refreshed            135649  0.081217\n",
      "XNA                    1941  0.001162\n",
      "\n",
      "\n",
      "                          NAME_GOODS_CATEGORY         Ratio\n",
      "XNA                                    950809  5.692738e-01\n",
      "Mobile                                 224708  1.345384e-01\n",
      "Consumer Electronics                   121576  7.279067e-02\n",
      "Computers                              105769  6.332662e-02\n",
      "Audio/Video                             99441  5.953788e-02\n",
      "Furniture                               53656  3.212522e-02\n",
      "Photo / Cinema Equipment                25021  1.498072e-02\n",
      "Construction Materials                  24995  1.496515e-02\n",
      "Clothing and Accessories                23554  1.410238e-02\n",
      "Auto Accessories                         7381  4.419194e-03\n",
      "Jewelry                                  6290  3.765984e-03\n",
      "Homewares                                5023  3.007399e-03\n",
      "Medical Supplies                         3843  2.300903e-03\n",
      "Vehicles                                 3370  2.017706e-03\n",
      "Sport and Leisure                        2981  1.784801e-03\n",
      "Gardening                                2668  1.597400e-03\n",
      "Other                                    2554  1.529145e-03\n",
      "Office Appliances                        2333  1.396827e-03\n",
      "Tourism                                  1659  9.932859e-04\n",
      "Medicine                                 1550  9.280248e-04\n",
      "Direct Sales                              446  2.670316e-04\n",
      "Fitness                                   209  1.251337e-04\n",
      "Additional Service                        128  7.663689e-05\n",
      "Education                                 107  6.406365e-05\n",
      "Weapon                                     77  4.610188e-05\n",
      "Insurance                                  64  3.831844e-05\n",
      "Animals                                     1  5.987257e-07\n",
      "House Construction                          1  5.987257e-07\n",
      "\n",
      "\n",
      "       NAME_PORTFOLIO     Ratio\n",
      "POS            691011  0.413726\n",
      "Cash           461563  0.276350\n",
      "XNA            372230  0.222864\n",
      "Cards          144985  0.086806\n",
      "Cars              425  0.000254\n",
      "\n",
      "\n",
      "         NAME_PRODUCT_TYPE     Ratio\n",
      "XNA                1063666  0.636844\n",
      "x-sell              456287  0.273191\n",
      "walk-in             150261  0.089965\n",
      "\n",
      "\n",
      "                            CHANNEL_TYPE     Ratio\n",
      "Credit and cash offices           719968  0.431063\n",
      "Country-wide                      494690  0.296184\n",
      "Stone                             212083  0.126980\n",
      "Regional / Local                  108528  0.064978\n",
      "Contact center                     71297  0.042687\n",
      "AP+ (Cash loan)                    57046  0.034155\n",
      "Channel of corporate sales          6150  0.003682\n",
      "Car dealer                           452  0.000271\n",
      "\n",
      "\n",
      "                      NAME_SELLER_INDUSTRY     Ratio\n",
      "XNA                                 855720  0.512342\n",
      "Consumer electronics                398265  0.238451\n",
      "Connectivity                        276029  0.165266\n",
      "Furniture                            57849  0.034636\n",
      "Construction                         29781  0.017831\n",
      "Clothing                             23949  0.014339\n",
      "Industry                             19194  0.011492\n",
      "Auto technology                       4990  0.002988\n",
      "Jewelry                               2709  0.001622\n",
      "MLM partners                          1215  0.000727\n",
      "Tourism                                513  0.000307\n",
      "\n",
      "\n",
      "            NAME_YIELD_GROUP     Ratio\n",
      "XNA                   517215  0.309670\n",
      "middle                385532  0.230828\n",
      "high                  353331  0.211548\n",
      "low_normal            322095  0.192847\n",
      "low_action             92041  0.055107\n",
      "\n",
      "\n",
      "                                PRODUCT_COMBINATION     Ratio\n",
      "Cash                                         285990  0.171265\n",
      "POS household with interest                  263622  0.157870\n",
      "POS mobile with interest                     220670  0.132148\n",
      "Cash X-Sell: middle                          143883  0.086164\n",
      "Cash X-Sell: low                             130248  0.077999\n",
      "Card Street                                  112582  0.067420\n",
      "POS industry with interest                    98833  0.059186\n",
      "POS household without interest                82908  0.049649\n",
      "Card X-Sell                                   80582  0.048257\n",
      "Cash Street: high                             59639  0.035715\n",
      "Cash X-Sell: high                             59301  0.035512\n",
      "Cash Street: middle                           34658  0.020755\n",
      "Cash Street: low                              33834  0.020261\n",
      "POS mobile without interest                   24082  0.014421\n",
      "POS other with interest                       23879  0.014300\n",
      "POS industry without interest                 12602  0.007547\n",
      "POS others without interest                    2555  0.001530\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "show_cat_col_values(raw_previous_application)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_previous_application_dropped = raw_previous_application.drop(['SK_ID_PREV', 'HOUR_APPR_PROCESS_START','FLAG_LAST_APPL_PER_CONTRACT', 'NFLAG_LAST_APPL_IN_DAY','RATE_INTEREST_PRIVILEGED', 'RATE_INTEREST_PRIMARY'], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SK_ID_CURR                      int64\n",
       "NAME_CONTRACT_TYPE             object\n",
       "AMT_ANNUITY                   float64\n",
       "AMT_APPLICATION               float64\n",
       "AMT_CREDIT                    float64\n",
       "AMT_DOWN_PAYMENT              float64\n",
       "AMT_GOODS_PRICE               float64\n",
       "WEEKDAY_APPR_PROCESS_START     object\n",
       "RATE_DOWN_PAYMENT             float64\n",
       "NAME_CASH_LOAN_PURPOSE         object\n",
       "NAME_CONTRACT_STATUS           object\n",
       "DAYS_DECISION                   int64\n",
       "NAME_PAYMENT_TYPE              object\n",
       "CODE_REJECT_REASON             object\n",
       "NAME_TYPE_SUITE                object\n",
       "NAME_CLIENT_TYPE               object\n",
       "NAME_GOODS_CATEGORY            object\n",
       "NAME_PORTFOLIO                 object\n",
       "NAME_PRODUCT_TYPE              object\n",
       "CHANNEL_TYPE                   object\n",
       "SELLERPLACE_AREA                int64\n",
       "NAME_SELLER_INDUSTRY           object\n",
       "CNT_PAYMENT                   float64\n",
       "NAME_YIELD_GROUP               object\n",
       "PRODUCT_COMBINATION            object\n",
       "DAYS_FIRST_DRAWING            float64\n",
       "DAYS_FIRST_DUE                float64\n",
       "DAYS_LAST_DUE_1ST_VERSION     float64\n",
       "DAYS_LAST_DUE                 float64\n",
       "DAYS_TERMINATION              float64\n",
       "NFLAG_INSURED_ON_APPROVAL     float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_previous_application_dropped.dtypes"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Previous Application Feature Engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_previous_application_dropped['DAYS_DECISION'].replace(365243, np.nan, inplace= True)\n",
    "raw_previous_application_dropped['DAYS_FIRST_DRAWING'].replace(365243, np.nan, inplace= True)\n",
    "raw_previous_application_dropped['DAYS_FIRST_DUE'].replace(365243, np.nan, inplace= True)\n",
    "raw_previous_application_dropped['DAYS_LAST_DUE_1ST_VERSION'].replace(365243, np.nan, inplace= True)\n",
    "raw_previous_application_dropped['DAYS_LAST_DUE'].replace(365243, np.nan, inplace= True)\n",
    "raw_previous_application_dropped['DAYS_TERMINATION'].replace(365243, np.nan, inplace= True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_previous_application_dropped['DOWN_PAYMENT_PNT'] = raw_previous_application_dropped['AMT_DOWN_PAYMENT']/raw_previous_application_dropped['AMT_CREDIT']\n",
    "raw_previous_application_dropped['ANNUITY_CREDIT_RATIO'] = raw_previous_application_dropped['AMT_ANNUITY']/raw_previous_application_dropped['AMT_CREDIT']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_previous_application_cats = pd.get_dummies(raw_previous_application_dropped)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SK_ID_CURR                      int64\n",
       "NAME_CONTRACT_TYPE             object\n",
       "AMT_ANNUITY                   float64\n",
       "AMT_APPLICATION               float64\n",
       "AMT_CREDIT                    float64\n",
       "AMT_DOWN_PAYMENT              float64\n",
       "AMT_GOODS_PRICE               float64\n",
       "WEEKDAY_APPR_PROCESS_START     object\n",
       "RATE_DOWN_PAYMENT             float64\n",
       "NAME_CASH_LOAN_PURPOSE         object\n",
       "NAME_CONTRACT_STATUS           object\n",
       "DAYS_DECISION                   int64\n",
       "NAME_PAYMENT_TYPE              object\n",
       "CODE_REJECT_REASON             object\n",
       "NAME_TYPE_SUITE                object\n",
       "NAME_CLIENT_TYPE               object\n",
       "NAME_GOODS_CATEGORY            object\n",
       "NAME_PORTFOLIO                 object\n",
       "NAME_PRODUCT_TYPE              object\n",
       "CHANNEL_TYPE                   object\n",
       "SELLERPLACE_AREA                int64\n",
       "NAME_SELLER_INDUSTRY           object\n",
       "CNT_PAYMENT                   float64\n",
       "NAME_YIELD_GROUP               object\n",
       "PRODUCT_COMBINATION            object\n",
       "DAYS_FIRST_DRAWING            float64\n",
       "DAYS_FIRST_DUE                float64\n",
       "DAYS_LAST_DUE_1ST_VERSION     float64\n",
       "DAYS_LAST_DUE                 float64\n",
       "DAYS_TERMINATION              float64\n",
       "NFLAG_INSURED_ON_APPROVAL     float64\n",
       "DOWN_PAYMENT_PNT              float64\n",
       "ANNUITY_CREDIT_RATIO          float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_previous_application_dropped.dtypes"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Previous Application Data Aggregation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'AMT_ANNUITY': ['max', 'mean', 'min', 'std'],\n",
       " 'AMT_APPLICATION': ['max', 'mean', 'min', 'std'],\n",
       " 'AMT_CREDIT': ['max', 'mean', 'min', 'std'],\n",
       " 'AMT_DOWN_PAYMENT': ['max', 'mean', 'min', 'std'],\n",
       " 'AMT_GOODS_PRICE': ['max', 'mean', 'min', 'std'],\n",
       " 'RATE_DOWN_PAYMENT': ['max', 'mean', 'min', 'std'],\n",
       " 'DAYS_DECISION': ['max', 'mean', 'min', 'std'],\n",
       " 'CNT_PAYMENT': ['max', 'mean', 'min', 'std'],\n",
       " 'DAYS_FIRST_DRAWING': ['max', 'mean', 'min', 'std'],\n",
       " 'DAYS_FIRST_DUE': ['max', 'mean', 'min', 'std'],\n",
       " 'DAYS_LAST_DUE_1ST_VERSION': ['max', 'mean', 'min', 'std'],\n",
       " 'DAYS_LAST_DUE': ['max', 'mean', 'min', 'std'],\n",
       " 'DAYS_TERMINATION': ['max', 'mean', 'min', 'std'],\n",
       " 'DOWN_PAYMENT_PNT': ['max', 'mean', 'min', 'std', 'var'],\n",
       " 'ANNUITY_CREDIT_RATIO': ['max', 'mean', 'min', 'std', 'var'],\n",
       " 'NAME_CASH_LOAN_PURPOSE_Building a house or an annex': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Business development': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Buying a garage': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Buying a holiday home / land': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Buying a home': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Buying a new car': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Buying a used car': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Car repairs': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Education': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Everyday expenses': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Furniture': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Gasification / water supply': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Hobby': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Journey': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Medicine': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Money for a third person': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Other': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Payments on other loans': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Purchase of electronic equipment': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Refusal to name the goal': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Repairs': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Urgent needs': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_Wedding / gift / holiday': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_XAP': 'sum',\n",
       " 'NAME_CASH_LOAN_PURPOSE_XNA': 'sum',\n",
       " 'NAME_PAYMENT_TYPE_Cash through the bank': 'sum',\n",
       " 'NAME_PAYMENT_TYPE_Cashless from the account of the employer': 'sum',\n",
       " 'NAME_PAYMENT_TYPE_Non-cash from your account': 'sum',\n",
       " 'NAME_PAYMENT_TYPE_XNA': 'sum',\n",
       " 'WEEKDAY_APPR_PROCESS_START_FRIDAY': 'sum',\n",
       " 'WEEKDAY_APPR_PROCESS_START_MONDAY': 'sum',\n",
       " 'WEEKDAY_APPR_PROCESS_START_SATURDAY': 'sum',\n",
       " 'WEEKDAY_APPR_PROCESS_START_SUNDAY': 'sum',\n",
       " 'WEEKDAY_APPR_PROCESS_START_THURSDAY': 'sum',\n",
       " 'WEEKDAY_APPR_PROCESS_START_TUESDAY': 'sum',\n",
       " 'WEEKDAY_APPR_PROCESS_START_WEDNESDAY': 'sum',\n",
       " 'CODE_REJECT_REASON_CLIENT': 'sum',\n",
       " 'CODE_REJECT_REASON_HC': 'sum',\n",
       " 'CODE_REJECT_REASON_LIMIT': 'sum',\n",
       " 'CODE_REJECT_REASON_SCO': 'sum',\n",
       " 'CODE_REJECT_REASON_SCOFR': 'sum',\n",
       " 'CODE_REJECT_REASON_SYSTEM': 'sum',\n",
       " 'CODE_REJECT_REASON_VERIF': 'sum',\n",
       " 'CODE_REJECT_REASON_XAP': 'sum',\n",
       " 'CODE_REJECT_REASON_XNA': 'sum',\n",
       " 'NAME_CLIENT_TYPE_New': 'sum',\n",
       " 'NAME_CLIENT_TYPE_Refreshed': 'sum',\n",
       " 'NAME_CLIENT_TYPE_Repeater': 'sum',\n",
       " 'NAME_CLIENT_TYPE_XNA': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Additional Service': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Animals': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Audio/Video': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Auto Accessories': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Clothing and Accessories': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Computers': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Construction Materials': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Consumer Electronics': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Direct Sales': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Education': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Fitness': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Furniture': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Gardening': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Homewares': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_House Construction': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Insurance': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Jewelry': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Medical Supplies': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Medicine': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Mobile': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Office Appliances': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Other': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Photo / Cinema Equipment': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Sport and Leisure': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Tourism': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Vehicles': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_Weapon': 'sum',\n",
       " 'NAME_GOODS_CATEGORY_XNA': 'sum',\n",
       " 'NAME_PORTFOLIO_Cards': 'sum',\n",
       " 'NAME_PORTFOLIO_Cars': 'sum',\n",
       " 'NAME_PORTFOLIO_Cash': 'sum',\n",
       " 'NAME_PORTFOLIO_POS': 'sum',\n",
       " 'NAME_PORTFOLIO_XNA': 'sum',\n",
       " 'NAME_PRODUCT_TYPE_XNA': 'sum',\n",
       " 'NAME_PRODUCT_TYPE_walk-in': 'sum',\n",
       " 'NAME_PRODUCT_TYPE_x-sell': 'sum',\n",
       " 'CHANNEL_TYPE_AP+ (Cash loan)': 'sum',\n",
       " 'CHANNEL_TYPE_Car dealer': 'sum',\n",
       " 'CHANNEL_TYPE_Channel of corporate sales': 'sum',\n",
       " 'CHANNEL_TYPE_Contact center': 'sum',\n",
       " 'CHANNEL_TYPE_Country-wide': 'sum',\n",
       " 'CHANNEL_TYPE_Credit and cash offices': 'sum',\n",
       " 'CHANNEL_TYPE_Regional / Local': 'sum',\n",
       " 'CHANNEL_TYPE_Stone': 'sum',\n",
       " 'SELLERPLACE_AREA': 'sum',\n",
       " 'NAME_SELLER_INDUSTRY_Auto technology': 'sum',\n",
       " 'NAME_SELLER_INDUSTRY_Clothing': 'sum',\n",
       " 'NAME_SELLER_INDUSTRY_Connectivity': 'sum',\n",
       " 'NAME_SELLER_INDUSTRY_Construction': 'sum',\n",
       " 'NAME_SELLER_INDUSTRY_Consumer electronics': 'sum',\n",
       " 'NAME_SELLER_INDUSTRY_Furniture': 'sum',\n",
       " 'NAME_SELLER_INDUSTRY_Industry': 'sum',\n",
       " 'NAME_SELLER_INDUSTRY_Jewelry': 'sum',\n",
       " 'NAME_SELLER_INDUSTRY_MLM partners': 'sum',\n",
       " 'NAME_SELLER_INDUSTRY_Tourism': 'sum',\n",
       " 'NAME_SELLER_INDUSTRY_XNA': 'sum',\n",
       " 'NAME_YIELD_GROUP_XNA': 'sum',\n",
       " 'NAME_YIELD_GROUP_high': 'sum',\n",
       " 'NAME_YIELD_GROUP_low_action': 'sum',\n",
       " 'NAME_YIELD_GROUP_low_normal': 'sum',\n",
       " 'NAME_YIELD_GROUP_middle': 'sum'}"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_previous_application_agg_num = {\n",
    "\"AMT_ANNUITY\":['max', 'mean','min','std'],\n",
    "\"AMT_APPLICATION\":['max', 'mean','min','std'],\n",
    "\"AMT_CREDIT\":['max', 'mean','min','std'],\n",
    "\"AMT_DOWN_PAYMENT\":['max', 'mean','min','std'],\n",
    "\"AMT_GOODS_PRICE\":['max', 'mean','min','std'],\n",
    "\"RATE_DOWN_PAYMENT\":['max', 'mean','min','std'],\n",
    "\"DAYS_DECISION\":['max', 'mean','min','std'],\n",
    "\"CNT_PAYMENT\":['max', 'mean','min','std'],\n",
    "\"DAYS_FIRST_DRAWING\":['max', 'mean','min','std'],\n",
    "\"DAYS_FIRST_DUE\":['max', 'mean','min','std'],\n",
    "\"DAYS_LAST_DUE_1ST_VERSION\":['max', 'mean','min','std'],\n",
    "\"DAYS_LAST_DUE\":['max', 'mean','min','std'],\n",
    "\"DAYS_TERMINATION\":['max', 'mean','min','std'],\n",
    "\"DOWN_PAYMENT_PNT\":['max', 'mean','min','std', 'var'],\n",
    "\"ANNUITY_CREDIT_RATIO\":['max', 'mean','min','std', 'var'],\n",
    "}\n",
    "\n",
    "raw_previous_application_cat_cols = [\n",
    "    \"NAME_CASH_LOAN_PURPOSE\", \n",
    "    \"NAME_PAYMENT_TYPE\",\n",
    "    \"WEEKDAY_APPR_PROCESS_START\",\n",
    "    \"CODE_REJECT_REASON\",\n",
    "    \"NAME_CLIENT_TYPE\",\n",
    "    \"NAME_GOODS_CATEGORY\",\n",
    "    \"NAME_PORTFOLIO\",\n",
    "    \"NAME_PRODUCT_TYPE\",\n",
    "    \"CHANNEL_TYPE\",\n",
    "    \"SELLERPLACE_AREA\",\n",
    "    \"NAME_SELLER_INDUSTRY\",\n",
    "    \"NAME_YIELD_GROUP\",\n",
    "]\n",
    "\n",
    "for col in raw_previous_application_cat_cols:\n",
    "    dict_ = get_cat_agg(raw_previous_application_cats, col, 'sum')\n",
    "    raw_previous_application_agg_num.update(dict_)\n",
    "\n",
    "raw_previous_application_agg_num"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "previous_application_agg = raw_previous_application_cats.groupby('SK_ID_CURR').agg(raw_previous_application_agg_num)\n",
    "\n",
    "previous_application_agg.columns = pd.Index(['prev_app_' + col[0] + \"_\" + col[1] for col in previous_application_agg.columns.tolist() if col[0] != 'SK_ID_CURR'])\n",
    "\n",
    "previous_application_agg = previous_application_agg.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "338857"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(previous_application_agg)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Installment Payments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_installment_payments = pd.read_csv(os.getcwd()+\"\\\\installments_payments.csv\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Installment Payments Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DAYS_ENTRY_PAYMENT        0.02%\n",
      "AMT_PAYMENT               0.02%\n",
      "SK_ID_PREV                 0.0%\n",
      "SK_ID_CURR                 0.0%\n",
      "NUM_INSTALMENT_VERSION     0.0%\n",
      "NUM_INSTALMENT_NUMBER      0.0%\n",
      "DAYS_INSTALMENT            0.0%\n",
      "AMT_INSTALMENT             0.0%\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "show_missing_values(raw_installment_payments)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SK_ID_PREV                  int64\n",
       "SK_ID_CURR                  int64\n",
       "NUM_INSTALMENT_VERSION    float64\n",
       "NUM_INSTALMENT_NUMBER       int64\n",
       "DAYS_INSTALMENT           float64\n",
       "DAYS_ENTRY_PAYMENT        float64\n",
       "AMT_INSTALMENT            float64\n",
       "AMT_PAYMENT               float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_installment_payments.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_installment_payments_dropped = raw_installment_payments.drop(['SK_ID_PREV', 'NUM_INSTALMENT_VERSION', 'NUM_INSTALMENT_NUMBER'], axis = 1)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Installment Payments Feature Engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_installment_payments_dropped['DAYS_INSTALMENT'].replace(365243, np.nan, inplace= True)\n",
    "raw_installment_payments_dropped['DAYS_ENTRY_PAYMENT'].replace(365243, np.nan, inplace= True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_installment_payments_agg_num = {\n",
    "\"DAYS_INSTALMENT\": \"mean\",\n",
    "\"DAYS_ENTRY_PAYMENT\": \"mean\",\n",
    "\"AMT_INSTALMENT\": \"mean\",\n",
    "\"AMT_PAYMENT\": \"mean\",\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "installment_payments_agg = raw_installment_payments_dropped.groupby('SK_ID_CURR').agg(raw_installment_payments_agg_num)\n",
    "\n",
    "installment_payments_agg.columns = pd.Index(['install_payments_' + col + \"_\" + raw_installment_payments_agg_num[col] for col in installment_payments_agg.columns.tolist() if col != 'SK_ID_CURR'])\n",
    "\n",
    "installment_payments_agg = installment_payments_agg.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\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>install_payments_DAYS_INSTALMENT_mean</th>\n",
       "      <th>install_payments_DAYS_ENTRY_PAYMENT_mean</th>\n",
       "      <th>install_payments_AMT_INSTALMENT_mean</th>\n",
       "      <th>install_payments_AMT_PAYMENT_mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100001</td>\n",
       "      <td>-2187.714286</td>\n",
       "      <td>-2195.000000</td>\n",
       "      <td>5885.132143</td>\n",
       "      <td>5885.132143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>100002</td>\n",
       "      <td>-295.000000</td>\n",
       "      <td>-315.421053</td>\n",
       "      <td>11559.247105</td>\n",
       "      <td>11559.247105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>100003</td>\n",
       "      <td>-1378.160000</td>\n",
       "      <td>-1385.320000</td>\n",
       "      <td>64754.586000</td>\n",
       "      <td>64754.586000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>100004</td>\n",
       "      <td>-754.000000</td>\n",
       "      <td>-761.666667</td>\n",
       "      <td>7096.155000</td>\n",
       "      <td>7096.155000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>100005</td>\n",
       "      <td>-586.000000</td>\n",
       "      <td>-609.555556</td>\n",
       "      <td>6240.205000</td>\n",
       "      <td>6240.205000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339582</th>\n",
       "      <td>456251</td>\n",
       "      <td>-120.000000</td>\n",
       "      <td>-156.285714</td>\n",
       "      <td>7492.924286</td>\n",
       "      <td>7492.924286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339583</th>\n",
       "      <td>456252</td>\n",
       "      <td>-2391.000000</td>\n",
       "      <td>-2393.833333</td>\n",
       "      <td>10069.867500</td>\n",
       "      <td>10069.867500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339584</th>\n",
       "      <td>456253</td>\n",
       "      <td>-2372.928571</td>\n",
       "      <td>-2387.428571</td>\n",
       "      <td>4399.707857</td>\n",
       "      <td>4115.915357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339585</th>\n",
       "      <td>456254</td>\n",
       "      <td>-142.263158</td>\n",
