CD.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pandas and numpy for data manipulation\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# matplotlit and seaborn for visualizations\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.size'] = 22\n",
    "import seaborn as sns\n",
    "\n",
    "# Suppress warnings from pandas\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "app_train = pd.read_csv('D:/CD/CD_variables_26_06_onehot.csv').reset_index(drop = True)\n",
    "print('Training data shape: ', app_train.shape)\n",
    "app_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_correlation_map( df ):\n",
    "    corr = df.corr()\n",
    "    sns_plot , ax = plt.subplots( figsize =( 50 , 50 ) )\n",
    "    cmap = sns.diverging_palette( 220 , 10 , as_cmap = True )\n",
    "    sns_plot = sns.heatmap(\n",
    "        corr, \n",
    "        cmap = cmap,\n",
    "        square=True, \n",
    "        cbar_kws={ 'shrink' : .9 }, \n",
    "        ax=ax, \n",
    "        annot = True, \n",
    "        annot_kws = { 'fontsize' : 12 }\n",
    "    )\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_correlation_map(app_train)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "app_train.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "app_cor = app_train\n",
    "app_cor.drop(\"IS_MANDATE_REGISTERED\",axis=1,inplace= True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_correlation_map(app_cor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "app_train.groupby('Status').mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training data shape:  (491740, 37)\n"
     ]
    },
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AGMTNO</th>\n",
       "      <th>PROPNO</th>\n",
       "      <th>PREPAIDPOSTPAIDFLAG</th>\n",
       "      <th>LTV</th>\n",
       "      <th>ACTUAL_LOAN_AMOUNT</th>\n",
       "      <th>LATESTBALANCE</th>\n",
       "      <th>ELIGIBILITYGRID</th>\n",
       "      <th>IS_MOBILE</th>\n",
       "      <th>Mobile_Bill_bin</th>\n",
       "      <th>IS_CIBIL_HIT</th>\n",
       "      <th>...</th>\n",
       "      <th>PANNO</th>\n",
       "      <th>DRIVING_LICENSE</th>\n",
       "      <th>PASSPORT</th>\n",
       "      <th>AADHAR</th>\n",
       "      <th>RATION</th>\n",
       "      <th>STATE</th>\n",
       "      <th>IS_MANDATE_REGISTERED</th>\n",
       "      <th>City_Group</th>\n",
       "      <th>PROD_GROUP</th>\n",
       "      <th>IS_EXIST</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WB3078CD0009160</td>\n",
       "      <td>3078CD0009160</td>\n",
       "      <td>0</td>\n",
       "      <td>68.18</td>\n",
       "      <td>32611</td>\n",
       "      <td>190758.16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>WB</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>WB3078CD0006318</td>\n",
       "      <td>3078CD0006318</td>\n",
       "      <td>0</td>\n",
       "      <td>77.77</td>\n",
       "      <td>17032</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>WB</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>WB3078CD0007026</td>\n",
       "      <td>3078CD0007026</td>\n",
       "      <td>0</td>\n",
       "      <td>74.66</td>\n",
       "      <td>18664</td>\n",
       "      <td>29890.58</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>WB</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>WB3078CD0040195</td>\n",
       "      <td>3078CD0040195</td>\n",
       "      <td>0</td>\n",
       "      <td>77.78</td>\n",
       "      <td>37332</td>\n",
       "      <td>188925.04</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>WB</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>WB3078CD0006403</td>\n",
       "      <td>3078CD0006403</td>\n",
       "      <td>0</td>\n",
       "      <td>77.77</td>\n",
       "      <td>31108</td>\n",
       "      <td>3270.44</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>WB</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            AGMTNO         PROPNO  PREPAIDPOSTPAIDFLAG    LTV  \\\n",
       "0  WB3078CD0009160  3078CD0009160                    0  68.18   \n",
       "1  WB3078CD0006318  3078CD0006318                    0  77.77   \n",
       "2  WB3078CD0007026  3078CD0007026                    0  74.66   \n",
       "3  WB3078CD0040195  3078CD0040195                    0  77.78   \n",
       "4  WB3078CD0006403  3078CD0006403                    0  77.77   \n",
       "\n",
       "   ACTUAL_LOAN_AMOUNT  LATESTBALANCE  ELIGIBILITYGRID  IS_MOBILE  \\\n",
       "0               32611      190758.16              NaN          0   \n",
       "1               17032            NaN              5.0          0   \n",
       "2               18664       29890.58              NaN          0   \n",
       "3               37332      188925.04             16.0          0   \n",
       "4               31108        3270.44             22.0          0   \n",
       "\n",
       "   Mobile_Bill_bin  IS_CIBIL_HIT    ...    PANNO DRIVING_LICENSE PASSPORT  \\\n",
       "0                0             1    ...        Y               N        N   \n",
       "1                0             1    ...        N               N        N   \n",
       "2                0             1    ...        N               N        N   \n",
       "3                0             1    ...        N               N        N   \n",
       "4                0             1    ...        N               N        N   \n",
       "\n",
       "  AADHAR  RATION  STATE IS_MANDATE_REGISTERED City_Group  PROD_GROUP  IS_EXIST  \n",
       "0      Y       N     WB                     0        1.0           1         0  \n",
       "1      Y       N     WB                     0        1.0           1         0  \n",
       "2      Y       N     WB                     0        1.0           1         0  \n",
       "3      Y       N     WB                     0        1.0           1         0  \n",
       "4      Y       N     WB                     0        1.0           1         0  \n",
       "\n",
       "[5 rows x 37 columns]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cd = pd.read_csv('D:/CD/CD_Variable_all_28_06_existing_till_Jan_v2.csv')\n",
    "cd = cd.iloc[:,1:]\n",
    "print('Training data shape: ', cd.shape)\n",
    "cd.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['AGMTNO', 'PROPNO', 'PREPAIDPOSTPAIDFLAG', 'LTV', 'ACTUAL_LOAN_AMOUNT',\n",
       "       'LATESTBALANCE', 'ELIGIBILITYGRID', 'IS_MOBILE', 'Mobile_Bill_bin',\n",
       "       'IS_CIBIL_HIT', 'PRODUCT_CODE', 'CITY', 'SCHEME_TYPE', 'RESIDENT_TYPE',\n",
       "       'SURROGATE_CAT', 'AGE', 'GENDER', 'QUALIFICATION', 'TICKET_SIZE',\n",
       "       'CROSS_SELL_INSURANCE', 'DEALER_CUST_CITY', 'AGE_BIN',\n",
       "       'CIBIL_SCORE_NEW_BIN', 'Actual_TAT_Days', 'Disp_Month_bin',\n",
       "       'IS_WEEKEND', 'VOTERID', 'PANNO', 'DRIVING_LICENSE', 'PASSPORT',\n",
       "       'AADHAR', 'RATION', 'STATE', 'IS_MANDATE_REGISTERED', 'City_Group',\n",
