SwapnilAnilJanorkar.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8d132920",
   "metadata": {},
   "source": [
    "## import required python packages\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c6f001e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4e0ffb3",
   "metadata": {},
   "source": [
    "## import loan.csv file and print first 5 records"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1c4732ca",
   "metadata": {
    "scrolled": true
   },
   "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>id</th>\n",
       "      <th>member_id</th>\n",
       "      <th>loan_amnt</th>\n",
       "      <th>funded_amnt</th>\n",
       "      <th>funded_amnt_inv</th>\n",
       "      <th>term</th>\n",
       "      <th>int_rate</th>\n",
       "      <th>installment</th>\n",
       "      <th>grade</th>\n",
       "      <th>sub_grade</th>\n",
       "      <th>...</th>\n",
       "      <th>num_tl_90g_dpd_24m</th>\n",
       "      <th>num_tl_op_past_12m</th>\n",
       "      <th>pct_tl_nvr_dlq</th>\n",
       "      <th>percent_bc_gt_75</th>\n",
       "      <th>pub_rec_bankruptcies</th>\n",
       "      <th>tax_liens</th>\n",
       "      <th>tot_hi_cred_lim</th>\n",
       "      <th>total_bal_ex_mort</th>\n",
       "      <th>total_bc_limit</th>\n",
       "      <th>total_il_high_credit_limit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1077501</td>\n",
       "      <td>1296599</td>\n",
       "      <td>5000</td>\n",
       "      <td>5000</td>\n",
       "      <td>4975.0</td>\n",
       "      <td>36 months</td>\n",
       "      <td>10.65%</td>\n",
       "      <td>162.87</td>\n",
       "      <td>B</td>\n",
       "      <td>B2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1077430</td>\n",
       "      <td>1314167</td>\n",
       "      <td>2500</td>\n",
       "      <td>2500</td>\n",
       "      <td>2500.0</td>\n",
       "      <td>60 months</td>\n",
       "      <td>15.27%</td>\n",
       "      <td>59.83</td>\n",
       "      <td>C</td>\n",
       "      <td>C4</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1077175</td>\n",
       "      <td>1313524</td>\n",
       "      <td>2400</td>\n",
       "      <td>2400</td>\n",
       "      <td>2400.0</td>\n",
       "      <td>36 months</td>\n",
       "      <td>15.96%</td>\n",
       "      <td>84.33</td>\n",
       "      <td>C</td>\n",
       "      <td>C5</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1076863</td>\n",
       "      <td>1277178</td>\n",
       "      <td>10000</td>\n",
       "      <td>10000</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>36 months</td>\n",
       "      <td>13.49%</td>\n",
       "      <td>339.31</td>\n",
       "      <td>C</td>\n",
       "      <td>C1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1075358</td>\n",
       "      <td>1311748</td>\n",
       "      <td>3000</td>\n",
       "      <td>3000</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>60 months</td>\n",
       "      <td>12.69%</td>\n",
       "      <td>67.79</td>\n",
       "      <td>B</td>\n",
       "      <td>B5</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 111 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id  member_id  loan_amnt  funded_amnt  funded_amnt_inv        term  \\\n",
       "0  1077501    1296599       5000         5000           4975.0   36 months   \n",
       "1  1077430    1314167       2500         2500           2500.0   60 months   \n",
       "2  1077175    1313524       2400         2400           2400.0   36 months   \n",
       "3  1076863    1277178      10000        10000          10000.0   36 months   \n",
       "4  1075358    1311748       3000         3000           3000.0   60 months   \n",
       "\n",
       "  int_rate  installment grade sub_grade  ... num_tl_90g_dpd_24m  \\\n",
       "0   10.65%       162.87     B        B2  ...                NaN   \n",
       "1   15.27%        59.83     C        C4  ...                NaN   \n",
       "2   15.96%        84.33     C        C5  ...                NaN   \n",
       "3   13.49%       339.31     C        C1  ...                NaN   \n",
       "4   12.69%        67.79     B        B5  ...                NaN   \n",
       "\n",
       "  num_tl_op_past_12m pct_tl_nvr_dlq  percent_bc_gt_75 pub_rec_bankruptcies  \\\n",
       "0                NaN            NaN               NaN                  0.0   \n",
       "1                NaN            NaN               NaN                  0.0   \n",
       "2                NaN            NaN               NaN                  0.0   \n",
       "3                NaN            NaN               NaN                  0.0   \n",