       "      <td>-161.263158</td>\n",
       "      <td>10239.832895</td>\n",
       "      <td>10239.832895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339586</th>\n",
       "      <td>456255</td>\n",
       "      <td>-463.945946</td>\n",
       "      <td>-472.013514</td>\n",
       "      <td>41464.713649</td>\n",
       "      <td>47646.215878</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>339587 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        SK_ID_CURR  install_payments_DAYS_INSTALMENT_mean  \\\n",
       "0           100001                           -2187.714286   \n",
       "1           100002                            -295.000000   \n",
       "2           100003                           -1378.160000   \n",
       "3           100004                            -754.000000   \n",
       "4           100005                            -586.000000   \n",
       "...            ...                                    ...   \n",
       "339582      456251                            -120.000000   \n",
       "339583      456252                           -2391.000000   \n",
       "339584      456253                           -2372.928571   \n",
       "339585      456254                            -142.263158   \n",
       "339586      456255                            -463.945946   \n",
       "\n",
       "        install_payments_DAYS_ENTRY_PAYMENT_mean  \\\n",
       "0                                   -2195.000000   \n",
       "1                                    -315.421053   \n",
       "2                                   -1385.320000   \n",
       "3                                    -761.666667   \n",
       "4                                    -609.555556   \n",
       "...                                          ...   \n",
       "339582                               -156.285714   \n",
       "339583                              -2393.833333   \n",
       "339584                              -2387.428571   \n",
       "339585                               -161.263158   \n",
       "339586                               -472.013514   \n",
       "\n",
       "        install_payments_AMT_INSTALMENT_mean  \\\n",
       "0                                5885.132143   \n",
       "1                               11559.247105   \n",
       "2                               64754.586000   \n",
       "3                                7096.155000   \n",
       "4                                6240.205000   \n",
       "...                                      ...   \n",
       "339582                           7492.924286   \n",
       "339583                          10069.867500   \n",
       "339584                           4399.707857   \n",
       "339585                          10239.832895   \n",
       "339586                          41464.713649   \n",
       "\n",
       "        install_payments_AMT_PAYMENT_mean  \n",
       "0                             5885.132143  \n",
       "1                            11559.247105  \n",
       "2                            64754.586000  \n",
       "3                             7096.155000  \n",
       "4                             6240.205000  \n",
       "...                                   ...  \n",
       "339582                        7492.924286  \n",
       "339583                       10069.867500  \n",
       "339584                        4115.915357  \n",
       "339585                       10239.832895  \n",
       "339586                       47646.215878  \n",
       "\n",
       "[339587 rows x 5 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "installment_payments_agg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "339587"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(installment_payments_agg)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "train_application"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_train = pd.read_csv(os.getcwd()+\"\\\\application_train.csv\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data Analysis for the aggregated dataset will be performed in the main Exploratory Data Analysis File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "application_train:  307511\n",
      "bureau:  305811\n",
      "credit_card_balance:  103558\n",
      "POS_CASH_balance:  337252\n",
      "previous_application:  338857\n",
      "installments_payments:  339587\n"
     ]
    }
   ],
   "source": [
    "print(\"application_train: \", len(raw_train))\n",
    "print(\"bureau: \",len(bureau_agg))\n",
    "print(\"credit_card_balance: \",len(credit_card_agg))\n",
    "print(\"POS_CASH_balance: \",len(cash_balance_agg))\n",
    "print(\"previous_application: \",len(previous_application_agg))\n",
    "print(\"installments_payments: \",len(installment_payments_agg))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_agg = raw_train.merge(bureau_agg, how = 'left', on='SK_ID_CURR')\n",
    "\n",
    "train_agg = train_agg.merge(credit_card_agg, how = 'left', on='SK_ID_CURR')\n",
    "\n",
    "train_agg = train_agg.merge(cash_balance_agg, how = 'left', on='SK_ID_CURR')\n",
    "\n",
    "train_agg = train_agg.merge(previous_application_agg, how = 'left', on='SK_ID_CURR')\n",
    "\n",
    "train_agg = train_agg.merge(installment_payments_agg, how = 'left', on='SK_ID_CURR')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[WinError 2] The system cannot find the file specified: 'home-credit-default-risk'\n",
      "d:\\Documents\\Github\\projs\\home-credit-default-risk\\data\n"
     ]
    }
   ],
   "source": [
    "%cd home-credit-default-risk\n",
    "\n",
    "raw_test = pd.read_csv(os.getcwd()+\"\\\\application_test.csv\")\n",
    "\n",
    "test_agg = raw_test.merge(bureau_agg, how = 'left', on='SK_ID_CURR')\n",
    "\n",
    "test_agg = test_agg.merge(credit_card_agg, how = 'left', on='SK_ID_CURR')\n",
    "\n",
    "test_agg = test_agg.merge(cash_balance_agg, how = 'left', on='SK_ID_CURR')\n",
    "\n",
    "test_agg = test_agg.merge(previous_application_agg, how = 'left', on='SK_ID_CURR')\n",
    "\n",
    "test_agg = test_agg.merge(installment_payments_agg, how = 'left', on='SK_ID_CURR')\n",
    "\n",
    "test_agg.to_csv(\"test_agg.csv\", index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "307511\n",
      "473\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        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>NAME_CONTRACT_TYPE</th>\n",
       "      <th>CODE_GENDER</th>\n",
       "      <th>FLAG_OWN_CAR</th>\n",
       "      <th>FLAG_OWN_REALTY</th>\n",
       "      <th>CNT_CHILDREN</th>\n",
       "      <th>AMT_INCOME_TOTAL</th>\n",
       "      <th>AMT_CREDIT</th>\n",
       "      <th>AMT_ANNUITY</th>\n",
       "      <th>AMT_GOODS_PRICE</th>\n",
       "      <th>NAME_TYPE_SUITE</th>\n",
       "      <th>NAME_INCOME_TYPE</th>\n",
       "      <th>NAME_EDUCATION_TYPE</th>\n",
       "      <th>NAME_FAMILY_STATUS</th>\n",
       "      <th>NAME_HOUSING_TYPE</th>\n",
       "      <th>REGION_POPULATION_RELATIVE</th>\n",
       "      <th>DAYS_BIRTH</th>\n",
       "      <th>DAYS_EMPLOYED</th>\n",
       "      <th>DAYS_REGISTRATION</th>\n",
       "      <th>DAYS_ID_PUBLISH</th>\n",
       "      <th>OWN_CAR_AGE</th>\n",
       "      <th>FLAG_MOBIL</th>\n",
       "      <th>FLAG_EMP_PHONE</th>\n",
       "      <th>FLAG_WORK_PHONE</th>\n",
       "      <th>FLAG_CONT_MOBILE</th>\n",
       "      <th>FLAG_PHONE</th>\n",
       "      <th>FLAG_EMAIL</th>\n",
       "      <th>OCCUPATION_TYPE</th>\n",
       "      <th>CNT_FAM_MEMBERS</th>\n",
       "      <th>REGION_RATING_CLIENT</th>\n",
       "      <th>REGION_RATING_CLIENT_W_CITY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START</th>\n",
       "      <th>HOUR_APPR_PROCESS_START</th>\n",
       "      <th>REG_REGION_NOT_LIVE_REGION</th>\n",
       "      <th>REG_REGION_NOT_WORK_REGION</th>\n",
       "      <th>LIVE_REGION_NOT_WORK_REGION</th>\n",
       "      <th>REG_CITY_NOT_LIVE_CITY</th>\n",
       "      <th>REG_CITY_NOT_WORK_CITY</th>\n",
       "      <th>LIVE_CITY_NOT_WORK_CITY</th>\n",
       "      <th>ORGANIZATION_TYPE</th>\n",
       "      <th>EXT_SOURCE_1</th>\n",
       "      <th>EXT_SOURCE_2</th>\n",
       "      <th>EXT_SOURCE_3</th>\n",
       "      <th>APARTMENTS_AVG</th>\n",
       "      <th>BASEMENTAREA_AVG</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_AVG</th>\n",
       "      <th>YEARS_BUILD_AVG</th>\n",
       "      <th>COMMONAREA_AVG</th>\n",
       "      <th>ELEVATORS_AVG</th>\n",
       "      <th>ENTRANCES_AVG</th>\n",
       "      <th>FLOORSMAX_AVG</th>\n",
       "      <th>FLOORSMIN_AVG</th>\n",
       "      <th>LANDAREA_AVG</th>\n",
       "      <th>LIVINGAPARTMENTS_AVG</th>\n",
       "      <th>LIVINGAREA_AVG</th>\n",
       "      <th>NONLIVINGAPARTMENTS_AVG</th>\n",
       "      <th>NONLIVINGAREA_AVG</th>\n",
       "      <th>APARTMENTS_MODE</th>\n",
       "      <th>BASEMENTAREA_MODE</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MODE</th>\n",
       "      <th>YEARS_BUILD_MODE</th>\n",
       "      <th>COMMONAREA_MODE</th>\n",
       "      <th>ELEVATORS_MODE</th>\n",
       "      <th>ENTRANCES_MODE</th>\n",
       "      <th>FLOORSMAX_MODE</th>\n",
       "      <th>FLOORSMIN_MODE</th>\n",
       "      <th>LANDAREA_MODE</th>\n",
       "      <th>LIVINGAPARTMENTS_MODE</th>\n",
       "      <th>LIVINGAREA_MODE</th>\n",
       "      <th>NONLIVINGAPARTMENTS_MODE</th>\n",
       "      <th>NONLIVINGAREA_MODE</th>\n",
       "      <th>APARTMENTS_MEDI</th>\n",
       "      <th>BASEMENTAREA_MEDI</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_MEDI</th>\n",
       "      <th>YEARS_BUILD_MEDI</th>\n",
       "      <th>COMMONAREA_MEDI</th>\n",
       "      <th>ELEVATORS_MEDI</th>\n",
       "      <th>ENTRANCES_MEDI</th>\n",
       "      <th>FLOORSMAX_MEDI</th>\n",
       "      <th>FLOORSMIN_MEDI</th>\n",
       "      <th>LANDAREA_MEDI</th>\n",
       "      <th>LIVINGAPARTMENTS_MEDI</th>\n",
       "      <th>LIVINGAREA_MEDI</th>\n",
       "      <th>NONLIVINGAPARTMENTS_MEDI</th>\n",
       "      <th>NONLIVINGAREA_MEDI</th>\n",
       "      <th>FONDKAPREMONT_MODE</th>\n",
       "      <th>HOUSETYPE_MODE</th>\n",
       "      <th>TOTALAREA_MODE</th>\n",
       "      <th>WALLSMATERIAL_MODE</th>\n",
       "      <th>EMERGENCYSTATE_MODE</th>\n",
       "      <th>OBS_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DEF_30_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>OBS_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DEF_60_CNT_SOCIAL_CIRCLE</th>\n",
       "      <th>DAYS_LAST_PHONE_CHANGE</th>\n",
       "      <th>FLAG_DOCUMENT_2</th>\n",
       "      <th>FLAG_DOCUMENT_3</th>\n",
       "      <th>FLAG_DOCUMENT_4</th>\n",
       "      <th>FLAG_DOCUMENT_5</th>\n",
       "      <th>FLAG_DOCUMENT_6</th>\n",
       "      <th>FLAG_DOCUMENT_7</th>\n",
       "      <th>FLAG_DOCUMENT_8</th>\n",
       "      <th>FLAG_DOCUMENT_9</th>\n",
       "      <th>FLAG_DOCUMENT_10</th>\n",
       "      <th>FLAG_DOCUMENT_11</th>\n",
       "      <th>FLAG_DOCUMENT_12</th>\n",
       "      <th>FLAG_DOCUMENT_13</th>\n",
       "      <th>FLAG_DOCUMENT_14</th>\n",
       "      <th>FLAG_DOCUMENT_15</th>\n",
       "      <th>FLAG_DOCUMENT_16</th>\n",
       "      <th>FLAG_DOCUMENT_17</th>\n",
       "      <th>FLAG_DOCUMENT_18</th>\n",
       "      <th>FLAG_DOCUMENT_19</th>\n",
       "      <th>FLAG_DOCUMENT_20</th>\n",
       "      <th>FLAG_DOCUMENT_21</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_HOUR</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_DAY</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_WEEK</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_MON</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_QRT</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_YEAR</th>\n",
       "      <th>bureau_DAYS_CREDIT_mean</th>\n",
       "      <th>bureau_CREDIT_DAY_OVERDUE_mean</th>\n",
       "      <th>bureau_DAYS_CREDIT_ENDDATE_min</th>\n",
       "      <th>bureau_DAYS_ENDDATE_FACT_max</th>\n",
       "      <th>bureau_AMT_CREDIT_MAX_OVERDUE_max</th>\n",
       "      <th>bureau_CNT_CREDIT_PROLONG_max</th>\n",
       "      <th>bureau_AMT_CREDIT_SUM_min</th>\n",
       "      <th>bureau_AMT_CREDIT_SUM_mean</th>\n",
       "      <th>bureau_AMT_CREDIT_SUM_max</th>\n",
       "      <th>bureau_AMT_CREDIT_SUM_var</th>\n",
       "      <th>bureau_AMT_CREDIT_SUM_DEBT_mean</th>\n",
       "      <th>bureau_AMT_CREDIT_SUM_LIMIT_max</th>\n",
       "      <th>bureau_AMT_CREDIT_SUM_OVERDUE_max</th>\n",
       "      <th>bureau_DAYS_CREDIT_UPDATE_max</th>\n",
       "      <th>bureau_AMT_ANNUITY_min</th>\n",
       "      <th>bureau_AMT_ANNUITY_mean</th>\n",
       "      <th>bureau_AMT_ANNUITY_max</th>\n",
       "      <th>bureau_AMT_ANNUITY_var</th>\n",
       "      <th>bureau_CREDIT_TYPE_Another type of loan_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Car loan_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Cash loan (non-earmarked)_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Consumer credit_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Credit card_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Interbank credit_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Loan for business development_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Loan for purchase of shares (margin lending)_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Loan for the purchase of equipment_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Loan for working capital replenishment_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Microloan_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Mobile operator loan_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Mortgage_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Real estate loan_sum</th>\n",
       "      <th>bureau_CREDIT_TYPE_Unknown type of loan_sum</th>\n",
       "      <th>credit_card_MONTHS_BALANCE_max</th>\n",
       "      <th>credit_card_MONTHS_BALANCE_mean</th>\n",
       "      <th>credit_card_MONTHS_BALANCE_sum</th>\n",
       "      <th>credit_card_MONTHS_BALANCE_median</th>\n",
       "      <th>credit_card_MONTHS_BALANCE_std</th>\n",
       "      <th>credit_card_AMT_BALANCE_max</th>\n",
       "      <th>credit_card_AMT_BALANCE_mean</th>\n",
       "      <th>credit_card_AMT_BALANCE_sum</th>\n",
       "      <th>credit_card_AMT_BALANCE_median</th>\n",
       "      <th>credit_card_AMT_BALANCE_std</th>\n",
       "      <th>credit_card_AMT_CREDIT_LIMIT_ACTUAL_max</th>\n",
       "      <th>credit_card_AMT_CREDIT_LIMIT_ACTUAL_mean</th>\n",
       "      <th>credit_card_AMT_CREDIT_LIMIT_ACTUAL_sum</th>\n",
       "      <th>credit_card_AMT_CREDIT_LIMIT_ACTUAL_median</th>\n",
       "      <th>credit_card_AMT_CREDIT_LIMIT_ACTUAL_std</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_ATM_CURRENT_max</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_ATM_CURRENT_mean</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_ATM_CURRENT_sum</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_ATM_CURRENT_median</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_ATM_CURRENT_std</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_CURRENT_max</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_CURRENT_mean</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_CURRENT_sum</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_CURRENT_median</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_CURRENT_std</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_OTHER_CURRENT_max</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_OTHER_CURRENT_mean</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_OTHER_CURRENT_sum</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_OTHER_CURRENT_median</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_OTHER_CURRENT_std</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_POS_CURRENT_max</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_POS_CURRENT_mean</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_POS_CURRENT_sum</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_POS_CURRENT_median</th>\n",
       "      <th>credit_card_AMT_DRAWINGS_POS_CURRENT_std</th>\n",
       "      <th>credit_card_AMT_INST_MIN_REGULARITY_max</th>\n",
       "      <th>credit_card_AMT_INST_MIN_REGULARITY_mean</th>\n",
       "      <th>credit_card_AMT_INST_MIN_REGULARITY_sum</th>\n",
       "      <th>credit_card_AMT_INST_MIN_REGULARITY_median</th>\n",
       "      <th>credit_card_AMT_INST_MIN_REGULARITY_std</th>\n",
       "      <th>credit_card_AMT_PAYMENT_CURRENT_max</th>\n",
       "      <th>credit_card_AMT_PAYMENT_CURRENT_mean</th>\n",
       "      <th>credit_card_AMT_PAYMENT_CURRENT_sum</th>\n",
       "      <th>credit_card_AMT_PAYMENT_CURRENT_median</th>\n",
       "      <th>credit_card_AMT_PAYMENT_CURRENT_std</th>\n",
       "      <th>credit_card_AMT_PAYMENT_TOTAL_CURRENT_max</th>\n",
       "      <th>credit_card_AMT_PAYMENT_TOTAL_CURRENT_mean</th>\n",
       "      <th>credit_card_AMT_PAYMENT_TOTAL_CURRENT_sum</th>\n",
       "      <th>credit_card_AMT_PAYMENT_TOTAL_CURRENT_median</th>\n",
       "      <th>credit_card_AMT_PAYMENT_TOTAL_CURRENT_std</th>\n",
       "      <th>credit_card_AMT_RECEIVABLE_PRINCIPAL_max</th>\n",
       "      <th>credit_card_AMT_RECEIVABLE_PRINCIPAL_mean</th>\n",
       "      <th>credit_card_AMT_RECEIVABLE_PRINCIPAL_sum</th>\n",
       "      <th>credit_card_AMT_RECEIVABLE_PRINCIPAL_median</th>\n",
       "      <th>credit_card_AMT_RECEIVABLE_PRINCIPAL_std</th>\n",
       "      <th>credit_card_AMT_RECIVABLE_max</th>\n",
       "      <th>credit_card_AMT_RECIVABLE_mean</th>\n",
       "      <th>credit_card_AMT_RECIVABLE_sum</th>\n",
       "      <th>credit_card_AMT_RECIVABLE_median</th>\n",
       "      <th>credit_card_AMT_RECIVABLE_std</th>\n",
       "      <th>credit_card_AMT_TOTAL_RECEIVABLE_max</th>\n",
       "      <th>credit_card_AMT_TOTAL_RECEIVABLE_mean</th>\n",
       "      <th>credit_card_AMT_TOTAL_RECEIVABLE_sum</th>\n",
       "      <th>credit_card_AMT_TOTAL_RECEIVABLE_median</th>\n",
       "      <th>credit_card_AMT_TOTAL_RECEIVABLE_std</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_ATM_CURRENT_max</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_ATM_CURRENT_mean</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_ATM_CURRENT_sum</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_ATM_CURRENT_median</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_ATM_CURRENT_std</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_CURRENT_max</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_CURRENT_mean</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_CURRENT_sum</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_CURRENT_median</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_CURRENT_std</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_OTHER_CURRENT_max</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_OTHER_CURRENT_mean</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_OTHER_CURRENT_sum</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_OTHER_CURRENT_median</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_OTHER_CURRENT_std</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_POS_CURRENT_max</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_POS_CURRENT_mean</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_POS_CURRENT_sum</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_POS_CURRENT_median</th>\n",
       "      <th>credit_card_CNT_DRAWINGS_POS_CURRENT_std</th>\n",
       "      <th>credit_card_CNT_INSTALMENT_MATURE_CUM_max</th>\n",
       "      <th>credit_card_CNT_INSTALMENT_MATURE_CUM_mean</th>\n",
       "      <th>credit_card_CNT_INSTALMENT_MATURE_CUM_sum</th>\n",
       "      <th>credit_card_CNT_INSTALMENT_MATURE_CUM_median</th>\n",
       "      <th>credit_card_CNT_INSTALMENT_MATURE_CUM_std</th>\n",
       "      <th>credit_card_SK_DPD_max</th>\n",
       "      <th>credit_card_SK_DPD_mean</th>\n",
       "      <th>credit_card_SK_DPD_sum</th>\n",
       "      <th>credit_card_SK_DPD_median</th>\n",
       "      <th>credit_card_SK_DPD_std</th>\n",
       "      <th>credit_card_SK_DPD_DEF_max</th>\n",
       "      <th>credit_card_SK_DPD_DEF_mean</th>\n",
       "      <th>credit_card_SK_DPD_DEF_sum</th>\n",
       "      <th>credit_card_SK_DPD_DEF_median</th>\n",
       "      <th>credit_card_SK_DPD_DEF_std</th>\n",
       "      <th>credit_card_PNT_BALANCE_DRAWINGS_ATM_max</th>\n",
       "      <th>credit_card_PNT_BALANCE_DRAWINGS_ATM_mean</th>\n",
       "      <th>credit_card_PNT_BALANCE_DRAWINGS_ATM_sum</th>\n",
       "      <th>credit_card_PNT_BALANCE_DRAWINGS_ATM_median</th>\n",
       "      <th>credit_card_PNT_BALANCE_DRAWINGS_ATM_std</th>\n",
       "      <th>credit_card_PNT_BALANCE_DRAWINGS_CURRENT_max</th>\n",
       "      <th>credit_card_PNT_BALANCE_DRAWINGS_CURRENT_mean</th>\n",
       "      <th>credit_card_PNT_BALANCE_DRAWINGS_CURRENT_sum</th>\n",
       "      <th>credit_card_PNT_BALANCE_DRAWINGS_CURRENT_median</th>\n",
       "      <th>credit_card_PNT_BALANCE_DRAWINGS_CURRENT_std</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_ATM_CURRENT_max</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_ATM_CURRENT_mean</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_ATM_CURRENT_sum</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_ATM_CURRENT_median</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_ATM_CURRENT_std</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_CURRENT_max</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_CURRENT_mean</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_CURRENT_sum</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_CURRENT_median</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_CURRENT_std</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_OTHER_CURRENT_max</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_OTHER_CURRENT_mean</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_OTHER_CURRENT_sum</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_OTHER_CURRENT_median</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_OTHER_CURRENT_std</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_POS_CURRENT_max</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_POS_CURRENT_mean</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_POS_CURRENT_sum</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_POS_CURRENT_median</th>\n",
       "      <th>credit_card_AVG_DRAWINGS_POS_CURRENT_std</th>\n",
       "      <th>cash_balance_CNT_INSTALMENT_min</th>\n",
       "      <th>cash_balance_CNT_INSTALMENT_mean</th>\n",
       "      <th>cash_balance_CNT_INSTALMENT_max</th>\n",
       "      <th>cash_balance_CNT_INSTALMENT_FUTURE_min</th>\n",
       "      <th>cash_balance_CNT_INSTALMENT_FUTURE_mean</th>\n",
       "      <th>cash_balance_CNT_INSTALMENT_FUTURE_max</th>\n",
       "      <th>cash_balance_SK_DPD_min</th>\n",
       "      <th>cash_balance_SK_DPD_mean</th>\n",
       "      <th>cash_balance_SK_DPD_max</th>\n",
       "      <th>cash_balance_SK_DPD_DEF_min</th>\n",
       "      <th>cash_balance_SK_DPD_DEF_mean</th>\n",
       "      <th>cash_balance_SK_DPD_DEF_max</th>\n",
       "      <th>prev_app_AMT_ANNUITY_max</th>\n",
       "      <th>prev_app_AMT_ANNUITY_mean</th>\n",
       "      <th>prev_app_AMT_ANNUITY_min</th>\n",
       "      <th>prev_app_AMT_ANNUITY_std</th>\n",
       "      <th>prev_app_AMT_APPLICATION_max</th>\n",
       "      <th>prev_app_AMT_APPLICATION_mean</th>\n",
       "      <th>prev_app_AMT_APPLICATION_min</th>\n",
       "      <th>prev_app_AMT_APPLICATION_std</th>\n",
       "      <th>prev_app_AMT_CREDIT_max</th>\n",
       "      <th>prev_app_AMT_CREDIT_mean</th>\n",
       "      <th>prev_app_AMT_CREDIT_min</th>\n",
       "      <th>prev_app_AMT_CREDIT_std</th>\n",
       "      <th>prev_app_AMT_DOWN_PAYMENT_max</th>\n",
       "      <th>prev_app_AMT_DOWN_PAYMENT_mean</th>\n",
       "      <th>prev_app_AMT_DOWN_PAYMENT_min</th>\n",
       "      <th>prev_app_AMT_DOWN_PAYMENT_std</th>\n",
       "      <th>prev_app_AMT_GOODS_PRICE_max</th>\n",
       "      <th>prev_app_AMT_GOODS_PRICE_mean</th>\n",
       "      <th>prev_app_AMT_GOODS_PRICE_min</th>\n",
       "      <th>prev_app_AMT_GOODS_PRICE_std</th>\n",
       "      <th>prev_app_RATE_DOWN_PAYMENT_max</th>\n",
       "      <th>prev_app_RATE_DOWN_PAYMENT_mean</th>\n",
       "      <th>prev_app_RATE_DOWN_PAYMENT_min</th>\n",
       "      <th>prev_app_RATE_DOWN_PAYMENT_std</th>\n",
       "      <th>prev_app_DAYS_DECISION_max</th>\n",
       "      <th>prev_app_DAYS_DECISION_mean</th>\n",
       "      <th>prev_app_DAYS_DECISION_min</th>\n",
       "      <th>prev_app_DAYS_DECISION_std</th>\n",
       "      <th>prev_app_CNT_PAYMENT_max</th>\n",
       "      <th>prev_app_CNT_PAYMENT_mean</th>\n",
       "      <th>prev_app_CNT_PAYMENT_min</th>\n",
       "      <th>prev_app_CNT_PAYMENT_std</th>\n",
       "      <th>prev_app_DAYS_FIRST_DRAWING_max</th>\n",
       "      <th>prev_app_DAYS_FIRST_DRAWING_mean</th>\n",
       "      <th>prev_app_DAYS_FIRST_DRAWING_min</th>\n",
       "      <th>prev_app_DAYS_FIRST_DRAWING_std</th>\n",
       "      <th>prev_app_DAYS_FIRST_DUE_max</th>\n",
       "      <th>prev_app_DAYS_FIRST_DUE_mean</th>\n",