       "       'PROD_GROUP', 'IS_EXIST'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cd.columns"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "#cd['City_Group'] = cd['City_Group'].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "#cd['PROD_GROUP'] = cd['PROD_GROUP'].astype(str)\n",
    "#cd['AGE_BIN'] = cd['AGE_BIN'].astype(str)\n",
    "cd[['City_Group','PROD_GROUP','AGE_BIN','PREPAIDPOSTPAIDFLAG', 'IS_MOBILE', 'Mobile_Bill_bin', 'IS_CIBIL_HIT',\n",
    "       'SURROGATE_CAT', 'TICKET_SIZE', 'CROSS_SELL_INSURANCE',\n",
    "       'DEALER_CUST_CITY', 'CIBIL_SCORE_NEW_BIN',\n",
    "       'Disp_Month_bin', 'IS_WEEKEND', 'IS_EXIST']] = cd[['City_Group','PROD_GROUP','AGE_BIN','PREPAIDPOSTPAIDFLAG', 'IS_MOBILE', 'Mobile_Bill_bin', 'IS_CIBIL_HIT',\n",
    "       'SURROGATE_CAT', 'TICKET_SIZE', 'CROSS_SELL_INSURANCE',\n",
    "       'DEALER_CUST_CITY', 'CIBIL_SCORE_NEW_BIN',\n",
    "       'Disp_Month_bin', 'IS_WEEKEND','IS_EXIST']].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AGMTNO</th>\n",
       "      <th>PROPNO</th>\n",
       "      <th>PREPAIDPOSTPAIDFLAG</th>\n",
       "      <th>LTV</th>\n",
       "      <th>ACTUAL_LOAN_AMOUNT</th>\n",
       "      <th>LATESTBALANCE</th>\n",
       "      <th>ELIGIBILITYGRID</th>\n",
       "      <th>IS_MOBILE</th>\n",
       "      <th>Mobile_Bill_bin</th>\n",
       "      <th>IS_CIBIL_HIT</th>\n",
       "      <th>...</th>\n",
       "      <th>PANNO</th>\n",
       "      <th>DRIVING_LICENSE</th>\n",
       "      <th>PASSPORT</th>\n",
       "      <th>AADHAR</th>\n",
       "      <th>RATION</th>\n",
       "      <th>STATE</th>\n",
       "      <th>IS_MANDATE_REGISTERED</th>\n",
       "      <th>City_Group</th>\n",
       "      <th>PROD_GROUP</th>\n",
       "      <th>IS_EXIST</th>\n",
       "    </tr>\n",
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       "  <tbody>\n",
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       "      <td>WB3078CD0009160</td>\n",
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       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>WB</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>WB3078CD0040195</td>\n",
       "      <td>3078CD0040195</td>\n",
       "      <td>0</td>\n",
       "      <td>77.78</td>\n",
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       "      <td>16.0</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>WB3078CD0006403</td>\n",
       "      <td>3078CD0006403</td>\n",
       "      <td>0</td>\n",
       "      <td>77.77</td>\n",
       "      <td>31108</td>\n",
       "      <td>3270.44</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>WB</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            AGMTNO         PROPNO PREPAIDPOSTPAIDFLAG    LTV  \\\n",
       "0  WB3078CD0009160  3078CD0009160                   0  68.18   \n",
       "1  WB3078CD0006318  3078CD0006318                   0  77.77   \n",
       "2  WB3078CD0007026  3078CD0007026                   0  74.66   \n",
       "3  WB3078CD0040195  3078CD0040195                   0  77.78   \n",
       "4  WB3078CD0006403  3078CD0006403                   0  77.77   \n",
       "\n",
       "   ACTUAL_LOAN_AMOUNT  LATESTBALANCE  ELIGIBILITYGRID IS_MOBILE  \\\n",
       "0               32611      190758.16              NaN         0   \n",
       "1               17032            NaN              5.0         0   \n",
       "2               18664       29890.58              NaN         0   \n",
       "3               37332      188925.04             16.0         0   \n",
       "4               31108        3270.44             22.0         0   \n",
       "\n",
       "  Mobile_Bill_bin IS_CIBIL_HIT   ...    PANNO DRIVING_LICENSE PASSPORT AADHAR  \\\n",
       "0               0            1   ...        Y               N        N      Y   \n",
       "1               0            1   ...        N               N        N      Y   \n",
       "2               0            1   ...        N               N        N      Y   \n",
       "3               0            1   ...        N               N        N      Y   \n",
       "4               0            1   ...        N               N        N      Y   \n",
       "\n",
       "  RATION  STATE IS_MANDATE_REGISTERED City_Group PROD_GROUP IS_EXIST  \n",
       "0      N     WB                     0        1.0          1        0  \n",
       "1      N     WB                     0        1.0          1        0  \n",
       "2      N     WB                     0        1.0          1        0  \n",
       "3      N     WB                     0        1.0          1        0  \n",
       "4      N     WB                     0        1.0          1        0  \n",
       "\n",
       "[5 rows x 37 columns]"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cd.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['AGMTNO', 'PROPNO', 'PREPAIDPOSTPAIDFLAG', 'IS_MOBILE',\n",
       "       'Mobile_Bill_bin', 'IS_CIBIL_HIT', 'PRODUCT_CODE', 'CITY',\n",
       "       'SCHEME_TYPE', 'RESIDENT_TYPE', 'SURROGATE_CAT', 'GENDER',\n",
       "       'QUALIFICATION', 'TICKET_SIZE', 'CROSS_SELL_INSURANCE',\n",
       "       'DEALER_CUST_CITY', 'AGE_BIN', 'CIBIL_SCORE_NEW_BIN', 'Disp_Month_bin',\n",
       "       'IS_WEEKEND', 'VOTERID', 'PANNO', 'DRIVING_LICENSE', 'PASSPORT',\n",
       "       'AADHAR', 'RATION', 'STATE', 'City_Group', 'PROD_GROUP', 'IS_EXIST'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "categories = cd.select_dtypes('object')\n",
    "categories.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "categories.drop(['AGMTNO','PROPNO', 'PRODUCT_CODE', 'CITY'],axis=1,inplace= True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "categories['IS_MANDATE_REGISTERED'] = cd['IS_MANDATE_REGISTERED']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "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>PREPAIDPOSTPAIDFLAG</th>\n",
       "      <th>IS_MOBILE</th>\n",
       "      <th>Mobile_Bill_bin</th>\n",
       "      <th>IS_CIBIL_HIT</th>\n",
       "      <th>SCHEME_TYPE</th>\n",
       "      <th>RESIDENT_TYPE</th>\n",
       "      <th>SURROGATE_CAT</th>\n",
       "      <th>GENDER</th>\n",
       "      <th>QUALIFICATION</th>\n",
       "      <th>TICKET_SIZE</th>\n",
       "      <th>...</th>\n",
       "      <th>PANNO</th>\n",
       "      <th>DRIVING_LICENSE</th>\n",
       "      <th>PASSPORT</th>\n",
       "      <th>AADHAR</th>\n",
       "      <th>RATION</th>\n",
       "      <th>STATE</th>\n",
       "      <th>City_Group</th>\n",
       "      <th>PROD_GROUP</th>\n",
       "      <th>IS_EXIST</th>\n",
       "      <th>IS_MANDATE_REGISTERED</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>CDOEM</td>\n",
       "      <td>OWNED</td>\n",
       "      <td>0</td>\n",
       "      <td>MALE</td>\n",
       "      <td>SSC</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>WB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>CDOEM</td>\n",
       "      <td>OWNED</td>\n",
       "      <td>0</td>\n",
       "      <td>MALE</td>\n",