       "4                NaN            NaN               NaN                  0.0   \n",
       "\n",
       "  tax_liens tot_hi_cred_lim total_bal_ex_mort total_bc_limit  \\\n",
       "0       0.0             NaN               NaN            NaN   \n",
       "1       0.0             NaN               NaN            NaN   \n",
       "2       0.0             NaN               NaN            NaN   \n",
       "3       0.0             NaN               NaN            NaN   \n",
       "4       0.0             NaN               NaN            NaN   \n",
       "\n",
       "  total_il_high_credit_limit  \n",
       "0                        NaN  \n",
       "1                        NaN  \n",
       "2                        NaN  \n",
       "3                        NaN  \n",
       "4                        NaN  \n",
       "\n",
       "[5 rows x 111 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loan = pd.read_csv('loan.csv')\n",
    "loan.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8b1ffcbd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                              int64\n",
       "member_id                       int64\n",
       "loan_amnt                       int64\n",
       "funded_amnt                     int64\n",
       "funded_amnt_inv               float64\n",
       "                               ...   \n",
       "tax_liens                     float64\n",
       "tot_hi_cred_lim               float64\n",
       "total_bal_ex_mort             float64\n",
       "total_bc_limit                float64\n",
       "total_il_high_credit_limit    float64\n",
       "Length: 111, dtype: object"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loan.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "306a00d2",
   "metadata": {},
   "source": [
    "## Data cleanup \n",
    "1. Remove columns with more than 90% NaN values\n",
    "2. Remove all useless columns for analysis. e.g. id, member_id, application_type\n",
    "3. replace all NaN with 0\n",
    "4. remove % sign\n",
    "5. Convert interest rate to float\n",
    "6. Remove records with employment length as n/a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f68d5434",
   "metadata": {},
   "outputs": [],
   "source": [
    "null_columns = [i for i in loan.columns if loan[i].isnull().sum() > 0.9*(len(loan))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9c894a46",
   "metadata": {},
   "outputs": [],
   "source": [
    "loan = loan.drop(columns= null_columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "37940882",
   "metadata": {},
   "outputs": [],
   "source": [
    "loan = loan.drop(columns=[\"id\", \"member_id\", \"application_type\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5e6dbe53",
   "metadata": {},
   "outputs": [],
   "source": [
    "loan = loan.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "283af7f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "loan.int_rate = loan.int_rate.apply(lambda x : x[:-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c1ef481d",
   "metadata": {},
   "outputs": [],
   "source": [
    "loan.int_rate = loan.int_rate.astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fc229857",
   "metadata": {},
   "outputs": [],
   "source": [
    "loan = loan[loan.emp_length != \"n/a\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "cd606ed5",
   "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_amnt</th>\n",
       "      <th>funded_amnt</th>\n",
       "      <th>funded_amnt_inv</th>\n",
       "      <th>term</th>\n",
       "      <th>int_rate</th>\n",
       "      <th>installment</th>\n",
       "      <th>grade</th>\n",
       "      <th>sub_grade</th>\n",
       "      <th>emp_title</th>\n",
       "      <th>emp_length</th>\n",
       "      <th>...</th>\n",
       "      <th>last_pymnt_d</th>\n",
       "      <th>last_pymnt_amnt</th>\n",
       "      <th>last_credit_pull_d</th>\n",
       "      <th>collections_12_mths_ex_med</th>\n",
       "      <th>policy_code</th>\n",
       "      <th>acc_now_delinq</th>\n",
       "      <th>chargeoff_within_12_mths</th>\n",
       "      <th>delinq_amnt</th>\n",
       "      <th>pub_rec_bankruptcies</th>\n",
       "      <th>tax_liens</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5000</td>\n",
       "      <td>5000</td>\n",
       "      <td>4975.0</td>\n",
       "      <td>36 months</td>\n",
       "      <td>10.65</td>\n",
       "      <td>162.87</td>\n",
       "      <td>B</td>\n",
       "      <td>B2</td>\n",
       "      <td>0</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>...</td>\n",
