12. Loan Granting.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.simplefilter('ignore')\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.model_selection import train_test_split\n",
    "import lightgbm as lgb\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>loan_id</th>\n",
       "      <th>loan_purpose</th>\n",
       "      <th>date</th>\n",
       "      <th>loan_granted</th>\n",
       "      <th>loan_repaid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19454</td>\n",
       "      <td>investment</td>\n",
       "      <td>2012-03-15</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>496811</td>\n",
       "      <td>investment</td>\n",
       "      <td>2012-01-17</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>929493</td>\n",
       "      <td>other</td>\n",
       "      <td>2012-02-09</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>580653</td>\n",
       "      <td>other</td>\n",
       "      <td>2012-06-27</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>172419</td>\n",
       "      <td>business</td>\n",
       "      <td>2012-05-21</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   loan_id loan_purpose       date  loan_granted  loan_repaid\n",
       "0    19454   investment 2012-03-15             0          NaN\n",
       "1   496811   investment 2012-01-17             0          NaN\n",
       "2   929493        other 2012-02-09             0          NaN\n",
       "3   580653        other 2012-06-27             1          1.0\n",
       "4   172419     business 2012-05-21             1          0.0"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loan = pd.read_csv('./data/loan/loan_table.csv', parse_dates=['date'])\n",
    "loan.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 101100 entries, 0 to 101099\n",
      "Data columns (total 5 columns):\n",
      "loan_id         101100 non-null int64\n",
      "loan_purpose    101100 non-null object\n",
      "date            101100 non-null datetime64[ns]\n",
      "loan_granted    101100 non-null int64\n",
      "loan_repaid     47654 non-null float64\n",
      "dtypes: datetime64[ns](1), float64(1), int64(2), object(1)\n",
      "memory usage: 3.9+ MB\n"
     ]
    }
   ],
   "source": [
    "loan.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>loan_id</th>\n",
       "      <th>is_first_loan</th>\n",
       "      <th>fully_repaid_previous_loans</th>\n",
       "      <th>currently_repaying_other_loans</th>\n",
       "      <th>total_credit_card_limit</th>\n",
       "      <th>avg_percentage_credit_card_limit_used_last_year</th>\n",
       "      <th>saving_amount</th>\n",
       "      <th>checking_amount</th>\n",
       "      <th>is_employed</th>\n",
       "      <th>yearly_salary</th>\n",
       "      <th>age</th>\n",
       "      <th>dependent_number</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>289774</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8000</td>\n",
       "      <td>0.49</td>\n",
       "      <td>3285</td>\n",
       "      <td>1073</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>482590</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4500</td>\n",
       "      <td>1.03</td>\n",
       "      <td>636</td>\n",
       "      <td>5299</td>\n",
       "      <td>1</td>\n",
       "      <td>13500</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>135565</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6900</td>\n",
       "      <td>0.82</td>\n",
       "      <td>2085</td>\n",
       "      <td>3422</td>\n",
       "      <td>1</td>\n",
       "      <td>24500</td>\n",
       "      <td>38</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>207797</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1200</td>\n",
       "      <td>0.82</td>\n",
       "      <td>358</td>\n",
       "      <td>3388</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>828078</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6900</td>\n",
       "      <td>0.80</td>\n",
       "      <td>2138</td>\n",
       "      <td>4282</td>\n",
       "      <td>1</td>\n",
       "      <td>18100</td>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   loan_id  is_first_loan  fully_repaid_previous_loans  \\\n",
       "0   289774              1                          NaN   \n",
       "1   482590              0                          1.0   \n",
       "2   135565              1                          NaN   \n",
       "3   207797              0                          1.0   \n",
       "4   828078              0                          0.0   \n",
       "\n",
       "   currently_repaying_other_loans  total_credit_card_limit  \\\n",
       "0                             NaN                     8000   \n",
       "1                             0.0                     4500   \n",
       "2                             NaN                     6900   \n",
       "3                             0.0                     1200   \n",
       "4                             0.0                     6900   \n",
       "\n",
       "   avg_percentage_credit_card_limit_used_last_year  saving_amount  \\\n",
       "0                                             0.49           3285   \n",
       "1                                             1.03            636   \n",
       "2                                             0.82           2085   \n",
       "3                                             0.82            358   \n",
       "4                                             0.80           2138   \n",
       "\n",
       "   checking_amount  is_employed  yearly_salary  age  dependent_number  \n",
       "0             1073            0              0   47                 3  \n",
       "1             5299            1          13500   33                 1  \n",
       "2             3422            1          24500   38                 8  \n",
       "3             3388            0              0   24                 1  \n",
       "4             4282            1          18100   36                 1  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "borrower = pd.read_csv('./data/loan/borrower_table.csv')\n",
    "borrower.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 101100 entries, 0 to 101099\n",
      "Data columns (total 12 columns):\n",
      "loan_id                                            101100 non-null int64\n",
      "is_first_loan                                      101100 non-null int64\n",
      "fully_repaid_previous_loans                        46153 non-null float64\n",
      "currently_repaying_other_loans                     46153 non-null float64\n",
      "total_credit_card_limit                            101100 non-null int64\n",
      "avg_percentage_credit_card_limit_used_last_year    94128 non-null float64\n",
      "saving_amount                                      101100 non-null int64\n",
      "checking_amount                                    101100 non-null int64\n",
      "is_employed                                        101100 non-null int64\n",
      "yearly_salary                                      101100 non-null int64\n",
      "age                                                101100 non-null int64\n",
      "dependent_number                                   101100 non-null int64\n",
      "dtypes: float64(3), int64(9)\n",
      "memory usage: 9.3 MB\n"
     ]
    }
   ],
   "source": [
    "borrower.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# merge loan and borrower information\n",
    "data = pd.merge(left=loan, right=borrower, on='loan_id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>loan_id</th>\n",
       "      <th>loan_purpose</th>\n",
       "      <th>date</th>\n",
       "      <th>loan_granted</th>\n",
       "      <th>loan_repaid</th>\n",
       "      <th>is_first_loan</th>\n",
       "      <th>fully_repaid_previous_loans</th>\n",
       "      <th>currently_repaying_other_loans</th>\n",
       "      <th>total_credit_card_limit</th>\n",
       "      <th>avg_percentage_credit_card_limit_used_last_year</th>\n",
       "      <th>saving_amount</th>\n",
       "      <th>checking_amount</th>\n",
       "      <th>is_employed</th>\n",
       "      <th>yearly_salary</th>\n",
       "      <th>age</th>\n",
       "      <th>dependent_number</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>580653</td>\n",
       "      <td>other</td>\n",
       "      <td>2012-06-27</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5400</td>\n",
       "      <td>0.52</td>\n",
       "      <td>3345</td>\n",
       "      <td>2764</td>\n",
       "      <td>1</td>\n",
       "      <td>15800</td>\n",
       "      <td>58</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>172419</td>\n",
       "      <td>business</td>\n",
       "      <td>2012-05-21</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2900</td>\n",
       "      <td>0.76</td>\n",
       "      <td>1050</td>\n",
       "      <td>3695</td>\n",
       "      <td>1</td>\n",
       "      <td>34800</td>\n",
       "      <td>31</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>780070</td>\n",
       "      <td>business</td>\n",
       "      <td>2012-03-14</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7800</td>\n",
       "      <td>0.30</td>\n",
       "      <td>4206</td>\n",
       "      <td>4368</td>\n",
       "      <td>1</td>\n",
       "      <td>51100</td>\n",
       "      <td>51</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>303138</td>\n",
       "      <td>emergency_funds</td>\n",
       "      <td>2012-08-31</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4300</td>\n",
       "      <td>1.02</td>\n",
       "      <td>886</td>\n",
       "      <td>1597</td>\n",
       "      <td>1</td>\n",
       "      <td>15000</td>\n",
       "      <td>59</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>91475</td>\n",