       "      <th>prev_app_DAYS_FIRST_DUE_min</th>\n",
       "      <th>prev_app_DAYS_FIRST_DUE_std</th>\n",
       "      <th>prev_app_DAYS_LAST_DUE_1ST_VERSION_max</th>\n",
       "      <th>prev_app_DAYS_LAST_DUE_1ST_VERSION_mean</th>\n",
       "      <th>prev_app_DAYS_LAST_DUE_1ST_VERSION_min</th>\n",
       "      <th>prev_app_DAYS_LAST_DUE_1ST_VERSION_std</th>\n",
       "      <th>prev_app_DAYS_LAST_DUE_max</th>\n",
       "      <th>prev_app_DAYS_LAST_DUE_mean</th>\n",
       "      <th>prev_app_DAYS_LAST_DUE_min</th>\n",
       "      <th>prev_app_DAYS_LAST_DUE_std</th>\n",
       "      <th>prev_app_DAYS_TERMINATION_max</th>\n",
       "      <th>prev_app_DAYS_TERMINATION_mean</th>\n",
       "      <th>prev_app_DAYS_TERMINATION_min</th>\n",
       "      <th>prev_app_DAYS_TERMINATION_std</th>\n",
       "      <th>prev_app_DOWN_PAYMENT_PNT_max</th>\n",
       "      <th>prev_app_DOWN_PAYMENT_PNT_mean</th>\n",
       "      <th>prev_app_DOWN_PAYMENT_PNT_min</th>\n",
       "      <th>prev_app_DOWN_PAYMENT_PNT_std</th>\n",
       "      <th>prev_app_DOWN_PAYMENT_PNT_var</th>\n",
       "      <th>prev_app_ANNUITY_CREDIT_RATIO_max</th>\n",
       "      <th>prev_app_ANNUITY_CREDIT_RATIO_mean</th>\n",
       "      <th>prev_app_ANNUITY_CREDIT_RATIO_min</th>\n",
       "      <th>prev_app_ANNUITY_CREDIT_RATIO_std</th>\n",
       "      <th>prev_app_ANNUITY_CREDIT_RATIO_var</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Building a house or an annex_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Business development_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Buying a garage_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Buying a holiday home / land_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Buying a home_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Buying a new car_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Buying a used car_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Car repairs_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Education_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Everyday expenses_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Furniture_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Gasification / water supply_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Hobby_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Journey_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Medicine_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Money for a third person_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Other_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Payments on other loans_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Purchase of electronic equipment_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Refusal to name the goal_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Repairs_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Urgent needs_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_Wedding / gift / holiday_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_XAP_sum</th>\n",
       "      <th>prev_app_NAME_CASH_LOAN_PURPOSE_XNA_sum</th>\n",
       "      <th>prev_app_NAME_PAYMENT_TYPE_Cash through the bank_sum</th>\n",
       "      <th>prev_app_NAME_PAYMENT_TYPE_Cashless from the account of the employer_sum</th>\n",
       "      <th>prev_app_NAME_PAYMENT_TYPE_Non-cash from your account_sum</th>\n",
       "      <th>prev_app_NAME_PAYMENT_TYPE_XNA_sum</th>\n",
       "      <th>prev_app_WEEKDAY_APPR_PROCESS_START_FRIDAY_sum</th>\n",
       "      <th>prev_app_WEEKDAY_APPR_PROCESS_START_MONDAY_sum</th>\n",
       "      <th>prev_app_WEEKDAY_APPR_PROCESS_START_SATURDAY_sum</th>\n",
       "      <th>prev_app_WEEKDAY_APPR_PROCESS_START_SUNDAY_sum</th>\n",
       "      <th>prev_app_WEEKDAY_APPR_PROCESS_START_THURSDAY_sum</th>\n",
       "      <th>prev_app_WEEKDAY_APPR_PROCESS_START_TUESDAY_sum</th>\n",
       "      <th>prev_app_WEEKDAY_APPR_PROCESS_START_WEDNESDAY_sum</th>\n",
       "      <th>prev_app_CODE_REJECT_REASON_CLIENT_sum</th>\n",
       "      <th>prev_app_CODE_REJECT_REASON_HC_sum</th>\n",
       "      <th>prev_app_CODE_REJECT_REASON_LIMIT_sum</th>\n",
       "      <th>prev_app_CODE_REJECT_REASON_SCO_sum</th>\n",
       "      <th>prev_app_CODE_REJECT_REASON_SCOFR_sum</th>\n",
       "      <th>prev_app_CODE_REJECT_REASON_SYSTEM_sum</th>\n",
       "      <th>prev_app_CODE_REJECT_REASON_VERIF_sum</th>\n",
       "      <th>prev_app_CODE_REJECT_REASON_XAP_sum</th>\n",
       "      <th>prev_app_CODE_REJECT_REASON_XNA_sum</th>\n",
       "      <th>prev_app_NAME_CLIENT_TYPE_New_sum</th>\n",
       "      <th>prev_app_NAME_CLIENT_TYPE_Refreshed_sum</th>\n",
       "      <th>prev_app_NAME_CLIENT_TYPE_Repeater_sum</th>\n",
       "      <th>prev_app_NAME_CLIENT_TYPE_XNA_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Additional Service_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Animals_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Audio/Video_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Auto Accessories_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Clothing and Accessories_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Computers_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Construction Materials_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Consumer Electronics_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Direct Sales_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Education_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Fitness_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Furniture_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Gardening_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Homewares_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_House Construction_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Insurance_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Jewelry_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Medical Supplies_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Medicine_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Mobile_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Office Appliances_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Other_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Photo / Cinema Equipment_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Sport and Leisure_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Tourism_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Vehicles_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_Weapon_sum</th>\n",
       "      <th>prev_app_NAME_GOODS_CATEGORY_XNA_sum</th>\n",
       "      <th>prev_app_NAME_PORTFOLIO_Cards_sum</th>\n",
       "      <th>prev_app_NAME_PORTFOLIO_Cars_sum</th>\n",
       "      <th>prev_app_NAME_PORTFOLIO_Cash_sum</th>\n",
       "      <th>prev_app_NAME_PORTFOLIO_POS_sum</th>\n",
       "      <th>prev_app_NAME_PORTFOLIO_XNA_sum</th>\n",
       "      <th>prev_app_NAME_PRODUCT_TYPE_XNA_sum</th>\n",
       "      <th>prev_app_NAME_PRODUCT_TYPE_walk-in_sum</th>\n",
       "      <th>prev_app_NAME_PRODUCT_TYPE_x-sell_sum</th>\n",
       "      <th>prev_app_CHANNEL_TYPE_AP+ (Cash loan)_sum</th>\n",
       "      <th>prev_app_CHANNEL_TYPE_Car dealer_sum</th>\n",
       "      <th>prev_app_CHANNEL_TYPE_Channel of corporate sales_sum</th>\n",
       "      <th>prev_app_CHANNEL_TYPE_Contact center_sum</th>\n",
       "      <th>prev_app_CHANNEL_TYPE_Country-wide_sum</th>\n",
       "      <th>prev_app_CHANNEL_TYPE_Credit and cash offices_sum</th>\n",
       "      <th>prev_app_CHANNEL_TYPE_Regional / Local_sum</th>\n",
       "      <th>prev_app_CHANNEL_TYPE_Stone_sum</th>\n",
       "      <th>prev_app_SELLERPLACE_AREA_sum</th>\n",
       "      <th>prev_app_NAME_SELLER_INDUSTRY_Auto technology_sum</th>\n",
       "      <th>prev_app_NAME_SELLER_INDUSTRY_Clothing_sum</th>\n",
       "      <th>prev_app_NAME_SELLER_INDUSTRY_Connectivity_sum</th>\n",
       "      <th>prev_app_NAME_SELLER_INDUSTRY_Construction_sum</th>\n",
       "      <th>prev_app_NAME_SELLER_INDUSTRY_Consumer electronics_sum</th>\n",
       "      <th>prev_app_NAME_SELLER_INDUSTRY_Furniture_sum</th>\n",
       "      <th>prev_app_NAME_SELLER_INDUSTRY_Industry_sum</th>\n",
       "      <th>prev_app_NAME_SELLER_INDUSTRY_Jewelry_sum</th>\n",
       "      <th>prev_app_NAME_SELLER_INDUSTRY_MLM partners_sum</th>\n",
       "      <th>prev_app_NAME_SELLER_INDUSTRY_Tourism_sum</th>\n",
       "      <th>prev_app_NAME_SELLER_INDUSTRY_XNA_sum</th>\n",
       "      <th>prev_app_NAME_YIELD_GROUP_XNA_sum</th>\n",
       "      <th>prev_app_NAME_YIELD_GROUP_high_sum</th>\n",
       "      <th>prev_app_NAME_YIELD_GROUP_low_action_sum</th>\n",
       "      <th>prev_app_NAME_YIELD_GROUP_low_normal_sum</th>\n",
       "      <th>prev_app_NAME_YIELD_GROUP_middle_sum</th>\n",
       "      <th>install_payments_DAYS_INSTALMENT_mean</th>\n",
       "      <th>install_payments_DAYS_ENTRY_PAYMENT_mean</th>\n",
       "      <th>install_payments_AMT_INSTALMENT_mean</th>\n",
       "      <th>install_payments_AMT_PAYMENT_mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100002</td>\n",
       "      <td>1</td>\n",
       "      <td>Cash loans</td>\n",
       "      <td>M</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>202500.0</td>\n",
       "      <td>406597.5</td>\n",
       "      <td>24700.5</td>\n",
       "      <td>351000.0</td>\n",
       "      <td>Unaccompanied</td>\n",
       "      <td>Working</td>\n",
       "      <td>Secondary / secondary special</td>\n",
       "      <td>Single / not married</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>0.018801</td>\n",
       "      <td>-9461</td>\n",
       "      <td>-637</td>\n",
       "      <td>-3648.0</td>\n",
       "      <td>-2120</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Laborers</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>WEDNESDAY</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business Entity Type 3</td>\n",
       "      <td>0.083037</td>\n",
       "      <td>0.262949</td>\n",
       "      <td>0.139376</td>\n",
       "      <td>0.0247</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6192</td>\n",
       "      <td>0.0143</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.0202</td>\n",
       "      <td>0.0190</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0252</td>\n",
       "      <td>0.0383</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6341</td>\n",
       "      <td>0.0144</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0377</td>\n",
       "      <td>0.022</td>\n",
       "      <td>0.0198</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.9722</td>\n",
       "      <td>0.6243</td>\n",
       "      <td>0.0144</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0690</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>0.0205</td>\n",
       "      <td>0.0193</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>reg oper account</td>\n",
       "      <td>block of flats</td>\n",
       "      <td>0.0149</td>\n",
       "      <td>Stone, brick</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-1134.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-874.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1072.0</td>\n",
       "      <td>-36.0</td>\n",
       "      <td>5043.645</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>108131.945625</td>\n",
       "      <td>450000.0</td>\n",
       "      <td>2.133807e+10</td>\n",
       "      <td>49156.2</td>\n",
       "      <td>31988.565</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-7.0</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>4.0</td>\n",
       "      <td>4.0</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.0</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>24.0</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>9251.775</td>\n",
       "      <td>9251.775</td>\n",
       "      <td>9251.775</td>\n",
       "      <td>NaN</td>\n",
       "      <td>179055.0</td>\n",
       "      <td>179055.00</td>\n",
       "      <td>179055.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>179055.0</td>\n",
       "      <td>179055.00</td>\n",
       "      <td>179055.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>179055.0</td>\n",
       "      <td>179055.00</td>\n",
       "      <td>179055.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-606.0</td>\n",
       "      <td>-606.000000</td>\n",
       "      <td>-606.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.0</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-565.0</td>\n",
       "      <td>-565.000000</td>\n",
       "      <td>-565.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>125.0</td>\n",
       "      <td>125.000000</td>\n",
       "      <td>125.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>-25.000000</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>-17.000000</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.051670</td>\n",
       "      <td>0.051670</td>\n",
       "      <td>0.051670</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>1.0</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>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>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>0.0</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>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>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>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>500.0</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>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-295.000000</td>\n",
       "      <td>-315.421053</td>\n",
       "      <td>11559.247105</td>\n",
       "      <td>11559.247105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>100003</td>\n",
       "      <td>0</td>\n",
       "      <td>Cash loans</td>\n",
       "      <td>F</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>0</td>\n",
       "      <td>270000.0</td>\n",
       "      <td>1293502.5</td>\n",
       "      <td>35698.5</td>\n",
       "      <td>1129500.0</td>\n",
       "      <td>Family</td>\n",
       "      <td>State servant</td>\n",
       "      <td>Higher education</td>\n",
       "      <td>Married</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>0.003541</td>\n",
       "      <td>-16765</td>\n",
       "      <td>-1188</td>\n",
       "      <td>-1186.0</td>\n",
       "      <td>-291</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Core staff</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>MONDAY</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>School</td>\n",
       "      <td>0.311267</td>\n",
       "      <td>0.622246</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0959</td>\n",
       "      <td>0.0529</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.7960</td>\n",
       "      <td>0.0605</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0130</td>\n",
       "      <td>0.0773</td>\n",
       "      <td>0.0549</td>\n",
       "      <td>0.0039</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>0.0924</td>\n",
       "      <td>0.0538</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.8040</td>\n",
       "      <td>0.0497</td>\n",
       "      <td>0.0806</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0128</td>\n",
       "      <td>0.079</td>\n",
       "      <td>0.0554</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>0.0529</td>\n",
       "      <td>0.9851</td>\n",
       "      <td>0.7987</td>\n",
       "      <td>0.0608</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>0.3333</td>\n",
       "      <td>0.0132</td>\n",
       "      <td>0.0787</td>\n",
       "      <td>0.0558</td>\n",
       "      <td>0.0039</td>\n",
       "      <td>0.01</td>\n",
       "      <td>reg oper account</td>\n",
       "      <td>block of flats</td>\n",
       "      <td>0.0714</td>\n",
       "      <td>Block</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-828.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1400.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-2434.0</td>\n",
       "      <td>-540.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22248.0</td>\n",
       "      <td>254350.125000</td>\n",
       "      <td>810000.0</td>\n",
       "      <td>1.385846e+11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>810000.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-43.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>10.107143</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.785714</td>\n",
       "      <td>12.0</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>98356.995</td>\n",
       "      <td>56553.990</td>\n",
       "      <td>6737.310</td>\n",
       "      <td>46332.557777</td>\n",
       "      <td>900000.0</td>\n",
       "      <td>435436.50</td>\n",
       "      <td>68809.5</td>\n",
       "      <td>424161.620549</td>\n",
       "      <td>1035882.0</td>\n",
       "      <td>484191.00</td>\n",
       "      <td>68053.5</td>\n",
       "      <td>497949.861808</td>\n",
       "      <td>6885.0</td>\n",
       "      <td>3442.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4868.430188</td>\n",
       "      <td>900000.0</td>\n",
       "      <td>435436.50</td>\n",
       "      <td>68809.50</td>\n",
       "      <td>424161.620549</td>\n",
       "      <td>0.100061</td>\n",
       "      <td>0.050030</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.070754</td>\n",
       "      <td>-746.0</td>\n",
       "      <td>-1305.000000</td>\n",
       "      <td>-2341.0</td>\n",
       "      <td>898.138631</td>\n",
       "      <td>12.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.464102</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-716.0</td>\n",
       "      <td>-1274.333333</td>\n",
       "      <td>-2310.0</td>\n",
       "      <td>897.827563</td>\n",
       "      <td>-386.0</td>\n",
       "      <td>-1004.333333</td>\n",
       "      <td>-1980.0</td>\n",
       "      <td>854.970370</td>\n",
       "      <td>-536.0</td>\n",
       "      <td>-1054.333333</td>\n",
       "      <td>-1980.0</td>\n",
       "      <td>803.569744</td>\n",
       "      <td>-527.0</td>\n",
       "      <td>-1047.333333</td>\n",
       "      <td>-1976.0</td>\n",
       "      <td>806.196213</td>\n",
       "      <td>0.101170</td>\n",
       "      <td>0.050585</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.071538</td>\n",
       "      <td>0.005118</td>\n",
       "      <td>0.185200</td>\n",
       "      <td>0.126383</td>\n",
       "      <td>0.094950</td>\n",
       "      <td>0.050977</td>\n",
       "      <td>0.002599</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</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>1.0</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>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>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</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>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1599.0</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>0.0</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>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-1378.160000</td>\n",
       "      <td>-1385.320000</td>\n",
       "      <td>64754.586000</td>\n",
       "      <td>64754.586000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>100004</td>\n",
       "      <td>0</td>\n",
       "      <td>Revolving loans</td>\n",
       "      <td>M</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>67500.0</td>\n",
       "      <td>135000.0</td>\n",
       "      <td>6750.0</td>\n",
       "      <td>135000.0</td>\n",
       "      <td>Unaccompanied</td>\n",
       "      <td>Working</td>\n",
       "      <td>Secondary / secondary special</td>\n",
       "      <td>Single / not married</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>0.010032</td>\n",
       "      <td>-19046</td>\n",
       "      <td>-225</td>\n",
       "      <td>-4260.0</td>\n",
       "      <td>-2531</td>\n",
       "      <td>26.0</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>Laborers</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>MONDAY</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Government</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.555912</td>\n",
       "      <td>0.729567</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-815.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</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>-867.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-595.0</td>\n",
       "      <td>-382.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>94500.0</td>\n",
       "      <td>94518.900000</td>\n",
       "      <td>94537.8</td>\n",
       "      <td>7.144200e+02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-382.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.750000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>4.0</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>5357.250</td>\n",
       "      <td>5357.250</td>\n",
       "      <td>5357.250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24282.0</td>\n",
       "      <td>24282.00</td>\n",
       "      <td>24282.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20106.0</td>\n",
       "      <td>20106.00</td>\n",
       "      <td>20106.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4860.0</td>\n",
       "      <td>4860.00</td>\n",
       "      <td>4860.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24282.0</td>\n",
       "      <td>24282.00</td>\n",
       "      <td>24282.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.212008</td>\n",
       "      <td>0.212008</td>\n",
       "      <td>0.212008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-815.0</td>\n",
       "      <td>-815.000000</td>\n",
       "      <td>-815.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-784.0</td>\n",
       "      <td>-784.000000</td>\n",
       "      <td>-784.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-694.0</td>\n",
       "      <td>-694.000000</td>\n",
       "      <td>-694.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-724.0</td>\n",
       "      <td>-724.000000</td>\n",
       "      <td>-724.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-714.0</td>\n",
       "      <td>-714.000000</td>\n",
       "      <td>-714.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.241719</td>\n",
       "      <td>0.241719</td>\n",
       "      <td>0.241719</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.266450</td>\n",
       "      <td>0.266450</td>\n",
       "      <td>0.266450</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>1.0</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>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>1.0</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>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>1.0</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>1.0</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>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0</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>1.0</td>\n",
       "      <td>-754.000000</td>\n",
       "      <td>-761.666667</td>\n",
       "      <td>7096.155000</td>\n",
       "      <td>7096.155000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>100006</td>\n",
       "      <td>0</td>\n",
       "      <td>Cash loans</td>\n",
       "      <td>F</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>135000.0</td>\n",
       "      <td>312682.5</td>\n",
       "      <td>29686.5</td>\n",
       "      <td>297000.0</td>\n",
       "      <td>Unaccompanied</td>\n",
       "      <td>Working</td>\n",
       "      <td>Secondary / secondary special</td>\n",
       "      <td>Civil marriage</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>0.008019</td>\n",
       "      <td>-19005</td>\n",
       "      <td>-3039</td>\n",
       "      <td>-9833.0</td>\n",
       "      <td>-2437</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Laborers</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>WEDNESDAY</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business Entity Type 3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.650442</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-617.0</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-3.5</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>-3.5</td>\n",
       "      <td>1.870829</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>270000.0</td>\n",
       "      <td>270000.0</td>\n",
       "      <td>1620000.0</td>\n",
       "      <td>270000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.650000</td>\n",
       "      <td>48.0</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>39954.510</td>\n",
       "      <td>23651.175</td>\n",
       "      <td>2482.920</td>\n",
       "      <td>13623.580119</td>\n",
       "      <td>688500.0</td>\n",
       "      <td>272203.26</td>\n",
       "      <td>0.0</td>\n",
       "      <td>286175.129541</td>\n",
       "      <td>906615.0</td>\n",
       "      <td>291695.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>333337.354853</td>\n",
       "      <td>66987.0</td>\n",