       "      <td>GRADUATE</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>WB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>CDOEM</td>\n",
       "      <td>OWNED</td>\n",
       "      <td>0</td>\n",
       "      <td>MALE</td>\n",
       "      <td>UNDER GRADUATE</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>WB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>CDSPL</td>\n",
       "      <td>OWNED</td>\n",
       "      <td>0</td>\n",
       "      <td>MALE</td>\n",
       "      <td>GRADUATE</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>WB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>CDOEM</td>\n",
       "      <td>OWNED</td>\n",
       "      <td>0</td>\n",
       "      <td>MALE</td>\n",
       "      <td>GRADUATE</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>WB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  PREPAIDPOSTPAIDFLAG IS_MOBILE Mobile_Bill_bin IS_CIBIL_HIT SCHEME_TYPE  \\\n",
       "0                   0         0               0            1       CDOEM   \n",
       "1                   0         0               0            1       CDOEM   \n",
       "2                   0         0               0            1       CDOEM   \n",
       "3                   0         0               0            1       CDSPL   \n",
       "4                   0         0               0            1       CDOEM   \n",
       "\n",
       "  RESIDENT_TYPE SURROGATE_CAT GENDER   QUALIFICATION TICKET_SIZE  \\\n",
       "0         OWNED             0   MALE             SSC          10   \n",
       "1         OWNED             0   MALE        GRADUATE           8   \n",
       "2         OWNED             0   MALE  UNDER GRADUATE           8   \n",
       "3         OWNED             0   MALE        GRADUATE          10   \n",
       "4         OWNED             0   MALE        GRADUATE          10   \n",
       "\n",
       "           ...          PANNO DRIVING_LICENSE PASSPORT AADHAR RATION STATE  \\\n",
       "0          ...              Y               N        N      Y      N    WB   \n",
       "1          ...              N               N        N      Y      N    WB   \n",
       "2          ...              N               N        N      Y      N    WB   \n",
       "3          ...              N               N        N      Y      N    WB   \n",
       "4          ...              N               N        N      Y      N    WB   \n",
       "\n",
       "  City_Group PROD_GROUP IS_EXIST IS_MANDATE_REGISTERED  \n",
       "0        1.0          1        0                     0  \n",
       "1        1.0          1        0                     0  \n",
       "2        1.0          1        0                     0  \n",
       "3        1.0          1        0                     0  \n",
       "4        1.0          1        0                     0  \n",
       "\n",
       "[5 rows x 27 columns]"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "categories.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 491740 entries, 0 to 491739\n",
      "Data columns (total 37 columns):\n",
      "AGMTNO                   491740 non-null object\n",
      "PROPNO                   491740 non-null object\n",
      "PREPAIDPOSTPAIDFLAG      491740 non-null object\n",
      "LTV                      491740 non-null float64\n",
      "ACTUAL_LOAN_AMOUNT       491740 non-null int64\n",
      "LATESTBALANCE            86726 non-null float64\n",
      "ELIGIBILITYGRID          265342 non-null float64\n",
      "IS_MOBILE                491740 non-null object\n",
      "Mobile_Bill_bin          491740 non-null object\n",
      "IS_CIBIL_HIT             491740 non-null object\n",
      "PRODUCT_CODE             491740 non-null object\n",
      "CITY                     491740 non-null object\n",
      "SCHEME_TYPE              491740 non-null object\n",
      "RESIDENT_TYPE            487712 non-null object\n",
      "SURROGATE_CAT            491740 non-null object\n",
      "AGE                      491740 non-null int64\n",
      "GENDER                   491704 non-null object\n",
      "QUALIFICATION            491740 non-null object\n",
      "TICKET_SIZE              491740 non-null object\n",
      "CROSS_SELL_INSURANCE     491740 non-null object\n",
      "DEALER_CUST_CITY         491740 non-null object\n",
      "AGE_BIN                  491740 non-null object\n",
      "CIBIL_SCORE_NEW_BIN      491740 non-null object\n",
      "Actual_TAT_Days          491740 non-null int64\n",
      "Disp_Month_bin           491740 non-null object\n",
      "IS_WEEKEND               491740 non-null object\n",
      "VOTERID                  491740 non-null object\n",
      "PANNO                    491740 non-null object\n",
      "DRIVING_LICENSE          491740 non-null object\n",
      "PASSPORT                 491740 non-null object\n",
      "AADHAR                   491740 non-null object\n",
      "RATION                   491740 non-null object\n",
      "STATE                    491740 non-null object\n",
      "IS_MANDATE_REGISTERED    491740 non-null int64\n",
      "City_Group               491740 non-null object\n",
      "PROD_GROUP               491740 non-null object\n",
      "IS_EXIST                 491740 non-null object\n",
      "dtypes: float64(3), int64(4), object(30)\n",
      "memory usage: 138.8+ MB\n"
     ]
    }
   ],
   "source": [
    "cd.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15, 10))\n",
    "\n",
    "\n",
    "sns.kdeplot(cd.loc[cd['IS_MANDATE_REGISTERED'] == 0, 'AGE'], label = 'IS_MANDATE_REGISTERED == 0')#,shade=True)\n",
    "\n",
    "sns.kdeplot(cd.loc[cd['IS_MANDATE_REGISTERED'] == 1, 'AGE'], label = 'IS_MANDATE_REGISTERED == 1')#,shade=True)\n",
    "\n",
    "# Labeling of plot\n",
    "plt.xlabel('Age'); plt.ylabel('IS_MANDATE_REGISTERED'); plt.title('Distribution of Ages');\n"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "#sns.pairplot(cd);\n",
    "df = categories[['City_Group','IS_MANDATE_REGISTERED']] \\\n",
    ".groupby(['City_Group','IS_MANDATE_REGISTERED']) \\\n",
    ".size()\n",
    "df = pd.DataFrame(df).reset_index()\n",
    "df.columns = ['City_Group','IS_MANDATE_REGISTERED', 'Counts']\n",
    "df = df.pivot('City_Group','IS_MANDATE_REGISTERED', 'Counts').reset_index()\n",
    "\n",
    "df.plot.bar()\n",