       "      <td>Jan-15</td>\n",
       "      <td>171.62</td>\n",
       "      <td>May-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2500</td>\n",
       "      <td>2500</td>\n",
       "      <td>2500.0</td>\n",
       "      <td>60 months</td>\n",
       "      <td>15.27</td>\n",
       "      <td>59.83</td>\n",
       "      <td>C</td>\n",
       "      <td>C4</td>\n",
       "      <td>Ryder</td>\n",
       "      <td>&lt; 1 year</td>\n",
       "      <td>...</td>\n",
       "      <td>Apr-13</td>\n",
       "      <td>119.66</td>\n",
       "      <td>Sep-13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2400</td>\n",
       "      <td>2400</td>\n",
       "      <td>2400.0</td>\n",
       "      <td>36 months</td>\n",
       "      <td>15.96</td>\n",
       "      <td>84.33</td>\n",
       "      <td>C</td>\n",
       "      <td>C5</td>\n",
       "      <td>0</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>...</td>\n",
       "      <td>Jun-14</td>\n",
       "      <td>649.91</td>\n",
       "      <td>May-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10000</td>\n",
       "      <td>10000</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>36 months</td>\n",
       "      <td>13.49</td>\n",
       "      <td>339.31</td>\n",
       "      <td>C</td>\n",
       "      <td>C1</td>\n",
       "      <td>AIR RESOURCES BOARD</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>...</td>\n",
       "      <td>Jan-15</td>\n",
       "      <td>357.48</td>\n",
       "      <td>Apr-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3000</td>\n",
       "      <td>3000</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>60 months</td>\n",
       "      <td>12.69</td>\n",
       "      <td>67.79</td>\n",
       "      <td>B</td>\n",
       "      <td>B5</td>\n",
       "      <td>University Medical Group</td>\n",
       "      <td>1 year</td>\n",
       "      <td>...</td>\n",
       "      <td>May-16</td>\n",
       "      <td>67.79</td>\n",
       "      <td>May-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 52 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   loan_amnt  funded_amnt  funded_amnt_inv        term  int_rate  installment  \\\n",
       "0       5000         5000           4975.0   36 months     10.65       162.87   \n",
       "1       2500         2500           2500.0   60 months     15.27        59.83   \n",
       "2       2400         2400           2400.0   36 months     15.96        84.33   \n",
       "3      10000        10000          10000.0   36 months     13.49       339.31   \n",
       "4       3000         3000           3000.0   60 months     12.69        67.79   \n",
       "\n",
       "  grade sub_grade                 emp_title emp_length  ... last_pymnt_d  \\\n",
       "0     B        B2                         0  10+ years  ...       Jan-15   \n",
       "1     C        C4                     Ryder   < 1 year  ...       Apr-13   \n",
       "2     C        C5                         0  10+ years  ...       Jun-14   \n",
       "3     C        C1       AIR RESOURCES BOARD  10+ years  ...       Jan-15   \n",
       "4     B        B5  University Medical Group     1 year  ...       May-16   \n",
       "\n",
       "   last_pymnt_amnt last_credit_pull_d collections_12_mths_ex_med policy_code  \\\n",
       "0           171.62             May-16                        0.0           1   \n",
       "1           119.66             Sep-13                        0.0           1   \n",
       "2           649.91             May-16                        0.0           1   \n",
       "3           357.48             Apr-16                        0.0           1   \n",
       "4            67.79             May-16                        0.0           1   \n",
       "\n",
       "  acc_now_delinq chargeoff_within_12_mths delinq_amnt pub_rec_bankruptcies  \\\n",
       "0              0                      0.0           0                  0.0   \n",
       "1              0                      0.0           0                  0.0   \n",
       "2              0                      0.0           0                  0.0   \n",
       "3              0                      0.0           0                  0.0   \n",
       "4              0                      0.0           0                  0.0   \n",
       "\n",
       "  tax_liens  \n",
       "0       0.0  \n",
       "1       0.0  \n",
       "2       0.0  \n",
       "3       0.0  \n",
       "4       0.0  \n",
       "\n",
       "[5 rows x 52 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loan.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61d3b48a",