       "      <td>investment</td>\n",
       "      <td>2012-05-25</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3900</td>\n",
       "      <td>0.65</td>\n",
       "      <td>1837</td>\n",
       "      <td>3795</td>\n",
       "      <td>1</td>\n",
       "      <td>12000</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   loan_id     loan_purpose       date  loan_granted  loan_repaid  \\\n",
       "3   580653            other 2012-06-27             1          1.0   \n",
       "4   172419         business 2012-05-21             1          0.0   \n",
       "6   780070         business 2012-03-14             1          1.0   \n",
       "7   303138  emergency_funds 2012-08-31             1          0.0   \n",
       "8    91475       investment 2012-05-25             1          1.0   \n",
       "\n",
       "   is_first_loan  fully_repaid_previous_loans  currently_repaying_other_loans  \\\n",
       "3              0                          1.0                             0.0   \n",
       "4              1                          NaN                             NaN   \n",
       "6              0                          1.0                             0.0   \n",
       "7              0                          0.0                             1.0   \n",
       "8              0                          1.0                             0.0   \n",
       "\n",
       "   total_credit_card_limit  avg_percentage_credit_card_limit_used_last_year  \\\n",
       "3                     5400                                             0.52   \n",
       "4                     2900                                             0.76   \n",
       "6                     7800                                             0.30   \n",
       "7                     4300                                             1.02   \n",
       "8                     3900                                             0.65   \n",
       "\n",
       "   saving_amount  checking_amount  is_employed  yearly_salary  age  \\\n",
       "3           3345             2764            1          15800   58   \n",
       "4           1050             3695            1          34800   31   \n",
       "6           4206             4368            1          51100   51   \n",
       "7            886             1597            1          15000   59   \n",
       "8           1837             3795            1          12000   24   \n",
       "\n",
       "   dependent_number  \n",
       "3                 4  \n",
       "4                 4  \n",
       "6                 2  \n",
       "7                 2  \n",
       "8                 1  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# choose data with loan granted \n",
    "# the data with loan not granted is not useful for profit calculation\n",
    "data = data[data['loan_granted'] == 1]\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 47654 entries, 3 to 101098\n",
      "Data columns (total 16 columns):\n",
      "loan_id                                            47654 non-null int64\n",
      "loan_purpose                                       47654 non-null object\n",
      "date                                               47654 non-null datetime64[ns]\n",
      "loan_granted                                       47654 non-null int64\n",
      "loan_repaid                                        47654 non-null float64\n",
      "is_first_loan                                      47654 non-null int64\n",
      "fully_repaid_previous_loans                        21865 non-null float64\n",
      "currently_repaying_other_loans                     21865 non-null float64\n",
      "total_credit_card_limit                            47654 non-null int64\n",
      "avg_percentage_credit_card_limit_used_last_year    46751 non-null float64\n",
      "saving_amount                                      47654 non-null int64\n",
      "checking_amount                                    47654 non-null int64\n",
      "is_employed                                        47654 non-null int64\n",
      "yearly_salary                                      47654 non-null int64\n",
      "age                                                47654 non-null int64\n",
      "dependent_number                                   47654 non-null int64\n",
      "dtypes: datetime64[ns](1), float64(4), int64(10), object(1)\n",
      "memory usage: 6.2+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "fully_repaid_previous_loans                        25789\n",
       "currently_repaying_other_loans                     25789\n",
       "avg_percentage_credit_card_limit_used_last_year      903\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check missing values\n",
    "missing = data.isnull().sum()\n",
    "missing[missing > 0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, after removing the data with `loan` not granted, our goal is to predict whether or not the user is going to repay the loan. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# parse date information and extract month, week, and dayofweek information\n",
    "data['month'] = data['date'].apply(lambda x: x.month)\n",
    "data['week'] = data['date'].apply(lambda x: x.week)\n",
    "data['dayofweek'] = data['date'].apply(lambda x: x.dayofweek)\n",
    "\n",
    "# drop useless features\n",
    "data = data.drop(labels=['loan_id', 'date', 'loan_granted'], axis=1, inplace=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualization of 'loan_purpose'\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16, 6))\n",
    "sns.countplot(x='loan_purpose', data=data, ax=ax[0])\n",
    "ax[0].set_xlabel('Loan Purpose', fontsize=12)\n",
    "ax[0].set_ylabel('Count', fontsize=12)\n",
    "ax[0].set_title('Count Plot of Loan Purpose', fontsize=16)\n",
    "\n",
    "sns.barplot(x='loan_purpose', y='loan_repaid', data=data, ax=ax[1])\n",
    "ax[1].set_xlabel('Loan Purpose', fontsize=12)\n",
    "ax[1].set_ylabel('Loan Repaid Ratio', fontsize=12)\n",
    "ax[1].set_title('Loan Repaid Ratio vs. Loan Purpose', fontsize=16)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualization of 'is_first_loan'\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16, 6))\n",
    "sns.countplot(x='is_first_loan', data=data, ax=ax[0])\n",
    "ax[0].set_xlabel('is_first_loan', fontsize=12)\n",
    "ax[0].set_ylabel('Count', fontsize=12)\n",
    "ax[0].set_title('Count Plot of is_first_loan', fontsize=16)\n",
    "\n",
    "sns.barplot(x='is_first_loan', y='loan_repaid', data=data, ax=ax[1])\n",
    "ax[1].set_xlabel('is_first_loan', fontsize=12)\n",
    "ax[1].set_ylabel('Loan Repaid Ratio', fontsize=12)\n",
    "ax[1].set_title('Loan Repaid Ratio vs. is_first_loan', fontsize=16)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualization of 'fully_repaid_previous_loans'\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16, 6))\n",
    "sns.countplot(x='fully_repaid_previous_loans', data=data, ax=ax[0])\n",
    "ax[0].set_xlabel('fully_repaid_previous_loans', fontsize=12)\n",
    "ax[0].set_ylabel('Count', fontsize=12)\n",
    "ax[0].set_title('Count Plot of fully_repaid_previous_loans', fontsize=16)\n",
    "\n",
    "sns.barplot(x='fully_repaid_previous_loans', y='loan_repaid', data=data, ax=ax[1])\n",
    "ax[1].set_xlabel('fully_repaid_previous_loans', fontsize=12)\n",
    "ax[1].set_ylabel('Loan Repaid Ratio', fontsize=12)\n",
    "ax[1].set_title('Loan Repaid Ratio vs. fully_repaid_previous_loans', fontsize=16)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualization of 'currently_repaying_other_loans'\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16, 6))\n",
    "sns.countplot(x='currently_repaying_other_loans', data=data, ax=ax[0])\n",
    "ax[0].set_xlabel('currently_repaying_other_loans', fontsize=12)\n",
    "ax[0].set_ylabel('Count', fontsize=12)\n",
    "ax[0].set_title('Count Plot of currently_repaying_other_loans', fontsize=16)\n",
    "\n",
    "sns.barplot(x='currently_repaying_other_loans', y='loan_repaid', data=data, ax=ax[1])\n",
    "ax[1].set_xlabel('currently_repaying_other_loans', fontsize=12)\n",
    "ax[1].set_ylabel('Loan Repaid Ratio', fontsize=12)\n",
    "ax[1].set_title('Loan Repaid Ratio vs. currently_repaying_other_loans', fontsize=16)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualization of 'total_credit_card_limit'\n",
    "grouped = data[['total_credit_card_limit', 'loan_repaid']].groupby('total_credit_card_limit')\n",
    "mean = grouped.mean().reset_index()\n",
    "hist_kws={'histtype': 'bar', 'edgecolor':'black', 'alpha': 0.2}\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16, 6))\n",
    "sns.distplot(data[data['loan_repaid'] == 0]['total_credit_card_limit'], \n",
    "             label='loan_repaid = 0', ax=ax[0], hist_kws=hist_kws)\n",
    "sns.distplot(data[data['loan_repaid'] == 1]['total_credit_card_limit'], \n",
    "             label='loan_repaid = 1', ax=ax[0], hist_kws=hist_kws)\n",
    "ax[0].set_title('Histogram of total_credit_card_limit', fontsize=16)\n",
    "ax[0].legend()\n",
    "ax[1].plot(mean['total_credit_card_limit'], mean['loan_repaid'], '.-')\n",
    "ax[1].set_title('Mean Repaid Rate vs. total_credit_card_limit', fontsize=16)\n",
    "ax[1].set_xlabel('total_credit_card_limit')\n",
    "ax[1].set_ylabel('Mean Repaid Rate')\n",
    "ax[1].grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualization of 'avg_percentage_credit_card_limit_used_last_year'\n",
    "not_null = data[~data['avg_percentage_credit_card_limit_used_last_year'].isnull()]\n",
    "grouped = not_null.groupby('avg_percentage_credit_card_limit_used_last_year')\n",
    "mean = grouped.mean().reset_index()\n",
    "hist_kws={'histtype': 'bar', 'edgecolor':'black', 'alpha': 0.2}\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16, 6))\n",