    "plt.figure(figsize=(15,3))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- PREPAIDPOSTPAIDFLAG ------------------\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1080x504 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- IS_MOBILE ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- Mobile_Bill_bin ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- IS_CIBIL_HIT ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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JUuYMbJIkSZkzsEmSJGXOwCZJkpQ5A5skSVLmDGySJEmZM7BJkiRlzsAmSZKUOQObJElS5gxskiRJmTOwSZIkZc7AJkmSlDkDmyRJUuYMbJIkSZkzsEmSJGXOwCZJkpQ5A5skSVLmDGySJEmZazewRUTXiHg+Iv4YEYsi4pai3icinouIJRHxYER0Ker7FNtLi/3VTc71raK+OCKGNqkPK2pLI2JCk3rJOSRJkipJR66wfQB8LqU0CKgBhkXEycDtwOSUUj/gHeDyYvzlwDsppb7A5GIcEdEfuBg4DhgG/DAi9oqIvYA7gbOB/sCoYixtzCFJklQx2g1sqcGGYnPv4isBnwN+VdTvBUYUr4cX2xT7z4yIKOpTU0ofpJSWA0uBk4qvpSml11NKm4CpwPDimNbmkCRJqhgdeoatuBK2AFgDPAEsA95NKX1UDKkHehWvewErAYr964EeTestjmmt3qONOVr2Ny4i5kfE/LVr13bkR5IkSdptdCiwpZQ2p5RqgCoarogdW2pY8T1a2bez6qX6uyulVJtSqu3Zs2epIZIkSbut7VolmlJ6F5gHnAx8MiI6F7uqgFXF63qgN0Cx/wDg7ab1Fse0Vn+rjTkkSZIqRkdWifaMiE8Wr7sBnwdeA+YCFxTDxgCPFK+nF9sU+59KKaWifnGxirQP0A94HngB6FesCO1Cw8KE6cUxrc0hSZJUMTq3P4TDgXuL1ZydgIdSSjMi4lVgakR8F3gJ+Fkx/mfA/RGxlIYraxcDpJQWRcRDwKvAR8D4lNJmgIi4EpgN7AXck1JaVJzrhlbmkCRJqhjtBraU0kLg+BL112l4nq1l/X3gK62cayIwsUR9JjCzo3NIkiRVEj/pQJIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMy1G9giondEzI2I1yJiUURcXdQPiognImJJ8f3Aoh4RMSUilkbEwog4ocm5xhTjl0TEmCb1EyPi5eKYKRERbc0hSZJUSTpyhe0j4JqU0rHAycD4iOgPTADmpJT6AXOKbYCzgX7F1zjgR9AQvoDvAEOAk4DvNAlgPyrGbj1uWFFvbQ5JkqSK0W5gSymtTim9WLx+D3gN6AUMB+4tht0LjCheDwfuSw2eBT4ZEYcDQ4EnUkpvp5TeAZ4AhhX79k8p/T6llID7Wpyr1BySJEkVY7ueYYuIauB44Dng0JTSamgIdcAhxbBewMomh9UXtbbq9SXqtDFHy77GRcT8iJi/du3a7fmRJEmSstfhwBYR3YH/A/xrSumvbQ0tUUs7UO+wlNJdKaXalFJtz549t+dQSZKk7HUosEXE3jSEtQdSSr8uyn8pbmdSfF9T1OuB3k0OrwJWtVOvKlFvaw5JkqSK0ZFVogH8DHgtpfS/muyaDmxd6TkGeKRJfXSxWvRkYH1xO3M28IWIOLBYbPAFYHax772IOLmYa3SLc5WaQ5IkqWJ07sCYfwL+BXg5IhYUtW8DtwEPRcTlwJ+BrxT7ZgLnAEuBjcDXAFJKb0fEfwAvFOP+PaX0dvH668AvgG7AY8UXbcwhSZJUMdoNbCml31L6OTOAM0uMT8D4Vs51D3BPifp8YECJ+rpSc0iSJFUSP+lAkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMtduYIuIeyJiTUS80qR2UEQ8ERFLiu8HFvWIiCkRsTQiFkbECU2OGVOMXxIRY5rUT4yIl4tjpkREtDWHJElSpenIFbZfAMNa1CYAc1JK/YA5xTbA2UC/4msc8CNoCF/Ad4AhwEnAd5oEsB8VY7ceN6ydOSRJkipKu4EtpfQ08HaL8nDg3uL1vcCIJvX7UoNngU9GxOHAUOCJlNLbKaV3gCeAYcW+/VNKv08pJeC+FucqNYckSVJF2dFn2A5NKa0GKL4fUtR7ASubjKsvam3V60vU25pjGxExLiLmR8T8tWvX7uCPJEmSlKedveggStTSDtS3S0rprpRSbUqptmfPntt7uCRJUtZ2NLD9pbidSfF9TVGvB3o3GVcFrGqnXlWi3tYckiRJFWVHA9t0YOtKzzHAI03qo4vVoicD64vbmbOBL0TEgcVigy8As4t970XEycXq0NEtzlVqDkmSpIrSub0BEVEHnA4cHBH1NKz2vA14KCIuB/4MfKUYPhM4B1gKbAS+BpBSejsi/gN4oRj37ymlrQsZvk7DStRuwGPFF23MIUmSVFHaDWwppVGt7DqzxNgEjG/lPPcA95SozwcGlKivKzWHJElSpfGTDiRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzHUudwOSJO1Rbj6g3B3k6eb15e5gt+YVNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMZR/YImJYRCyOiKURMaHc/UiSJO1qWQe2iNgLuBM4G+gPjIqI/uXtSpIkadfKOrABJwFLU0qvp5Q2AVOB4WXuSZIkaZfqXO4G2tELWNlkux4YUqZedmvVE/6r3C1kZ0XXS8rdQp5uXl/uDiRJLeQe2KJELW0zKGIcMK7Y3BARi/+hXWmPEHAw8Fa5+8jOLaX+tZPUUf7d0gr/bmnNpzsyKPfAVg/0brJdBaxqOSildBdw165qSnuGiJifUqotdx+S9iz+3aJ/hNyfYXsB6BcRfSKiC3AxML3MPUmSJO1SWV9hSyl9FBFXArOBvYB7UkqLytyWJEnSLpV1YANIKc0EZpa7D+2RvI0u6R/Bv1u000VK2zzDL0mSpIzk/gybJElSxTOwSZIkZc7AJkmSlLnsFx1IO0tE/A8aPtqsFw1vwLwKmJ5Seq2sjUmS1A6vsKkiRMQNNHwWbQDP0/AefwHURcSEcvYmac8UEV8rdw/ac7hKVBUhIv4vcFxK6cMW9S7AopRSv/J0JmlPFRF/TikdUe4+tGfwlqgqxRbgU8AbLeqHF/skabtFxMLWdgGH7spetGczsKlS/CswJyKWACuL2hFAX+DKsnUlaXd3KDAUeKdFPYD/3vXtaE9lYFNFSCnNioijgZNoWHQQQD3wQkppc1mbk7Q7mwF0TyktaLkjIubt+na0p/IZNkmSpMy5SlSSJClzBjZJkqTMGdgkSZIyZ2CTtNuJiA3F904RMSUiXomIlyPihYjo08Zx3SPiJxGxLCIWRcTTETGkxTmrI+LvEbEgIv4YEf8dEccU+06PiBnF67ER8YMO9rsiIg5usr3NeSLixmLOBRGxucnrq3b09yRpz+EqUUm7s4toeH+9z6SUtkREFfC3NsbfDSwH+hXjjwSOLTFuWUqpBiAi/ifwbWDMzm29uZTSRGBiMeeGrfNLEhjYJO3eDgdWp5S2AKSU6lsbGBFHAUOAS5uMfx14vZ059mfb99iSpF3KwCZpd/YQ8NuIOA2YA/zvlNJLrYw9DljQwffdOyoiFgD7AZ+gIeh9XHMjYuvc3YE/7YRzSqoQPsMmabdVXFE7BvgWDR8xNiciztwJp16WUqpJKR1Fw6dk3LUTznlGcc4a4IqdcD5JFcQrbJJ2aymlD4DHgMci4i/ACBqutrW0CBgUEZ223hLtoOnAzz9+p5K047zCJmm3FREnRMSnitedgM8Ab5Qam1JaBswHbomIKI7pFxHD25nmVGDZzutakrafV9gk7c4OAX4aEfsU288Dbb3VxhXAfwJLI2IjsA64rsS4rc+wBbCJ1m9hjo2IEU22T25r4YMk7Sg/S1SSJClz3hKVJEnKnLdEJe1xIuI5YJ8W5X9JKb28J84rac/nLVFJkqTMeUtUkiQpcwY2SZKkzBnYJEmSMmdgkyRJytz/AykF0J0zArSeAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- SCHEME_TYPE ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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skiRJmTOwSZIkZc7AJkmSlDkDmyRJUuYMbJIkSZkzsEmSJGXOwCZJkpQ5A5skSVLmDGySJEmZM7BJkiRlzsAmSZKUOQObJElS5gxskiRJmTOwSZIkZc7AJkmSlDkDmyRJUuYMbJIkSZkzsEmSJGWu28AWEdMjYnVEPFdSmxoRKyLimeJxUsmy/xERSyNicUSMLamPK2pLI+LykvqwiPhNRCyJiLsiok9Rf1/xemmxfOj2etOSJEk7k54cYbsVGFemfmNKqb54zAKIiEOBs4DDinW+FxG7RMQuwE3AicChwNnFWIDrim0dCLwOnF/UzwdeTykdANxYjJMkSao63Qa2lNKjwGs93N5pwIyU0t9TSsuBpcCRxWNpSumllNIGYAZwWkQE8M/APcX6twGnl2zrtuL5PcBxxXhJkqSqsi3nsF0YEYuKKdMBRW0w8ErJmOai1ll9IPDnlNI7HerttlUsX1eM30xETI6IhRGxcM2aNdvwliRJkvKztYHt+8D+QD2wCvj3ol7uCFjainpX29q8mNLNKaWGlFLDoEGDuupbkiRpp7NVgS2l9KeU0saU0ibgR7RMeULLEbIhJUNrgJVd1F8FPhgRvTvU222rWL4HPZ+alSRJes/YqsAWEfuVvBwPtF5Beh9wVnGF5zDgQOAJ4EngwOKK0D60XJhwX0opAfOBM4r1JwL3lmxrYvH8DOCRYrwkSVJV6d3dgIhoBEYDe0VEM3AVMDoi6mmZomwC/gUgpfR8RPwMeAF4B5iSUtpYbOdCYA6wCzA9pfR8sYvLgBkR8S3gaeDHRf3HwB0RsZSWI2tnbfO7lSRJ2gl1G9hSSmeXKf+4TK11/NXA1WXqs4BZZeov8Y8p1dL6W8Bnu+tPkiTpvc47HUiSJGXOwCZJkpQ5A5skSVLmDGySJEmZM7BJkiRlzsAmSZKUOQObJElS5gxskiRJmTOwSZIkZc7AJkmSlDkDmyRJUuYMbJIkSZkzsEmSJGXOwCZJkpQ5A5skSVLmDGySJEmZM7BJkiRlzsAmSZKUOQObJElS5gxskiRJmTOwSZIkZc7AJkmSlDkDmyRJUuYMbJIkSZkzsEmSJGXOwCZJkpQ5A5skSVLmDGySJEmZM7BJkiRlzsAmSZKUOQObJElS5gxskiRJmTOwSZIkZc7AJkmSlDkDmyRJUuYMbJIkSZkzsEmSJGXOwCZJkpQ5A5skSVLmDGySJEmZM7BJkiRlzsAmSZKUOQObJElS5gxskiRJmTOwSZIkZc7AJkmSlDkDmyRJUuYMbJIkSZkzsEmSJGXOwCZJkpQ5A5skSVLmug1sETE9IlZHxHMltT0jYm5ELCn+DijqERHTImJpRCyKiCNK1plYjF8SERNL6iMi4tlinWkREV3tQ5Ikqdr05AjbrcC4DrXLgXkppQOBecVrgBOBA4vHZOD70BK+gKuAo4AjgatKAtj3i7Gt643rZh+SJElVpdvAllJ6FHitQ/k04Lbi+W3A6SX121OLXwMfjIj9gLHA3JTSayml14G5wLhi2QdSSo+nlBJwe4dtlduHJElSVdnac9j2SSmtAij+7l3UBwOvlIxrLmpd1ZvL1Lvax2YiYnJELIyIhWvWrNnKtyRJkpSn7X3RQZSppa2ob5GU0s0ppYaUUsOgQYO2dHVJkqSsbW1g+1MxnUnxd3VRbwaGlIyrAVZ2U68pU+9qH5IkSVVlawPbfUDrlZ4TgXtL6hOKq0WPBtYV05lzgBMiYkBxscEJwJxi2RsRcXRxdeiEDtsqtw9JkqSq0ru7ARHRCIwG9oqIZlqu9rwW+FlEnA/8EfhsMXwWcBKwFHgT+AJASum1iPgm8GQx7hsppdYLGS6g5UrUfsCDxYMu9iFJklRVug1sKaWzO1l0XJmxCZjSyXamA9PL1BcCtWXqa8vtQ5Ikqdp4pwNJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnK3DYFtohoiohnI+KZiFhY1PaMiLkRsaT4O6CoR0RMi4ilEbEoIo4o2c7EYvySiJhYUh9RbH9psW5sS7+SJEk7o+1xhG1MSqk+pdRQvL4cmJdSOhCYV7wGOBE4sHhMBr4PLQEPuAo4CjgSuKo15BVjJpesN2479CtJkrRTeTemRE8Dbiue3wacXlK/PbX4NfDBiNgPGAvMTSm9llJ6HZgLjCuWfSCl9HhKKQG3l2xLkiSpamxrYEvAQxHxVERMLmr7pJRWARR/9y7qg4FXStZtLmpd1ZvL1DcTEZMjYmFELFyzZs02viVJkqS89N7G9T+eUloZEXsDcyPi912MLXf+WdqK+ubFlG4GbgZoaGgoO0aSJGlntU1H2FJKK4u/q4GZtJyD9qdiOpPi7+pieDMwpGT1GmBlN/WaMnVJkqSqstWBLSJ2i4jdW58DJwDPAfcBrVd6TgTuLZ7fB0worhY9GlhXTJnOAU6IiAHFxQYnAHOKZW9ExNHF1aETSrYlSZJUNbZlSnQfYGbxSxu9gZ+mlGZHxJPAzyLifOCPwGeL8bOAk4ClwJvAFwBSSq9FxDeBJ4tx30gpvVY8vwC4FegHPFg8JEmSqspWB7aU0kvA8DL1tcBxZeoJmNLJtqYD08vUFwK1W9ujJEnSe4F3OpAkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXO9K92AJO0Upu5R6Q62ztR1le5AOxO/59nyCJskSVLmDGySJEmZM7BJkiRlzsAmSZKUOQObJElS5gxskiRJmTOwSZIkZc7AJkmSlDkDmyRJUua800Emhl7+n5VuYas1XfupSrcgSdJ7mkfYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScpc9oEtIsZFxOKIWBoRl1e6H0mSpB2td6Ub6EpE7ALcBBwPNANPRsR9KaUXKtuZ2pm6R6U72DpT11W6A0mSeiT3I2xHAktTSi+llDYAM4DTKtyTJEnSDpV7YBsMvFLyurmoSZIkVY2sp0SBKFNLmw2KmAxMLl6uj4jF72pXaidgL+DVSvexxb5e7usllef3XNXA73lFfKQng3IPbM3AkJLXNcDKjoNSSjcDN++optReRCxMKTVUug/p3eT3XNXA73m+cp8SfRI4MCKGRUQf4Czgvgr3JEmStENlfYQtpfRORFwIzAF2AaanlJ6vcFuSJEk7VNaBDSClNAuYVek+1CWno1UN/J6rGvg9z1SktNk5/JIkScpI7uewSZIkVT0DmyRJUuYMbJIkSZnL/qID5Sci/gsttwgbTMsPGa8E7kspvVjRxiRJW6T49/lg4DcppfUl9XEppdmV60wdeYRNWyQiLqPlnq4BPEHLb+UF0BgRl1eyN2lHiIgvVLoHaXuIiIuAe4F/BZ6LiNJ7dV9Tma7UGa8S1RaJiD8Ah6WU3u5Q7wM8n1I6sDKdSTtGRPwxpfThSvchbauIeBY4JqW0PiKGAvcAd6SUvhMRT6eUDq9og2rHKVFtqU3Ah4CXO9T3K5ZJO72IWNTZImCfHdmL9C7apXUaNKXUFBGjgXsi4iOUv5e3KsjApi31b8C8iFgCvFLUPgwcAFxYsa6k7WsfYCzweod6AP93x7cjvSv+X0TUp5SeASiOtJ0MTAfqKtuaOjKwaYuklGZHxEHAkbScqBpAM/BkSmljRZuTtp8HgP6t/yErFRELdnw70rtiAvBOaSGl9A4wISJ+WJmW1BnPYZMkScqcV4lKkiRlzsAmSZKUOQObJElS5gxskrIWEVdExPMRsSginomIoyJi14i4NiKWRMRzEfFERJxYjG+KiL1K1h8dEQ8UzydFxJpiO62PQyNiaESkiPhmyXp7RcTbEfHd4vXUiFjRYd0Plul3bMny9RGxuHg+KyKWR8S+JWO/FxGXFz2ui4inI+LFiLiqpPd1Hfb5yXfv05aUK68SlZStiDgGOBk4IqX09yKI9QG+Sctv/9UW9X2AT/Rws3ellNr9BE3xo6EvFfv6n0X5s8DzHda9MaV0Q1cbTynNAeYU210AXJpSWli8/u/ADcDnI+II4FhgBPBx4LGU0skRsRvwTGvIbK338L1Jeo/yCJuknO0HvJpS+jtASulV4M/AfwP+taT+p5TSz7ZxX38DXoyIhuL1mcC2brOjm4H9I2IM8F3gwo53DUkp/RV4Cth/O+9b0k7MwCYpZw8BQyLiD8X04Sdo+ZHmP6aU/tLFevNbpxCBWzosO7PDFGO/kmUzgLMiogbYCKzssO6XS9abv6VvJqW0CbgA+A/gDymlRzuOiYiBwNH84+jeqA79GuSkKuSUqKRsFb+8PgIYBYwB7qJnN6UeUxyNo7jdzqUly8pNibY+nU3LdOufin111O2UaHdSSs9ExHPA9zosGhURT9Nyi7drU0rPF707JSrJwCYpb8UdNBYAC4qbVf8L8OGI2D2l9MZ23teGiHgKuAQ4DDhle26/xCY2v/euwUxSp5wSlZStiDg4Ig4sKdUDi4EfA9Miok8xbr+I+Px22u2/A5ellNZup+1J0jbzCJuknPUH/k/x8xnvAEuBycBfgG8BL0TEW8Bfgf/Vw22eGRHHlrz+EiXnqqWUnmfzq0NbfblDMDw9pdTUw/1urVHFuXitvpVSuudd3qekzHgvUUmSpMw5JSpJkpQ5p0QlaStFxFjgug7l5Sml8ZXoR9J7l1OikiRJmXNKVJIkKXMGNkmSpMwZ2CRJkjJnYJMkScrc/wfDxEBMo9bYBwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- RESIDENT_TYPE ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- SURROGATE_CAT ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- GENDER ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- QUALIFICATION ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- TICKET_SIZE ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- CROSS_SELL_INSURANCE ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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pcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJyly7gS0ipkTE8oh4qaw2PiKWRMTc4ufUsn3/EBELI2J+RAwrqw8vagsj4qqy+v4R8XRELIiIuyOiW1HfqdheWOzvv6XetCRJ0qfJxlxhuw0YXqE+KaVUW/xMB4iIw4DzgM8Xx/w0InaIiB2Am4BTgMOAkUVbgBuKvg4G3gcuLOoXAu+nlA4CJhXtJEmSOp12A1tK6QngvY3s7wxgakrp45TSG8BC4KjiZ2FK6fWU0lpgKnBGRATwn4B7i+NvB84s6+v24vW9wNCivSRJUqeyOfewXRQR84op015FrS/wdlmbhqLWWr0P8KeU0l9b1Jv1VexfVbTfQESMjYg5ETFnxYoVm/GWJEmS8tPRwHYzcCBQCywD/qmoV7oCljpQb6uvDYsp3ZJSqksp1e25555tjVuSJOlTp0OBLaX0TkppXUppPfBzSlOeULpC1q+saQ2wtI36u8DuEdG1Rb1ZX8X+3dj4qVlJkqTtRocCW0TsW7Y5AmhcQXo/cF6xwnN/4GDgGeBZ4OBiRWg3SgsT7k8pJeBx4Ozi+NHAfWV9jS5enw08VrSXJEnqVLq21yAi6oETgD0iogG4FjghImopTVEuBv4LQErp5Yj4NfAK8FdgXEppXdHPRcAMYAdgSkrp5eIUVwJTI+KHwAvAL4r6L4A7I2IhpStr5232u5UkSfoUajewpZRGVij/okKtsf0EYEKF+nRgeoX66/z/KdXy+kfA19obnyRJ0vbObzqQJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjJnYJMkScqcgU2SJClzBjZJkqTMGdgkSZIyZ2CTJEnKXLuBLSKmRMTyiHiprNY7ImZGxILid6+iHhExOSIWRsS8iDiy7JjRRfsFETG6rD44Il4sjpkcEdHWOSRJkjqbjbnCdhswvEXtKmBWSulgYFaxDXAKcHDxMxa4GUrhC7gWOBo4Cri2LIDdXLRtPG54O+eQJEnqVNoNbCmlJ4D3WpTPAG4vXt8OnFlWvyOVPAXsHhH7AsOAmSml91JK7wMzgeHFvl1TSk+mlBJwR4u+Kp1DkiSpU+noPWx7p5SWARS/9yrqfYG3y9o1FLW26g0V6m2dYwMRMTYi5kTEnBUrVnTwLUmSJOVpSy86iAq11IH6Jkkp3ZJSqksp1e25556bergkSVLWOhrY3immMyl+Ly/qDUC/snY1wNJ26jUV6m2dQ5IkqVPpaGC7H2hc6TkauK+sPqpYLXoMsKqYzpwBnBwRvYrFBicDM4p9H0bEMcXq0FEt+qp0DkmSpE6la3sNIqIeOAHYIyIaKK32vB74dURcCLwFfK1oPh04FVgIrAG+CZBSei8i/hF4tmj3g5RS40KGb1NaidoDeKj4oY1zSJIkdSrtBraU0shWdg2t0DYB41rpZwowpUJ9DjCwQn1lpXNIkiR1Nn7TgSRJUuYMbJIkSZkzsEmSJGXOwCZJkpQ5A5skSVLmDGySJEmZM7BJkiRlzsAmSZKUOQObJElS5gxskiRJmTOwSZIkZc7AJkmSlDkDmyRJUuYMbJIkSZkzsEmSJGXOwCZJkpQ5A5skSVLmDGySJEmZM7BJkiRlzsAmSZKUOQObJElS5gxskiRJmTOwSZIkZc7AJkmSlDkDmyRJUuYMbJIkSZkzsEmSJGXOwCZJkpQ5A5skSVLmDGySJEmZM7BJkiRlzsAmSZKUOQObJElS5gxskiRJmTOwSZIkZc7AJkmSlDkDmyRJUuYMbJIkSZkzsEmSJGXOwCZJkpQ5A5skSVLmDGySJEmZM7BJkiRlzsAmSZKUOQObJElS5gxskiRJmTOwSZIkZc7AJkmSlDkDmyRJUuYMbJIkSZnbrMAWEYsj4sWImBsRc4pa74iYGRELit+9inpExOSIWBgR8yLiyLJ+RhftF0TE6LL64KL/hcWxsTnjlSRJ+jTaElfYTkwp1aaU6ortq4BZKaWDgVnFNsApwMHFz1jgZigFPOBa4GjgKODaxpBXtBlbdtzwLTBeSZKkT5WtMSV6BnB78fp24Myy+h2p5Clg94jYFxgGzEwpvZdSeh+YCQwv9u2aUnoypZSAO8r6kiRJ6jQ2N7Al4JGIeC4ixha1vVNKywCK33sV9b7A22XHNhS1tuoNFeobiIixETEnIuasWLFiM9+SJElSXrpu5vF/k1JaGhF7ATMj4rU22la6/yx1oL5hMaVbgFsA6urqKraRJEn6tNqsK2wppaXF7+XANEr3oL1TTGdS/F5eNG8A+pUdXgMsbadeU6EuSZLUqXQ4sEXEzhGxS+Nr4GTgJeB+oHGl52jgvuL1/cCoYrXoMcCqYsp0BnByRPQqFhucDMwo9n0YEccUq0NHlfUlSZLUaWzOlOjewLTiSRtdgV+llB6OiGeBX0fEhcBbwNeK9tOBU4GFwBrgmwAppfci4h+BZ4t2P0gpvVe8/jZwG9ADeKj4kSRJ6lQ6HNhSSq8Dh1eorwSGVqgnYFwrfU0BplSozwEGdnSMkiRJ2wO/6UCSJClzBjZJkqTMGdgkSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzBnYJEmSMmdgkyRJypyBTZIkKXMGNkmSpMwZ2CRJkjK3OV/+LkmSWhq/W7VHkKfxq6o9gk81r7BJkiRlzsAmSZKUOQObJElS5gxskiRJmTOwSZIkZc7AJkmSlDkDmyRJUuYMbJIkSZkzsEmSJGXOwCZJkpQ5A5skSVLmDGySJEmZM7BJkiRlzsAmSZKUOQObJElS5gxskiRJmeta7QFIVTN+t2qPIE/jV1V7BJKkFrzCJkmSlDkDmyRJUuYMbJIkSZkzsEmSJGXOwCZJkpQ5A5skSVLmDGySJEmZM7BJkiRlzsAmSZKUOQObJElS5gxskiRJmTOwSZIkZc7AJkmSlDkDmyRJUuYMbJIkSZkzsEmSJGXOwCZJkpQ5A5skSVLmDGySJEmZM7BJkiRlLvvAFhHDI2J+RCyMiKuqPR5JkqRtLevAFhE7ADcBpwCHASMj4rDqjkqSJGnbyjqwAUcBC1NKr6eU1gJTgTOqPCZJkqRtKvfA1hd4u2y7oahJkiR1Gl2rPYB2RIVa2qBRxFhgbLG5OiLmb9VRabsQsAfwbrXHkZ3vV/qfnaSN5d+WVvi3pTWf25hGuQe2BqBf2XYNsLRlo5TSLcAt22pQ2j5ExJyUUl21xyFp++LfFm0NuU+JPgscHBH7R0Q34Dzg/iqPSZIkaZvK+gpbSumvEXERMAPYAZiSUnq5ysOSJEnaprIObAAppenA9GqPQ9slp9ElbQ3+bdEWFyltcA+/JEmSMpL7PWySJEmdnoFNkiQpcwY2SZKkzGW/6EDaUiLiP1D6arO+lB7AvBS4P6X0alUHJklSO7zCpk4hIq6k9F20ATxD6Rl/AdRHxFXVHJuk7VdEfLPaY9D2wVWi6hQi4o/A51NKn7SodwNeTikdXJ2RSdqeRcRbKaX9qj0Offo5JarOYj3wWeDNFvV9i32S1CERMa+1XcDe23Is2n4Z2NRZ/D0wKyIWAG8Xtf2Ag4CLqjYqSduDvYFhwPst6gH8n20/HG2PDGzqFFJKD0fEIcBRlBYdBNAAPJtSWlfVwUn6tHsQ6JlSmttyR0TM3vbD0fbIe9gkSZIy5ypRSZKkzBnYJEmSMmdgkyRJypyBTdImi4h9ImJqRCyKiFciYnpEHBIRf4mIuUXtjojYseyY4yLimYh4rfgZW7ZvQETMLo59NSJuKeqfiYi7IuLFiHgpIn4fET3bGNfVEfFyRMwr+jq6qM+OiPlFbW5E3FvUx0fEZRX6Wb2Rn0PT8RFxW0QsiYidiu09ImJx8bpLREwu3sOLEfFsROxf6VwRMSYiflLW/5Kyz3Rki7ZdI+LdiPjvLeqzI2JO2XZd+c3vEXFURDxRfCavRcStxWc9JiJWlH1OcyPisI35LCRtXa4SlbRJIiKAacDtKaXzilotpUcbLEop1UbEDsBM4BzgrojYB/gVcGZK6fmI2AOYERFLUkr/CkwGJqWU7iv6G1Sc7hLgnZTSoKI+AGj28OOycR0LfAU4MqX0cXGObmVNzk8pzal07Ba0DrgAuLlF/VxKzwH8QkppfUTUAH/eyD4npZRujIiDgeci4t6yB0CfDMwHzomI76Xmq8j2iohTUkoPlXcWEXsD9wDnpZSeLP49vwrsUjS5O6Xko26kzHiFTdKmOhH4JKX0s8ZC8TiDt8u211H6CrC+RWkccFtK6fli/7vAFUDj14LtS+kxK43Hv1hWX1JWn59S+riVce0LvNu4P6X0bkppaUffZAf9CPhuRLT8P8P7AstSSuuLsTWklFo+s6tNKaUFwBqgV1l5JPBj4C3gmBaHTASuqdDVOEph+8mi35RSujel9M6mjEfStmVgk7SpBgLPtdUgIroDRwMPF6XPVzhmTlEHmAQ8FhEPRcR3I2L3oj4FuDIinoyIHxZXmVrzCNAvIv4YET+NiC+22H9X2TTfxLbfYoe9Bfwe+LsW9V8DpxXn/qeIOGJTO46II4EFKaXlxXYPYCilZ4DVUwpv5Z4EPo6IE1vU2/v3O7fFlGiPTR2rpC3PwCZpSzowIuYCK4G3UkqNX9kTQKWHPiaAlNIvgUMpTdWdADwVETsVV+4OoHS1qDfwbEQcWunEKaXVwGBgLLACuDsixpQ1OT+lVFv8XL55b7NN1wGXU/b3NaXUAAwA/oHSV6HNioihbfRR/ll9NyLmA08D48vqXwEeTymtAf4FGFFMRZf7IZWvsrXl7rLPqTal9JdNPF7SVmBgk7SpXqYUjCpZlFKqpfSVX8dExOllx9S1aDsYeKVxI6W0NKU0JaV0BvBXSleCSCmtTin9JqX0HeB/A6e2NrCU0rqU0uyU0rWUvnLsq5v+9jZPSmkhMJfS/Xvl9Y9TSg8VYfE64Mxi118iovxeu97Au2Xbk1JKAyjdB3dHcfUSSlfUvlQsbHgO6ENpurr8nI8B3Wk+XdrWv5+kTBnYJG2qx4CdIuI/NxYiYgjwucbtlNIySven/UNRugkYUyxOICL6ADcA/6PYHh7FitJigUIfYElE/E1E9Crq3YDDgDcrDapYaVo+ZVrbWtttYALQtPo0Io6MiM8Wr7sAXygb278B3yj29aAU9B5v2WFK6TeUppFHR8SuwHHAfiml/iml/pTuTWs5Ldo4livKtn9S9HF02fi+UXzukjJlYJO0SYqViCOAk6L0WI+XKU3VtbzB/7fAZyLi+CLAfQP4eUS8RukLsaeklB4o2p4MvBQRfwBmAJenlP4vcCDwbxHxIvACpcDyL60MrSdwe/H4i3mUwt34sv3l97A9Wla/JiIaGn+K2mfKaxHx3zbxM3oZeL6stBfwQES8BMyjdAXxJ8W+S4Cziqnkp4B7UkpPtNL1D4D/BpwNPNZiAcZ9wOlRPFakbCzTKU0RN26/A5wH3Fg81uNV4Hjgg6JJy3vY/uOmvHdJW4ffJSpJkpQ5r7BJkiRlzgfnSvpUKe5/m1Vh19CU0sqtdM6rga+1KN+TUpqwNc4nSS05JSpJkpQ5p0QlSZIyZ2CTJEnKnIFNkiQpcwY2SZKkzP0/3VkX41rsXl4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- DEALER_CUST_CITY ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- AGE_BIN ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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FMJhJkiQVoted/K/uy6tOJUk9nSNmkiRJhTCYSZIkFaLTwSwidoqIpyPivmp+aEQ8FhGLIuKuiNilan9XNb+4Wj6kxTb+vmpfGBFjWrSPrdoWR8RlXbd7kiRJ3cfWjJhdDCxoMX8NcH1mHgy8BlxQtV8AvJaZBwHXV/2IiGHAOcDhwFjg21XY2wm4ETgFGAaMr/pKkiT1Kp0KZhHRAHwCuLmaD+AjwA+rLrcBZ1bTZ1TzVMtPrvqfAUzLzLcycymwGDi6ei3OzBczcx0wreorSZLUq3R2xOybwJeBDdX8AOB3mfl2Nd8EDKqmBwEvA1TL11T9m9s3Wae99s1ExOSImBcR81auXNnJ0iVJkrqHDoNZRHwSWJGZT7ZsbqNrdrBsa9s3b8y8KTMbM7Nx4MCBW6hakiSp++nMfcw+BJweEacC/YA9qY2gvTsi+lajYg3A8qp/EzAYaIqIvsBewOoW7Ru1XKe9dkmSpF6jwxGzzPz7zGzIzCHUTt5/KDPPAx4Gzqq6TQTuqaZnVPNUyx/KzKzaz6mu2hwKHAw8DjwBHFxd5blL9R4zumTvJEmSupHtufP/pcC0iPg68DTw3ar9u8AdEbGY2kjZOQCZ+XxE/AB4AXgbmJKZ6wEi4gvAbGAn4JbMfH476pK6JZ9sIEnaqmCWmXOBudX0i9SuqNy0z5vAp9tZ/yrgqjbaZwIzt6YWSZKknsY7/0uSJBXCYCZJklQIg5kkSVIhDGaSJEmFMJhJkiQVwmAmSZJUCIOZJElSIQxmkiRJhTCYSZIkFcJgJkmSVAiDmSRJUiEMZpIkSYUwmEmSJBXCYCZJklQIg5kkSVIhDGaSJEmFMJhJkiQVwmAmSZJUCIOZJElSIQxmkiRJhTCYSZIkFcJgJkmSVAiDmSRJUiEMZpIkSYUwmEmSJBXCYCZJklQIg5kkSVIhDGaSJEmFMJhJkiQVwmAmSZJUCIOZJElSIQxmkiRJhTCYSZIkFcJgJkmSVAiDmSRJUiH61rsASZKkbTXksv/cpvWWXf2JLq6kazhiJkmSVAiDmSRJUiEMZpIkSYUwmEmSJBXCYCZJklSIDoNZRPSLiMcj4hcR8XxEfK1qHxoRj0XEooi4KyJ2qdrfVc0vrpYPabGtv6/aF0bEmBbtY6u2xRFxWdfvpiRJUvk6M2L2FvCRzBwJjALGRsSxwDXA9Zl5MPAacEHV/wLgtcw8CLi+6kdEDAPOAQ4HxgLfjoidImIn4EbgFGAYML7qK0mS1Kt0GMyyZm01u3P1SuAjwA+r9tuAM6vpM6p5quUnR0RU7dMy863MXAosBo6uXosz88XMXAdMq/pKkiT1Kp06x6wa2XoGWAHMAZYAv8vMt6suTcCganoQ8DJAtXwNMKBl+ybrtNfeVh2TI2JeRMxbuXJlZ0qXJEnqNjoVzDJzfWaOAhqojXAd1la36mu0s2xr29uq46bMbMzMxoEDB3ZcuCRJUjeyVVdlZubvgLnAscC7I2LjI50agOXVdBMwGKBavhewumX7Juu01y5JktSrdOaqzIER8e5qelfgo8AC4GHgrKrbROCeanpGNU+1/KHMzKr9nOqqzaHAwcDjwBPAwdVVnrtQu0BgRlfsnCRJUnfSmYeY7w/cVl092Qf4QWbeFxEvANMi4uvA08B3q/7fBe6IiMXURsrOAcjM5yPiB8ALwNvAlMxcDxARXwBmAzsBt2Tm8122h5IkSd1Eh8EsM+cDR7TR/iK18802bX8T+HQ727oKuKqN9pnAzE7UK0mS1GN5539JkqRCGMwkSZIKYTCTJEkqhMFMkiSpEAYzSZKkQhjMJEmSCmEwkyRJKoTBTJIkqRAGM0mSpEIYzCRJkgphMJMkSSqEwUySJKkQBjNJkqRCGMwkSZIKYTCTJEkqhMFMkiSpEAYzSZKkQhjMJEmSCmEwkyRJKoTBTJIkqRAGM0mSpEIYzCRJkgphMJMkSSqEwUySJKkQBjNJkqRCGMwkSZIKYTCTJEkqhMFMkiSpEAYzSZKkQhjMJEmSCmEwkyRJKoTBTJIkqRAGM0mSpEIYzCRJkgphMJMkSSqEwUySJKkQBjNJkqRCGMwkSZIKYTCTJEkqhMFMkiSpEAYzSZKkQnQYzCJicEQ8HBELIuL5iLi4at8nIuZExKLq695Ve0TEDRGxOCLmR8SRLbY1seq/KCImtmg/KiKerda5ISLindhZSZKkknVmxOxt4JLMPAw4FpgSEcOAy4AHM/Ng4MFqHuAU4ODqNRn4F6gFOeCrwDHA0cBXN4a5qs/kFuuN3f5dkyRJ6l46DGaZ+WpmPlVNvw4sAAYBZwC3Vd1uA86sps8Abs+aR4F3R8T+wBhgTmauzszXgDnA2GrZnpn5SGYmcHuLbUmSJPUaW3WOWUQMAY4AHgP2y8xXoRbegPdU3QYBL7dYralq21J7Uxvtbb3/5IiYFxHzVq5cuTWlS5IkFa/TwSwi+gP/DvxtZv5+S13baMttaN+8MfOmzGzMzMaBAwd2VLIkSVK30qlgFhE7Uwtld2bmj6rm31SHIam+rqjam4DBLVZvAJZ30N7QRrskSVKv0pmrMgP4LrAgM/+pxaIZwMYrKycC97Ron1BdnXkssKY61Dkb+HhE7F2d9P9xYHa17PWIOLZ6rwkttiVJktRr9O1Enw8Bfw08GxHPVG1fAa4GfhARFwC/Bj5dLZsJnAosBt4APguQmasj4h+BJ6p+/5CZq6vpzwG3ArsCP65ekiRJvUqHwSwzf0bb54EBnNxG/wSmtLOtW4Bb2mifBwzvqBZJkqSezDv/S5IkFcJgJkmSVAiDmSRJUiEMZpIkSYUwmEmSJBXCYCZJklQIg5kkSVIhDGaSJEmFMJhJkiQVwmAmSZJUCIOZJElSIQxmkiRJhTCYSZIkFcJgJkmSVAiDmSRJUiEMZpIkSYUwmEmSJBXCYCZJklQIg5kkSVIhDGaSJEmFMJhJkiQVwmAmSZJUCIOZJElSIQxmkiRJhTCYSZIkFcJgJkmSVAiDmSRJUiEMZpIkSYUwmEmSJBXCYCZJklQIg5kkSVIhDGaSJEmFMJhJkiQVwmAmSZJUCIOZJElSIQxmkiRJhTCYSZIkFcJgJkmSVAiDmSRJUiEMZpIkSYUwmEmSJBWiw2AWEbdExIqIeK5F2z4RMSciFlVf967aIyJuiIjFETE/Io5ssc7Eqv+iiJjYov2oiHi2WueGiIiu3klJkqTuoDMjZrcCYzdpuwx4MDMPBh6s5gFOAQ6uXpOBf4FakAO+ChwDHA18dWOYq/pMbrHepu8lSZLUK3QYzDLzJ8DqTZrPAG6rpm8DzmzRfnvWPAq8OyL2B8YAczJzdWa+BswBxlbL9szMRzIzgdtbbEuSJKlX2dZzzPbLzFcBqq/vqdoHAS+36NdUtW2pvamN9jZFxOSImBcR81auXLmNpUuSJJWpq0/+b+v8sNyG9jZl5k2Z2ZiZjQMHDtzGEiVJksq0rcHsN9VhSKqvK6r2JmBwi34NwPIO2hvaaJckSep1tjWYzQA2Xlk5EbinRfuE6urMY4E11aHO2cDHI2Lv6qT/jwOzq2WvR8Sx1dWYE1psS5IkqVfp21GHiJgKnAjsGxFN1K6uvBr4QURcAPwa+HTVfSZwKrAYeAP4LEBmro6IfwSeqPr9Q2ZuvKDgc9Su/NwV+HH1kiRJ6nU6DGaZOb6dRSe30TeBKe1s5xbgljba5wHDO6pDkiSpp/PO/5IkSYUwmEmSJBXCYCZJklQIg5kkSVIhDGaSJEmFMJhJkiQVwmAmSZJUCIOZJElSIQxmkiRJhTCYSZIkFcJgJkmSVIgOn5UpSXV15V7buN6arq1DknYAg5kkSdvCDw16BxjMOsP/fJIkaQfwHDNJkqRCOGImRwQlSSqEwUyS6qWnfyjq6fvX0/nvVxcGM/V8/nKRJG2q0L8NnmMmSZJUCEfMpO6u0E99kqSt54iZJElSIQxmkiRJhTCYSZIkFcJgJkmSVAiDmSRJUiEMZpIkSYUwmEmSJBXCYCZJklQIg5kkSVIhDGaSJEmFMJhJkiQVwmAmSZJUCIOZJElSIQxmkiRJhTCYSZIkFcJgJkmSVAiDmSRJUiEMZpIkSYUwmEmSJBXCYCZJklSIYoJZRIyNiIURsTgiLqt3PZIkSTtaEcEsInYCbgROAYYB4yNiWH2rkiRJ2rGKCGbA0cDizHwxM9cB04Az6lyTJEnSDlVKMBsEvNxivqlqkyRJ6jUiM+tdAxHxaWBMZl5Yzf81cHRm/s0m/SYDk6vZQ4GFO6jEfYHf7qD3qgf3r3tz/7qvnrxv4P51d+5f13p/Zg7sqFPfHVFJJzQBg1vMNwDLN+2UmTcBN+2oojaKiHmZ2bij33dHcf+6N/ev++rJ+wbuX3fn/tVHKYcynwAOjoihEbELcA4wo841SZIk7VBFjJhl5tsR8QVgNrATcEtmPl/nsiRJknaoIoIZQGbOBGbWu4527PDDpzuY+9e9uX/dV0/eN3D/ujv3rw6KOPlfkiRJ5ZxjJkmS1OsZzCRJkgphMJMkSSpEMSf/lyQi/he1R0INApLaPdVmZOaCuhamTqn+/QYBj2Xm2hbtYzNzVv0q6xoRcTSQmflE9UzZscAvqwtoepSIuD0zJ9S7jndCRBxP7XF0z2Xm/fWuZ3tFxDHAgsz8fUTsClwGHAm8AHwjM9fUtcDtFBEXAdMz8+UOO3dDLW5VtTwzH4iIc4H/DSwAbsrMP9W1wO0UEQcC46jdM/VtYBEwtcSfS0/+30REXAqMp/a8zqaquYHaD+y0zLy6XrW90yLis5n5vXrXsT2qX55TqP0yGQVcnJn3VMueyswj61nf9oqIrwKnUPtQNQc4BpgLfBSYnZlX1a+67RMRm967MICTgIcAMvP0HV5UF4qIxzPz6Gr6/1D7OZ0OfBy4t7v/bomI54GR1e2PbgLeAH4InFy1f6quBW6niFgD/AFYAkwF7s7MlfWtqutExJ3Ufq/sBvwO6A/8iNq/X2TmxDqWt12qvwunAf8FnAo8A7xGLah9PjPn1q+6zRnMNhERvwIO3/TTQfVp4vnMPLg+lb3zIuLXmXlAvevYHhHxLHBcZq6NiCHU/jDckZnfioinM/OIuha4nar9GwW8C/gfoKHFCMVjmfnBuha4HSLiKWqjKzdTG6kOan8AzwHIzP+qX3Xbr+XPX0Q8AZyamSsjYnfg0cwcUd8Kt09ELMjMw6rpVh+CIuKZzBxVv+q2X0Q8DRxF7UPQ2cDpwJPUfkZ/lJmv17G87RYR8zPzgxHRF3gFeF9mro+IAH7RzX+3PAuMqvZnN2BmZp4YEQcA95T2d8FDmZvbALwPeGmT9v2rZd1aRMxvbxGw346s5R2y08bDl5m5LCJOBH4YEe+nto/d3duZuR54IyKWZObvATLzjxHR3X8+G4GLgcuBL2XmMxHxx+4eyFroExF7Uzu3NzaOtmTmHyLi7fqW1iWeazHq/ouIaMzMeRFxCNCtD4NVMjM3APcD90fEztRGr8cD1wEdPgOxcH2qAYjdqY2a7QWspvYhcOd6FtZF+gLrqe3PHgCZ+evq37EoBrPN/S3wYEQsAjaeS3AAcBDwhbpV1XX2A8ZQG8ZtKYD/3vHldLn/iYhRmfkMQDVy9kngFqBbj0hU1kXEbpn5BrVP7wBExF508w8O1R+96yPi7urrb+hZv6P2ojbCEkBGxHsz838ioj8940PDhcC3IuIKag+GfiQiXqb2e/TCulbWNVr9G1VHVWYAM6oR6+7uu8AvqT1953Lg7oh4ETiW2qk93dnNwBMR8SjwYeAagIgYSC18FsVDmW2IiD7UTsodRO0/YxPwRDVS0a1FxHeB72Xmz9pY9v3MPLcOZXWZiGigNqr0P20s+1Bm/rwOZXWZiHhXZr7VRvu+wP6Z+WwdynpHRMQngA9l5lfqXcs7qTq0sl9mLq13LV0hIvYAPkAtVDdl5m/qXFKXiIhDMvNX9a7jnRQR7wPIzOUR8W5qh21/nZmP17ey7RcRhwOHUbvY5pf1rmdLDGaSJEmF8D5mkiRJhTCYSZIkFcJgJkmSVAiDmaRuLSLGRURWT3zY2HZwRNwXEUsi4smIeDgiPlwtmxQRKyPimRavYe1se0hE/LHq84uI+O+IOLRadmK9Mcc5AAAB4UlEQVRE3Ndimxsi4oMt1n2uupeeJHWawUxSdzce+BnVjWgjoh/wn9QeI3NgZh4F/A21KwU3uiszR7V4vbCF7S+p+owEbgPau0q0idptBiRpmxnMJHVb1T3APgRcQBXMgPOARzKz+RFPmflcZt7aBW+5J5vfA3Cj+4DDN46oSdK26Ek3b5TU+5wJzMrMX0XE6og4EjgceKqD9c6uHiK+0XGZ+cd2+h4YEc9Qu1v4btSeT9qWDcD/pTai1m2fKyipvhwxk9SdjefPdyWfVs23EhHTq/O9ftSiedNDme2FMvjzocwDqT0Z5KYt9P0+cGxEDN3K/ZAkwBEzSd1URAwAPgIMj4ik9iiZBL5G7bErAGTmuIhopPY8w+01A/heewsz8+2I+H/ApV3wXpJ6IUfMJHVXZwG3Z+b7M3NIZg4GlgK/Aj4UEae36LtbF73n8cCSDvrcSu1RNt39odaS6sARM0nd1Xjg6k3a/h04F/gk8E8R8U3gN8DrwNdb9Nv0HLPPZ+Z/t/M+G88xC2AdHTyQOzPXRcQNwLc6vSeSVPFZmZIkSYXwUKYkSVIhPJQpqdeLiBHAHZs0v5WZ7d0aQ5LeER7KlCRJKoSHMiVJkgphMJMkSSqEwUySJKkQBjNJkqRC/H8NAgZm2SvH5QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- CIBIL_SCORE_NEW_BIN ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- Disp_Month_bin ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- IS_WEEKEND ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- VOTERID ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- PANNO ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- DRIVING_LICENSE ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- PASSPORT ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- AADHAR ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- RATION ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- STATE ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- City_Group ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- PROD_GROUP ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- IS_EXIST ------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,7))\n",
    "for i in categories.columns:\n",
    "#sns.pairplot(cd);\n",
    "    if i != 'IS_MANDATE_REGISTERED':\n",
    "        df = categories[[i,'IS_MANDATE_REGISTERED']] \\\n",
    "        .groupby([i,'IS_MANDATE_REGISTERED']) \\\n",
    "        .size()\n",
    "        df = pd.DataFrame(df).reset_index()\n",
    "        df.columns = [i,'IS_MANDATE_REGISTERED', 'Counts']\n",
    "        df = df.pivot(i,'IS_MANDATE_REGISTERED', 'Counts').reset_index()\n",
    "\n",
    "        df.plot.bar(figsize=(10,5)).set_xlabel(i)\n",
    "        print('------------------- '+i+' ------------------')\n",
    "        plt.savefig('D:/CD/Plot/'+i+'.png')\n",
    "\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "numbers = cd.select_dtypes(exclude='object')\n",
    "numbers = numbers.iloc[:,1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['ACTUAL_LOAN_AMOUNT', 'LATESTBALANCE', 'ELIGIBILITYGRID', 'AGE',\n",
       "       'Actual_TAT_Days', 'IS_MANDATE_REGISTERED'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numbers.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "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>ACTUAL_LOAN_AMOUNT</th>\n",
       "      <th>LATESTBALANCE</th>\n",
       "      <th>ELIGIBILITYGRID</th>\n",
       "      <th>AGE</th>\n",
       "      <th>Actual_TAT_Days</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IS_MANDATE_REGISTERED</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13192</td>\n",
       "      <td>3926.79</td>\n",
       "      <td>11.0</td>\n",
       "      <td>32</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>13000</td>\n",
       "      <td>2757.00</td>\n",
       "      <td>25.0</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       ACTUAL_LOAN_AMOUNT  LATESTBALANCE  ELIGIBILITYGRID  \\\n",
       "IS_MANDATE_REGISTERED                                                       \n",
       "0                                   13192        3926.79             11.0   \n",
       "1                                   13000        2757.00             25.0   \n",
       "\n",
       "                       AGE  Actual_TAT_Days  \n",
       "IS_MANDATE_REGISTERED                        \n",
       "0                       32                2  \n",
       "1                       31                2  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numbers.groupby(['IS_MANDATE_REGISTERED']).agg('median')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "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>ACTUAL_LOAN_AMOUNT</th>\n",
       "      <th>LATESTBALANCE</th>\n",
       "      <th>ELIGIBILITYGRID</th>\n",
       "      <th>AGE</th>\n",
       "      <th>Actual_TAT_Days</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IS_MANDATE_REGISTERED</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>15370.277912</td>\n",
       "      <td>32554.995808</td>\n",
       "      <td>36.115481</td>\n",
       "      <td>33.575554</td>\n",
       "      <td>3.177700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15034.966773</td>\n",
       "      <td>25195.688832</td>\n",
       "      <td>32.824926</td>\n",
       "      <td>32.883909</td>\n",
       "      <td>3.569251</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       ACTUAL_LOAN_AMOUNT  LATESTBALANCE  ELIGIBILITYGRID  \\\n",
       "IS_MANDATE_REGISTERED                                                       \n",
       "0                            15370.277912   32554.995808        36.115481   \n",
       "1                            15034.966773   25195.688832        32.824926   \n",
       "\n",
       "                             AGE  Actual_TAT_Days  \n",
       "IS_MANDATE_REGISTERED                              \n",
       "0                      33.575554         3.177700  \n",
       "1                      32.883909         3.569251  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numbers.groupby(['IS_MANDATE_REGISTERED']).agg('mean')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IS_MANDATE_REGISTERED PREPAIDPOSTPAIDFLAG       0      1\n",
      "0                                       0  416031  54577\n",
      "1                                       1   13656   1464\n",
      "2                                       2    5563    449\n",
      "IS_MANDATE_REGISTERED IS_MOBILE       0      1\n",
      "0                             0  220330  27373\n",
      "1                             1  214920  29117\n",
      "IS_MANDATE_REGISTERED Mobile_Bill_bin       0      1\n",
      "0                                   0  428876  55850\n",
      "1                                   1    2246    156\n",
      "2                                  10     215     33\n",
      "3                                  11     860     73\n",
      "4                                   2     499     57\n",
      "5                                   3     573     80\n",
      "6                                   4     542     73\n",
      "7                                   5     289     39\n",
      "8                                   6     229     27\n",
      "9                                   7     178     18\n",
      "10                                  8     522     66\n",
      "11                                  9     221     18\n",
      "IS_MANDATE_REGISTERED IS_CIBIL_HIT       0      1\n",
      "0                                0     442     49\n",
      "1                                1  434808  56441\n",
      "IS_MANDATE_REGISTERED SCHEME_TYPE       0      1\n",
      "0                           CDNOR   19004   2279\n",
      "1                           CDOEM  215472  27359\n",
      "2                           CDSPL  200774  26852\n",
      "IS_MANDATE_REGISTERED RESIDENT_TYPE       0      1\n",
      "0                             OWNED  376175  49299\n",