   "metadata": {},
   "source": [
    "## Outliers removal\n",
    "### Box plot the loan amount to remove the outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "48f7ee92",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.boxplot(loan.loan_amnt)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "88c78d96",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    39717.000000\n",
       "mean     11219.443815\n",
       "std       7456.670694\n",
       "min        500.000000\n",
       "25%       5500.000000\n",
       "50%      10000.000000\n",
       "75%      15000.000000\n",
       "max      35000.000000\n",
       "Name: loan_amnt, dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loan.loan_amnt.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d151184c",
   "metadata": {},
   "source": [
    "#### Replace all loan amounts greater than 30000 with 30000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "63f886da",
   "metadata": {},
   "outputs": [],
   "source": [
    "loan['loan_amnt'] = loan['loan_amnt'].apply(lambda x: 30000 if x > 30000 else x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6b7f71dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    39717.000000\n",
       "mean     11124.735630\n",
       "std       7181.923797\n",
       "min        500.000000\n",
       "25%       5500.000000\n",
       "50%      10000.000000\n",
       "75%      15000.000000\n",
       "max      30000.000000\n",
       "Name: loan_amnt, dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loan.loan_amnt.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "b754b82a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.boxplot(loan.loan_amnt)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf7ccc68",
   "metadata": {},
   "source": [
    "### boxplot annual income to remove outliers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6fbea8a",
   "metadata": {},
   "source": [
    "##### Replace all annual income more than 100000 with 100000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1e404cf2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.boxplot(loan.annual_inc)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ca256bcc",
   "metadata": {},
   "outputs": [],
   "source": [
    "loan['annual_inc'] = loan['annual_inc'].apply(lambda x: 100000 if x > 100000 else x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "7b339a55",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.boxplot(loan.annual_inc)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "585a0849",
   "metadata": {},
   "source": [
    "## Univariate analysis on all loan accounts\n",
    "    1. Loan Amount \n",
    "    2. Interest rate\n",
    "    3. Loan status\n",
    "      "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "93fbc94b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    39717.000000\n",
       "mean     11124.735630\n",
       "std       7181.923797\n",
       "min        500.000000\n",
       "25%       5500.000000\n",
       "50%      10000.000000\n",
       "75%      15000.000000\n",
       "max      30000.000000\n",
       "Name: loan_amnt, dtype: float64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loan.loan_amnt.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "b9487238",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    39717.000000\n",
       "mean        12.021177\n",
       "std          3.724825\n",
       "min          5.420000\n",
       "25%          9.250000\n",
       "50%         11.860000\n",
       "75%         14.590000\n",
       "max         24.590000\n",
       "Name: int_rate, dtype: float64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loan.int_rate.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6caaddc",
   "metadata": {},
   "source": [
    "## Font dict for the label and title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "d1bb942b",
   "metadata": {},
   "outputs": [],
   "source": [
    "label_font = {'fontsize': 15, 'fontweight' : 15, 'color' : 'Blue'}\n",
    "title_font = {\"fontsize\": 20, \"fontweight\": 20, \"color\": \"Green\"}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0363b81",
   "metadata": {},
   "source": [
    "## Overall loan account status "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f2d02221",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "loan.loan_status.value_counts().plot.pie(autopct='%1.1f%%', textprops={'fontsize': 16, 'fontweight' : 20, 'color' : 'Black'}, startangle=90)\n",
    "plt.title(\"Loan account status\", fontdict={'fontsize': 20, 'fontweight' : 20, 'color' : 'Green'})\n",