       "      <td>34840.17</td>\n",
       "      <td>2693.34</td>\n",
       "      <td>45462.482973</td>\n",
       "      <td>688500.0</td>\n",
       "      <td>408304.89</td>\n",
       "      <td>26912.34</td>\n",
       "      <td>253670.602059</td>\n",
       "      <td>0.217830</td>\n",
       "      <td>0.163412</td>\n",
       "      <td>0.108994</td>\n",
       "      <td>0.076958</td>\n",
       "      <td>-181.0</td>\n",
       "      <td>-272.444444</td>\n",
       "      <td>-617.0</td>\n",
       "      <td>157.236375</td>\n",
       "      <td>48.0</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.228692</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-151.0</td>\n",
       "      <td>-325.666667</td>\n",
       "      <td>-545.0</td>\n",
       "      <td>200.761882</td>\n",
       "      <td>1259.0</td>\n",
       "      <td>364.333333</td>\n",
       "      <td>-215.0</td>\n",
       "      <td>785.967769</td>\n",
       "      <td>-151.0</td>\n",
       "      <td>-288.000000</td>\n",
       "      <td>-425.0</td>\n",
       "      <td>193.747258</td>\n",
       "      <td>-143.0</td>\n",
       "      <td>-279.500000</td>\n",
       "      <td>-416.0</td>\n",
       "      <td>193.040151</td>\n",
       "      <td>0.250017</td>\n",
       "      <td>0.180612</td>\n",
       "      <td>0.111208</td>\n",
       "      <td>0.098153</td>\n",
       "      <td>0.009634</td>\n",
       "      <td>0.108340</td>\n",
       "      <td>0.069304</td>\n",
       "      <td>0.035920</td>\n",
       "      <td>0.032882</td>\n",
       "      <td>0.001081</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</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>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</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>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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</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>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8048.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-252.250000</td>\n",
       "      <td>-271.625000</td>\n",
       "      <td>62947.088438</td>\n",
       "      <td>62947.088438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>100007</td>\n",
       "      <td>0</td>\n",
       "      <td>Cash loans</td>\n",
       "      <td>M</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>121500.0</td>\n",
       "      <td>513000.0</td>\n",
       "      <td>21865.5</td>\n",
       "      <td>513000.0</td>\n",
       "      <td>Unaccompanied</td>\n",
       "      <td>Working</td>\n",
       "      <td>Secondary / secondary special</td>\n",
       "      <td>Single / not married</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>0.028663</td>\n",
       "      <td>-19932</td>\n",
       "      <td>-3038</td>\n",
       "      <td>-4311.0</td>\n",
       "      <td>-3458</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Core staff</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>THURSDAY</td>\n",
       "      <td>11</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>Religion</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.322738</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>12278.805</td>\n",
       "      <td>1834.290</td>\n",
       "      <td>8063.586466</td>\n",
       "      <td>247500.0</td>\n",
       "      <td>150530.25</td>\n",
       "      <td>17176.5</td>\n",
       "      <td>100585.988276</td>\n",
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       "      <td>166638.75</td>\n",
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       "      <td>12214.060227</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SK_ID_CURR  TARGET NAME_CONTRACT_TYPE CODE_GENDER FLAG_OWN_CAR  \\\n",
       "0      100002       1         Cash loans           M            N   \n",
       "1      100003       0         Cash loans           F            N   \n",
       "2      100004       0    Revolving loans           M            Y   \n",
       "3      100006       0         Cash loans           F            N   \n",
       "4      100007       0         Cash loans           M            N   \n",
       "\n",
       "  FLAG_OWN_REALTY  CNT_CHILDREN  AMT_INCOME_TOTAL  AMT_CREDIT  AMT_ANNUITY  \\\n",
       "0               Y             0          202500.0    406597.5      24700.5   \n",
       "1               N             0          270000.0   1293502.5      35698.5   \n",
       "2               Y             0           67500.0    135000.0       6750.0   \n",
       "3               Y             0          135000.0    312682.5      29686.5   \n",
       "4               Y             0          121500.0    513000.0      21865.5   \n",
       "\n",
       "   AMT_GOODS_PRICE NAME_TYPE_SUITE NAME_INCOME_TYPE  \\\n",
       "0         351000.0   Unaccompanied          Working   \n",
       "1        1129500.0          Family    State servant   \n",
       "2         135000.0   Unaccompanied          Working   \n",
       "3         297000.0   Unaccompanied          Working   \n",
       "4         513000.0   Unaccompanied          Working   \n",
       "\n",
       "             NAME_EDUCATION_TYPE    NAME_FAMILY_STATUS  NAME_HOUSING_TYPE  \\\n",
       "0  Secondary / secondary special  Single / not married  House / apartment   \n",
       "1               Higher education               Married  House / apartment   \n",
       "2  Secondary / secondary special  Single / not married  House / apartment   \n",
       "3  Secondary / secondary special        Civil marriage  House / apartment   \n",
       "4  Secondary / secondary special  Single / not married  House / apartment   \n",
       "\n",
       "   REGION_POPULATION_RELATIVE  DAYS_BIRTH  DAYS_EMPLOYED  DAYS_REGISTRATION  \\\n",
       "0                    0.018801       -9461           -637            -3648.0   \n",
       "1                    0.003541      -16765          -1188            -1186.0   \n",
       "2                    0.010032      -19046           -225            -4260.0   \n",
       "3                    0.008019      -19005          -3039            -9833.0   \n",
       "4                    0.028663      -19932          -3038            -4311.0   \n",
       "\n",
       "   DAYS_ID_PUBLISH  OWN_CAR_AGE  FLAG_MOBIL  FLAG_EMP_PHONE  FLAG_WORK_PHONE  \\\n",
       "0            -2120          NaN           1               1                0   \n",
       "1             -291          NaN           1               1                0   \n",
       "2            -2531         26.0           1               1                1   \n",
       "3            -2437          NaN           1               1                0   \n",
       "4            -3458          NaN           1               1                0   \n",
       "\n",
       "   FLAG_CONT_MOBILE  FLAG_PHONE  FLAG_EMAIL OCCUPATION_TYPE  CNT_FAM_MEMBERS  \\\n",
       "0                 1           1           0        Laborers              1.0   \n",
       "1                 1           1           0      Core staff              2.0   \n",
       "2                 1           1           0        Laborers              1.0   \n",
       "3                 1           0           0        Laborers              2.0   \n",
       "4                 1           0           0      Core staff              1.0   \n",
       "\n",
       "   REGION_RATING_CLIENT  REGION_RATING_CLIENT_W_CITY  \\\n",
       "0                     2                            2   \n",
       "1                     1                            1   \n",
       "2                     2                            2   \n",
       "3                     2                            2   \n",
       "4                     2                            2   \n",
       "\n",
       "  WEEKDAY_APPR_PROCESS_START  HOUR_APPR_PROCESS_START  \\\n",
       "0                  WEDNESDAY                       10   \n",
       "1                     MONDAY                       11   \n",
       "2                     MONDAY                        9   \n",
       "3                  WEDNESDAY                       17   \n",
       "4                   THURSDAY                       11   \n",
       "\n",
       "   REG_REGION_NOT_LIVE_REGION  REG_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",
       "   LIVE_REGION_NOT_WORK_REGION  REG_CITY_NOT_LIVE_CITY  \\\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_WORK_CITY  LIVE_CITY_NOT_WORK_CITY       ORGANIZATION_TYPE  \\\n",
       "0                       0                        0  Business Entity Type 3   \n",
       "1                       0                        0                  School   \n",
       "2                       0                        0              Government   \n",
       "3                       0                        0  Business Entity Type 3   \n",
       "4                       1                        1                Religion   \n",
       "\n",
       "   EXT_SOURCE_1  EXT_SOURCE_2  EXT_SOURCE_3  APARTMENTS_AVG  BASEMENTAREA_AVG  \\\n",
       "0      0.083037      0.262949      0.139376          0.0247            0.0369   \n",
       "1      0.311267      0.622246           NaN          0.0959            0.0529   \n",
       "2           NaN      0.555912      0.729567             NaN               NaN   \n",
       "3           NaN      0.650442           NaN             NaN               NaN   \n",
       "4           NaN      0.322738           NaN             NaN               NaN   \n",
       "\n",
       "   YEARS_BEGINEXPLUATATION_AVG  YEARS_BUILD_AVG  COMMONAREA_AVG  \\\n",
       "0                       0.9722           0.6192          0.0143   \n",
       "1                       0.9851           0.7960          0.0605   \n",
       "2                          NaN              NaN             NaN   \n",
       "3                          NaN              NaN             NaN   \n",
       "4                          NaN              NaN             NaN   \n",
       "\n",
       "   ELEVATORS_AVG  ENTRANCES_AVG  FLOORSMAX_AVG  FLOORSMIN_AVG  LANDAREA_AVG  \\\n",
       "0           0.00         0.0690         0.0833         0.1250        0.0369   \n",
       "1           0.08         0.0345         0.2917         0.3333        0.0130   \n",
       "2            NaN            NaN            NaN            NaN           NaN   \n",
       "3            NaN            NaN            NaN            NaN           NaN   \n",
       "4            NaN            NaN            NaN            NaN           NaN   \n",
       "\n",
       "   LIVINGAPARTMENTS_AVG  LIVINGAREA_AVG  NONLIVINGAPARTMENTS_AVG  \\\n",
       "0                0.0202          0.0190                   0.0000   \n",
       "1                0.0773          0.0549                   0.0039   \n",
       "2                   NaN             NaN                      NaN   \n",
       "3                   NaN             NaN                      NaN   \n",
       "4                   NaN             NaN                      NaN   \n",
       "\n",
       "   NONLIVINGAREA_AVG  APARTMENTS_MODE  BASEMENTAREA_MODE  \\\n",
       "0             0.0000           0.0252             0.0383   \n",
       "1             0.0098           0.0924             0.0538   \n",
       "2                NaN              NaN                NaN   \n",
       "3                NaN              NaN                NaN   \n",
       "4                NaN              NaN                NaN   \n",
       "\n",
       "   YEARS_BEGINEXPLUATATION_MODE  YEARS_BUILD_MODE  COMMONAREA_MODE  \\\n",
       "0                        0.9722            0.6341           0.0144   \n",
       "1                        0.9851            0.8040           0.0497   \n",
       "2                           NaN               NaN              NaN   \n",
       "3                           NaN               NaN              NaN   \n",
       "4                           NaN               NaN              NaN   \n",
       "\n",
       "   ELEVATORS_MODE  ENTRANCES_MODE  FLOORSMAX_MODE  FLOORSMIN_MODE  \\\n",
       "0          0.0000          0.0690          0.0833          0.1250   \n",
       "1          0.0806          0.0345          0.2917          0.3333   \n",
       "2             NaN             NaN             NaN             NaN   \n",
       "3             NaN             NaN             NaN             NaN   \n",
       "4             NaN             NaN             NaN             NaN   \n",
       "\n",
       "   LANDAREA_MODE  LIVINGAPARTMENTS_MODE  LIVINGAREA_MODE  \\\n",
       "0         0.0377                  0.022           0.0198   \n",
       "1         0.0128                  0.079           0.0554   \n",
       "2            NaN                    NaN              NaN   \n",
       "3            NaN                    NaN              NaN   \n",
       "4            NaN                    NaN              NaN   \n",
       "\n",
       "   NONLIVINGAPARTMENTS_MODE  NONLIVINGAREA_MODE  APARTMENTS_MEDI  \\\n",
       "0                       0.0                 0.0           0.0250   \n",
       "1                       0.0                 0.0           0.0968   \n",
       "2                       NaN                 NaN              NaN   \n",
       "3                       NaN                 NaN              NaN   \n",
       "4                       NaN                 NaN              NaN   \n",
       "\n",
       "   BASEMENTAREA_MEDI  YEARS_BEGINEXPLUATATION_MEDI  YEARS_BUILD_MEDI  \\\n",
       "0             0.0369                        0.9722            0.6243   \n",
       "1             0.0529                        0.9851            0.7987   \n",
       "2                NaN                           NaN               NaN   \n",
       "3                NaN                           NaN               NaN   \n",
       "4                NaN                           NaN               NaN   \n",
       "\n",
       "   COMMONAREA_MEDI  ELEVATORS_MEDI  ENTRANCES_MEDI  FLOORSMAX_MEDI  \\\n",
       "0           0.0144            0.00          0.0690          0.0833   \n",
       "1           0.0608            0.08          0.0345          0.2917   \n",
       "2              NaN             NaN             NaN             NaN   \n",
       "3              NaN             NaN             NaN             NaN   \n",
       "4              NaN             NaN             NaN             NaN   \n",
       "\n",
       "   FLOORSMIN_MEDI  LANDAREA_MEDI  LIVINGAPARTMENTS_MEDI  LIVINGAREA_MEDI  \\\n",
       "0          0.1250         0.0375                 0.0205           0.0193   \n",
       "1          0.3333         0.0132                 0.0787           0.0558   \n",
       "2             NaN            NaN                    NaN              NaN   \n",
       "3             NaN            NaN                    NaN              NaN   \n",
       "4             NaN            NaN                    NaN              NaN   \n",
       "\n",
       "   NONLIVINGAPARTMENTS_MEDI  NONLIVINGAREA_MEDI FONDKAPREMONT_MODE  \\\n",
       "0                    0.0000                0.00   reg oper account   \n",
       "1                    0.0039                0.01   reg oper account   \n",
       "2                       NaN                 NaN                NaN   \n",
       "3                       NaN                 NaN                NaN   \n",
       "4                       NaN                 NaN                NaN   \n",
       "\n",
       "   HOUSETYPE_MODE  TOTALAREA_MODE WALLSMATERIAL_MODE EMERGENCYSTATE_MODE  \\\n",
       "0  block of flats          0.0149       Stone, brick                  No   \n",
       "1  block of flats          0.0714              Block                  No   \n",
       "2             NaN             NaN                NaN                 NaN   \n",
       "3             NaN             NaN                NaN                 NaN   \n",
       "4             NaN             NaN                NaN                 NaN   \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  DAYS_LAST_PHONE_CHANGE  \\\n",
       "0                       2.0                       2.0                 -1134.0   \n",
       "1                       1.0                       0.0                  -828.0   \n",
       "2                       0.0                       0.0                  -815.0   \n",
       "3                       2.0                       0.0                  -617.0   \n",
       "4                       0.0                       0.0                 -1106.0   \n",
       "\n",
       "   FLAG_DOCUMENT_2  FLAG_DOCUMENT_3  FLAG_DOCUMENT_4  FLAG_DOCUMENT_5  \\\n",
       "0                0                1                0                0   \n",
       "1                0                1                0                0   \n",
       "2                0                0                0                0   \n",
       "3                0                1                0                0   \n",
       "4                0                0                0                0   \n",
       "\n",
       "   FLAG_DOCUMENT_6  FLAG_DOCUMENT_7  FLAG_DOCUMENT_8  FLAG_DOCUMENT_9  \\\n",
       "0                0                0                0                0   \n",
       "1                0                0                0                0   \n",
       "2                0                0                0                0   \n",
       "3                0                0                0                0   \n",
       "4                0                0                1                0   \n",
       "\n",
       "   FLAG_DOCUMENT_10  FLAG_DOCUMENT_11  FLAG_DOCUMENT_12  FLAG_DOCUMENT_13  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "2                 0                 0                 0                 0   \n",
       "3                 0                 0                 0                 0   \n",
       "4                 0                 0                 0                 0   \n",
       "\n",
       "   FLAG_DOCUMENT_14  FLAG_DOCUMENT_15  FLAG_DOCUMENT_16  FLAG_DOCUMENT_17  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "2                 0                 0                 0                 0   \n",
       "3                 0                 0                 0                 0   \n",
       "4                 0                 0                 0                 0   \n",
       "\n",
       "   FLAG_DOCUMENT_18  FLAG_DOCUMENT_19  FLAG_DOCUMENT_20  FLAG_DOCUMENT_21  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "2                 0                 0                 0                 0   \n",
       "3                 0                 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                         NaN                        NaN   \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                         NaN                        NaN   \n",
       "4                         0.0                        0.0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_QRT  AMT_REQ_CREDIT_BUREAU_YEAR  \\\n",
       "0                        0.0                         1.0   \n",
       "1                        0.0                         0.0   \n",
       "2                        0.0                         0.0   \n",
       "3                        NaN                         NaN   \n",
       "4                        0.0                         0.0   \n",
       "\n",
       "   bureau_DAYS_CREDIT_mean  bureau_CREDIT_DAY_OVERDUE_mean  \\\n",
       "0                  -874.00                             0.0   \n",
       "1                 -1400.75                             0.0   \n",
       "2                  -867.00                             0.0   \n",
       "3                      NaN                             NaN   \n",
       "4                 -1149.00                             0.0   \n",
       "\n",
       "   bureau_DAYS_CREDIT_ENDDATE_min  bureau_DAYS_ENDDATE_FACT_max  \\\n",
       "0                         -1072.0                         -36.0   \n",
       "1                         -2434.0                        -540.0   \n",
       "2                          -595.0                        -382.0   \n",
       "3                             NaN                           NaN   \n",
       "4                          -783.0                        -783.0   \n",
       "\n",
       "   bureau_AMT_CREDIT_MAX_OVERDUE_max  bureau_CNT_CREDIT_PROLONG_max  \\\n",
       "0                           5043.645                            0.0   \n",
       "1                              0.000                            0.0   \n",
       "2                              0.000                            0.0   \n",
       "3                                NaN                            NaN   \n",
       "4                              0.000                            0.0   \n",
       "\n",
       "   bureau_AMT_CREDIT_SUM_min  bureau_AMT_CREDIT_SUM_mean  \\\n",
       "0                        0.0               108131.945625   \n",
       "1                    22248.0               254350.125000   \n",
       "2                    94500.0                94518.900000   \n",
       "3                        NaN                         NaN   \n",
       "4                   146250.0               146250.000000   \n",
       "\n",
       "   bureau_AMT_CREDIT_SUM_max  bureau_AMT_CREDIT_SUM_var  \\\n",
       "0                   450000.0               2.133807e+10   \n",
       "1                   810000.0               1.385846e+11   \n",
       "2                    94537.8               7.144200e+02   \n",
       "3                        NaN                        NaN   \n",
       "4                   146250.0                        NaN   \n",
       "\n",
       "   bureau_AMT_CREDIT_SUM_DEBT_mean  bureau_AMT_CREDIT_SUM_LIMIT_max  \\\n",
       "0                          49156.2                        31988.565   \n",
       "1                              0.0                       810000.000   \n",
       "2                              0.0                            0.000   \n",
       "3                              NaN                              NaN   \n",
       "4                              0.0                            0.000   \n",
       "\n",
       "   bureau_AMT_CREDIT_SUM_OVERDUE_max  bureau_DAYS_CREDIT_UPDATE_max  \\\n",
       "0                                0.0                           -7.0   \n",
       "1                                0.0                          -43.0   \n",
       "2                                0.0                         -382.0   \n",
       "3                                NaN                            NaN   \n",
       "4                                0.0                         -783.0   \n",
       "\n",
       "   bureau_AMT_ANNUITY_min  bureau_AMT_ANNUITY_mean  bureau_AMT_ANNUITY_max  \\\n",
       "0                     0.0                      0.0                     0.0   \n",
       "1                     NaN                      NaN                     NaN   \n",
       "2                     NaN                      NaN                     NaN   \n",
       "3                     NaN                      NaN                     NaN   \n",
       "4                     NaN                      NaN                     NaN   \n",
       "\n",
       "   bureau_AMT_ANNUITY_var  bureau_CREDIT_TYPE_Another type of loan_sum  \\\n",
       "0                     0.0                                          0.0   \n",
       "1                     NaN                                          0.0   \n",
       "2                     NaN                                          0.0   \n",
       "3                     NaN                                          NaN   \n",
       "4                     NaN                                          0.0   \n",
       "\n",
       "   bureau_CREDIT_TYPE_Car loan_sum  \\\n",
       "0                              0.0   \n",
       "1                              0.0   \n",
       "2                              0.0   \n",
       "3                              NaN   \n",
       "4                              0.0   \n",
       "\n",
       "   bureau_CREDIT_TYPE_Cash loan (non-earmarked)_sum  \\\n",
       "0                                               0.0   \n",
       "1                                               0.0   \n",
       "2                                               0.0   \n",
       "3                                               NaN   \n",
       "4                                               0.0   \n",
       "\n",
       "   bureau_CREDIT_TYPE_Consumer credit_sum  bureau_CREDIT_TYPE_Credit card_sum  \\\n",
       "0                                     4.0                                 4.0   \n",
       "1                                     2.0                                 2.0   \n",
       "2                                     2.0                                 0.0   \n",
       "3                                     NaN                                 NaN   \n",
       "4                                     1.0                                 0.0   \n",
       "\n",
       "   bureau_CREDIT_TYPE_Interbank credit_sum  \\\n",
       "0                                      0.0   \n",
       "1                                      0.0   \n",