    "sns.distplot(not_null[not_null['loan_repaid'] == 0]['avg_percentage_credit_card_limit_used_last_year'], \n",
    "             label='loan_repaid = 0', ax=ax[0], hist_kws=hist_kws)\n",
    "sns.distplot(not_null[not_null['loan_repaid'] == 1]['avg_percentage_credit_card_limit_used_last_year'], \n",
    "             label='loan_repaid = 1', ax=ax[0], hist_kws=hist_kws)\n",
    "ax[0].set_title('Histogram of avg_percentage_credit_card_limit_used_last_year', fontsize=16)\n",
    "ax[0].legend()\n",
    "ax[1].plot(mean['avg_percentage_credit_card_limit_used_last_year'], mean['loan_repaid'], '.-')\n",
    "ax[1].set_title('Mean Repaid Rate vs. avg_percentage_credit_card_limit_used_last_year', fontsize=16)\n",
    "ax[1].set_xlabel('avg_percentage_credit_card_limit_used_last_year')\n",
    "ax[1].set_ylabel('Mean Repaid Rate')\n",
    "ax[1].grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualization of 'saving_amount'\n",
    "grouped = data[['saving_amount', 'loan_repaid']].groupby('saving_amount')\n",
    "mean = grouped.mean().reset_index()\n",
    "hist_kws={'histtype': 'bar', 'edgecolor':'black', 'alpha': 0.2}\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16, 6))\n",
    "sns.distplot(data[data['loan_repaid'] == 0]['saving_amount'], \n",
    "             label='loan_repaid = 0', ax=ax[0], hist_kws=hist_kws)\n",
    "sns.distplot(data[data['loan_repaid'] == 1]['saving_amount'], \n",
    "             label='loan_repaid = 1', ax=ax[0], hist_kws=hist_kws)\n",
    "ax[0].set_title('Histogram of saving_amount', fontsize=16)\n",
    "ax[0].legend()\n",
    "ax[1].plot(mean['saving_amount'], mean['loan_repaid'], '.-')\n",
    "ax[1].set_title('Mean Repaid Rate vs. saving_amount', fontsize=16)\n",
    "ax[1].set_xlabel('saving_amount')\n",
    "ax[1].set_ylabel('Mean Repaid Rate')\n",
    "ax[1].grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualization of 'checking_amount'\n",
    "grouped = data[['checking_amount', 'loan_repaid']].groupby('checking_amount')\n",
    "mean = grouped.mean().reset_index()\n",
    "hist_kws={'histtype': 'bar', 'edgecolor':'black', 'alpha': 0.2}\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16, 6))\n",
    "sns.distplot(data[data['loan_repaid'] == 0]['checking_amount'], \n",
    "             label='loan_repaid = 0', ax=ax[0], hist_kws=hist_kws)\n",
    "sns.distplot(data[data['loan_repaid'] == 1]['checking_amount'], \n",
    "             label='loan_repaid = 1', ax=ax[0], hist_kws=hist_kws)\n",
    "ax[0].set_title('Histogram of checking_amount', fontsize=16)\n",
    "ax[0].legend()\n",
    "ax[1].plot(mean['checking_amount'], mean['loan_repaid'], '.-')\n",
    "ax[1].set_title('Mean Repaid Rate vs. checking_amount', fontsize=16)\n",
    "ax[1].set_xlabel('checking_amount')\n",
    "ax[1].set_ylabel('Mean Repaid Rate')\n",
    "ax[1].grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4Gb43w2e4cP5fye4nMKZd81syrJb08QzticdkuC8udnGS366qX8nQ8+Oa7r5kSuw7e++e5uwMn+fzMkzs/JmFHStt/1TVdUnO6u4V37+1rbStWEO9F8z07OGxHh8Z/gC/NkMj5rsZum7+Y4ZxtvtM1PupDN0vv54hC//2JEdOOd9vZrjJfCvDTeO+WXoVrbsuOvbkLFpRajzfpRlurjtcOSLjKlrLXO9hmVhFa6L88Rluwt/J0OX0lUnutKjOAzL0zPl2VjDrf4aJ9t43fhZfzfCN1N0W1dnVVbTukGE5y09mmMzuqgzfyjx8J3/+txw/938br/2qJBeOZfuOdY7KlNXMlvq8s2i1sdy4utlPj+f+dobeXk9ddNzC78VhE2X7jZ/R58bfz8+N2/stcT3nJ7kiE6uXLdp//wyrtV09xvHZDInJ+0/U2TC+x5Xjz+6CJEes5Gfu4eHhsd4fE3+rpz3+daLeSu6rD8qw/Pa3MiQNnprpbYHvu6+MZYdlyv18Srwnj/Vucl/I8KVU5/tXtLr7eF/44hj7tgyLSvz8RJ2V3td+IMnLMkxMe814/zl88f1kiWvemOTV43FfyZD0OCY7t4rWstecIYF1znhfvDpDguInF3+2GYbwnDfG0xlXTc0euHdPiXFDhnZpJzlh0b4VtX/GY1+xgvfSttK28pjBY2GZNwDmzNib6yHdffAqv88BGXqh/Xl3/9FqvhcAN19rdV+DpWhbMe8M0QJgqqramGEp19/JMGfbS2cbEQDA/NK2YrVJ8ADshHFy59pBlet76aXj580jM8zpcFmS47t72tK8AAC7TNsK9hxDtAB2QlV9NsNqJUt5XnefvDbRAADMN20r2HP04AHYOf8pyS12sH+p1b8AALgpbSvYQ27WPXgOPPDAPuyww2YdBgCwij74wQ9+qbs3zjqOPU07BgBuHlbalrlZ9+A57LDDsmXLllmHAQCsoqr63KxjWA3aMQBw87DStsw+qx0IAAAAAKtLggcAAABgzknwAAAAAMw5CR4AAACAOSfBAwAAADDnJHgAAAAA5pwEDwAAAMCck+ABAAAAmHMSPAAAAABzToIHAAAAYM5J8AAArLKqOrqqLqmqrVV10pT9L66qj4yPT1bVV2YRJwAwv/addQAAAOtZVW1IclqShybZluTCqjq3uy9eqNPdvztR/78luc+aBwoAzDU9eAAAVteRSbZ296XdfW2Sc5Ics4P6xyV59ZpEBgCsGxI8AACr66Akl09sbxvLbqKq7pzk8CTvWGL/CVW1paq2bN++fY8HCgDML0O0AABWV00p6yXqHpvkdd39vWk7u/v0JKcnyebNm5c6BwDrzNOf/vRceeWVueMd75hTTz111uGwl5LgAdjDLjvlP8w6BJgbhz7n47MOYS1sS3LIxPbBSa5You6xSZ6y6hEBMFeuvPLKfP7zn591GOzlDNECAFhdFybZVFWHV9X+GZI45y6uVFV3S3JAkvetcXwAwDogwQMAsIq6+7okJyY5P8knkrymuy+qqlOq6lETVY9Lck53G3oFAOw0Q7QAAFZZd5+X5LxFZc9ZtH3yWsYEsBTDzfc+1111+yT75rqrPufns5fZm4ab68EDAAAAMOckeAAAAADmnCFaAAAAsBc78JbXJ7lufIbpJHgAAABgL/bf7/WVWYfAHDBECwAAAGDOSfAAAAAAzDkJHgAAAIA5J8EDAAAAMOckeAAAAADmnAQPAAAAwJyT4AEAAACYcxI8AAAAAHNOggcAAABgzknwAAAAAMw5CR4AAACAOSfBAwAAADDnJHgAAAAA5pwEDwAAAMCck+ABAAAAmHMSPAAAAABzbk0TPFW1oao+XFVvGrcPr6oPVNWnqupvq2r/sfwW4/bWcf9hE+d45lh+SVU9fKL86LFsa1WdtJbXBQAAADBLa92D53eSfGJi+0+SvLi7NyW5OsmTx/InJ7m6u++a5MVjvVTVEUmOTXKPJEcneemYNNqQ5LQkj0hyRJLjxroAAAAA696aJXiq6uAkj0zy1+N2JXlQkteNVc5K8ujx9THjdsb9Dx7rH5PknO7+Tnd/JsnWJEeOj63dfWl3X5vknLEuAAAAwLq3lj14/jzJ05NcP27/cJKvdPd14/a2JAeNrw9KcnmSjPu/Ota/oXzRMUuV30RVnVBVW6pqy/bt23f3mgAAAABmbk0SPFX1C0m+2N0fnCyeUrWX2bez5Tct7D69uzd39+aNGzfuIGoAAACA+bDvGr3PA5I8qqp+Psktk9w2Q4+e21XVvmMvnYOTXDHW35bkkCTbqmrfJD+U5KqJ8gWTxyxVDgAAALCurUkPnu5+Zncf3N2HZZgk+R3d/Z+TvDPJY8dqxyd54/j63HE74/53dHeP5ceOq2wdnmRTkn9JcmGSTeOqXPuP73HuGlwaAAAAwMytVQ+epTwjyTlV9YIkH05yxlh+RpJXVtXWDD13jk2S7r6oql6T5OIk1yV5Snd/L0mq6sQk5yfZkOTM7r5oTa8EAAAAYEbWPMHT3RckuWB8fWmGFbAW1/l2ksctcfwLk7xwSvl5Sc7bg6ECAAAAzIW1XEULAAAAgFUgwQMAAAAw5yR4AAAAAOacBA8AAADAnJPgAQAAAJhzEjwAAAAAc06CBwAAAGDOSfAAAAAAzDkJHgAAAIA5J8EDAAAAMOckeAAAAADmnAQPAMAqq6qjq+qSqtpaVSctUeeXq+riqrqoql611jECAPNt31kHAACwnlXVhiSnJXlokm1JLqyqc7v74ok6m5I8M8kDuvvqqrrDbKIFAOaVHjwAAKvryCRbu/vS7r42yTlJjllU5zeSnNbdVydJd39xjWMEAOacBA8AwOo6KMnlE9vbxrJJP5bkx6rqn6rq/VV19LQTVdUJVbWlqrZs3759lcIFAOaRBA8AwOqqKWW9aHvfJJuSHJXkuCR/XVW3u8lB3ad39+bu3rxx48Y9HigAML8keAAAVte2JIdMbB+c5Iopdd7Y3d/t7s8kuSRDwgcAYEUkeAAAVteFSTZV1eFVtX+SY5Ocu6jOG5L8xySpqgMzDNm6dE2jBADmmgQPAMAq6u7rkpyY5Pwkn0jymu6+qKpOqapHjdXOT/Llqro4yTuT/EF3f3k2EQMA88gy6QAAq6y7z0ty3qKy50y87iS/Nz4AAHaaHjwAAAAAc06CBwAAAGDOSfAAAAAAzDkJHgAAAIA5J8EDAAAAMOckeAAAAADmnAQPAAAAwJyT4AEAAACYcxI8AAAAAHNOggcAAABgzknwAAAAAMw5CR4AAACAOSfBAwAAADDnJHgAAAAA5pwEDwAAAMCck+ABAAAAmHMSPAAAAABzToIHAAAAYM5J8AAAAADMOQkeAAAAgDknwQMAAAAw5yR4AAAAAOacBA8AAADAnJPgAQAAAJhzEjwAAAAAc06CBwAAAGDOSfAAAAAAzDkJHgAAAIA5J8EDAAAAMOckeAAAAADmnAQPAAAAwJyT4AEAAACYcxI8AAAAAHNOggcAAABgzknwAAAAAMw5CR4AAACAOSfBAwAAADDnJHgAAAAA5pwEDwAAAMCck+ABAAAAmHMSPAAAq6yqjq6qS6pqa1WdNGX/E6tqe1V9ZHz8+iziBADm176zDgAAYD2rqg1JTkvy0CTbklxYVed298WLqv5td5+45gECAOuCHjwAAKvryCRbu/vS7r42yTlJjplxTADAOiPBAwCwug5KcvnE9raxbLFfqqqPVdXrquqQaSeqqhOqaktVbdm+fftqxAoAzCkJHgCA1VVTynrR9j8kOay775XkbUnOmnai7j69uzd39+aNGzfu4TABgHkmwQMAsLq2JZnskXNwkismK3T3l7v7O+PmXyW57xrFBgCsExI8AACr68Ikm6rq8KraP8mxSc6drFBVd5rYfFSST6xhfADAOmAVLQCAVdTd11XViUnOT7IhyZndfVFVnZJkS3efm+SpVfWoJNcluSrJE2cWMAAwlyR4AABWWXefl+S8RWXPmXj9zCTPXOu4AID1Y02GaFXVLavqX6rqo1V1UVU9byw/vKo+UFWfqqq/Hbstp6puMW5vHfcfNnGuZ47ll1TVwyfKjx7LtlbVSWtxXQAAAAB7g7Wag+c7SR7U3fdO8uNJjq6q+yX5kyQv7u5NSa5O8uSx/pOTXN3dd03y4rFequqIDOPW75Hk6CQvraoNVbUhyWlJHpHkiCTHjXUBAAAA1r01SfD04Ovj5n7jo5M8KMnrxvKzkjx6fH1Mblwe9HVJHlxVNZaf093f6e7PJNma5MjxsbW7L+3ua5OcM9YFAAAAWPfWbBWtsafNR5J8Mclbk3w6yVe6+7qxyrYkB42vD0pyeTJMTJjkq0l+eLJ80TFLlQMAAACse2uW4Onu73X3jyc5OEOPm7tPqzY+1xL7drb8JqrqhKraUlVbtm/fvnzgAAAAAHu5NUvwLOjuryS5IMn9ktyuqhZW8jo4yRXj621JDkmScf8PZVgy9IbyRccsVT7t/U/v7s3dvXnjxo174pIAAAAAZmqtVtHaWFW3G1//QJKHJPlEkncmeexY7fgkbxxfnztuZ9z/ju7usfzYcZWtw5NsSvIvSS5MsmlclWv/DBMxn7v6VwYAAAAwe/suX2WPuFOSs8bVrvZJ8pruflNVXZzknKp6QZIPJzljrH9GkldW1dYMPXeOTZLuvqiqXpPk4iTXJXlKd38vSarqxCTnJ9mQ5MzuvmiNrg0AAABgptYkwdPdH0tynynll2aYj2dx+beTPG6Jc70wyQunlJ+X5LzdDhYAYJGq2i/JHyZ5QoYvrq5I8sokLxxX8AQAmKm16sEDADDPTs3wpdRvJvlckjsn+aMkt03yuzOMCwAgiQQPAMBKPC7Jvbv7y+P2JVX1oSQfjQQPALAXWPNVtAAA5lDtZDkAwJqS4AEAWN5rk/xDVT28qu5eVUcneUOS18w4LgCAJIZoAQCsxNMzTLJ8WpIfzTDJ8quTvGCWQQEALJDgAQBYxrhS1nPGBwDAXkeCBwBgiqp6YHe/e3z9oKXqdfc71i4qAIDpJHgAAKZ7aZJ7jq/PWKJOJ7nL2oQDALA0CR4AgCm6+54Trw+fZSwAAMuxihYAwDKq6o1LlL9+rWMBAJhGggcAYHn/cYnyo9YyCACApRiiBQCwhKo6ZXy5/8TrBXdJ8rk1DgkAYCoJHgCApR0yPu8z8ToZJle+PMnJax0QAMA0EjwAAEvo7iclSVX9c3f/1azjAQBYigQPAMAyFpI7VXWbJAcmqYl9l84qLgCABRI8AADLqKq7J3lVkntnGJ5V43OSbJhVXAAAC6yiBQCwvJcleWeS2yf5WpIDkrw8yfGzDAoAYIEePAAAy7t3kod293erqrr7q1X1B0n+Ncn/mXFsAAB68AAArMC3k+w3vv5SVR2aoR31w7MLCQDgRhI8AADLe0+SXx5fvy7Jm5O8K8k7ZhYRAMAEQ7QAAJbR3b88sfmsDEOzbpPk7NlEBADw/SR4AAB2Qndfn3Henaq6Z4ZkDwDATBmiBQCwA1V126q6b1UdOFF276p6fZILZxgaAMANJHgAAJZQVY9M8vkMiZxtVfXYqnpJkguSfDrJXWcYHgDADQzRAgBY2guS/H6SVyb5L0nOSnJukn/X3VfNMjAAgEl68AAALO3w7j69u7+V5C8zLJX+ZMkdAGBvI8EDALC0G9pK3f29JF/v7m/OMB4AgKkM0QIAWNoPVtW7J7Zvs2g73f3ANY4JAOAmJHgAAJb25EXbZ8wkCgCAZUjwAAAsobvPmnUMAAArYQ4eAAAAgDknwQMAsMqq6uiquqSqtlbVSTuo99iq6qravJbxAQDzT4IHAGAVVdWGJKcleUSSI5IcV1VHTKl3myRPTfKBtY0QAFgPJHgAAFbXkUm2dvel3X1tknOSHDOl3vOTnJrk22sZHACwPphkGQBgiqo6ZSX1uvs5y1Q5KMnlE9vbkvzUove6T5JDuvtNVfXfdxDTCUlOSJJDDz10JeEBADcTEjwAANMdMvH6lkl+KcmFST6X5NAMPXP+bgXnqSllfcPOqn2SvDjJE5c7UXefnuT0JNm8eXMvUx0AuBlZ8RCtqnrcEuWP3XPhAADsHbr7SQuPDEma47r7Ad39q939M0mOXeH1K6H0AAAauElEQVSptuX7k0UHJ7liYvs2Se6Z5IKq+myS+yU510TLAMDO2Jk5eM5Yovz0PREIAMBe7BFJ3rCo7I1Jfn4Fx16YZFNVHV5V+2dIDJ27sLO7v9rdB3b3Yd19WJL3J3lUd2/ZM6EDADcHyw7Rqqq7jC/3qarD8/3djO8SEwECAOvf1iRPSfKSibLfTvLp5Q7s7uuq6sQk5yfZkOTM7r5onONnS3efu+MzAAAsbyVz8GzNME68ctNGzJVJTt7DMQEA7G1+PcnfV9XTk3w+w8TJ1yV5zEoO7u7zkpy3qGzq5MzdfdRuRQoA3Cwtm+Dp7n2SpKre1d0/t/ohAQDsXbr7w1W1Kcn9k9wpyReSvK+7vzvbyAAABiteRUtyBwC4ORuTOe+edRwAANOsOMEzzr/zwiQ/nuTWk/u6+9A9HBcAwExV1Se6++7j68szsbT5JO0gAGBvsOIET5JXZZiD5/eTfHN1wgEA2Gv8xsTrx88sCgCAFdiZBM89kjygu69frWAAAPYW3f3eidfvmmUsAADL2ZkEz7uT3CfJB1cpFgCAvVZV/XiSn01yYIbVRZMsvRoWAMBa2pkEz2eTnF9Vr8+wPPoNNGwAgPWsqk5I8uIk/5jkEUnenORhSd44y7gAABbsTILnVkn+Icl+SQ5ZnXAAAPZKT09ydHe/p6qu7u5frKpHJDl21oEBACQ7t0z6k1YzEACAvdgduvs94+vrq2qf7n5zVf3NTKMCABjtzDLpd1lqX3dfumfCAQDYK22rqsO6+7NJPpnkmKr6UpJrZxsWAMBgZ4ZobU3SmZhUcNxOkg17LCIAgL3PqUnunmFOwlOSvC7J/kmeOsOYAABusDNDtPaZ3K6qOyZ5bpL3TD8CAGB96O5XTLx+c1UdkGT/7v767KICALjRzvTg+T7dfWVVPS1DN+VX7bmQAAD2PlV1uySPTPKjSa5I8v/NNiIAgBvts3yVHbpbkh/cE4