    "plt.ylabel(\"Loan application status\", fontdict=label_font, loc=\"bottom\", rotation=360)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49fc97e9",
   "metadata": {},
   "source": [
    "## Statewise loan applications"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "710c1998",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,6))\n",
    "loan_state = loan.groupby([\"addr_state\"])['loan_status'].count()\n",
    "sns.barplot(loan_state.index, loan_state.values)\n",
    "plt.xticks(rotation=90)\n",
    "plt.xlabel(\"Address State\")\n",
    "plt.title(\"Statewise loans accounts\", fontdict=title_font)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a08ed0d1",
   "metadata": {},
   "source": [
    "## Filter out Fully Paid loan accounts for analysis¶"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "acdbce4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "fully_paid = loan[loan.loan_status == \"Fully Paid\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "242f1eb1",
   "metadata": {},
   "source": [
    "## Filter out charged off loan account for analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "1e7d289e",
   "metadata": {},
   "outputs": [],
   "source": [
    "charged_off = loan[loan.loan_status == \"Charged Off\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cffff886",
   "metadata": {},
   "source": [
    "## Percentage of charged off loans across different states"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "67ea5a94",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "charged_off_state = charged_off.groupby([\"addr_state\"])['loan_status'].count()\n",
    "percentage_charged_off_loan = (charged_off_state/loan_state * 100)\n",
    "\n",
    "ax = sns.barplot(percentage_charged_off_loan.index, percentage_charged_off_loan.values)\n",
    "ax.bar_label(ax.containers[0], fmt='%0.2f', rotation=90)\n",
    "\n",
    "plt.xlabel(\"Address State\")\n",
    "plt.ylabel(\"Charged off Loan Accounts Persentage\")\n",
    "plt.xticks(rotation=90)\n",
    "plt.title(\"Percentage of charged off loans across different states\", fontdict=title_font)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd12db50",
   "metadata": {},
   "source": [
    "## Employment length wise charged off loan percentage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "13c51d11",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "loan_emp_length = loan.groupby([\"emp_length\"])['loan_status'].count()\n",
    "charged_off_emp_length = charged_off.groupby([\"emp_length\"])['loan_status'].count()\n",
    "percentage_charged_off_loan = (charged_off_emp_length/loan_emp_length * 100)\n",
    "\n",
    "ax = sns.barplot(percentage_charged_off_loan.index, percentage_charged_off_loan.values)\n",
    "ax.bar_label(ax.containers[0], fmt='%0.2f')\n",
    "\n",
    "plt.title(\"Employment length wise charged off loan percentage\", fontdict=title_font)\n",
    "plt.xlabel(\"Employment Length\", fontdict=label_font)\n",
    "plt.ylabel(\"Charged off loan percentage\", fontdict=label_font)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82e24d77",
   "metadata": {},
   "source": [
    "## Percentage of charged off loans across Home ownership status "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "bf4aea41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(11,6))\n",
    "loan_home_ownership = loan.groupby([\"home_ownership\"])['loan_status'].count()\n",
    "charged_off_home_ownership = charged_off.groupby([\"home_ownership\"])['loan_status'].count()\n",
    "percentage_charged_off_loan = (charged_off_home_ownership/loan_home_ownership * 100)\n",
    "\n",
    "ax = sns.barplot(percentage_charged_off_loan.index, percentage_charged_off_loan.values)\n",
    "ax.bar_label(ax.containers[0], fmt='%0.2f')\n",
    "\n",
    "plt.xlabel(\"Home Ownership\", fontdict=label_font)\n",
    "plt.ylabel(\"Charged off loan percentage\", fontdict=label_font)\n",
    "plt.title(\"Percentage of charged off loans across Home ownership status\", fontdict=title_font)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00bfd7fc",
   "metadata": {},
   "source": [
    "## Loan purpose wise charged off loan account percentage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "6355816e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,6))\n",
    "loan_purpose = loan.groupby([\"purpose\"])['loan_status'].count()\n",
    "charged_off_purpose = charged_off.groupby([\"purpose\"])['loan_status'].count()\n",
    "percentage_charged_off_loan = (charged_off_purpose/loan_purpose * 100)\n",
    "\n",
    "ax = sns.barplot(percentage_charged_off_loan.index, percentage_charged_off_loan.values)\n",
    "ax.bar_label(ax.containers[0], fmt='%0.2f')\n",