       "2                                      0.0   \n",
       "3                                      NaN   \n",
       "4                                      0.0   \n",
       "\n",
       "   bureau_CREDIT_TYPE_Loan for business development_sum  \\\n",
       "0                                                0.0      \n",
       "1                                                0.0      \n",
       "2                                                0.0      \n",
       "3                                                NaN      \n",
       "4                                                0.0      \n",
       "\n",
       "   bureau_CREDIT_TYPE_Loan for purchase of shares (margin lending)_sum  \\\n",
       "0                                                0.0                     \n",
       "1                                                0.0                     \n",
       "2                                                0.0                     \n",
       "3                                                NaN                     \n",
       "4                                                0.0                     \n",
       "\n",
       "   bureau_CREDIT_TYPE_Loan for the purchase of equipment_sum  \\\n",
       "0                                                0.0           \n",
       "1                                                0.0           \n",
       "2                                                0.0           \n",
       "3                                                NaN           \n",
       "4                                                0.0           \n",
       "\n",
       "   bureau_CREDIT_TYPE_Loan for working capital replenishment_sum  \\\n",
       "0                                                0.0               \n",
       "1                                                0.0               \n",
       "2                                                0.0               \n",
       "3                                                NaN               \n",
       "4                                                0.0               \n",
       "\n",
       "   bureau_CREDIT_TYPE_Microloan_sum  \\\n",
       "0                               0.0   \n",
       "1                               0.0   \n",
       "2                               0.0   \n",
       "3                               NaN   \n",
       "4                               0.0   \n",
       "\n",
       "   bureau_CREDIT_TYPE_Mobile operator loan_sum  \\\n",
       "0                                          0.0   \n",
       "1                                          0.0   \n",
       "2                                          0.0   \n",
       "3                                          NaN   \n",
       "4                                          0.0   \n",
       "\n",
       "   bureau_CREDIT_TYPE_Mortgage_sum  bureau_CREDIT_TYPE_Real estate loan_sum  \\\n",
       "0                              0.0                                      0.0   \n",
       "1                              0.0                                      0.0   \n",
       "2                              0.0                                      0.0   \n",
       "3                              NaN                                      NaN   \n",
       "4                              0.0                                      0.0   \n",
       "\n",
       "   bureau_CREDIT_TYPE_Unknown type of loan_sum  \\\n",
       "0                                          0.0   \n",
       "1                                          0.0   \n",
       "2                                          0.0   \n",
       "3                                          NaN   \n",
       "4                                          0.0   \n",
       "\n",
       "   credit_card_MONTHS_BALANCE_max  credit_card_MONTHS_BALANCE_mean  \\\n",
       "0                             NaN                              NaN   \n",
       "1                             NaN                              NaN   \n",
       "2                             NaN                              NaN   \n",
       "3                            -1.0                             -3.5   \n",
       "4                             NaN                              NaN   \n",
       "\n",
       "   credit_card_MONTHS_BALANCE_sum  credit_card_MONTHS_BALANCE_median  \\\n",
       "0                             NaN                                NaN   \n",
       "1                             NaN                                NaN   \n",
       "2                             NaN                                NaN   \n",
       "3                           -21.0                               -3.5   \n",
       "4                             NaN                                NaN   \n",
       "\n",
       "   credit_card_MONTHS_BALANCE_std  credit_card_AMT_BALANCE_max  \\\n",
       "0                             NaN                          NaN   \n",
       "1                             NaN                          NaN   \n",
       "2                             NaN                          NaN   \n",
       "3                        1.870829                          0.0   \n",
       "4                             NaN                          NaN   \n",
       "\n",
       "   credit_card_AMT_BALANCE_mean  credit_card_AMT_BALANCE_sum  \\\n",
       "0                           NaN                          NaN   \n",
       "1                           NaN                          NaN   \n",
       "2                           NaN                          NaN   \n",
       "3                           0.0                          0.0   \n",
       "4                           NaN                          NaN   \n",
       "\n",
       "   credit_card_AMT_BALANCE_median  credit_card_AMT_BALANCE_std  \\\n",
       "0                             NaN                          NaN   \n",
       "1                             NaN                          NaN   \n",
       "2                             NaN                          NaN   \n",
       "3                             0.0                          0.0   \n",
       "4                             NaN                          NaN   \n",
       "\n",
       "   credit_card_AMT_CREDIT_LIMIT_ACTUAL_max  \\\n",
       "0                                      NaN   \n",
       "1                                      NaN   \n",
       "2                                      NaN   \n",
       "3                                 270000.0   \n",
       "4                                      NaN   \n",
       "\n",
       "   credit_card_AMT_CREDIT_LIMIT_ACTUAL_mean  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                  270000.0   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_AMT_CREDIT_LIMIT_ACTUAL_sum  \\\n",
       "0                                      NaN   \n",
       "1                                      NaN   \n",
       "2                                      NaN   \n",
       "3                                1620000.0   \n",
       "4                                      NaN   \n",
       "\n",
       "   credit_card_AMT_CREDIT_LIMIT_ACTUAL_median  \\\n",
       "0                                         NaN   \n",
       "1                                         NaN   \n",
       "2                                         NaN   \n",
       "3                                    270000.0   \n",
       "4                                         NaN   \n",
       "\n",
       "   credit_card_AMT_CREDIT_LIMIT_ACTUAL_std  \\\n",
       "0                                      NaN   \n",
       "1                                      NaN   \n",
       "2                                      NaN   \n",
       "3                                      0.0   \n",
       "4                                      NaN   \n",
       "\n",
       "   credit_card_AMT_DRAWINGS_ATM_CURRENT_max  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       NaN   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_AMT_DRAWINGS_ATM_CURRENT_mean  \\\n",
       "0                                        NaN   \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                        NaN   \n",
       "4                                        NaN   \n",
       "\n",
       "   credit_card_AMT_DRAWINGS_ATM_CURRENT_sum  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       0.0   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_AMT_DRAWINGS_ATM_CURRENT_median  \\\n",
       "0                                          NaN   \n",
       "1                                          NaN   \n",
       "2                                          NaN   \n",
       "3                                          NaN   \n",
       "4                                          NaN   \n",
       "\n",
       "   credit_card_AMT_DRAWINGS_ATM_CURRENT_std  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       NaN   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_AMT_DRAWINGS_CURRENT_max  \\\n",
       "0                                   NaN   \n",
       "1                                   NaN   \n",
       "2                                   NaN   \n",
       "3                                   0.0   \n",
       "4                                   NaN   \n",
       "\n",
       "   credit_card_AMT_DRAWINGS_CURRENT_mean  \\\n",
       "0                                    NaN   \n",
       "1                                    NaN   \n",
       "2                                    NaN   \n",
       "3                                    0.0   \n",
       "4                                    NaN   \n",
       "\n",
       "   credit_card_AMT_DRAWINGS_CURRENT_sum  \\\n",
       "0                                   NaN   \n",
       "1                                   NaN   \n",
       "2                                   NaN   \n",
       "3                                   0.0   \n",
       "4                                   NaN   \n",
       "\n",
       "   credit_card_AMT_DRAWINGS_CURRENT_median  \\\n",
       "0                                      NaN   \n",
       "1                                      NaN   \n",
       "2                                      NaN   \n",
       "3                                      0.0   \n",
       "4                                      NaN   \n",
       "\n",
       "   credit_card_AMT_DRAWINGS_CURRENT_std  \\\n",
       "0                                   NaN   \n",
       "1                                   NaN   \n",
       "2                                   NaN   \n",
       "3                                   0.0   \n",
       "4                                   NaN   \n",
       "\n",
       "   credit_card_AMT_DRAWINGS_OTHER_CURRENT_max  \\\n",
       "0                                         NaN   \n",
       "1                                         NaN   \n",
       "2                                         NaN   \n",
       "3                                         NaN   \n",
       "4                                         NaN   \n",
       "\n",
       "   credit_card_AMT_DRAWINGS_OTHER_CURRENT_mean  \\\n",
       "0                                          NaN   \n",
       "1                                          NaN   \n",
       "2                                          NaN   \n",
       "3                                          NaN   \n",
       "4                                          NaN   \n",
       "\n",
       "   credit_card_AMT_DRAWINGS_OTHER_CURRENT_sum  \\\n",
       "0                                         NaN   \n",
       "1                                         NaN   \n",
       "2                                         NaN   \n",
       "3                                         0.0   \n",
       "4                                         NaN   \n",
       "\n",
       "   credit_card_AMT_DRAWINGS_OTHER_CURRENT_median  \\\n",
       "0                                            NaN   \n",
       "1                                            NaN   \n",
       "2                                            NaN   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "\n",
       "   credit_card_AMT_DRAWINGS_OTHER_CURRENT_std  \\\n",
       "0                                         NaN   \n",
       "1                                         NaN   \n",
       "2                                         NaN   \n",
       "3                                         NaN   \n",
       "4                                         NaN   \n",
       "\n",
       "   credit_card_AMT_DRAWINGS_POS_CURRENT_max  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       NaN   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_AMT_DRAWINGS_POS_CURRENT_mean  \\\n",
       "0                                        NaN   \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                        NaN   \n",
       "4                                        NaN   \n",
       "\n",
       "   credit_card_AMT_DRAWINGS_POS_CURRENT_sum  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       0.0   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_AMT_DRAWINGS_POS_CURRENT_median  \\\n",
       "0                                          NaN   \n",
       "1                                          NaN   \n",
       "2                                          NaN   \n",
       "3                                          NaN   \n",
       "4                                          NaN   \n",
       "\n",
       "   credit_card_AMT_DRAWINGS_POS_CURRENT_std  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       NaN   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_AMT_INST_MIN_REGULARITY_max  \\\n",
       "0                                      NaN   \n",
       "1                                      NaN   \n",
       "2                                      NaN   \n",
       "3                                      0.0   \n",
       "4                                      NaN   \n",
       "\n",
       "   credit_card_AMT_INST_MIN_REGULARITY_mean  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       0.0   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_AMT_INST_MIN_REGULARITY_sum  \\\n",
       "0                                      NaN   \n",
       "1                                      NaN   \n",
       "2                                      NaN   \n",
       "3                                      0.0   \n",
       "4                                      NaN   \n",
       "\n",
       "   credit_card_AMT_INST_MIN_REGULARITY_median  \\\n",
       "0                                         NaN   \n",
       "1                                         NaN   \n",
       "2                                         NaN   \n",
       "3                                         0.0   \n",
       "4                                         NaN   \n",
       "\n",
       "   credit_card_AMT_INST_MIN_REGULARITY_std  \\\n",
       "0                                      NaN   \n",
       "1                                      NaN   \n",
       "2                                      NaN   \n",
       "3                                      0.0   \n",
       "4                                      NaN   \n",
       "\n",
       "   credit_card_AMT_PAYMENT_CURRENT_max  credit_card_AMT_PAYMENT_CURRENT_mean  \\\n",
       "0                                  NaN                                   NaN   \n",
       "1                                  NaN                                   NaN   \n",
       "2                                  NaN                                   NaN   \n",
       "3                                  NaN                                   NaN   \n",
       "4                                  NaN                                   NaN   \n",
       "\n",
       "   credit_card_AMT_PAYMENT_CURRENT_sum  \\\n",
       "0                                  NaN   \n",
       "1                                  NaN   \n",
       "2                                  NaN   \n",
       "3                                  0.0   \n",
       "4                                  NaN   \n",
       "\n",
       "   credit_card_AMT_PAYMENT_CURRENT_median  \\\n",
       "0                                     NaN   \n",
       "1                                     NaN   \n",
       "2                                     NaN   \n",
       "3                                     NaN   \n",
       "4                                     NaN   \n",
       "\n",
       "   credit_card_AMT_PAYMENT_CURRENT_std  \\\n",
       "0                                  NaN   \n",
       "1                                  NaN   \n",
       "2                                  NaN   \n",
       "3                                  NaN   \n",
       "4                                  NaN   \n",
       "\n",
       "   credit_card_AMT_PAYMENT_TOTAL_CURRENT_max  \\\n",
       "0                                        NaN   \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                        0.0   \n",
       "4                                        NaN   \n",
       "\n",
       "   credit_card_AMT_PAYMENT_TOTAL_CURRENT_mean  \\\n",
       "0                                         NaN   \n",
       "1                                         NaN   \n",
       "2                                         NaN   \n",
       "3                                         0.0   \n",
       "4                                         NaN   \n",
       "\n",
       "   credit_card_AMT_PAYMENT_TOTAL_CURRENT_sum  \\\n",
       "0                                        NaN   \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                        0.0   \n",
       "4                                        NaN   \n",
       "\n",
       "   credit_card_AMT_PAYMENT_TOTAL_CURRENT_median  \\\n",
       "0                                           NaN   \n",
       "1                                           NaN   \n",
       "2                                           NaN   \n",
       "3                                           0.0   \n",
       "4                                           NaN   \n",
       "\n",
       "   credit_card_AMT_PAYMENT_TOTAL_CURRENT_std  \\\n",
       "0                                        NaN   \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                        0.0   \n",
       "4                                        NaN   \n",
       "\n",
       "   credit_card_AMT_RECEIVABLE_PRINCIPAL_max  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       0.0   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_AMT_RECEIVABLE_PRINCIPAL_mean  \\\n",
       "0                                        NaN   \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                        0.0   \n",
       "4                                        NaN   \n",
       "\n",
       "   credit_card_AMT_RECEIVABLE_PRINCIPAL_sum  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       0.0   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_AMT_RECEIVABLE_PRINCIPAL_median  \\\n",
       "0                                          NaN   \n",
       "1                                          NaN   \n",
       "2                                          NaN   \n",
       "3                                          0.0   \n",
       "4                                          NaN   \n",
       "\n",
       "   credit_card_AMT_RECEIVABLE_PRINCIPAL_std  credit_card_AMT_RECIVABLE_max  \\\n",
       "0                                       NaN                            NaN   \n",
       "1                                       NaN                            NaN   \n",
       "2                                       NaN                            NaN   \n",
       "3                                       0.0                            0.0   \n",
       "4                                       NaN                            NaN   \n",
       "\n",
       "   credit_card_AMT_RECIVABLE_mean  credit_card_AMT_RECIVABLE_sum  \\\n",
       "0                             NaN                            NaN   \n",
       "1                             NaN                            NaN   \n",
       "2                             NaN                            NaN   \n",
       "3                             0.0                            0.0   \n",
       "4                             NaN                            NaN   \n",
       "\n",
       "   credit_card_AMT_RECIVABLE_median  credit_card_AMT_RECIVABLE_std  \\\n",
       "0                               NaN                            NaN   \n",
       "1                               NaN                            NaN   \n",
       "2                               NaN                            NaN   \n",
       "3                               0.0                            0.0   \n",
       "4                               NaN                            NaN   \n",
       "\n",
       "   credit_card_AMT_TOTAL_RECEIVABLE_max  \\\n",
       "0                                   NaN   \n",
       "1                                   NaN   \n",
       "2                                   NaN   \n",
       "3                                   0.0   \n",
       "4                                   NaN   \n",
       "\n",
       "   credit_card_AMT_TOTAL_RECEIVABLE_mean  \\\n",
       "0                                    NaN   \n",
       "1                                    NaN   \n",
       "2                                    NaN   \n",
       "3                                    0.0   \n",
       "4                                    NaN   \n",
       "\n",
       "   credit_card_AMT_TOTAL_RECEIVABLE_sum  \\\n",
       "0                                   NaN   \n",
       "1                                   NaN   \n",
       "2                                   NaN   \n",
       "3                                   0.0   \n",
       "4                                   NaN   \n",
       "\n",
       "   credit_card_AMT_TOTAL_RECEIVABLE_median  \\\n",
       "0                                      NaN   \n",
       "1                                      NaN   \n",
       "2                                      NaN   \n",
       "3                                      0.0   \n",
       "4                                      NaN   \n",
       "\n",
       "   credit_card_AMT_TOTAL_RECEIVABLE_std  \\\n",
       "0                                   NaN   \n",
       "1                                   NaN   \n",
       "2                                   NaN   \n",
       "3                                   0.0   \n",
       "4                                   NaN   \n",
       "\n",
       "   credit_card_CNT_DRAWINGS_ATM_CURRENT_max  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       NaN   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_CNT_DRAWINGS_ATM_CURRENT_mean  \\\n",
       "0                                        NaN   \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                        NaN   \n",
       "4                                        NaN   \n",
       "\n",
       "   credit_card_CNT_DRAWINGS_ATM_CURRENT_sum  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       0.0   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_CNT_DRAWINGS_ATM_CURRENT_median  \\\n",
       "0                                          NaN   \n",
       "1                                          NaN   \n",
       "2                                          NaN   \n",
       "3                                          NaN   \n",
       "4                                          NaN   \n",
       "\n",
       "   credit_card_CNT_DRAWINGS_ATM_CURRENT_std  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       NaN   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_CNT_DRAWINGS_CURRENT_max  \\\n",
       "0                                   NaN   \n",
       "1                                   NaN   \n",
       "2                                   NaN   \n",
       "3                                   0.0   \n",
       "4                                   NaN   \n",
       "\n",
       "   credit_card_CNT_DRAWINGS_CURRENT_mean  \\\n",
       "0                                    NaN   \n",
       "1                                    NaN   \n",
       "2                                    NaN   \n",
       "3                                    0.0   \n",
       "4                                    NaN   \n",
       "\n",
       "   credit_card_CNT_DRAWINGS_CURRENT_sum  \\\n",
       "0                                   NaN   \n",
       "1                                   NaN   \n",
       "2                                   NaN   \n",
       "3                                   0.0   \n",
       "4                                   NaN   \n",
       "\n",
       "   credit_card_CNT_DRAWINGS_CURRENT_median  \\\n",
       "0                                      NaN   \n",
       "1                                      NaN   \n",
       "2                                      NaN   \n",
       "3                                      0.0   \n",
       "4                                      NaN   \n",
       "\n",
       "   credit_card_CNT_DRAWINGS_CURRENT_std  \\\n",
       "0                                   NaN   \n",
       "1                                   NaN   \n",
       "2                                   NaN   \n",