EAAOytqupBGYZnPTXJTyb5b0k+W1UPnmVcAAALdmaS5ffkxjl3kiGxc48M49ABANaz/5XkhO5+zUJBVT0uyWlJ/v3MogIAGO3MEK2/XrT9jSQf7e5P7cF4AAD2Rj+a5O8Wlf19kr+aQSwAADexM5Msn7WagQAA7MXOTvKUJC+ZKPutsRwAYOZWPAdPVe1XVc+rqkur6tvj8/Oqav/VDBAAYC/wE0n+rKq2VdUHqmpbkj9Lcp+qevfCY8YxAgA3YzszROvUJEcm+a9JPpfkzkn+KMltk/zung8NAGCv8VcxHAsA2IvtTILncUnu3d1fHrcvqaoPJfloJHgAgHXMUHUAYG+3M8uk106WAwCsCzX4jap6R1V9bCx7YFX98qxjAwBIdi7B89ok/1BVD6+qu1fV0UneMJYDAKxnpyR5cpLTkxw6lm1L8oyZRQQAMGFnhmg9PckfJjktw1Khn0/y6iQvWIW4AAD2Jk9Mcp/u/lJVvWws+0ySu8wuJACAGy3bg6eqHlBVf9Ld13b3c7r7rt39g929KcktMqwqAQCwnm1I8vXxdY/Pt54oAwCYqZUM0XpWkqWW/XxnkmfvuXAAAPZK5yV5UVXdIhnm5Eny/CT/MNOoAABGK0nw/HiStyyx721J7rvnwgEA2Cv9XoYh6l9N8kMZeu7cOclJswwKAGDBSubguW2S/ZN8a8q+/ZLcZo9GBACwl+nuryV5dFXdIUNi5/LuvnLGYQEA3GAlPXj+LcnDltj3sHE/AMC6191f7O4Lu/vKqrpDVf3prGMCAEhWluB5cZKXV9VjqmqfJKmqfarqMUn+MsmLVjNAAIBZqcGTq+p/VtVTq2q/qrpdVb04wypaR8w6RgCAZAVDtLr7VVV1xyRnJblFVX0pyYFJvp3kud396lWOEQBgVv7fJL+S5J+S/FKSnxof70/yU939rzOMDQDgBivpwZPuflGSg5L8pyT/fXw+uLtfvJLjq+qQqnpnVX2iqi6qqt8Zy29fVW+tqk+NzweM5VVVL6mqrVX1sar6iYlzHT/W/1RVHT9Rft+q+vh4zEvG1S0AAHbHLyd5YHf/SpIHJTkuyUnd/XjJHQBgb7KiBE8yTC7Y3ed396vG56/txPtcl+T3u/vuSe6X5ClVdUSGlSfe3t2bkrw9N65E8Ygkm8bHCUlelgwJoSTPzfDN2ZFJnruQFBrrnDBx3NE7ER8AwDQ/1N2XJkl3/1uSb3b362YcEwDATaxkFa3d1t1fSPKF8fU1VfWJDD2Cjkly1FjtrCQXJHnGWH52d3eS949j3e801n1rd1+VJFX11iRHV9UFSW7b3e8by89O8ugkb16L6wMA1q2qqsOTLPQMvm7RdhYSQAAAs7QmCZ5JVXVYkvsk+UCSHxmTP+nuL4xLjyZD8ufyicO2jWU7Kt82pXza+5+QoadPDj300N27GABgvbtVkq2ZSOgk+fTE606yYU0jAgCYYsVDtPaEqrp1kr9L8rRlhnhNmz+nd6H8poXdp3f35u7evHHjxuVCBgBuxrp7n+7eMD5Pe0juAAB7hTVL8FTVfhmSO3/T3a8fi//vOPQq4/MXx/JtSQ6ZOPzgJFcsU37wlHIAAACAdW9NEjzjilZnJPnEuCLXgnOTLKyEdXySN06UP2FcTet+Sb46DuU6P8nDquqAcXLlhyU5f9x3TVXdb3yvJ0ycCwAAAGBdW6s5eB6Q5NeSfLyqPjKWPSvJHyd5TVU9OcllSR437jsvyc9nGPP+zSRPSpLuvqqqnp/kwrHeKQsTLif5rSSvSPIDGSZXNsEyAAAAcLOwVqtovTfT58lJkgdPqd9JnrLEuc5McuaU8i1J7rkbYQIAAADMpTVfRQsAYJ5V1fcNce/u62cVCwDAgjVdRQsAYB5V1U9U1fuq6htJvjs+rhufV3L80VV1SVVtraqTpuz/r1X18ar6SFW9t6qO2LNXAACsdxI8AADLOyvJO5NsTnKX8XH4+LxDVbUhyWlJHpHkiCTHTUngvKq7/0N3/3iSU5O8KAAAO8EQLQCA5d05ybPHeQJ31pFJtnb3pUlSVeckOSbJxQsVuvtrE/VvlWRX3gcAuBnTgwcAYHl/n+Rhu3jsQUkun9jeNpZ9n6p6SlV9OkMPnqdOO1FVnVBVW6pqy/bt23cxHABgPdKDBwBgebdM8vdV9d4kV07u6O4nLHPstJVEb9JDp7tPS3JaVf1qkj9McvyUOqcnOT1JNm/erJcPAHADCR4AgOVdnIkhVTtpW5JDJrYPTnLFDuqfk+Rlu/heAMDNlAQPAMAyuvt5u3H4hUk2VdXhST6f5NgkvzpZoao2dfenxs1HJvlUAAB2ggQPAMAKVNX+Se6W5MBMDLvq7nfs6Ljuvq6qTkxyfpINSc7s7ouq6pQkW7r73CQnVtVDMiy7fnWmDM8CANgRCR4AgGVU1c8keW2SWyS5bZKvJblNhsmTl10qvbvPS3LeorLnTLz+nT0ZLwBw82MVLQCA5b04yandffsk14zPz0/y0tmGBQAwkOABAFjejyX5i0Vlf5zkd2cQCwDATUjwAAAs76sZhmYlyReq6ogkByS59exCAgC4kQQPAMDyXp/k58fXZyR5Z5IPZpiXBwBg5kyyDACwjO5+2sTrP6uqD2SYZPn82UUFAHAjCR4AgBWqqkOTHJTksu6+bNbxAAAsMEQLAGAZVXWnqnpXkq0Zhmttrap3VdWPzjg0AIAkEjwAACvxsiQfTXJAd98pwwTLH0nylzONCgBgZIgWAMDyfibJnbr7u0nS3d+oqqcn+fxswwIAGOjBAwCwvKuTHLGo7G5JvjKDWAAAbkIPHgCA5Z2a5G1VdUaSzyW5c5InJfmjmUYFADCS4AEAWEZ3/1VVfTrJrya5V5IrkhzX3e+YbWQAAAMJHgCAFRiTOTckdKpqQ1Wd0t3PmWFYAABJzMEDALCr9k3y7FkHAQCQSPAAAOyOmnUAAACJBA8AwO7oWQcAAJCYgwcAYElV9aAd7N5/zQIBAFiGBA8AwNLOWGb/ZWsSBQDAMiR4AACW0N2HzzoGAICVMAcPAAAAwJyT4AEAAACYcxI8AAAAAHNOggcAAABgzknwAAAAAMw5CR4AAACAOSfBAwAAADDnJHgAAAAA5pwEDwAAAMCck+ABAAAAmHMSPAAAAABzToIHAAAAYM5J8AAAAADMOQkeAAAAgDknwQMAAAAw5yR4AAAAAOacBA8AAADAnJPgAQAAAJhzEjwAAAAAc06CBwAAAGDOSfAAAAAAzDkJHgCAVVZVR1fVJVW1tapOmrL/96rq4qr6WFW9varuPIs4AYD5JcEDALCKqmpDktOSPCLJEUmOq6ojFlX7cJLN3X2vJK9LcuraRgkAzDsJHgCA1XVkkq3dfWl3X5vknCTHTFbo7nd29zfHzfcnOXiNYwQA5pwEDwDA6jooyeUT29vGsqU8OcmbVzUiAGDd2XfWAQAArHM1paynVqx6fJLNSX5uif0nJDkhSQ499NA9FR8AsA7owQMAsLq2JTlkYvvgJFcsrlRVD0ny7CSP6u7vTDtRd5/e3Zu7e/PGjRtXJVgAYD5J8AAArK4Lk2yqqsOrav8kxyY5d7JCVd0nycszJHe+OIMYAYA5Z4gWAMAq6u7rqurEJOcn2ZDkzO6+qKpOSbKlu89N8qdJbp3ktVWVJJd196NmFjR7tac//em58sorc8c73jGnnmrBNQAGEjwAAKusu89Lct6isudMvH7ImgfF3Lryyivz+c9/ftZhALCXMUQLAAAAYM5J8AAAAADMOQkeAAAAgDknwQMAAAAw5yR4AAAAAOacVbQAAFjSff/g7FmHwCK3+dI12ZDksi9d4+ezF/ngnz5h1iEAN3N68AAAAADMOQkeAAAAgDknwQMAAAAw5yR4AAAAAOacBA8AAADAnFuTBE9VnVlVX6yqf50ou31VvbWqPjU+HzCWV1W9pKq2VtXHquonJo45fqz/qao6fqL8vlX18fGYl1RVrcV1AQDAWrt+/1vle7e4ba7f/1azDgWAvcha9eB5RZKjF5WdlOTt3b0pydvH7SR5RJJN4+OEJC9LhoRQkucm+akkRyZ57kJSaKxzwsRxi98LAADWhW9seliuuccv5hubHjbrUADYi6xJgqe7353kqkXFxyQ5a3x9VpJHT5Sf3YP3J7ldVd0pycOTvLW7r+ruq5O8NcnR477bdvf7uruTnD1xLgAAAIB1b5Zz8PxId38hScbnO4zlByW5fKLetrFsR+XbppRPVVUnVNWWqtqyffv23b4IAAAAgFnbGydZnjZ/Tu9C+VTdfXp3b+7uzRs3btzFEAEAAAD2HrNM8PzfcXhVxucvjuXbkhwyUe/gJFcsU37wlHIAAACAm4VZJnjOTbKwEtbxSd44Uf6EcTWt+yX56jiE6/wkD6uqA8bJlR+W5Pxx3zVVdb9x9awnTJwLAAAAYN3bdy3epKpeneSoJAdW1bYMq2H9cZLXVNWTk1yW5HFj9fOS/HySrUm+meRJSdLdV1XV85NcONY7pbsXJm7+rQwrdf1AkjePDwAAAICbhTVJ8HT3cUvsevCUup3kKUuc58wkZ04p35LknrsTIwAAAMC82hsnWQYAAABgJ0jwAAAAAMw5CR4AAACAOSfBAwAAADDnJHgAAAAA5pwEDwAAAMCck+ABAAAAmHMSPAAAAABzToIHAAAAYM5J8AAAAADMOQkeAAAAgDknwQMAAAAw5yR4AAAAAOacBA8AAADAnJPgAQAAAJhzEjwAAAAAc06CBwAAAGDOSfAAAAAAzDkJHgAAAIA5J8EDAAAAMOckeAAAVllVHV1Vl1TV1qo6acr+B1bVh6rquqp67CxiBADmmwQPAMAqqqoNSU5L8ogkRyQ5rqqOWFTtsiRPTPKqtY0OAFgv9p11AAAA69yRSbZ296VJUlXnJDkmycULFbr7s+O+62cRIAAw//TgAQBYXQcluXxie9tYBgCwx0jwAACsrppS1rt0oqoTqmpLVW3Zvn37boYFAKwnEjwAAKtrW5JDJrYPTnLFrpyou0/v7s3dvXnjxo17JDgAYH2Q4AEAWF0XJtlUVYdX1f5Jjk1y7oxjAgDWGQkeAIBV1N3XJTkxyflJPpHkNd19UVWdUlWPSpKq+smq2pbkcUleXlUXzS5iAGAeWUULAGCVdfd5Sc5bVPacidcXZhi6BQCwS/TgAQAAAJhzEjwAAAAAc06CBwAAAGDOSfAAAAAAzDkJHgAAAIA5J8EDAAAAMOckeAAAAADmnAQPAAAAwJyT4AEAAACYcxI8AAAAAHNu31kHsN7d9w/OnnUIMBc++KdPmHUIAAAAc0sPHgAAAIA5J8EDAAAAMOckeAAAAADmnAQPAAAAwJyT4AEAAACYcxI8AAAAAHNOggcAAABgzknwAAAAAMw5CR4AAACAOSfBAwAAADDnJHgAAAAA5pwEDwAAAMCck+ABAAAAmHMSPAAAAABzToIHAAAAYM5J8AAAAADMOQkeAAAAgDknwQMAAAAw5yR4AAAAAOacBA8AAADAnJPgAQAAAJhzEjwAAAAAc06CBwAAAGDOSfAAAAAAzDkJHgAAAIA5J8EDAAAAMOckeAAAAADmnAQPAAAAwJyT4AH+//buP9Tuuo7j+PPFhqZEkXNBbvMHbUpbf5SIhRQIGc6arCJrs0mSKARShK2kPzJCAkk0I6EMf7VCXQY1dSaJREgam1DgUPEq6tZEm7bZorLluz/Od3q4u/fuzHnP93zveT7gsu/3nM/5ft7fy76HF+/z+Z4rSZIkSeo4GzySJEmSJEkdN6caPElWJnkiyUSSy9uuR5IkCQ6eUZIcmeSO5vk/JTlx+FVKkqQumzMNniTzgOuBc4DlwNoky9utSpIkjbsBM8pFwN+railwLXDVcKuUJEldN2caPMDpwERVPV1VrwK3A6tbrkmSJGmQjLIauLXZvhP4WJIMsUZJktRx89su4C20CNjet78D+NDkQUkuAS5pdvcmeWIItWn0HAvsarsIvSFXf7HtEjT3ed2PoiuG0sM4YRiTzGCQjPL6mKral2QPsIBJ/2fNMerje9qIMctoCLzuR9EIZZm51OCZ6rdaBzxQdQNww+yXo1GWZGtVndZ2HZKGx+teLRoko5hjdEh8T5PGj9e9DmYu3aK1A1jSt78Y2NlSLZIkSfsNklFeH5NkPvBO4OWhVCdJkuaEudTg2QIsS3JSkiOANcCmlmuSJEkaJKNsAvbf3/FZ4IGqOmAFjyRJ0nTmzC1azf3qlwL3AfOAm6pqW8tlaXS5vF0aP173asV0GSXJd4GtVbUJuBHYkGSC3sqdNe1VrI7wPU0aP173mlH8cEiSJEmSJKnb5tItWpIkSZIkSWPJBo8kSZIkSVLH2eDRWEmyMskTSSaSXN52PZJmX5KbkryY5NG2a5Gkw2WWkcaPWUaDssGjsZFkHnA9cA6wHFibZHm7VUkagluAlW0XIUmHyywjja1bMMtoADZ4NE5OByaq6umqehW4HVjdck2SZllV/YHeXyWSpK4zy0hjyCyjQdng0ThZBGzv29/RPCZJktQFZhlJ0rRs8GicZIrHauhVSJIkvTlmGUnStGzwaJzsAJb07S8GdrZUiyRJ0qEyy0iSpmWDR+NkC7AsyUlJjgDWAJtarkmSJGlQZhlJ0rRs8GhsVNU+4FLgPuAxYGNVbWu3KkmzLcltwEPAKUl2JLmo7Zok6c0wy0jjySyjQaXK23YlSZIkSZK6zBU8kiRJkiRJHWeDR5IkSZIkqeNs8EiSJEmSJHWcDR5JkiRJkqSOs8EjSZIkSZLUcTZ4JM2aJNuSnNl2HTNJcmGSB1uYt5IsHfa8kiRpcGaZGec1y0gjZn7bBUiau6pqRds1SJIkvVlmGUld4goeSZIkSZKkjrPBI2nWJHkmyVlJTk+yNckrSV5Ics0Ar/1wkj8m2Z3kL/3Lo5P8PsmVzfN7k9yVZEGSXzRzbElyYt/4SvKVJE8n2ZXk+0mmfP9Lckbz+j3Nv2c0j5+X5JFJYy9L8utm+8gkVyd5rjnHHyc5qm/s+iTPJ9mZ5EuH+KuUJEktMMuYZaQuscEjaRiuA66rqncA7wU2zjQ4ySLgHuBK4Bjg68CvkizsG7YGuABY1BzzIeDmZvxjwBWTDvtp4DTgVGA1cEAwSXJMM+8PgQXANcA9SRYAm4CTkryv7yXrgA3N9lXAycAHgKVNXd9ujruyOYePA8uAs2Y6f0mSNHLMMmYZaeTZ4JE0DP8FliY5tqr2VtXDBxm/DthcVZur6rWq+h2wFfhE35ibq+qpqtoD3As8VVX3V9U+4JfABycd86qqermqngN+AKydYt5PAk9W1Yaq2ldVtwGPA+dW1X+AO5raSLICOBG4O0mAi4GvNXP8A/geveAG8Lmm3ker6p/Adw5y/pIkabSYZcwy0sizwSNpGC6i94nQ481S4VUHGX8CcF6zpHl3kt3AR4D39I15oW/7X1Psv33SMbf3bT8LHDfFvMc1zzFp7KJm+1bg/CYEXQBsbMLSQuBo4JG+en/bPL7/uJPnlyRJ3WGWMctII8+/oiVp1lXVk8Da5l7xzwB3JlnQfAI0le3Ahqq6+C0sYwmwrdk+Htg5xZid9AJZv+PpBRyq6uEkrwIfBc5vfgB20QtiK6rqr1Mc9/lm/v5jSpKkjjDLmGWkLnAFj6RZl2RdkoVV9Rqwu3n4fzO85OfAuUnOTjIvyduSnJlk8WGUsT7Ju5IsAb5Kb4nyZJuBk5Ocn2R+ks8Dy4G7+8b8DPgRsK+qHgRozuunwLVJ3t2c86IkZzev2QhcmGR5kqM58J56SZI0wswyZhmpC2zwSBqGlcC2JHvpfUnhmqr693SDq2o7vS8P/BbwN3qfgq3n8N6zfgM8AvyZ3pcP3jjFvC8Bq4DLgJeAbwCrqmpX37ANwPt54wsJ9/smMAE8nOQV4H7glOa499K7V/6BZswDh3EekiRp+MwyZhlp5KWq2q5BkmZVkgKWVdXEW3Cso4AXgVOb5dqSJEmzyiwjaRCu4JGkQ/NlYIuBSJIkdZRZRpqj/JJlSa1I8gXgJ1M89WxVrRh2PYNI8gwQ4FMtlyJJklpmlpE0arxFS5IkSZIkqeO8RUuSJEmSJKnjbPBIkiRJkiR1nA0eSZIkSZKkjrPBI0mSJEmS1HE2eCRJkiRJkjru/4fOtoQIxxWHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualization of 'is_employed'\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16, 6))\n",
    "sns.countplot(x='is_employed', data=data, ax=ax[0])\n",
    "ax[0].set_xlabel('is_employed', fontsize=12)\n",
    "ax[0].set_ylabel('Count', fontsize=12)\n",
    "ax[0].set_title('Count Plot of is_employed', fontsize=16)\n",
    "\n",
    "sns.barplot(x='is_employed', y='loan_repaid', data=data, ax=ax[1])\n",
    "ax[1].set_xlabel('is_employed', fontsize=12)\n",
    "ax[1].set_ylabel('Loan Repaid Ratio', fontsize=12)\n",
    "ax[1].set_title('Loan Repaid Ratio vs. is_employed', fontsize=16)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualization of 'yearly_salary'\n",
    "grouped = data[['yearly_salary', 'loan_repaid']].groupby('yearly_salary')\n",
    "mean = grouped.mean().reset_index()\n",
    "hist_kws={'histtype': 'bar', 'edgecolor':'black', 'alpha': 0.2}\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16, 6))\n",
    "sns.distplot(data[data['loan_repaid'] == 0]['yearly_salary'], \n",
    "             label='loan_repaid = 0', ax=ax[0], hist_kws=hist_kws)\n",
    "sns.distplot(data[data['loan_repaid'] == 1]['yearly_salary'], \n",
    "             label='loan_repaid = 1', ax=ax[0], hist_kws=hist_kws)\n",
    "ax[0].set_title('Histogram of yearly_salary', fontsize=16)\n",
    "ax[0].legend()\n",
    "ax[1].plot(mean['yearly_salary'], mean['loan_repaid'], '.-')\n",
    "ax[1].set_title('Mean Repaid Rate vs. yearly_salary', fontsize=16)\n",
    "ax[1].set_xlabel('yearly_salary')\n",
    "ax[1].set_ylabel('Mean Repaid Rate')\n",
    "ax[1].grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualization of 'age'\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16, 6))\n",