      "1                              RENT   55460   6778\n",
      "IS_MANDATE_REGISTERED SURROGATE_CAT       0      1\n",
      "0                                 0  249540  28727\n",
      "1                                 1   68601   8029\n",
      "2                                10      30      3\n",
      "3                                 2   66654  10402\n",
      "4                                 3   32868   6976\n",
      "5                                 4    5165    620\n",
      "6                                 5    1340    156\n",
      "7                                 6    8598   1263\n",
      "8                                 7    1611    180\n",
      "9                                 8     748    117\n",
      "10                                9      95     17\n",
      "IS_MANDATE_REGISTERED  GENDER       0      1\n",
      "0                      FEMALE   75186  11342\n",
      "1                        MALE  360030  45146\n",
      "IS_MANDATE_REGISTERED   QUALIFICATION       0      1\n",
      "0                                12TH  128188  17774\n",
      "1                            GRADUATE  132199  14633\n",
      "2                              OTHERS   24840   3622\n",
      "3                       POST-GRADUATE   17876   1632\n",
      "4                        PROFESSIONAL    2758    313\n",
      "5                                 SSC   82473  12277\n",
      "6                      UNDER GRADUATE   46916   6239\n",
      "IS_MANDATE_REGISTERED TICKET_SIZE      0     1\n",
      "0                               1  49772  6637\n",
      "1                              10  43131  4921\n",
      "2                               2  47928  6540\n",
      "3                               3  44306  5525\n",
      "4                               4  45196  5791\n",
      "5                               5  38172  5092\n",
      "6                               6  38681  5482\n",
      "7                               7  39797  5554\n",
      "8                               8  50186  6182\n",
      "9                               9  38081  4766\n",
      "IS_MANDATE_REGISTERED CROSS_SELL_INSURANCE       0      1\n",
      "0                                        0  214589  21312\n",
      "1                                        1  220661  35178\n",
      "IS_MANDATE_REGISTERED DEALER_CUST_CITY       0      1\n",
      "0                                    0   39635   5406\n",
      "1                                    1  395615  51084\n",
      "IS_MANDATE_REGISTERED AGE_BIN      0     1\n",
      "0                         1.0  42079  6140\n",
      "1                         2.0  42283  5712\n",
      "2                         3.0  41245  5286\n",
      "3                         4.0  39121  4955\n",
      "4                         5.0  51848  6455\n",
      "5                         6.0  43870  5450\n",
      "6                         7.0  45557  5502\n",
      "7                         8.0  50317  6219\n",
      "8                         9.0  47204  5513\n",
      "9                         nan  31726  5258\n",
      "IS_MANDATE_REGISTERED CIBIL_SCORE_NEW_BIN       0      1\n",
      "0                                     1.0  208660  30725\n",
      "1                                     2.0   17274   1967\n",
      "2                                     5.0      17      1\n",
      "3                                     6.0   59960   7107\n",
      "4                                     7.0  139598  15642\n",
      "5                                     8.0    4500    505\n",
      "6                                     nan    5241    543\n",
      "IS_MANDATE_REGISTERED Disp_Month_bin       0      1\n",
      "0                                  1  346738  44298\n",
      "1                                  2   88512  12192\n",
      "IS_MANDATE_REGISTERED IS_WEEKEND       0      1\n",
      "0                              0  317687  41490\n",
      "1                              1  117563  15000\n",
      "IS_MANDATE_REGISTERED VOTERID       0      1\n",
      "0                           N  398606  47909\n",
      "1                           Y   36644   8581\n",
      "IS_MANDATE_REGISTERED PANNO       0      1\n",
      "0                         N  390642  51870\n",
      "1                         Y   44608   4620\n",
      "IS_MANDATE_REGISTERED DRIVING_LICENSE       0      1\n",
      "0                                   N  427701  55001\n",
      "1                                   Y    7549   1489\n",
      "IS_MANDATE_REGISTERED PASSPORT       0      1\n",
      "0                            N  435250  56490\n",
      "IS_MANDATE_REGISTERED AADHAR       0      1\n",
      "0                          N  228365  38397\n",
      "1                          Y  206885  18093\n",
      "IS_MANDATE_REGISTERED RATION       0      1\n",
      "0                          N  435250  56490\n",
      "IS_MANDATE_REGISTERED STATE       0      1\n",
      "0                        AP   53087   4518\n",
      "1                        KA   60043  11081\n",
      "2                        MH   97230  13842\n",
      "3                        TN  113211  16050\n",
      "4                        WB  111679  10999\n",
      "IS_MANDATE_REGISTERED City_Group       0      1\n",
      "0                            1.0  169447  22222\n",
      "1                            2.0  191284  24430\n",
      "2                            3.0   74519   9838\n",
      "IS_MANDATE_REGISTERED PROD_GROUP       0      1\n",
      "0                              1  432653  56211\n",
      "1                              2    2597    279\n",
      "IS_MANDATE_REGISTERED IS_EXIST       0      1\n",
      "0                            0  417415  54477\n",
      "1                            1   17835   2013\n"
     ]
    }
   ],
   "source": [
    "for i in categories.columns:\n",
    "    if i != 'IS_MANDATE_REGISTERED':\n",
    "        df = categories[[i,'IS_MANDATE_REGISTERED']] \\\n",
    "        .groupby([i,'IS_MANDATE_REGISTERED']) \\\n",
    "        .size()\n",
    "        df = pd.DataFrame(df).reset_index()\n",
    "        df.columns = [i,'IS_MANDATE_REGISTERED', 'Counts']\n",
    "        df = df.pivot(i,'IS_MANDATE_REGISTERED', 'Counts').reset_index()\n",
    "        #print('------------------- '+i+' ------------------')\n",
    "        print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = categories[['City_Group','IS_MANDATE_REGISTERED']] \\\n",
    ".groupby(['City_Group','IS_MANDATE_REGISTERED']) \\\n",
    ".size()\n",
    "df = pd.DataFrame(df).reset_index()\n",
    "df.columns = ['City_Group','IS_MANDATE_REGISTERED', 'Counts']\n",
    "df = df.pivot('City_Group','IS_MANDATE_REGISTERED', 'Counts').reset_index()\n",
    "\n",
    "ax = df.plot.bar(figsize=(12,7),title='City_Group')\n",
    "ax.set_ylabel('Count')\n",
    "ax.title.set_size(20)\n",
    "ax.legend(['Registered','Not Registered'])\n",
    "ax.set_xticklabels(pd.Series(['A', 'B', 'C']))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}