       "3                                   0.0   \n",
       "4                                   NaN   \n",
       "\n",
       "   credit_card_CNT_DRAWINGS_OTHER_CURRENT_max  \\\n",
       "0                                         NaN   \n",
       "1                                         NaN   \n",
       "2                                         NaN   \n",
       "3                                         NaN   \n",
       "4                                         NaN   \n",
       "\n",
       "   credit_card_CNT_DRAWINGS_OTHER_CURRENT_mean  \\\n",
       "0                                          NaN   \n",
       "1                                          NaN   \n",
       "2                                          NaN   \n",
       "3                                          NaN   \n",
       "4                                          NaN   \n",
       "\n",
       "   credit_card_CNT_DRAWINGS_OTHER_CURRENT_sum  \\\n",
       "0                                         NaN   \n",
       "1                                         NaN   \n",
       "2                                         NaN   \n",
       "3                                         0.0   \n",
       "4                                         NaN   \n",
       "\n",
       "   credit_card_CNT_DRAWINGS_OTHER_CURRENT_median  \\\n",
       "0                                            NaN   \n",
       "1                                            NaN   \n",
       "2                                            NaN   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "\n",
       "   credit_card_CNT_DRAWINGS_OTHER_CURRENT_std  \\\n",
       "0                                         NaN   \n",
       "1                                         NaN   \n",
       "2                                         NaN   \n",
       "3                                         NaN   \n",
       "4                                         NaN   \n",
       "\n",
       "   credit_card_CNT_DRAWINGS_POS_CURRENT_max  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       NaN   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_CNT_DRAWINGS_POS_CURRENT_mean  \\\n",
       "0                                        NaN   \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                        NaN   \n",
       "4                                        NaN   \n",
       "\n",
       "   credit_card_CNT_DRAWINGS_POS_CURRENT_sum  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       0.0   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_CNT_DRAWINGS_POS_CURRENT_median  \\\n",
       "0                                          NaN   \n",
       "1                                          NaN   \n",
       "2                                          NaN   \n",
       "3                                          NaN   \n",
       "4                                          NaN   \n",
       "\n",
       "   credit_card_CNT_DRAWINGS_POS_CURRENT_std  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       NaN   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_CNT_INSTALMENT_MATURE_CUM_max  \\\n",
       "0                                        NaN   \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                        0.0   \n",
       "4                                        NaN   \n",
       "\n",
       "   credit_card_CNT_INSTALMENT_MATURE_CUM_mean  \\\n",
       "0                                         NaN   \n",
       "1                                         NaN   \n",
       "2                                         NaN   \n",
       "3                                         0.0   \n",
       "4                                         NaN   \n",
       "\n",
       "   credit_card_CNT_INSTALMENT_MATURE_CUM_sum  \\\n",
       "0                                        NaN   \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                        0.0   \n",
       "4                                        NaN   \n",
       "\n",
       "   credit_card_CNT_INSTALMENT_MATURE_CUM_median  \\\n",
       "0                                           NaN   \n",
       "1                                           NaN   \n",
       "2                                           NaN   \n",
       "3                                           0.0   \n",
       "4                                           NaN   \n",
       "\n",
       "   credit_card_CNT_INSTALMENT_MATURE_CUM_std  credit_card_SK_DPD_max  \\\n",
       "0                                        NaN                     NaN   \n",
       "1                                        NaN                     NaN   \n",
       "2                                        NaN                     NaN   \n",
       "3                                        0.0                     0.0   \n",
       "4                                        NaN                     NaN   \n",
       "\n",
       "   credit_card_SK_DPD_mean  credit_card_SK_DPD_sum  credit_card_SK_DPD_median  \\\n",
       "0                      NaN                     NaN                        NaN   \n",
       "1                      NaN                     NaN                        NaN   \n",
       "2                      NaN                     NaN                        NaN   \n",
       "3                      0.0                     0.0                        0.0   \n",
       "4                      NaN                     NaN                        NaN   \n",
       "\n",
       "   credit_card_SK_DPD_std  credit_card_SK_DPD_DEF_max  \\\n",
       "0                     NaN                         NaN   \n",
       "1                     NaN                         NaN   \n",
       "2                     NaN                         NaN   \n",
       "3                     0.0                         0.0   \n",
       "4                     NaN                         NaN   \n",
       "\n",
       "   credit_card_SK_DPD_DEF_mean  credit_card_SK_DPD_DEF_sum  \\\n",
       "0                          NaN                         NaN   \n",
       "1                          NaN                         NaN   \n",
       "2                          NaN                         NaN   \n",
       "3                          0.0                         0.0   \n",
       "4                          NaN                         NaN   \n",
       "\n",
       "   credit_card_SK_DPD_DEF_median  credit_card_SK_DPD_DEF_std  \\\n",
       "0                            NaN                         NaN   \n",
       "1                            NaN                         NaN   \n",
       "2                            NaN                         NaN   \n",
       "3                            0.0                         0.0   \n",
       "4                            NaN                         NaN   \n",
       "\n",
       "   credit_card_PNT_BALANCE_DRAWINGS_ATM_max  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       NaN   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_PNT_BALANCE_DRAWINGS_ATM_mean  \\\n",
       "0                                        NaN   \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                        NaN   \n",
       "4                                        NaN   \n",
       "\n",
       "   credit_card_PNT_BALANCE_DRAWINGS_ATM_sum  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       0.0   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_PNT_BALANCE_DRAWINGS_ATM_median  \\\n",
       "0                                          NaN   \n",
       "1                                          NaN   \n",
       "2                                          NaN   \n",
       "3                                          NaN   \n",
       "4                                          NaN   \n",
       "\n",
       "   credit_card_PNT_BALANCE_DRAWINGS_ATM_std  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       NaN   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_PNT_BALANCE_DRAWINGS_CURRENT_max  \\\n",
       "0                                           NaN   \n",
       "1                                           NaN   \n",
       "2                                           NaN   \n",
       "3                                           NaN   \n",
       "4                                           NaN   \n",
       "\n",
       "   credit_card_PNT_BALANCE_DRAWINGS_CURRENT_mean  \\\n",
       "0                                            NaN   \n",
       "1                                            NaN   \n",
       "2                                            NaN   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "\n",
       "   credit_card_PNT_BALANCE_DRAWINGS_CURRENT_sum  \\\n",
       "0                                           NaN   \n",
       "1                                           NaN   \n",
       "2                                           NaN   \n",
       "3                                           0.0   \n",
       "4                                           NaN   \n",
       "\n",
       "   credit_card_PNT_BALANCE_DRAWINGS_CURRENT_median  \\\n",
       "0                                              NaN   \n",
       "1                                              NaN   \n",
       "2                                              NaN   \n",
       "3                                              NaN   \n",
       "4                                              NaN   \n",
       "\n",
       "   credit_card_PNT_BALANCE_DRAWINGS_CURRENT_std  \\\n",
       "0                                           NaN   \n",
       "1                                           NaN   \n",
       "2                                           NaN   \n",
       "3                                           NaN   \n",
       "4                                           NaN   \n",
       "\n",
       "   credit_card_AVG_DRAWINGS_ATM_CURRENT_max  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       NaN   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_AVG_DRAWINGS_ATM_CURRENT_mean  \\\n",
       "0                                        NaN   \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                        NaN   \n",
       "4                                        NaN   \n",
       "\n",
       "   credit_card_AVG_DRAWINGS_ATM_CURRENT_sum  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       0.0   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_AVG_DRAWINGS_ATM_CURRENT_median  \\\n",
       "0                                          NaN   \n",
       "1                                          NaN   \n",
       "2                                          NaN   \n",
       "3                                          NaN   \n",
       "4                                          NaN   \n",
       "\n",
       "   credit_card_AVG_DRAWINGS_ATM_CURRENT_std  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       NaN   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_AVG_DRAWINGS_CURRENT_max  \\\n",
       "0                                   NaN   \n",
       "1                                   NaN   \n",
       "2                                   NaN   \n",
       "3                                   NaN   \n",
       "4                                   NaN   \n",
       "\n",
       "   credit_card_AVG_DRAWINGS_CURRENT_mean  \\\n",
       "0                                    NaN   \n",
       "1                                    NaN   \n",
       "2                                    NaN   \n",
       "3                                    NaN   \n",
       "4                                    NaN   \n",
       "\n",
       "   credit_card_AVG_DRAWINGS_CURRENT_sum  \\\n",
       "0                                   NaN   \n",
       "1                                   NaN   \n",
       "2                                   NaN   \n",
       "3                                   0.0   \n",
       "4                                   NaN   \n",
       "\n",
       "   credit_card_AVG_DRAWINGS_CURRENT_median  \\\n",
       "0                                      NaN   \n",
       "1                                      NaN   \n",
       "2                                      NaN   \n",
       "3                                      NaN   \n",
       "4                                      NaN   \n",
       "\n",
       "   credit_card_AVG_DRAWINGS_CURRENT_std  \\\n",
       "0                                   NaN   \n",
       "1                                   NaN   \n",
       "2                                   NaN   \n",
       "3                                   NaN   \n",
       "4                                   NaN   \n",
       "\n",
       "   credit_card_AVG_DRAWINGS_OTHER_CURRENT_max  \\\n",
       "0                                         NaN   \n",
       "1                                         NaN   \n",
       "2                                         NaN   \n",
       "3                                         NaN   \n",
       "4                                         NaN   \n",
       "\n",
       "   credit_card_AVG_DRAWINGS_OTHER_CURRENT_mean  \\\n",
       "0                                          NaN   \n",
       "1                                          NaN   \n",
       "2                                          NaN   \n",
       "3                                          NaN   \n",
       "4                                          NaN   \n",
       "\n",
       "   credit_card_AVG_DRAWINGS_OTHER_CURRENT_sum  \\\n",
       "0                                         NaN   \n",
       "1                                         NaN   \n",
       "2                                         NaN   \n",
       "3                                         0.0   \n",
       "4                                         NaN   \n",
       "\n",
       "   credit_card_AVG_DRAWINGS_OTHER_CURRENT_median  \\\n",
       "0                                            NaN   \n",
       "1                                            NaN   \n",
       "2                                            NaN   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "\n",
       "   credit_card_AVG_DRAWINGS_OTHER_CURRENT_std  \\\n",
       "0                                         NaN   \n",
       "1                                         NaN   \n",
       "2                                         NaN   \n",
       "3                                         NaN   \n",
       "4                                         NaN   \n",
       "\n",
       "   credit_card_AVG_DRAWINGS_POS_CURRENT_max  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       NaN   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_AVG_DRAWINGS_POS_CURRENT_mean  \\\n",
       "0                                        NaN   \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                        NaN   \n",
       "4                                        NaN   \n",
       "\n",
       "   credit_card_AVG_DRAWINGS_POS_CURRENT_sum  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       0.0   \n",
       "4                                       NaN   \n",
       "\n",
       "   credit_card_AVG_DRAWINGS_POS_CURRENT_median  \\\n",
       "0                                          NaN   \n",
       "1                                          NaN   \n",
       "2                                          NaN   \n",
       "3                                          NaN   \n",
       "4                                          NaN   \n",
       "\n",
       "   credit_card_AVG_DRAWINGS_POS_CURRENT_std  cash_balance_CNT_INSTALMENT_min  \\\n",
       "0                                       NaN                             24.0   \n",
       "1                                       NaN                              6.0   \n",
       "2                                       NaN                              3.0   \n",
       "3                                       NaN                              1.0   \n",
       "4                                       NaN                             10.0   \n",
       "\n",
       "   cash_balance_CNT_INSTALMENT_mean  cash_balance_CNT_INSTALMENT_max  \\\n",
       "0                         24.000000                             24.0   \n",
       "1                         10.107143                             12.0   \n",
       "2                          3.750000                              4.0   \n",
       "3                         12.000000                             48.0   \n",
       "4                         15.333333                             24.0   \n",
       "\n",
       "   cash_balance_CNT_INSTALMENT_FUTURE_min  \\\n",
       "0                                     6.0   \n",
       "1                                     0.0   \n",
       "2                                     0.0   \n",
       "3                                     0.0   \n",
       "4                                     0.0   \n",
       "\n",
       "   cash_balance_CNT_INSTALMENT_FUTURE_mean  \\\n",
       "0                                15.000000   \n",
       "1                                 5.785714   \n",
       "2                                 2.250000   \n",
       "3                                 8.650000   \n",
       "4                                 8.969697   \n",
       "\n",
       "   cash_balance_CNT_INSTALMENT_FUTURE_max  cash_balance_SK_DPD_min  \\\n",
       "0                                    24.0                      0.0   \n",
       "1                                    12.0                      0.0   \n",
       "2                                     4.0                      0.0   \n",
       "3                                    48.0                      0.0   \n",
       "4                                    24.0                      0.0   \n",
       "\n",
       "   cash_balance_SK_DPD_mean  cash_balance_SK_DPD_max  \\\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",
       "   cash_balance_SK_DPD_DEF_min  cash_balance_SK_DPD_DEF_mean  \\\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",
       "   cash_balance_SK_DPD_DEF_max  prev_app_AMT_ANNUITY_max  \\\n",
       "0                          0.0                  9251.775   \n",
       "1                          0.0                 98356.995   \n",
       "2                          0.0                  5357.250   \n",
       "3                          0.0                 39954.510   \n",
       "4                          0.0                 22678.785   \n",
       "\n",
       "   prev_app_AMT_ANNUITY_mean  prev_app_AMT_ANNUITY_min  \\\n",
       "0                   9251.775                  9251.775   \n",
       "1                  56553.990                  6737.310   \n",
       "2                   5357.250                  5357.250   \n",
       "3                  23651.175                  2482.920   \n",
       "4                  12278.805                  1834.290   \n",
       "\n",
       "   prev_app_AMT_ANNUITY_std  prev_app_AMT_APPLICATION_max  \\\n",
       "0                       NaN                      179055.0   \n",
       "1              46332.557777                      900000.0   \n",
       "2                       NaN                       24282.0   \n",
       "3              13623.580119                      688500.0   \n",
       "4               8063.586466                      247500.0   \n",
       "\n",
       "   prev_app_AMT_APPLICATION_mean  prev_app_AMT_APPLICATION_min  \\\n",
       "0                      179055.00                      179055.0   \n",
       "1                      435436.50                       68809.5   \n",
       "2                       24282.00                       24282.0   \n",
       "3                      272203.26                           0.0   \n",
       "4                      150530.25                       17176.5   \n",
       "\n",
       "   prev_app_AMT_APPLICATION_std  prev_app_AMT_CREDIT_max  \\\n",
       "0                           NaN                 179055.0   \n",
       "1                 424161.620549                1035882.0   \n",
       "2                           NaN                  20106.0   \n",
       "3                 286175.129541                 906615.0   \n",
       "4                 100585.988276                 284400.0   \n",
       "\n",
       "   prev_app_AMT_CREDIT_mean  prev_app_AMT_CREDIT_min  prev_app_AMT_CREDIT_std  \\\n",
       "0                 179055.00                 179055.0                      NaN   \n",
       "1                 484191.00                  68053.5            497949.861808   \n",
       "2                  20106.00                  20106.0                      NaN   \n",
       "3                 291695.50                      0.0            333337.354853   \n",
       "4                 166638.75                  14616.0            118032.409509   \n",
       "\n",
       "   prev_app_AMT_DOWN_PAYMENT_max  prev_app_AMT_DOWN_PAYMENT_mean  \\\n",
       "0                            0.0                            0.00   \n",
       "1                         6885.0                         3442.50   \n",
       "2                         4860.0                         4860.00   \n",
       "3                        66987.0                        34840.17   \n",
       "4                         3676.5                         3390.75   \n",
       "\n",
       "   prev_app_AMT_DOWN_PAYMENT_min  prev_app_AMT_DOWN_PAYMENT_std  \\\n",
       "0                           0.00                            NaN   \n",
       "1                           0.00                    4868.430188   \n",
       "2                        4860.00                            NaN   \n",
       "3                        2693.34                   45462.482973   \n",
       "4                        3105.00                     404.111525   \n",
       "\n",
       "   prev_app_AMT_GOODS_PRICE_max  prev_app_AMT_GOODS_PRICE_mean  \\\n",
       "0                      179055.0                      179055.00   \n",
       "1                      900000.0                      435436.50   \n",
       "2                       24282.0                       24282.00   \n",
       "3                      688500.0                      408304.89   \n",
       "4                      247500.0                      150530.25   \n",
       "\n",
       "   prev_app_AMT_GOODS_PRICE_min  prev_app_AMT_GOODS_PRICE_std  \\\n",
       "0                     179055.00                           NaN   \n",
       "1                      68809.50                 424161.620549   \n",
       "2                      24282.00                           NaN   \n",
       "3                      26912.34                 253670.602059   \n",
       "4                      17176.50                 100585.988276   \n",
       "\n",
       "   prev_app_RATE_DOWN_PAYMENT_max  prev_app_RATE_DOWN_PAYMENT_mean  \\\n",
       "0                        0.000000                         0.000000   \n",
       "1                        0.100061                         0.050030   \n",
       "2                        0.212008                         0.212008   \n",
       "3                        0.217830                         0.163412   \n",
       "4                        0.218890                         0.159516   \n",
       "\n",
       "   prev_app_RATE_DOWN_PAYMENT_min  prev_app_RATE_DOWN_PAYMENT_std  \\\n",
       "0                        0.000000                             NaN   \n",
       "1                        0.000000                        0.070754   \n",
       "2                        0.212008                             NaN   \n",
       "3                        0.108994                        0.076958   \n",
       "4                        0.100143                        0.083967   \n",
       "\n",
       "   prev_app_DAYS_DECISION_max  prev_app_DAYS_DECISION_mean  \\\n",
       "0                      -606.0                  -606.000000   \n",
       "1                      -746.0                 -1305.000000   \n",
       "2                      -815.0                  -815.000000   \n",
       "3                      -181.0                  -272.444444   \n",
       "4                      -374.0                 -1222.833333   \n",
       "\n",
       "   prev_app_DAYS_DECISION_min  prev_app_DAYS_DECISION_std  \\\n",
       "0                      -606.0                         NaN   \n",
       "1                     -2341.0                  898.138631   \n",
       "2                      -815.0                         NaN   \n",
       "3                      -617.0                  157.236375   \n",
       "4                     -2357.0                  717.268546   \n",
       "\n",
       "   prev_app_CNT_PAYMENT_max  prev_app_CNT_PAYMENT_mean  \\\n",
       "0                      24.0                  24.000000   \n",
       "1                      12.0                  10.000000   \n",
       "2                       4.0                   4.000000   \n",
       "3                      48.0                  23.000000   \n",
       "4                      48.0                  20.666667   \n",
       "\n",
       "   prev_app_CNT_PAYMENT_min  prev_app_CNT_PAYMENT_std  \\\n",
       "0                      24.0                       NaN   \n",
       "1                       6.0                  3.464102   \n",
       "2                       4.0                       NaN   \n",