    "sns.countplot(x='age', data=data, ax=ax[0])\n",
    "ax[0].set_xlabel('age', fontsize=12)\n",
    "ax[0].set_ylabel('Count', fontsize=12)\n",
    "ax[0].set_title('Count Plot of age', fontsize=16)\n",
    "\n",
    "sns.barplot(x='age', y='loan_repaid', data=data, ax=ax[1])\n",
    "ax[1].set_xlabel('age', fontsize=12)\n",
    "ax[1].set_ylabel('Loan Repaid Ratio', fontsize=12)\n",
    "ax[1].set_title('Loan Repaid Ratio vs. age', fontsize=16)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualization of 'age'\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16, 6))\n",
    "sns.countplot(x='dependent_number', data=data, ax=ax[0])\n",
    "ax[0].set_xlabel('dependent_number', fontsize=12)\n",
    "ax[0].set_ylabel('Count', fontsize=12)\n",
    "ax[0].set_title('Count Plot of dependent_number', fontsize=16)\n",
    "\n",
    "sns.barplot(x='dependent_number', y='loan_repaid', data=data, ax=ax[1])\n",
    "ax[1].set_xlabel('dependent_number', fontsize=12)\n",
    "ax[1].set_ylabel('Loan Repaid Ratio', fontsize=12)\n",
    "ax[1].set_title('Loan Repaid Ratio vs. dependent_number', fontsize=16)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualization of 'month'\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16, 6))\n",
    "sns.countplot(x='month', data=data, ax=ax[0])\n",
    "ax[0].set_xlabel('month', fontsize=12)\n",
    "ax[0].set_ylabel('Count', fontsize=12)\n",
    "ax[0].set_title('Count Plot of month', fontsize=16)\n",
    "\n",
    "sns.barplot(x='month', y='loan_repaid', data=data, ax=ax[1])\n",
    "ax[1].set_xlabel('month', fontsize=12)\n",
    "ax[1].set_ylabel('Loan Repaid Ratio', fontsize=12)\n",
    "ax[1].set_title('Loan Repaid Ratio vs. month', fontsize=16)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualization of 'dayofweek'\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16, 6))\n",
    "sns.countplot(x='dayofweek', data=data, ax=ax[0])\n",
    "ax[0].set_xlabel('dayofweek', fontsize=12)\n",
    "ax[0].set_ylabel('Count', fontsize=12)\n",
    "ax[0].set_title('Count Plot of dayofweek', fontsize=16)\n",
    "\n",
    "sns.barplot(x='dayofweek', y='loan_repaid', data=data, ax=ax[1])\n",
    "ax[1].set_xlabel('dayofweek', fontsize=12)\n",
    "ax[1].set_ylabel('Loan Repaid Ratio', fontsize=12)\n",
    "ax[1].set_title('Loan Repaid Ratio vs. dayofweek', fontsize=16)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# feature correlation\n",
    "fig, ax = plt.subplots(figsize=(12, 10))\n",
    "sns.heatmap(data.dropna(axis=0, how='any').corr(), ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Engineering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. `fully_repaid_previous_loans` and `currently_repaying_other_loans`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[nan]\n",
      "[nan]\n"
     ]
    }
   ],
   "source": [
    "# there is a clear connection between 'is_first_loan' \n",
    "# and 'fully_repaid_previous_loans', 'currently_repaying_other_loans'\n",
    "print(data[data['is_first_loan'] == 1]['fully_repaid_previous_loans'].unique())\n",
    "print(data[data['is_first_loan'] == 1]['currently_repaying_other_loans'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fill missing values with -1 for 'fully_repaid_previous_loans' and 'currently_repaying_other_loans'\n",
    "data = data.fillna({'fully_repaid_previous_loans': -1, 'currently_repaying_other_loans': -1})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. `avg_percentage_credit_card_limit_used_last_year`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fill missing values with median\n",
    "median = data['avg_percentage_credit_card_limit_used_last_year'].median()\n",
    "data = data.fillna({'avg_percentage_credit_card_limit_used_last_year': median})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop useless features\n",
    "data = data.drop(labels=['month', 'week', 'dayofweek'], axis=1, inplace=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "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>loan_purpose</th>\n",
       "      <th>loan_repaid</th>\n",
       "      <th>is_first_loan</th>\n",
       "      <th>fully_repaid_previous_loans</th>\n",
       "      <th>currently_repaying_other_loans</th>\n",
       "      <th>total_credit_card_limit</th>\n",
       "      <th>avg_percentage_credit_card_limit_used_last_year</th>\n",
       "      <th>saving_amount</th>\n",
       "      <th>checking_amount</th>\n",
       "      <th>is_employed</th>\n",
       "      <th>yearly_salary</th>\n",
       "      <th>age</th>\n",
       "      <th>dependent_number</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>other</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5400</td>\n",
       "      <td>0.52</td>\n",
       "      <td>3345</td>\n",
       "      <td>2764</td>\n",
       "      <td>1</td>\n",
       "      <td>15800</td>\n",
       "      <td>58</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>business</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>2900</td>\n",
       "      <td>0.76</td>\n",
       "      <td>1050</td>\n",
       "      <td>3695</td>\n",
       "      <td>1</td>\n",
       "      <td>34800</td>\n",
       "      <td>31</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>business</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7800</td>\n",
       "      <td>0.30</td>\n",
       "      <td>4206</td>\n",
       "      <td>4368</td>\n",
       "      <td>1</td>\n",
       "      <td>51100</td>\n",
       "      <td>51</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>emergency_funds</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4300</td>\n",
       "      <td>1.02</td>\n",
       "      <td>886</td>\n",
       "      <td>1597</td>\n",
       "      <td>1</td>\n",
       "      <td>15000</td>\n",
       "      <td>59</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>investment</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3900</td>\n",
       "      <td>0.65</td>\n",
       "      <td>1837</td>\n",
       "      <td>3795</td>\n",
       "      <td>1</td>\n",
       "      <td>12000</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      loan_purpose  loan_repaid  is_first_loan  fully_repaid_previous_loans  \\\n",
       "3            other          1.0              0                          1.0   \n",
       "4         business          0.0              1                         -1.0   \n",
       "6         business          1.0              0                          1.0   \n",
       "7  emergency_funds          0.0              0                          0.0   \n",
       "8       investment          1.0              0                          1.0   \n",
       "\n",
       "   currently_repaying_other_loans  total_credit_card_limit  \\\n",
       "3                             0.0                     5400   \n",
       "4                            -1.0                     2900   \n",
       "6                             0.0                     7800   \n",
       "7                             1.0                     4300   \n",
       "8                             0.0                     3900   \n",
       "\n",
       "   avg_percentage_credit_card_limit_used_last_year  saving_amount  \\\n",
       "3                                             0.52           3345   \n",
       "4                                             0.76           1050   \n",
       "6                                             0.30           4206   \n",
       "7                                             1.02            886   \n",
       "8                                             0.65           1837   \n",
       "\n",
       "   checking_amount  is_employed  yearly_salary  age  dependent_number  \n",
       "3             2764            1          15800   58                 4  \n",
       "4             3695            1          34800   31                 4  \n",
       "6             4368            1          51100   51                 2  \n",
       "7             1597            1          15000   59                 2  \n",
       "8             3795            1          12000   24                 1  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# final data set for model building\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# feature correlation\n",
    "fig, ax = plt.subplots(figsize=(12, 10))\n",
    "sns.heatmap(data.corr(), ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Machine Learning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, I will try to implement the quite new package called LightGBM."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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>loan_purpose</th>\n",
       "      <th>loan_repaid</th>\n",
       "      <th>is_first_loan</th>\n",
       "      <th>fully_repaid_previous_loans</th>\n",
       "      <th>currently_repaying_other_loans</th>\n",
       "      <th>total_credit_card_limit</th>\n",
       "      <th>avg_percentage_credit_card_limit_used_last_year</th>\n",
       "      <th>saving_amount</th>\n",
       "      <th>checking_amount</th>\n",
       "      <th>is_employed</th>\n",
       "      <th>yearly_salary</th>\n",
       "      <th>age</th>\n",
       "      <th>dependent_number</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>other</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5400</td>\n",
       "      <td>0.52</td>\n",
       "      <td>3345</td>\n",
       "      <td>2764</td>\n",
       "      <td>1</td>\n",
       "      <td>15800</td>\n",
       "      <td>58</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>business</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>2900</td>\n",
       "      <td>0.76</td>\n",
       "      <td>1050</td>\n",
       "      <td>3695</td>\n",
       "      <td>1</td>\n",
       "      <td>34800</td>\n",