       "3                       0.0                 20.228692   \n",
       "4                      10.0                 14.348054   \n",
       "\n",
       "   prev_app_DAYS_FIRST_DRAWING_max  prev_app_DAYS_FIRST_DRAWING_mean  \\\n",
       "0                              NaN                               NaN   \n",
       "1                              NaN                               NaN   \n",
       "2                              NaN                               NaN   \n",
       "3                              NaN                               NaN   \n",
       "4                              NaN                               NaN   \n",
       "\n",
       "   prev_app_DAYS_FIRST_DRAWING_min  prev_app_DAYS_FIRST_DRAWING_std  \\\n",
       "0                              NaN                              NaN   \n",
       "1                              NaN                              NaN   \n",
       "2                              NaN                              NaN   \n",
       "3                              NaN                              NaN   \n",
       "4                              NaN                              NaN   \n",
       "\n",
       "   prev_app_DAYS_FIRST_DUE_max  prev_app_DAYS_FIRST_DUE_mean  \\\n",
       "0                       -565.0                   -565.000000   \n",
       "1                       -716.0                  -1274.333333   \n",
       "2                       -784.0                   -784.000000   \n",
       "3                       -151.0                   -325.666667   \n",
       "4                       -344.0                  -1263.200000   \n",
       "\n",
       "   prev_app_DAYS_FIRST_DUE_min  prev_app_DAYS_FIRST_DUE_std  \\\n",
       "0                       -565.0                          NaN   \n",
       "1                      -2310.0                   897.827563   \n",
       "2                       -784.0                          NaN   \n",
       "3                       -545.0                   200.761882   \n",
       "4                      -2326.0                   777.378415   \n",
       "\n",
       "   prev_app_DAYS_LAST_DUE_1ST_VERSION_max  \\\n",
       "0                                   125.0   \n",
       "1                                  -386.0   \n",
       "2                                  -694.0   \n",
       "3                                  1259.0   \n",
       "4                                   346.0   \n",
       "\n",
       "   prev_app_DAYS_LAST_DUE_1ST_VERSION_mean  \\\n",
       "0                               125.000000   \n",
       "1                             -1004.333333   \n",
       "2                              -694.000000   \n",
       "3                               364.333333   \n",
       "4                              -837.200000   \n",
       "\n",
       "   prev_app_DAYS_LAST_DUE_1ST_VERSION_min  \\\n",
       "0                                   125.0   \n",
       "1                                 -1980.0   \n",
       "2                                  -694.0   \n",
       "3                                  -215.0   \n",
       "4                                 -2056.0   \n",
       "\n",
       "   prev_app_DAYS_LAST_DUE_1ST_VERSION_std  prev_app_DAYS_LAST_DUE_max  \\\n",
       "0                                     NaN                       -25.0   \n",
       "1                              854.970370                      -536.0   \n",
       "2                                     NaN                      -724.0   \n",
       "3                              785.967769                      -151.0   \n",
       "4                              932.826458                      -354.0   \n",
       "\n",
       "   prev_app_DAYS_LAST_DUE_mean  prev_app_DAYS_LAST_DUE_min  \\\n",
       "0                   -25.000000                       -25.0   \n",
       "1                 -1054.333333                     -1980.0   \n",
       "2                  -724.000000                      -724.0   \n",
       "3                  -288.000000                      -425.0   \n",
       "4                 -1140.500000                     -2056.0   \n",
       "\n",
       "   prev_app_DAYS_LAST_DUE_std  prev_app_DAYS_TERMINATION_max  \\\n",
       "0                         NaN                          -17.0   \n",
       "1                  803.569744                         -527.0   \n",
       "2                         NaN                         -714.0   \n",
       "3                  193.747258                         -143.0   \n",
       "4                  748.964396                         -347.0   \n",
       "\n",
       "   prev_app_DAYS_TERMINATION_mean  prev_app_DAYS_TERMINATION_min  \\\n",
       "0                      -17.000000                          -17.0   \n",
       "1                    -1047.333333                        -1976.0   \n",
       "2                     -714.000000                         -714.0   \n",
       "3                     -279.500000                         -416.0   \n",
       "4                    -1131.000000                        -2041.0   \n",
       "\n",
       "   prev_app_DAYS_TERMINATION_std  prev_app_DOWN_PAYMENT_PNT_max  \\\n",
       "0                            NaN                       0.000000   \n",
       "1                     806.196213                       0.101170   \n",
       "2                            NaN                       0.241719   \n",
       "3                     193.040151                       0.250017   \n",
       "4                     745.469874                       0.251539   \n",
       "\n",
       "   prev_app_DOWN_PAYMENT_PNT_mean  prev_app_DOWN_PAYMENT_PNT_min  \\\n",
       "0                        0.000000                       0.000000   \n",
       "1                        0.050585                       0.000000   \n",
       "2                        0.241719                       0.241719   \n",
       "3                        0.180612                       0.111208   \n",
       "4                        0.176401                       0.101262   \n",
       "\n",
       "   prev_app_DOWN_PAYMENT_PNT_std  prev_app_DOWN_PAYMENT_PNT_var  \\\n",
       "0                            NaN                            NaN   \n",
       "1                       0.071538                       0.005118   \n",
       "2                            NaN                            NaN   \n",
       "3                       0.098153                       0.009634   \n",
       "4                       0.106262                       0.011292   \n",
       "\n",
       "   prev_app_ANNUITY_CREDIT_RATIO_max  prev_app_ANNUITY_CREDIT_RATIO_mean  \\\n",
       "0                           0.051670                            0.051670   \n",
       "1                           0.185200                            0.126383   \n",
       "2                           0.266450                            0.266450   \n",
       "3                           0.108340                            0.069304   \n",
       "4                           0.125499                            0.090659   \n",
       "\n",
       "   prev_app_ANNUITY_CREDIT_RATIO_min  prev_app_ANNUITY_CREDIT_RATIO_std  \\\n",
       "0                           0.051670                                NaN   \n",
       "1                           0.094950                           0.050977   \n",
       "2                           0.266450                                NaN   \n",
       "3                           0.035920                           0.032882   \n",
       "4                           0.045749                           0.032229   \n",
       "\n",
       "   prev_app_ANNUITY_CREDIT_RATIO_var  \\\n",
       "0                                NaN   \n",
       "1                           0.002599   \n",
       "2                                NaN   \n",
       "3                           0.001081   \n",
       "4                           0.001039   \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Building a house or an annex_sum  \\\n",
       "0                                                0.0                  \n",
       "1                                                0.0                  \n",
       "2                                                0.0                  \n",
       "3                                                0.0                  \n",
       "4                                                0.0                  \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Business development_sum  \\\n",
       "0                                                0.0          \n",
       "1                                                0.0          \n",
       "2                                                0.0          \n",
       "3                                                0.0          \n",
       "4                                                0.0          \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Buying a garage_sum  \\\n",
       "0                                                0.0     \n",
       "1                                                0.0     \n",
       "2                                                0.0     \n",
       "3                                                0.0     \n",
       "4                                                0.0     \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Buying a holiday home / land_sum  \\\n",
       "0                                                0.0                  \n",
       "1                                                0.0                  \n",
       "2                                                0.0                  \n",
       "3                                                0.0                  \n",
       "4                                                0.0                  \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Buying a home_sum  \\\n",
       "0                                                0.0   \n",
       "1                                                0.0   \n",
       "2                                                0.0   \n",
       "3                                                0.0   \n",
       "4                                                0.0   \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Buying a new car_sum  \\\n",
       "0                                                0.0      \n",
       "1                                                0.0      \n",
       "2                                                0.0      \n",
       "3                                                0.0      \n",
       "4                                                0.0      \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Buying a used car_sum  \\\n",
       "0                                                0.0       \n",
       "1                                                0.0       \n",
       "2                                                0.0       \n",
       "3                                                0.0       \n",
       "4                                                0.0       \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Car repairs_sum  \\\n",
       "0                                              0.0   \n",
       "1                                              0.0   \n",
       "2                                              0.0   \n",
       "3                                              0.0   \n",
       "4                                              0.0   \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Education_sum  \\\n",
       "0                                            0.0   \n",
       "1                                            0.0   \n",
       "2                                            0.0   \n",
       "3                                            0.0   \n",
       "4                                            0.0   \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Everyday expenses_sum  \\\n",
       "0                                                0.0       \n",
       "1                                                0.0       \n",
       "2                                                0.0       \n",
       "3                                                0.0       \n",
       "4                                                0.0       \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Furniture_sum  \\\n",
       "0                                            0.0   \n",
       "1                                            0.0   \n",
       "2                                            0.0   \n",
       "3                                            0.0   \n",
       "4                                            0.0   \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Gasification / water supply_sum  \\\n",
       "0                                                0.0                 \n",
       "1                                                0.0                 \n",
       "2                                                0.0                 \n",
       "3                                                0.0                 \n",
       "4                                                0.0                 \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Hobby_sum  \\\n",
       "0                                        0.0   \n",
       "1                                        0.0   \n",
       "2                                        0.0   \n",
       "3                                        0.0   \n",
       "4                                        0.0   \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Journey_sum  \\\n",
       "0                                          0.0   \n",
       "1                                          0.0   \n",
       "2                                          0.0   \n",
       "3                                          0.0   \n",
       "4                                          0.0   \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Medicine_sum  \\\n",
       "0                                           0.0   \n",
       "1                                           0.0   \n",
       "2                                           0.0   \n",
       "3                                           0.0   \n",
       "4                                           0.0   \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Money for a third person_sum  \\\n",
       "0                                                0.0              \n",
       "1                                                0.0              \n",
       "2                                                0.0              \n",
       "3                                                0.0              \n",
       "4                                                0.0              \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Other_sum  \\\n",
       "0                                        0.0   \n",
       "1                                        0.0   \n",
       "2                                        0.0   \n",
       "3                                        0.0   \n",
       "4                                        0.0   \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Payments on other loans_sum  \\\n",
       "0                                                0.0             \n",
       "1                                                0.0             \n",
       "2                                                0.0             \n",
       "3                                                0.0             \n",
       "4                                                0.0             \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Purchase of electronic equipment_sum  \\\n",
       "0                                                0.0                      \n",
       "1                                                0.0                      \n",
       "2                                                0.0                      \n",
       "3                                                0.0                      \n",
       "4                                                0.0                      \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Refusal to name the goal_sum  \\\n",
       "0                                                0.0              \n",
       "1                                                0.0              \n",
       "2                                                0.0              \n",
       "3                                                0.0              \n",
       "4                                                0.0              \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Repairs_sum  \\\n",
       "0                                          0.0   \n",
       "1                                          0.0   \n",
       "2                                          0.0   \n",
       "3                                          0.0   \n",
       "4                                          0.0   \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Urgent needs_sum  \\\n",
       "0                                               0.0   \n",
       "1                                               0.0   \n",
       "2                                               0.0   \n",
       "3                                               0.0   \n",
       "4                                               0.0   \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_Wedding / gift / holiday_sum  \\\n",
       "0                                                0.0              \n",
       "1                                                0.0              \n",
       "2                                                0.0              \n",
       "3                                                0.0              \n",
       "4                                                0.0              \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_XAP_sum  \\\n",
       "0                                      1.0   \n",
       "1                                      2.0   \n",
       "2                                      1.0   \n",
       "3                                      4.0   \n",
       "4                                      2.0   \n",
       "\n",
       "   prev_app_NAME_CASH_LOAN_PURPOSE_XNA_sum  \\\n",
       "0                                      0.0   \n",
       "1                                      1.0   \n",
       "2                                      0.0   \n",
       "3                                      5.0   \n",
       "4                                      4.0   \n",
       "\n",
       "   prev_app_NAME_PAYMENT_TYPE_Cash through the bank_sum  \\\n",
       "0                                                0.0      \n",
       "1                                                2.0      \n",
       "2                                                1.0      \n",
       "3                                                4.0      \n",
       "4                                                5.0      \n",
       "\n",
       "   prev_app_NAME_PAYMENT_TYPE_Cashless from the account of the employer_sum  \\\n",
       "0                                                0.0                          \n",
       "1                                                0.0                          \n",
       "2                                                0.0                          \n",
       "3                                                0.0                          \n",
       "4                                                0.0                          \n",
       "\n",
       "   prev_app_NAME_PAYMENT_TYPE_Non-cash from your account_sum  \\\n",
       "0                                                0.0           \n",
       "1                                                0.0           \n",
       "2                                                0.0           \n",
       "3                                                0.0           \n",
       "4                                                0.0           \n",
       "\n",
       "   prev_app_NAME_PAYMENT_TYPE_XNA_sum  \\\n",
       "0                                 1.0   \n",
       "1                                 1.0   \n",
       "2                                 0.0   \n",
       "3                                 5.0   \n",
       "4                                 1.0   \n",
       "\n",
       "   prev_app_WEEKDAY_APPR_PROCESS_START_FRIDAY_sum  \\\n",
       "0                                             0.0   \n",
       "1                                             1.0   \n",
       "2                                             1.0   \n",
       "3                                             0.0   \n",
       "4                                             1.0   \n",
       "\n",
       "   prev_app_WEEKDAY_APPR_PROCESS_START_MONDAY_sum  \\\n",
       "0                                             0.0   \n",
       "1                                             0.0   \n",
       "2                                             0.0   \n",
       "3                                             0.0   \n",
       "4                                             1.0   \n",
       "\n",
       "   prev_app_WEEKDAY_APPR_PROCESS_START_SATURDAY_sum  \\\n",
       "0                                               1.0   \n",
       "1                                               1.0   \n",
       "2                                               0.0   \n",
       "3                                               1.0   \n",
       "4                                               1.0   \n",
       "\n",
       "   prev_app_WEEKDAY_APPR_PROCESS_START_SUNDAY_sum  \\\n",
       "0                                             0.0   \n",
       "1                                             1.0   \n",
       "2                                             0.0   \n",
       "3                                             1.0   \n",
       "4                                             2.0   \n",
       "\n",
       "   prev_app_WEEKDAY_APPR_PROCESS_START_THURSDAY_sum  \\\n",
       "0                                               0.0   \n",
       "1                                               0.0   \n",
       "2                                               0.0   \n",
       "3                                               6.0   \n",
       "4                                               1.0   \n",
       "\n",
       "   prev_app_WEEKDAY_APPR_PROCESS_START_TUESDAY_sum  \\\n",
       "0                                              0.0   \n",
       "1                                              0.0   \n",
       "2                                              0.0   \n",
       "3                                              1.0   \n",
       "4                                              0.0   \n",
       "\n",
       "   prev_app_WEEKDAY_APPR_PROCESS_START_WEDNESDAY_sum  \\\n",
       "0                                                0.0   \n",
       "1                                                0.0   \n",
       "2                                                0.0   \n",
       "3                                                0.0   \n",
       "4                                                0.0   \n",
       "\n",
       "   prev_app_CODE_REJECT_REASON_CLIENT_sum  prev_app_CODE_REJECT_REASON_HC_sum  \\\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",
       "   prev_app_CODE_REJECT_REASON_LIMIT_sum  prev_app_CODE_REJECT_REASON_SCO_sum  \\\n",
       "0                                    0.0                                  0.0   \n",
       "1                                    0.0                                  0.0   \n",
       "2                                    0.0                                  0.0   \n",
       "3                                    1.0                                  0.0   \n",
       "4                                    0.0                                  0.0   \n",
       "\n",
       "   prev_app_CODE_REJECT_REASON_SCOFR_sum  \\\n",
       "0                                    0.0   \n",
       "1                                    0.0   \n",
       "2                                    0.0   \n",
       "3                                    0.0   \n",
       "4                                    0.0   \n",
       "\n",
       "   prev_app_CODE_REJECT_REASON_SYSTEM_sum  \\\n",
       "0                                     0.0   \n",
       "1                                     0.0   \n",
       "2                                     0.0   \n",
       "3                                     0.0   \n",
       "4                                     0.0   \n",
       "\n",
       "   prev_app_CODE_REJECT_REASON_VERIF_sum  prev_app_CODE_REJECT_REASON_XAP_sum  \\\n",
       "0                                    0.0                                  1.0   \n",
       "1                                    0.0                                  3.0   \n",
       "2                                    0.0                                  1.0   \n",
       "3                                    0.0                                  8.0   \n",
       "4                                    0.0                                  6.0   \n",
       "\n",
       "   prev_app_CODE_REJECT_REASON_XNA_sum  prev_app_NAME_CLIENT_TYPE_New_sum  \\\n",
       "0                                  0.0                                1.0   \n",
       "1                                  0.0                                0.0   \n",
       "2                                  0.0                                1.0   \n",
       "3                                  0.0                                1.0   \n",
       "4                                  0.0                                1.0   \n",
       "\n",
       "   prev_app_NAME_CLIENT_TYPE_Refreshed_sum  \\\n",
       "0                                      0.0   \n",
       "1                                      2.0   \n",
       "2                                      0.0   \n",
       "3                                      0.0   \n",
       "4                                      0.0   \n",
       "\n",
       "   prev_app_NAME_CLIENT_TYPE_Repeater_sum  prev_app_NAME_CLIENT_TYPE_XNA_sum  \\\n",
       "0                                     0.0                                0.0   \n",
       "1                                     1.0                                0.0   \n",
       "2                                     0.0                                0.0   \n",
       "3                                     8.0                                0.0   \n",
       "4                                     5.0                                0.0   \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Additional Service_sum  \\\n",
       "0                                                0.0     \n",
       "1                                                0.0     \n",
       "2                                                0.0     \n",
       "3                                                0.0     \n",
       "4                                                0.0     \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Animals_sum  \\\n",
       "0                                       0.0   \n",
       "1                                       0.0   \n",
       "2                                       0.0   \n",
       "3                                       0.0   \n",
       "4                                       0.0   \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Audio/Video_sum  \\\n",
       "0                                           0.0   \n",
       "1                                           0.0   \n",
       "2                                           0.0   \n",
       "3                                           1.0   \n",
       "4                                           2.0   \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Auto Accessories_sum  \\\n",
       "0                                                0.0   \n",
       "1                                                0.0   \n",
       "2                                                0.0   \n",
       "3                                                0.0   \n",
       "4                                                0.0   \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Clothing and Accessories_sum  \\\n",
       "0                                                0.0           \n",
       "1                                                0.0           \n",
       "2                                                0.0           \n",
       "3                                                0.0           \n",
       "4                                                0.0           \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Computers_sum  \\\n",
       "0                                         0.0   \n",
       "1                                         0.0   \n",
       "2                                         0.0   \n",
       "3                                         0.0   \n",
       "4                                         0.0   \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Construction Materials_sum  \\\n",
       "0                                                0.0         \n",
       "1                                                0.0         \n",
       "2                                                0.0         \n",
       "3                                                1.0         \n",
       "4                                                0.0         \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Consumer Electronics_sum  \\\n",
       "0                                                0.0       \n",
       "1                                                1.0       \n",
       "2                                                0.0       \n",
       "3                                                0.0       \n",
       "4                                                0.0       \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Direct Sales_sum  \\\n",
       "0                                            0.0   \n",
       "1                                            0.0   \n",
       "2                                            0.0   \n",
       "3                                            0.0   \n",
       "4                                            0.0   \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Education_sum  \\\n",
       "0                                         0.0   \n",
       "1                                         0.0   \n",
       "2                                         0.0   \n",
       "3                                         0.0   \n",
       "4                                         0.0   \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Fitness_sum  \\\n",
       "0                                       0.0   \n",
       "1                                       0.0   \n",
       "2                                       0.0   \n",
       "3                                       0.0   \n",
       "4                                       0.0   \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Furniture_sum  \\\n",
       "0                                         0.0   \n",
       "1                                         1.0   \n",
       "2                                         0.0   \n",
       "3                                         0.0   \n",
       "4                                         0.0   \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Gardening_sum  \\\n",
       "0                                         0.0   \n",
       "1                                         0.0   \n",
       "2                                         0.0   \n",
       "3                                         0.0   \n",
       "4                                         0.0   \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Homewares_sum  \\\n",
       "0                                         0.0   \n",
       "1                                         0.0   \n",
       "2                                         0.0   \n",
       "3                                         0.0   \n",
       "4                                         0.0   \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_House Construction_sum  \\\n",
       "0                                                0.0     \n",
       "1                                                0.0     \n",
       "2                                                0.0     \n",
       "3                                                0.0     \n",
       "4                                                0.0     \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Insurance_sum  \\\n",
       "0                                         0.0   \n",
       "1                                         0.0   \n",
       "2                                         0.0   \n",
       "3                                         0.0   \n",
       "4                                         0.0   \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Jewelry_sum  \\\n",
       "0                                       0.0   \n",
       "1                                       0.0   \n",
       "2                                       0.0   \n",
       "3                                       0.0   \n",
       "4                                       0.0   \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Medical Supplies_sum  \\\n",
       "0                                                0.0   \n",
       "1                                                0.0   \n",
       "2                                                0.0   \n",
       "3                                                0.0   \n",
       "4                                                0.0   \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Medicine_sum  \\\n",
       "0                                        0.0   \n",
       "1                                        0.0   \n",
       "2                                        0.0   \n",
       "3                                        0.0   \n",
       "4                                        0.0   \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Mobile_sum  \\\n",
       "0                                      0.0   \n",
       "1                                      0.0   \n",
       "2                                      1.0   \n",
       "3                                      0.0   \n",
       "4                                      0.0   \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Office Appliances_sum  \\\n",
       "0                                                0.0    \n",
       "1                                                0.0    \n",
       "2                                                0.0    \n",
       "3                                                0.0    \n",
       "4                                                0.0    \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Other_sum  \\\n",
       "0                                     0.0   \n",
       "1                                     0.0   \n",
       "2                                     0.0   \n",
       "3                                     0.0   \n",
       "4                                     0.0   \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Photo / Cinema Equipment_sum  \\\n",
       "0                                                0.0           \n",
       "1                                                0.0           \n",
       "2                                                0.0           \n",
       "3                                                0.0           \n",
       "4                                                0.0           \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Sport and Leisure_sum  \\\n",
       "0                                                0.0    \n",
       "1                                                0.0    \n",
       "2                                                0.0    \n",
       "3                                                0.0    \n",
       "4                                                0.0    \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Tourism_sum  \\\n",
       "0                                       0.0   \n",
       "1                                       0.0   \n",
       "2                                       0.0   \n",
       "3                                       0.0   \n",
       "4                                       0.0   \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Vehicles_sum  \\\n",
       "0                                        1.0   \n",
       "1                                        0.0   \n",
       "2                                        0.0   \n",
       "3                                        0.0   \n",
       "4                                        0.0   \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_Weapon_sum  \\\n",
       "0                                      0.0   \n",
       "1                                      0.0   \n",
       "2                                      0.0   \n",
       "3                                      0.0   \n",
       "4                                      0.0   \n",
       "\n",
       "   prev_app_NAME_GOODS_CATEGORY_XNA_sum  prev_app_NAME_PORTFOLIO_Cards_sum  \\\n",
       "0                                   0.0                                0.0   \n",
       "1                                   1.0                                0.0   \n",
       "2                                   0.0                                0.0   \n",
       "3                                   7.0                                1.0   \n",
       "4                                   4.0                                0.0   \n",
       "\n",
       "   prev_app_NAME_PORTFOLIO_Cars_sum  prev_app_NAME_PORTFOLIO_Cash_sum  \\\n",
       "0                               0.0                               0.0   \n",
       "1                               0.0                               1.0   \n",
       "2                               0.0                               0.0   \n",
       "3                               0.0                               3.0   \n",
       "4                               0.0                               4.0   \n",
       "\n",
       "   prev_app_NAME_PORTFOLIO_POS_sum  prev_app_NAME_PORTFOLIO_XNA_sum  \\\n",
       "0                              1.0                              0.0   \n",
       "1                              2.0                              0.0   \n",
       "2                              1.0                              0.0   \n",
       "3                              2.0                              3.0   \n",
       "4                              2.0                              0.0   \n",
       "\n",
       "   prev_app_NAME_PRODUCT_TYPE_XNA_sum  prev_app_NAME_PRODUCT_TYPE_walk-in_sum  \\\n",
       "0                                 1.0                                     0.0   \n",
       "1                                 2.0                                     0.0   \n",
       "2                                 1.0                                     0.0   \n",
       "3                                 5.0                                     0.0   \n",
       "4                                 2.0                                     1.0   \n",
       "\n",
       "   prev_app_NAME_PRODUCT_TYPE_x-sell_sum  \\\n",
       "0                                    0.0   \n",
       "1                                    1.0   \n",
       "2                                    0.0   \n",
       "3                                    4.0   \n",
       "4                                    3.0   \n",
       "\n",
       "   prev_app_CHANNEL_TYPE_AP+ (Cash loan)_sum  \\\n",
       "0                                        0.0   \n",
       "1                                        0.0   \n",
       "2                                        0.0   \n",
       "3                                        0.0   \n",
       "4                                        1.0   \n",
       "\n",
       "   prev_app_CHANNEL_TYPE_Car dealer_sum  \\\n",
       "0                                   0.0   \n",
       "1                                   0.0   \n",
       "2                                   0.0   \n",
       "3                                   0.0   \n",
       "4                                   0.0   \n",
       "\n",
       "   prev_app_CHANNEL_TYPE_Channel of corporate sales_sum  \\\n",
       "0                                                0.0      \n",
       "1                                                0.0      \n",
       "2                                                0.0      \n",
       "3                                                0.0      \n",
       "4                                                0.0      \n",
       "\n",
       "   prev_app_CHANNEL_TYPE_Contact center_sum  \\\n",
       "0                                       0.0   \n",
       "1                                       0.0   \n",
       "2                                       0.0   \n",
       "3                                       0.0   \n",
       "4                                       0.0   \n",
       "\n",
       "   prev_app_CHANNEL_TYPE_Country-wide_sum  \\\n",
       "0                                     0.0   \n",
       "1                                     1.0   \n",
       "2                                     0.0   \n",
       "3                                     1.0   \n",
       "4                                     3.0   \n",
       "\n",
       "   prev_app_CHANNEL_TYPE_Credit and cash offices_sum  \\\n",
       "0                                                0.0   \n",
       "1                                                1.0   \n",
       "2                                                0.0   \n",
       "3                                                7.0   \n",
       "4                                                1.0   \n",
       "\n",
       "   prev_app_CHANNEL_TYPE_Regional / Local_sum  \\\n",
       "0                                         0.0   \n",
       "1                                         0.0   \n",
       "2                                         1.0   \n",
       "3                                         0.0   \n",
       "4                                         1.0   \n",
       "\n",
       "   prev_app_CHANNEL_TYPE_Stone_sum  prev_app_SELLERPLACE_AREA_sum  \\\n",
       "0                              1.0                          500.0   \n",
       "1                              1.0                         1599.0   \n",
       "2                              0.0                           30.0   \n",
       "3                              1.0                         8048.0   \n",
       "4                              0.0                         2455.0   \n",
       "\n",
       "   prev_app_NAME_SELLER_INDUSTRY_Auto technology_sum  \\\n",
       "0                                                1.0   \n",
       "1                                                0.0   \n",
       "2                                                0.0   \n",
       "3                                                0.0   \n",
       "4                                                0.0   \n",
       "\n",
       "   prev_app_NAME_SELLER_INDUSTRY_Clothing_sum  \\\n",
       "0                                         0.0   \n",
       "1                                         0.0   \n",
       "2                                         0.0   \n",
       "3                                         0.0   \n",
       "4                                         0.0   \n",
       "\n",
       "   prev_app_NAME_SELLER_INDUSTRY_Connectivity_sum  \\\n",
       "0                                             0.0   \n",
       "1                                             0.0   \n",
       "2                                             1.0   \n",
       "3                                             0.0   \n",
       "4                                             1.0   \n",
       "\n",
       "   prev_app_NAME_SELLER_INDUSTRY_Construction_sum  \\\n",
       "0                                             0.0   \n",
       "1                                             0.0   \n",
       "2                                             0.0   \n",
       "3                                             1.0   \n",
       "4                                             0.0   \n",
       "\n",
       "   prev_app_NAME_SELLER_INDUSTRY_Consumer electronics_sum  \\\n",
       "0                                                0.0        \n",
       "1                                                1.0        \n",
       "2                                                0.0        \n",
       "3                                                1.0        \n",
       "4                                                3.0        \n",
       "\n",
       "   prev_app_NAME_SELLER_INDUSTRY_Furniture_sum  \\\n",
       "0                                          0.0   \n",
       "1                                          1.0   \n",
       "2                                          0.0   \n",
       "3                                          0.0   \n",
       "4                                          0.0   \n",
       "\n",
       "   prev_app_NAME_SELLER_INDUSTRY_Industry_sum  \\\n",
       "0                                         0.0   \n",
       "1                                         0.0   \n",
       "2                                         0.0   \n",
       "3                                         0.0   \n",
       "4                                         0.0   \n",
       "\n",
       "   prev_app_NAME_SELLER_INDUSTRY_Jewelry_sum  \\\n",
       "0                                        0.0   \n",
       "1                                        0.0   \n",
       "2                                        0.0   \n",
       "3                                        0.0   \n",
       "4                                        0.0   \n",
       "\n",
       "   prev_app_NAME_SELLER_INDUSTRY_MLM partners_sum  \\\n",
       "0                                             0.0   \n",
       "1                                             0.0   \n",
       "2                                             0.0   \n",
       "3                                             0.0   \n",
       "4                                             0.0   \n",
       "\n",
       "   prev_app_NAME_SELLER_INDUSTRY_Tourism_sum  \\\n",
       "0                                        0.0   \n",
       "1                                        0.0   \n",
       "2                                        0.0   \n",
       "3                                        0.0   \n",
       "4                                        0.0   \n",
       "\n",
       "   prev_app_NAME_SELLER_INDUSTRY_XNA_sum  prev_app_NAME_YIELD_GROUP_XNA_sum  \\\n",
       "0                                    0.0                                0.0   \n",
       "1                                    1.0                                0.0   \n",
       "2                                    0.0                                0.0   \n",
       "3                                    7.0                                4.0   \n",
       "4                                    2.0                                0.0   \n",
       "\n",
       "   prev_app_NAME_YIELD_GROUP_high_sum  \\\n",
       "0                                 0.0   \n",
       "1                                 0.0   \n",
       "2                                 0.0   \n",
       "3                                 2.0   \n",
       "4                                 3.0   \n",
       "\n",
       "   prev_app_NAME_YIELD_GROUP_low_action_sum  \\\n",
       "0                                       0.0   \n",
       "1                                       0.0   \n",
       "2                                       0.0   \n",
       "3                                       0.0   \n",
       "4                                       0.0   \n",
       "\n",
       "   prev_app_NAME_YIELD_GROUP_low_normal_sum  \\\n",
       "0                                       1.0   \n",
       "1                                       1.0   \n",
       "2                                       0.0   \n",
       "3                                       2.0   \n",
       "4                                       0.0   \n",
       "\n",
       "   prev_app_NAME_YIELD_GROUP_middle_sum  \\\n",
       "0                                   0.0   \n",
       "1                                   2.0   \n",
       "2                                   1.0   \n",
       "3                                   1.0   \n",
       "4                                   3.0   \n",
       "\n",
       "   install_payments_DAYS_INSTALMENT_mean  \\\n",
       "0                            -295.000000   \n",
       "1                           -1378.160000   \n",
       "2                            -754.000000   \n",
       "3                            -252.250000   \n",
       "4                           -1028.606061   \n",
       "\n",
       "   install_payments_DAYS_ENTRY_PAYMENT_mean  \\\n",
       "0                               -315.421053   \n",
       "1                              -1385.320000   \n",
       "2                               -761.666667   \n",
       "3                               -271.625000   \n",
       "4                              -1032.242424   \n",
       "\n",
       "   install_payments_AMT_INSTALMENT_mean  install_payments_AMT_PAYMENT_mean  \n",
       "0                          11559.247105                       11559.247105  \n",
       "1                          64754.586000                       64754.586000  \n",
       "2                           7096.155000                        7096.155000  \n",
       "3                          62947.088438                       62947.088438  \n",
       "4                          12666.444545                       12214.060227  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(len(train_agg))\n",
    "print(len(train_agg.columns))\n",
    "train_agg.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "24825\n",
      "282686\n"
     ]
    }
   ],
   "source": [
    "print(len(train_agg[train_agg['TARGET']==1]))\n",
    "print(len(train_agg[train_agg['TARGET']==0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_agg.to_csv(\"train_agg.csv\", index = False)"
   ]
  }
 ],
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