       "      <td>31</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>business</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7800</td>\n",
       "      <td>0.30</td>\n",
       "      <td>4206</td>\n",
       "      <td>4368</td>\n",
       "      <td>1</td>\n",
       "      <td>51100</td>\n",
       "      <td>51</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>emergency_funds</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4300</td>\n",
       "      <td>1.02</td>\n",
       "      <td>886</td>\n",
       "      <td>1597</td>\n",
       "      <td>1</td>\n",
       "      <td>15000</td>\n",
       "      <td>59</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>investment</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3900</td>\n",
       "      <td>0.65</td>\n",
       "      <td>1837</td>\n",
       "      <td>3795</td>\n",
       "      <td>1</td>\n",
       "      <td>12000</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      loan_purpose  loan_repaid  is_first_loan  fully_repaid_previous_loans  \\\n",
       "3            other          1.0              0                          1.0   \n",
       "4         business          0.0              1                         -1.0   \n",
       "6         business          1.0              0                          1.0   \n",
       "7  emergency_funds          0.0              0                          0.0   \n",
       "8       investment          1.0              0                          1.0   \n",
       "\n",
       "   currently_repaying_other_loans  total_credit_card_limit  \\\n",
       "3                             0.0                     5400   \n",
       "4                            -1.0                     2900   \n",
       "6                             0.0                     7800   \n",
       "7                             1.0                     4300   \n",
       "8                             0.0                     3900   \n",
       "\n",
       "   avg_percentage_credit_card_limit_used_last_year  saving_amount  \\\n",
       "3                                             0.52           3345   \n",
       "4                                             0.76           1050   \n",
       "6                                             0.30           4206   \n",
       "7                                             1.02            886   \n",
       "8                                             0.65           1837   \n",
       "\n",
       "   checking_amount  is_employed  yearly_salary  age  dependent_number  \n",
       "3             2764            1          15800   58                 4  \n",
       "4             3695            1          34800   31                 4  \n",
       "6             4368            1          51100   51                 2  \n",
       "7             1597            1          15000   59                 2  \n",
       "8             3795            1          12000   24                 1  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# encoding 'loan_purpose'\n",
    "encoder = LabelEncoder()\n",
    "data['loan_purpose'] = encoder.fit_transform(data['loan_purpose'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define categorical features\n",
    "categorical_feature = ['loan_purpose', 'is_first_loan', 'fully_repaid_previous_loans', \n",
    "                       'currently_repaying_other_loans', 'is_employed']\n",
    "target = 'loan_repaid'\n",
    "\n",
    "data[categorical_feature] = data[categorical_feature].astype('category')\n",
    "data[target] = data[target].astype('category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 47654 entries, 3 to 101098\n",
      "Data columns (total 13 columns):\n",
      "loan_purpose                                       47654 non-null category\n",
      "loan_repaid                                        47654 non-null category\n",
      "is_first_loan                                      47654 non-null category\n",
      "fully_repaid_previous_loans                        47654 non-null category\n",
      "currently_repaying_other_loans                     47654 non-null category\n",
      "total_credit_card_limit                            47654 non-null int64\n",
      "avg_percentage_credit_card_limit_used_last_year    47654 non-null float64\n",
      "saving_amount                                      47654 non-null int64\n",
      "checking_amount                                    47654 non-null int64\n",
      "is_employed                                        47654 non-null category\n",
      "yearly_salary                                      47654 non-null int64\n",
      "age                                                47654 non-null int64\n",
      "dependent_number                                   47654 non-null int64\n",
      "dtypes: category(6), float64(1), int64(6)\n",
      "memory usage: 3.2 MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# split into training and test data set\n",
    "X = data.drop('loan_repaid', axis=1)\n",
    "y = data['loan_repaid']\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25, stratify=y, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create LightGBM dataset\n",
    "d_train = lgb.Dataset(data=X_train, label=y_train, categorical_feature=categorical_feature, free_raw_data=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best rounds:\t 767\n"
     ]
    }
   ],
   "source": [
    "# Cross validation\n",
    "params = {'learning_rate': 0.01, \n",
    "          'boosting_type': 'gbdt', \n",
    "          'objective': 'binary', \n",
    "          'metric': ['binary_logloss', 'auc'], \n",
    "          'sub_feature':0.5, \n",
    "          'num_leaves': 31, \n",
    "          'min_data': 50, \n",
    "          'max_depth': 30, \n",
    "          'is_unbalance': True}\n",
    "\n",
    "history = lgb.cv(params, train_set=d_train, num_boost_round=1000, nfold=5, \n",
    "                 early_stopping_rounds=20, seed=42, verbose_eval=False)\n",
    "\n",
    "print('Best rounds:\\t', len(history['auc-mean']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# re-train the model and make predictions\n",
    "clf = lgb.train(params, train_set=d_train, num_boost_round=767)\n",
    "pred = clf.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# feature importance\n",
    "features = clf.feature_name()\n",
    "importance = clf.feature_importance()\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
    "lgb.plot_importance(clf, ax=ax, height=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Questions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bank profit:\t 3440\n"
     ]
    }
   ],
   "source": [
    "# Total profit from original bank:\n",
    "loan_paid = y_test.astype(int).values\n",
    "bank_profit = np.sum(loan_paid * 2 - 1)\n",
    "print('Bank profit:\\t', bank_profit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now, let's set a series of threshold to determine whether or not the loan will be given\n",
    "def calculate_profit(loan_paid, probability, threshold):\n",
    "    loan_granted = (probability > threshold).astype(int)\n",
    "    profit = 0\n",
    "    for i in range(len(loan_paid)):\n",
    "        if loan_granted[i] == 1:\n",
    "            if loan_paid[i] == 0:\n",
    "                profit -= 1\n",
    "            else:\n",
    "                profit += 1\n",
    "                \n",
    "    return profit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "# calculate the profit according to given threshold\n",
    "thresholds = list(np.linspace(0, 1, 100))\n",
    "profits = []\n",
    "\n",
    "for threshold in thresholds:\n",
    "    profits.append(calculate_profit(loan_paid, pred, threshold))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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g7sNvkO738J+fHs/scUOjHZKIyIBp7gywfGsDf11TzXNv76anN8T0kXlcPb2cM08swu/RqE68UYLjUIJzcGsqm7jqN69TmOVnwY3TKcxMiXZIIiKDpr6tm4UrdvL713dQ2dhJpt/D6WMLOXv8MGaOKVC9YZxQguNQgnNg7+5u5fIH/02G38MfbvoIw7K1v4SIJIfekOWVjXU8+/YulqyvobEjQKrXzcwxBXzsuHymj8zXiqwYpsM25aC21rfzmYdex+9x8bvPTVNyIyJJxe0yzDq+kFnHFxLsDfH61gaeW7uLFzfU8vy63QDkp/uYPjKfKeW5jB+exYnDs8hMUW1iPNEITpKpbOzgsv/7N13BEAu/MF3FdiIijr4l6K9t2dP/U93c1X99xJB0xhdnM2P0EM4YW0Ruui+K0SYvjeDIfpo7Anz2t8tp7Q6y4EYlNyIiezPGUJafRll+GpedUgpAbWsX66pbWFfVzNqqFt7Yuoe/vlWNy8CpI/KYfeJQzh4/VMdIxCCN4CSJnmCIax95gxXbG5h//TQ+Mio/2iGJiMQday1rq1r427rd/H39bt6racMY+OTxhVw9vZwZYwp0fMQgU5GxQwlO+H/Ir/9hDX98s5KfXDaRi6eURDskEZGEsLW+nT+9WckTb+ykvq2bktxUPjOtnEumFFOYpZWpg0EJjkMJDvz8xY38z5L3uOWM0dxyxphohyMiknB6giH+vn43j7+2nde2NGAMnFKRx3kThnH2+KHahmMAKcFxJHuCs2h1FV9dsJqLpxTzP5dO1LJHEZFBtrmujaff2sUzb1f3T2FNH5HPF2eN4uOjh+jv4WMUcwmOMSYHeAgYD1jgeuBd4EmgAtgGXGatbTThP/2fAecCHcBnrbVvOq9zLfAd52XvsdbOO9T7JnOC8/I7tXzhsZVMKc9h/vXT8Hlc0Q5JRCSpvFfTyjNrdvGHFTupbu7ilIpcvnbmGD46aki0Q4tbsZjgzANesdY+ZIzxAWnAt4AGa+19xpg7gFxr7TeNMecCNxNOcKYBP7PWTjPG5AErgKmEk6SVwMnW2saDvW+yJjgvrK/hi79byQlDs3j8hmk6W0pEJIq6g70sXL6T/315EzUt3XxkZD5fO3MMp47Ii3ZocedIE5yI/JPeGJMFzAAeBrDW9lhrm4ALgb4RmHnARc79C4H5Nuw1IMcYMww4C1hirW1wkpolwNmR+Azx5Pm1u/ni71Zy4vBsHv+ckhsRkWjze9xc85EKlt7+Ce46/0Q21rZx2a//zWW//jfLNtaT6OUi0RCpOYuRQB3wW2PMKmPMQ8aYdKDIWrsLwLktdPoXAzv3en6l03awdnE8+/Yuvvz7NxlfnM1jN5xKdqqSGxGRWJHidXPdx0bwyjfCic6OPR1c/fDrXPyrf/HSOzVKdAZQpBIcDzAF+JW1djLQDtxxiP4HqsCyh2jf98nG3GiMWWGMWVFXV/dh4o1Lz769i5ufWMXE0hzmX38qWdpWXEQkJqX6wonO0m/M4t5Pj6e2pZvrH13B+f+7jOfX7iYUUqJzrCKV4FQCldba153HTxFOeGqcqSec29q9+pfu9fwSoPoQ7fuw1j5orZ1qrZ1aUFAwoB8kVm2pa+O2hW8xqTSHedefqjNTRETigN/j5jPTyvnH7bP4f3Mm0NYV5KbHV3LOz15h8VvV9CrR+dAikuBYa3cDO40xxztNpwPrgcXAtU7btcAi5/5iYK4Jmw40O1NYfwNmG2NyjTG5wGynLakFekPc8uRq/F4Xv/zMFDL8OoFDRCSeeN0uLptaygu3zuT+yyfRay1feWIVZ93/T/61uT7a4cWlSP4mvBn4nbOCagtwHeEEa6Ex5gZgB3Cp0/dZwiuoNhFeJn4dgLW2wRjzQ2C50+9ua21D5D5CbPrZCxtZU9nMrz4zhSLtnCkiErc8bhcXTS7mgonDeW7tbu57fgNX/eZ1Lp5czLc+NZYhGf5ohxg3tNFfnFu+rYHLf/1vLplSwn9fOjHa4YiIyADq7OnlFy9v4tf/3Eyaz8M3zz6BK04pxZXE513F1DJxGRwtXQG+9uRqSnLTuOuCcdEOR0REBliqz83Xzzqe5776cU4Ymsm3/vw2F/xiGa9u0rTV4SjBiWPfX7yOXc1d/PTySaq7ERFJYMcVZrLgxuncf/kkGtsDfOah17nm4ddZV90c7dBilhKcOPXs27v405tVfPkTx3FyeW60wxERkUFmjOGiycW8eNtMvn3uWNZUNvOpB5bxtSdX09wRiHZ4MUcJThza09bNd/+ylgkl2dz8yeOiHY6IiERQitfN52eM5J/f+ARfnDWKp9dU8+lfvsrW+vZohxZTlODEobsWr6O1K8h/z5mIx60/QhGRZJSd6uWbZ5/A4zdMo7Gjh4t+8apqc/ai345x5rm3d/H0ml189YzRHD80M9rhiIhIlE0bmc+iL51GYaafuY+8wWOvbY92SDFBCU4caWjv4Tt/WctJxdl8YcbIaIcjIiIxoiw/jT/9x0eZMXoI3/3LWn749PqkP9dKCU4cuWvxOlq6Avz3pRM0NSUiIvvITPHy0LWn8NmPVvDwsq3c+8yGpE5ytLY4Tjy/dhd/faua284cwwlDs6IdjoiIxCC3y3DX+ScC8NCyrfg8Lm4/63iMSb6NAZXgxIHOnl6+u2gd44uzuGnWqGiHIyIiMcyYcJLT0xvil//YjM/j4pYzxkQ7rIhTghMHnly+g7rWbn75mSl4NTUlIiKHYYzhngvHEwiGuP+Fjfg8Lv5jVnJtK6IEJ8b1BEM8+M8tnFKRyykVedEOR0RE4oTLZbjvkgkEekP8v+ffJSvFy9XTy6MdVsRoOCDGLVpdRXVzV9Jl3iIicuzcLsOPL53IJ08o5K7F65JqnxwlODGsN2T51dLNjB2WxazjC6IdjoiIxCGP28XPrpjEqIJ0/uN3bybNjsdKcGLY39ftZktdO/8xa1RSVsCLiMjAyEzx8tDcU3AZuGHecpo7E//sKiU4Mcpayy//sZmK/DTOPWlYtMMREZE4V5afxv9dfTI7Gzr48u/fJNgbinZIg0oJToxatqmet6ua+cLMUbhdGr0REZFjN21kPvdcNJ5XNtZzzzMboh3OoFKCE6N++fJmirL8XDylONqhiIhIArn8lDI++9EKHv3XNlZub4x2OINGCU4MenNHI//esofPnTYSv8cd7XBERCTB3H7W8RRk+vnRs4l7nIMSnBj0yLKtZKV4uHJaWbRDERGRBJTu9/C1M8awYnsjf19fE+1wBoUSnBjT2N7D39fVcPGUEjL82odRREQGx2VTSxhVkM5/PfcOgQQsOFaCE2MWra6ipzfEZVNLox2KiIgkMI/bxR3njGVLfTtPLt8Z7XAGnBKcGLNwRSXji7M4cbhODBcRkcF1xthCTq3I4/4X3qOtOxjtcAaUEpwYsraqmfW7WjR6IyIiEWGM4c5zT6C+rYff/HNLtMMZUEpwYsgfVuzE53Fx4UQtDRcRkciYXJbLp04axm9e2UJtS1e0wxkwSnBiRFegl7+srubscUPJTvNGOxwREUkit591PD3BEL9aujnaoQwYJTgxYsn6Gpo7A5qeEhGRiKsYks45Jw3jz6uq6A72RjucAaEEJ0YsXLGT4pxUPjoqP9qhiIhIErpkSjFNHQFefqc22qEMCCU4MaCqqZNlm+qZc3IJLp07JSIiUfDx0QUUZvp5amVltEMZEEpwYsBTKyqxFuacXBLtUEREJEm5XYZPTynm5XfrqGvtjnY4x0wJTpSFQpY/rNzJx47LpzQvLdrhiIhIEpszpYTekGXR6qpoh3LMlOBE2aqdTVQ2dnLpySouFhGR6BpdlMnEkmz++KYSHDlGr2yswxiYdXxBtEMRERHhkpNL2LCrhXXVzdEO5ZgowYmyZRvrmVCcTU6aL9qhiIiIcP6E4fjcLv64Mr5HcZTgRFFrV4BVO5s4bfSQaIciIiICQG66j9PHFrJodVVcnzKuBCeKXtvSQG/Ictpxmp4SEZHYMefkEva09/CPd+uiHcqHpgQnipZtrCPV62ZKeU60QxEREek3Y0wBQzJ8/DGO98RRghNFr2yq59QRefg97miHIiIi0s/rdnHhpGJefKeGxvaeaIfzoSjBiZLqpk621LXzcdXfiIhIDPrUhGEEei3/3rIn2qF8KEpwomTZxnoAFRiLiEhMGj88G7/HxZvbG6MdyoeiBCdKXtlUT0Gmn+OLMqMdioiIyH58HhcTSrJ5c4cSnEMyxmwzxrxtjFltjFnhtOUZY5YYYzY6t7lOuzHGPGCM2WSMWWOMmbLX61zr9N9ojLk2UvEPpFDI8uqmek47bgjG6HBNERGJTVPKcllb1UJ3sDfaoRy1SI/gfMJaO8laO9V5fAfworV2NPCi8xjgHGC083Mj8CsIJ0TAXcA04FTgrr6kKJ6s39VCQ3sPpx2n6SkREYldk8ty6ekNsbaqJdqhHLVoT1FdCMxz7s8DLtqrfb4New3IMcYMA84CllhrG6y1jcAS4OxIB32slm1S/Y2IiMS+vm1MVsXhNFUkExwL/N0Ys9IYc6PTVmSt3QXg3BY67cXAzr2eW+m0Hax9H8aYG40xK4wxK+rqYm+TomUb6xlTlEFRVkq0QxERETmowswUSvNS47IOJ5IJzsestVMITz99yRgz4xB9D1SYYg/Rvm+DtQ9aa6daa6cWFMTWLsFdgV7e2Nag3YtFRCQuTCnLZeX2Rqzd79dtTItYgmOtrXZua4E/E66hqXGmnnBua53ulUDpXk8vAaoP0R43VmxrpCcY0v43IiISF6aU5VLT0k11c1e0QzkqEUlwjDHpxpjMvvvAbGAtsBjoWwl1LbDIub8YmOusppoONDtTWH8DZhtjcp3i4tlOW9x4ZVMdXrdh2si8aIciIiJyWCeXh9fyxNt+OJ4IvU8R8GdnSbQH+L219nljzHJgoTHmBmAHcKnT/1ngXGAT0AFcB2CtbTDG/BBY7vS721rbEKHPMCD+vXkPk8tySfNF6qsXERH58E4Ymkmq183K7Y2cP3F4tMM5YhH5LWut3QJMPED7HuD0A7Rb4EsHea1HgEcGOsZI6A72smFXC9efNiLaoYiIiBwRjzu84V+8raSK9jLxpPLe7jYCvZaTirOjHYqIiMgRm1Key7rqFroC8bPhnxKcCHq7qhlACY6IiMSVk8tyCYZs/++xeKAEJ4LermomK8VDWV5atEMRERE5YpPLwhv+rYyjQmMlOBG0tqqZk0qydf6UiIjElfwMPxX5aXG1kkoJToT0BEO8u7uV8ZqeEhGRODSlLJc3dzTFzYZ/SnAi5L2aVnp6Q6q/ERGRuDSlPJf6tm4qGzujHcoRUYITISowFhGReDalLLzhX7zU4SjBiRAVGIuISDw7fmgm6T533By8qQQnQtZWNTO+WAXGIiISn9wuw8TSHFbvbIp2KEdECU4E9ARDvLOrVdNTIiIS18rz06luUg2OOPoKjLWCSkRE4llRlp/6th4CvaFoh3JYSnAiQAXGIiKSCIqyUgCoa+2OciSHpwQnAt6uaiYzxUN5vgqMRUQkfhVl+QGoaemKciSHpwQnAtZWNXOSCoxFRCTOFWaGR3BqWjSCk/RUYCwiIomi0BnBqW3VCE7SU4GxiIgkivx0P26X0RSVhKenQAXGIiIS/9wuQ0GGn1pNUYkKjEVEJJEUZfmp0SoqWVvVzPjhKjAWEZHEUJiVQq2mqJJboDfEht2tnFSi6SkREUkMRVl+1eAku/dqWukJqsBYREQSR2FmCo0dAbqDvdEO5ZCU4AyidVUtgAqMRUQkcfRt9hfrhcZKcAbRxtpW/B4XZXkqMBYRkcRQ6BzXUBvjhcZKcAbR5rp2RgxJx+1SgbGIiCSGImc341gvNFaCM4g217UxqjAj2mGIiIgMmHg5j0oJziDpCvSys6GDUQVKcEREJHHkpvnwuk3M74WjBGeQbN/TQcjCqIL0aIciIiIyYFzObsYawUlSm+vaADSCIyIiCSe82Z9GcJLS5tpwgjNSIzgiIpJgirL8MX+iuBKcQbK5ro3inFTSfJ5ohyIiIjKgirJSqNEITnLaXNeuFVQiIpKQirJSaO4M0BWI3d2MleAMAmtteIm4pqdERCQBFWbG/m6qCBhSAAAgAElEQVTGSnAGwe6WLjp6elVgLCIiCalvN+OaGK7DUYIzCDbXtgNaQSUiIokpHjb7U4IzCPqXiBdqikpERBJP33ENsVxorARnEGyqbSMzxUNBhj/aoYiIiAy4nDQvPrcrppeKK8EZBOEC4wyM0SGbIiKSeIwxFGb5VWScbPoSHBERkUQV3gtHIzhJo7UrQE1Lt+pvREQkoRVmxvZ5VEpwBtiWOq2gEhGRxFcU4+dRKcEZYH0rqI7TLsYiIpLACrP8tHYH6egJRjuUA4pogmOMcRtjVhljnnYejzDGvG6M2WiMedIY43Pa/c7jTc71ir1e406n/V1jzFmRjP9IbK5rw+MylOWlRTsUERGRQdO3VDxWR3EiPYLzVWDDXo//C/iptXY00Ajc4LTfADRaa48Dfur0wxhzInAFMA44G/ilMcYdodiPyObadsrz0/C6NTgmIiKJq6hvN+MYrcOJ2G9hY0wJ8CngIeexAT4JPOV0mQdc5Ny/0HmMc/10p/+FwAJrbbe1diuwCTg1Mp/gyGgFlYiIJIP+3YxbNYJzP/ANIOQ8zgearLV9k3eVQLFzvxjYCeBcb3b697cf4Dn9jDE3GmNWGGNW1NXVDfTnOKhgb4hte3SKuIiIJL7C/imqJB7BMcacB9Raa1fu3XyArvYw1w71nPcbrH3QWjvVWju1oKDgqOP9sHY2dhLotRrBERGRhJeV6sHvccXsFJUnQu/zMeACY8y5QAqQRXhEJ8cY43FGaUqAaqd/JVAKVBpjPEA20LBXe5+9nxN1m2udM6gKtAeOiIgkNmOMs9lfEk9RWWvvtNaWWGsrCBcJv2St/QzwMjDH6XYtsMi5v9h5jHP9JWutddqvcFZZjQBGA29E4jMcib4l4iM1giMiIkmgKMsfs+dRRXupzzeBW40xmwjX2DzstD8M5DvttwJ3AFhr1wELgfXA88CXrLW9EY/6IDbVtlGQ6Sc71RvtUERERAZdYQxv9hepKap+1tp/AP9w7m/hAKugrLVdwKUHef69wL2DF+GHF15BpekpERFJDkWZKfyjpTbaYRxQtEdwEoa1ls117SowFhGRpFGY5ae9p5e27tjbzVgJzgCpauqkuTPACUMzox2KiIhIRPTvhRODK6mU4AyQ1TubAJhUmhvlSERERCKj77gGJTgJbNWOJvweFycM0wiOiIgkh0LnuIa6GNzNWAnOAFm9s4kJJdk6g0pERJLGkAwfAPVtPVGOZH/6bTwAeoIh3q5qZlJpTrRDERERiRifJ5xGBHpDh+kZeUpwBsCGXS30BENMLlP9jYiIJA+fM2sRCCrBSUh9BcaTyzSCIyIiycPtMhgDPRrBSUyrdjRSlOVnWHZqtEMRERGJGGMMXrdLCU6iWrWziclaHi4iIknI53YRCNpoh7EfJTjHqKG9h+17Opik6SkREUlCPo9LRcaJaPXORgAmawWViIgkIa/b0BPPRcbGmK8fpP3WgQsn/qza0YTbZTipJDvaoYiIiESc1x3/IzjfO0j7dwYikHi1emcTxxdlkuaL+MHsIiIiUeeL0SLjw/5WNsZ80rnrNsZ8AjB7XR4JtA5GYPEgFLKs3tHEBZOGRzsUERGRqIjVEZwjGXZ42LlNAR7Zq90Cu4GbBzqoeLGlvo3W7qA2+BMRkaQVLjKOvVVUh01wrLUjAIwx8621cwc/pPjx5o6+E8RVYCwiIskp7ouMldzsb9WOJrJSPIwckh7tUERERKIiVjf6O+QIjjFmg7V2rHN/J+Fpqf1Ya8sGIbaYt3pnExNLc3C5zOE7i4iIJCCfx0VbdzDaYezncFNUn9/r/tWDGUi8ae8O8u7uFs785OhohyIiIhI1vjgtMv4xMN25P8ta+4NBjidurKlsJmR1wKaIiCQ3r9sVkzU4h0twxhhjUqy1XcBtgBIcR/pL32aBbzUnL8uFf2lDaBERSU631bbS3t0Lv93rH/xDT4Jz7oteUBw+wVkEvGeM2QakGmP+eaBO1toZAx1YrGvqCJDlceN1KbkREZHkZYwhZONsmbi19jpjzGlABXAK7++Jk/Q+/pWHaO4MQJov2qGIiIhEzUN/XMNL79TyxnVnRDuUfRzJPjjLgGXGGJ+1dl4EYooLxhhylNyIiEiSi9XTxI/4ACVr7SPOUQ3XAMVAFfC4tfalwQpOREREYlusFhkfzWninwOeJHw8w5+AXcDvjTGfP+QTRUREJGGFz6KKsxqcD/gGcKa19q2+BmPMk8Afgd8MdGAiIiIS+3xuQ09vCGstxsTOxrdHswQoH1j/gbZ3gbyBC0dERETiic8TTiWCodgaxTmaBGcZ8BNjTBqAMSYd+G/gX4MRmIiIiMQ+rzucSsRaHc7RJDg3AScBzcaYGqAJmAh8YTACExERkdjXl+DE2kqqI6rBMeFJtVTgDGAoMByottZWDmJsIiIiEuO8zhRVrJ0ofkQJjrXWGmPeBjKdpEaJjYiIiOBzhwuLY20l1dFMUa0CxgxWICIiIhJ/+oqMAzFWg3M0y8T/ATxvjHkU2An0p2rW2kcGNiwRERGJB/1FxvE4ReX4GLAVmPmBdgsowREREUlCsbqK6rAJjrMs/DtAG/Am8J/W2u7BDkxERERiny9GV1EdSQ3O/wLnAxuAS4AfD2pEIiIiEjf6a3DisMj4HGC2tfYbzv3zBjckERERiRexOkV1JAlOurV2F4C1dieQPbghiYiISLzw9i8Tj60E50iKjD3GmE8A5iCPsda+NBjBiYiISGyL51VUtey7SmrPBx5bYOShXsAYkwL8E/A77/mUtfYuY8wIYAHhAzvfBK6x1vYYY/zAfOBk5/0ut9Zuc17rTuAGoBf4irX2b0fwGURERGQQvF+DE2cJjrW2YgDepxv4pLW2zRjjBZYZY54DbgV+aq1dYIz5P8KJy6+c20Zr7XHGmCuA/wIuN8acCFwBjCN8XMQLxpgx1treAYhRREREjlI8r6I6ZjaszXnodX4s8EngKad9HnCRc/9C5zHO9dOd87AuBBZYa7uttVuBTcCpEfgIIiIicgD9Z1HFYZHxgDDGuI0xqwlPeS0BNgNN1tqg06USKHbuFxPeLRnnejOQv3f7AZ6z93vdaIxZYYxZUVdXNxgfR0RERHi/yLgnDpeJDwhrba+1dhJQQnjUZeyBujm35iDXDtb+wfd60Fo71Vo7taCg4MOGLCIiIofRP0WVrCM4fay1TYTPtZoO5Bhj+uqASoBq534lUArgXM8GGvZuP8BzREREJMJitcg4IgmOMabAGJPj3E8FziC8M/LLwByn27XAIuf+YucxzvWXrLXWab/CGON3VmCNBt6IxGcQERGR/cXqRn9Hc9jmsRgGzDPGuAknVQuttU8bY9YDC4wx9wCrgIed/g8DjxljNhEeubkCwFq7zhizEFgPBIEvaQWViIhI9Hhc8bvR3zGz1q4BJh+gfQsHWAVlre0CLj3Ia90L3DvQMYqIiMjRM8bgc7uSt8hYREREEpPXbWJuBEcJjoiIiBwTn8elBEdEREQSi9ftirkiYyU4IiIicky8blfMHbapBEdERESOSXiKSkXGIiIikkB8bpd2MhYREZHE4vUYTVGJiIhIYvG6tYpKREREEoxWUYmIiEjC8WkER0RERBKNVlGJiIhIwvG6jaaoREREJLGoyFhEREQSjk87GYuIiEii0WGbIiIiknC0TFxEREQSTrgGR6uoREREJIHoqAYRERFJOH0b/VkbO6M4SnBERETkmPjcLqyF3pASHBEREUkQXk84nYilaSolOCIiInJMvO5wOhEIagRHREREEoTPbQCN4IiIiEgC8TlTVLG02Z8SHBERETkmfVNUsbTZnxIcEREROSb9NTgawREREZFE0T+CowRHREREEoW/vwZHq6hEREQkQWiKSkRERBKOt2+ZuIqMRUREJFFoJ2MRERFJOL7+nYyV4IiIiEiC8KnIWERERBLN+8vEe6McyfuU4IiIiMgx6Ssy1mGbIiIikjB82uhPREREEo0O2xQREZGEo43+REREJOHoNHERERFJOP07GWuZuIiIiCQKYwxet0m+KSpjTKkx5mVjzAZjzDpjzFed9jxjzBJjzEbnNtdpN8aYB4wxm4wxa4wxU/Z6rWud/huNMddGIn4RERE5NJ/blZQ7GQeB26y1Y4HpwJeMMScCdwAvWmtHAy86jwHOAUY7PzcCv4JwQgTcBUwDTgXu6kuKREREJHq8HlfyjeBYa3dZa9907rcCG4Bi4EJgntNtHnCRc/9CYL4New3IMcYMA84CllhrG6y1jcAS4OxIfAYRERE5OK/bldz74BhjKoDJwOtAkbV2F4STIKDQ6VYM7NzraZVO28HaP/geNxpjVhhjVtTV1Q30RxAREZEP8Lld9CTrTsbGmAzgj8At1tqWQ3U9QJs9RPu+DdY+aK2daq2dWlBQ8OGCFRERkSPmS8YpKgBjjJdwcvM7a+2fnOYaZ+oJ57bWaa8ESvd6eglQfYh2ERERiaJkXUVlgIeBDdban+x1aTHQtxLqWmDRXu1zndVU04FmZwrrb8BsY0yuU1w822kTERGRKPK6XTG10Z8nQu/zMeAa4G1jzGqn7VvAfcBCY8wNwA7gUufas8C5wCagA7gOwFrbYIz5IbDc6Xe3tbYhMh9BREREDibWiowjkuBYa5dx4PoZgNMP0N8CXzrIaz0CPDJw0YmIiMix8rmTtAZHREREEle4yDhJV1GJiIhIYkrKImMRERFJbLFWZKwER0RERI6Z1xNbRcZKcEREROSY+VVkLCIiIonG63YRSNajGkRERCQxeT1GU1QiIiKSWMIjOEpwREREJIH4YmwnYyU4IiIicsyS9jRxERERSVxet4uQhd5QbBQaK8ERERGRY+Z1h1OKWNnsTwmOiIiIHDOvO3ymdqzU4SjBERERkWPm94RTilipw1GCIyIiIsesb4pKCY6IiIgkDNXgiIiISMLxaopKREREEo2vr8g4Rs6jUoIjIiIix8ynERwRERFJNCoyFhERkYSjImMRERFJOP0JjkZwREREJFG8v9GfioxFREQkQagGR0RERBJO/1lUqsERERGRRKEaHBEREUk42gdHREREEo6vrwZHU1QiIiKSKLxaRSUiIiKJpr/IWFNUIiIikii8Lu1kLCIiIgnG5TJ43UZFxiIiIpJYvG6XEhwRERFJLF63S1NUIiIikli8bhc9WkUlIiIiicSnGhwRERFJND6PanBEREQkwajIWERERBKOioxFREQk4Xg9KjIWERGRBON3u5LrsE1jzCPGmFpjzNq92vKMMUuMMRud21yn3RhjHjDGbDLGrDHGTNnrOdc6/TcaY66NROwiIiJyZLye5FtF9Shw9gfa7gBetNaOBl50HgOcA4x2fm4EfgXhhAi4C5gGnArc1ZcUiYiISPSF98FJogTHWvtPoOEDzRcC85z784CL9mqfb8NeA3KMMcOAs4Al1toGa20jsIT9kyYRERGJEhUZhxVZa3cBOLeFTnsxsHOvfpVO28Ha92OMudEYs8IYs6Kurm7AAxcREZH9+bRM/JDMAdrsIdr3b7T2QWvtVGvt1IKCggENTkRERA4svNGfVlHVOFNPOLe1TnslULpXvxKg+hDtIiIiEgO8OqoBgMVA30qoa4FFe7XPdVZTTQeanSmsvwGzjTG5TnHxbKdNREREYkAs1eB4IvEmxpgngFnAEGNMJeHVUPcBC40xNwA7gEud7s8C5wKbgA7gOgBrbYMx5ofAcqff3dbaDxYui4iISJTE0iqqiCQ41torD3Lp9AP0tcCXDvI6jwCPDGBoIiIiMkD8OmxTREREEk34sE0VGYuIiEgC8bpd9IYsvaHoJzlKcERERGRAeD3hHV1iYZpKCY6IiIgMCJ87nFbEQqGxEhwREREZED5POK2IhRPFleCIiIjIgPA6IzixUGisBEdEREQGRF+CEwub/SnBERERkQHhdYeLjFWDIyIiIgnD31eDowRHREREEsX7NThKcERERCRBqAZHREREEo5X++CIiIhIounfBycGlolH5DTxWNXS0kJtbS2BQCDaochR8nq9FBYWkpWVFe1QRETE0beTcSxs9Je0CU5LSws1NTUUFxeTmpqKMSbaIckRstbS2dlJVVUVgJIcEZEYobOoYkBtbS3FxcWkpaUpuYkzxhjS0tIoLi6mtrY22uGIiIhDNTgxIBAIkJqaGu0w5BikpqZqelFEJIb4tIoqNmjkJr7pz09EJLbEUpFxUic4IiIiMnC00Z8klW3btmGMIRgMHrbvo48+ymmnnRaBqEREZKD1n0WlKSo5mIqKCoqKimhvb+9ve+ihh5g1a9agv6/P56O+vn6f9kmTJmGMYdu2bYP6/iIiEr9UZCxHJBgM8rOf/Szi7ztixAieeOKJ/sdvv/02nZ2dEY9DRETii09TVHIkbr/9dn784x/T1NR0wOvvvPMOZ555Jnl5eRx//PEsXLgQgK1bt5KTk0MoFP4P7HOf+xyFhYX9z7v66qu5//77D/q+11xzDfPnz+9/PG/ePObOnbtPn+bmZubOnUtBQQHl5eXcc889/e/X29vL17/+dYYMGcLIkSN55pln9nvuDTfcwLBhwyguLuY73/kOvb29R/HNiIhILHK5DB6XiYkEJ2k3+vugH/x1HeurWwb1PU4cnsVd54874v5Tp05l1qxZ/PjHP+aee+7Z51p7eztnnnkmd999N8899xxr1qxh9uzZjBs3jnHjxpGVlcWqVas4+eSTeeWVV8jIyGDDhg2MHTuWf/7zn9x2220Hfd/p06fz2GOPsWHDBsaMGcOTTz7JsmXL+M53vtPf5+abb6a5uZktW7awZ88eZs+ezbBhw7jhhhv4zW9+w9NPP82qVatIT0/nkksu2ef1r732WoqKiti0aRPt7e2cd955lJaW8oUvfOGIvxsREYlNXrdLq6jk8O6++25+/vOfU1dXt0/7008/TUVFBddddx0ej4cpU6ZwySWX8NRTTwEwc+ZMli5dyu7duwGYM2cOS5cuZevWrbS0tDBx4sRDvm/fKM6SJUs44YQTKC4u7r/W29vLk08+yY9+9CMyMzOpqKjgtttu47HHHgNg4cKF3HLLLZSWlpKXl8edd97Z/9yamhqee+457r//ftLT0yksLORrX/saCxYsGJDvS0REosvrNjFRZKwRHMfRjKxE0vjx4znvvPO47777GDt2bH/79u3bef3118nJyelvCwaDXHPNNUA4wVm8eDElJSXMmDGDWbNm8dhjj5GSksLHP/5xXK5D57bXXHMNM2bMYOvWrftNT9XX19PT00N5eXl/W3l5ef/RCdXV1ZSWlu5zbe+4A4EAw4YN628LhUL79BcRkfjl87hioshYCU4c+MEPfsCUKVP2mVYqLS1l5syZLFmy5IDPmTlzJrfffjslJSXMnDmT0047jZtuuomUlBRmzpx52PcsLy9nxIgRPPvsszz88MP7XBsyZAher5ft27dz4oknArBjx47+UZ5hw4axc+fO/v47duzYJ26/3099fT0ej/7zExFJND63KyYO29QUVRw47rjjuPzyy3nggQf628477zzee+89HnvsMQKBAIFAgOXLl7NhwwYARo8eTWpqKo8//jgzZswgKyuLoqIi/vjHPx5RggPw8MMP89JLL5Genr5Pu9vt5rLLLuPb3/42ra2tbN++nZ/85CdcffXVAFx22WU88MADVFZW0tjYyH333df/3GHDhjF79mxuu+02WlpaCIVCbN68maVLlx7r1yQiIjHA63HFRJGxEpw48b3vfW+fPXEyMzP5+9//zoIFCxg+fDhDhw7lm9/8Jt3d3f19Zs6cSX5+PmVlZf2PrbVMnjz5iN5z1KhRTJ069YDXfv7zn5Oens7IkSM57bTTuOqqq7j++usB+PznP89ZZ53FxIkTmTJlChdffPE+z50/fz49PT2ceOKJ5ObmMmfOHHbt2nVU34eIiMQmrzs2pqiMtdGvdB5MU6dOtStWrNivvW9FkcQ3/TmKiMSWc372CsU5qTx07YH/gXysjDErrbWHfXGN4IiIiMiA8WmKSkRERBKNzx0bG/0pwREREZEBE97oTwmOiIiIJBCv2xUTG/0pwREREZEBE15FFf0FTEpwREREZMD4VWQsIiIiicarImMRERFJNKrBkaj5/ve/33+sQrRUVFTwwgsvHLbftm3bMMYQDAYjEJWIiBwrHdUgh1RRUUFqaioZGRnk5ubyqU99ap8DLCPls5/9LMYYFi9evE/7LbfcgjGGRx99NOIxiYhI7PJpBEcO569//SttbW3s2rWLoqIibr755qjEMWbMGObNm9f/OBgM8oc//IFRo0ZFJR4REYld4Z2MtYrqQzHGnG2MedcYs8kYc0e04xlsKSkpzJkzh/Xr1/e3PfPMM0yePJmsrCxKS0v5/ve/33+tb1pn3rx5lJWVMWTIEO69994DvnYgEODKK6/kkksuoaen54B9zj//fF599VUaGxsBeP7555kwYQJDhw7t7xMKhbjnnnsoLy+nsLCQuXPn0tzc3H/9scceo7y8nPz8/P1iCYVC3HfffYwaNYr8/Hwuu+wyGhoajvp7EhGR6IuVImNPtAM4WsYYN/AL4EygElhujFlsrV1/6GcexnN3wO63ByDCQxh6Epxz31E/raOjgyeffJLp06f3t6WnpzN//nzGjRvH2rVrOfPMM5k0aRIXXXRRf59ly5bx7rvv8t5773Hqqady8cUX73MwZWdnJ3PmzKGgoIDHH38ct9t9wPdPSUnhggsuYMGCBXzxi19k/vz5zJ07l1/84hf9fR599FEeffRRXn755f4E58tf/jKPPfYY69ev54tf/CLPPvss06ZN484776SysrL/uQ888AB/+ctfWLp0KQUFBXzlK1/hS1/6Ek888cRRf1ciIhJdXreLYMgSCllcLhO1OOJxBOdUYJO1dou1tgdYAFwY5ZgGxUUXXUROTg5ZWVksWbKE22+/vf/arFmzOOmkk3C5XEyYMIErr7ySpUuX7vP8u+66i9TUVCZOnMjEiRN56623+q+1tLRw9tlnM2rUKH77298eNLnpM3fuXObPn09zczNLly7dJ5EC+N3vfsett97KyJEjycjI4Ec/+hELFiwgGAzy1FNPcd555zFjxgz8fj8//OEPcbne/0/v17/+Nffeey8lJSX4/X6+//3v89RTT6mwWEQkDnnd4b/fe6I8ihN3IzhAMbB3tW0lMG3vDsaYG4EbAcrKyo7sVT/EyMpg+8tf/sIZZ5xBb28vixYtYubMmaxfv56hQ4fy+uuvc8cdd7B27Vp6enro7u7m0ksv3ef5e08hpaWl0dbW1v/4tddeIxAI8MQTT2DM4TPs0047jbq6Ou655x7OO+88UlNT97leXV1NeXl5/+Py8nKCwSA1NTVUV1dTWlrafy09PZ38/Pz+x9u3b+fTn/70PkmP2+2mpqbmCL4lERGJJeOLs7lq2hH+7h1E8TiCc6DfxvtUM1lrH7TWTrXWTi0oKIhQWIPH7XZz8cUX43a7WbZsGQBXXXUVF1xwATt37qS5uZmbbroJa4+8qGv27NnceeednH766UecSFx99dX8z//8D3Pnzt3v2vDhw9m+fXv/4x07duDxeCgqKmLYsGH7rADr6Ohgz549/Y9LS0t57rnnaGpq6v/p6uqiuLj4iD+PiIjEhpljCvjPT59EivfQMwODLR4TnEqgdK/HJUB1lGKJCGstixYtorGxsb+GprW1lby8PFJSUnjjjTf4/e9/f9Sv+41vfIOrrrqK008/nfr6+sP2/8pXvsKSJUuYMWPGfteuvPJKfvrTn7J161ba2tr41re+xeWXX47H42HOnDk8/fTTLFu2jJ6eHr73ve8RCr0/dHnTTTfx7W9/uz9BqqurY9GiRUf9eURERPrE4xTVcmC0MWYEUAVcAVwV3ZAGx/nnn4/b7cYYQ3l5OfPmzWPcuHEA/PKXv+S2227jy1/+MjNnzuSyyy6jqanpqN/ju9/9Lt3d3Zxxxhm89NJL5OXlHbRvXl4ep59++gGvXX/99VRXVzNjxgy6uro466yz+PnPfw7AuHHj+MUvfsFVV11Fe3s7t956KyUlJf3P/epXv4q1ltmzZ1NdXU1hYSGXX345F16YkKVVIiISAeZopjVihTHmXOB+wA08Yq098BpoYOrUqXbFihX7tW/YsGGfFUUSn/TnKCKSXIwxK621Uw/XLx5HcLDWPgs8G+04REREJDbFYw2OiIiIyCEpwREREZGEk9QJTjzWH8n79OcnIiIHk7QJjtfrpbOzM9phyDHo7OzE6/VGOwwREYlBSZvgFBYWUlVVRUdHh0YC4oy1lo6ODqqqqigsLIx2OCIiEoPichXVQMjKygLCRwwEAoEoRyNHy+v1UlRU1P/nKCIisrekTXAgnOToF6SIiEjiSdopKhEREUlcSnBEREQk4SjBERERkYSjBEdEREQSTlwetnk0jDF1wPZBevkhQP0gvbbsS991ZOn7jhx915Gj7zpyBvO7LrfWFhyuU8InOIPJGLPiSE40lWOn7zqy9H1Hjr7ryNF3HTmx8F1rikpEREQSjhIcERERSThKcI7Ng9EOIInou44sfd+Ro+86cvRdR07Uv2vV4IiIiEjC0QiOiIiIJBwlOCIiIpJwlOAcAfP/27v/mK3KOo7j748SmMMfJdQCRfqBLcdmOmW0tbLZilHCpq5gUtFYa7Zy/VirpTMl/6pV4GqzLGeaKUlNn5rNP8pmNTGZDhKXC/kdFliCGSoCn/44F3l398B9HuQ593MfPq/tbOfHdd/n+3yfe+f5Pte57nNJcyQ9IWm9pC8Pc3yCpBXl+EOSpjcfZTvUyPXnJT0uaa2kX0s6sx9xtkGvXHe0u0ySJeXrta9AnXxL+lD5fK+T9JOmY2yLGteRaZLul/RouZbM7Uecg07SzZJ2SHrsEMcl6Ybye1gr6bxGA7Sd5f1poMcAAAXBSURBVDALcDzwJPAmYDywBji7q82ngBvL+gJgRb/jHsSlZq7fA5xY1q9Irkcv16XdScADwCrg/H7HPahLzc/2DOBR4DVl+3X9jnsQl5q5/j5wRVk/G9jU77gHcQHeBZwHPHaI43OBXwECZgMPNRlfenB6mwWst73B9l7gTmB+V5v5wI/K+krgIklqMMa26Jlr2/fb3lM2VwGnNxxjW9T5XAN8Dfg68EKTwbVQnXx/Aviu7WcAbO9oOMa2qJNrAyeX9VOA7Q3G1xq2HwD+eZgm84FbXVkFnCrpDc1El1tUdUwFtnZsbyv7hm1jex+wGzitkejapU6uOy2h+u8gRq5nriWdC5xh+5dNBtZSdT7bZwFnSfqDpFWS5jQWXbvUyfW1wCJJ24B7gc80E9oxZ6TX9KNqXFMnGmDD9cR0f7e+TpvorXYeJS0CzgfePaoRtddhcy3pOODbwOKmAmq5Op/tcVS3qS6k6pn8naSZtneNcmxtUyfXC4FbbH9T0juA20quD4x+eMeUvv5tTA9Ob9uAMzq2T+f/uzP/20bSOKouz8N128Xw6uQaSe8FrgLm2X6xodjapleuTwJmAr+VtInq/vlQBhofsbrXkXtsv2R7I/AEVcETI1Mn10uAnwLYfhA4gWpyyDi6al3TR0sKnN4eBmZIeqOk8VSDiIe62gwBHyvrlwG/cRlhFSPSM9fltsn3qIqbjFE4cofNte3dtifZnm57OtV4p3m2V/cn3IFX5zpyN9UgeiRNorpltaHRKNuhTq63ABcBSHobVYGzs9Eojw1DwEfLt6lmA7ttP9XUyXOLqgfb+yR9GriPanT+zbbXSVoKrLY9BPyQqotzPVXPzYL+RTy4aub6G8BE4K4yjnuL7Xl9C3pA1cx1HCU1830f8D5JjwP7gS/a/kf/oh5MNXP9BeAmSZ+jumWyOP+UjpykO6huqU4q45m+CrwKwPaNVOOb5gLrgT3AxxuNL7/TiIiIaJvcooqIiIjWSYETERERrZMCJyIiIlonBU5ERES0TgqciIiIaJ0UOBHRKEnXSvpxA+eZXmZBH/HjMCRdWL72eqjjt0i6/pVFGBGjKc/BiYijStJzHZsnAi9SPdcF4JPNRxQRx6L04ETEUWV74sGF6omxF3fsu30k73UkvS8REZACJyL6Y7ykWyX9S9K6zjmuJG2S9CVJa4F/SxonaYqkn0naKWmjpCs72s+StFrSs5L+LulbXee6XNIWSU9LuqrjdRMkLZO0vSzLJE0YLlhJ50p6pMS7gurR/hExhqXAiYh+mAfcCZxKNV/Nd7qOLwQ+UI4fAH4BrAGmUs0h9FlJ7y9tlwPLbZ8MvJkyiWKHdwJvLa+7psw9BNWErbOBtwPnALOAq7sDLfMZ3Q3cBrwWuAu49Eh+6IhoTgqciOiH39u+1/Z+qsLhnK7jN9jeavt54AJgsu2ltvfa3gDcxMtzvr0EvEXSJNvP2V7V9V7X2X7e9hqqIunguS4HltreYXsncB3wkWFinU01v86yMtP3SqoJHSNiDEuBExH98LeO9T3ACV3jbbZ2rJ8JTJG06+ACfAV4fTm+hGrm7T9LeljSB3uca2JZnwJs7ji2uezrNgX4a9dkjJuHaRcRY0gG8EXEWNRZTGwFNtqeMWxD+y/AQknHAZcAKyWdVuMc26mKp3Vle1rZ1+0pYKokdRQ504Ana5wjIvokPTgRMdb9EXi2DDx+taTjJc2UdAGApEWSJts+AOwqr9l/yHd72R3A1ZImS5oEXAMM93yeB4F9wJVlwPMlVON1ImIMS4ETEWNaGadzMdVg4I3A08APgFNKkznAuvL8neXAAtsv1Hjr64HVwFrgT8AjZV/3+fdS9QwtBp4BPgz8/Mh/oohogv73tnJERETE4EsPTkRERLROCpyIiIhonRQ4ERER0TopcCIiIqJ1UuBERERE66TAiYiIiNZJgRMRERGtkwInIiIiWuc/lH1vt6ZS4SYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "ax.plot(thresholds, profits, label='New Model')\n",
    "ax.plot(thresholds, [bank_profit] * len(thresholds), label='Bank Model')\n",
    "ax.set_xlabel('Threshold', fontsize=12)\n",
    "ax.set_ylabel('Profit', fontsize=12)\n",
    "ax.legend(fontsize=12)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Clearly, the new model outperforms the original model used by the bank."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As discussed above"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question 3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In my model, `saving_amount` and `checking_amount` are the top two most important features.\n",
    "\n",
    "For the `is_employed`, it is not very important in my current model. However, `is_employed` is directly related to salary. For people with no employment, their salary is 0. Since salary is also very important, we can conclude that `is_employed` is also important, but it is indirectly related to the model."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Reference Idea](https://github.com/stasi009/TakeHomeDataChallenges/blob/master/12.LoanGrant/loan_grant.ipynb)\n",
    "\n",
    "According to above plot, the most important feature is 'saving amount'. This makes perfect sense. Money in the saving account, meaure a person's ability to control his financial situation. More money in the saving account, more likely the borrower can repay.\n",
    "\n",
    "As I mentioned, in my model, 'is_employed' is merged into feature 'salary', which correspond to the case 'salary=0'. according to above plot, salary is also a strong feature.\n",
    "\n",
    "* if not employed, then salary=0, which will impact negatively on 'grant decision'. that is very easy to understand, a person without any financial input, will be very unlikely to repay.\n",
    "* but even the person is employed, whether grant the loan or not, depends on his salary. higher salary indicates strong ability to repay."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question 4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some useful feature which may include:\n",
    "\n",
    "* Marriage status.\n",
    "    - Because even a borrow cannot repay, if he/she is married, his/her spouse can help to repay.\n",
    "* Housing status, has his/her own house, or rent appartments? if renting, how much is monthly rent?\n",
    "    - Because even the borrower cannot repay, if he/she has house, the house can be sold to repay the debt\n",
    "* Educational level\n",
    "    - Normally a person who received higher education, has stronger capability to earn money to repay, and has higher moral standard to repay."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "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": "3.6.5"
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 },
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}