    "\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel(\"Loan Purpose\", fontdict=label_font)\n",
    "plt.ylabel(\"Charged off loan percentage\", fontdict=label_font)\n",
    "plt.title(\"Loan purpose wise charged off loan account percentage\", fontdict=title_font)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0bab496a",
   "metadata": {},
   "source": [
    "## Percentage of charged off loans across different loan grades"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "24a39f2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "loan_grade = loan.groupby([\"grade\"])['loan_status'].count()\n",
    "charged_off_grade = charged_off.groupby([\"grade\"])['loan_status'].count()\n",
    "percentage_charged_off_loan = (charged_off_grade/loan_grade * 100)\n",
    "\n",
    "ax = sns.barplot(percentage_charged_off_loan.index, percentage_charged_off_loan.values)\n",
    "ax.bar_label(ax.containers[0], fmt='%0.2f')\n",
    "\n",
    "plt.xlabel(\"Loan Grade\", fontdict=label_font)\n",
    "plt.ylabel(\"Charged off loan percentage\", fontdict=label_font)\n",
    "plt.title(\"Percentage of charged off loans across different loan grades\", fontdict=title_font)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "473c628e",
   "metadata": {},
   "source": [
    "## Charged off loan distribution based on income varification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "f74923b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "charged_off.verification_status.value_counts().plot.pie(autopct='%1.1f%%', textprops={'fontsize': 16, 'fontweight' : 20, 'color' : 'Black'}, startangle=90)\n",
    "plt.title(\"Income verification status of charged off loans\", fontdict=title_font)\n",
    "plt.ylabel(\"Varification Status\", rotation=360, loc=\"bottom\", fontdict=label_font)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73ea1e01",
   "metadata": {},
   "source": [
    "## Median intertest rate for income source varification and house ownership"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "217f3c2d",
   "metadata": {},
   "outputs": [],
   "source": [
    "loans_home_ownership = pd.pivot_table(data=loan,index=\"verification_status\",columns=\"home_ownership\",values=\"int_rate\",aggfunc=np.mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "237322ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(loans_home_ownership, annot=True)\n",
    "plt.title(\"Income varification status vs Home ownership status vs Average interest rate\", fontdict=title_font)\n",
    "plt.xlabel(\"Home Ownership\", fontdict=label_font)\n",
    "plt.ylabel(\"Income verification status\", fontdict=label_font)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3929cc20",
   "metadata": {},
   "source": [
    "## Loan status vs varification status vs avg annual income"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "41a6b227",
   "metadata": {},
   "outputs": [],
   "source": [
    "loans_income_status = pd.pivot_table(data=loan,index=\"verification_status\", columns=\"loan_status\",values=\"annual_inc\",aggfunc=np.mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "8cfdfa7a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(loans_income_status, annot=True, cmap = \"Greens\", fmt=\"0.0f\")\n",
    "plt.title(\"Income varification status \\nvs Loan status \\nvs Average annual income\", fontdict=title_font)\n",
    "plt.xlabel(\"Loan Status\", fontdict=label_font)\n",
    "plt.ylabel(\"Income verification status\", fontdict=label_font)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7264ac9c",
   "metadata": {},
   "source": [
    "# Insights\n",
    "\n",
    "- Loans applications more likely to be Charged Off\n",
    "    - Loan applications from Nebraska, South Dakota or Nevada\n",
    "    - Loans given to Small Businesses, Renewable Energy and Educational purpose\n",
    "    - Loans applications from Other home owners\n",
    "    - Grade G, F, E loan application \n",
    "    - Loan application from a person without any work experience or unemployed.\n",
    "\n",
    "- Loan application more likely to be Fully Paid\n",
    "\n",
    "    - Loan applications from Wyoming, Washington D. C. & Vermont\n",
    "    \n",
    "    - Loans taken for Wedding, Major Purpose or Car\n",
    "    \n",
    "    - Grade A, B, C loan applications\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62291066",
   "metadata": {},
   "source": [
    "# Recommendations\n",
    "\n",
    "- Charge higher interest rates to loan applications having higher chances be Charged Off. \n",
    "\n",
    "- Increase income source verification percentage of loan applications.\n",
    "\n",
    "- Reject the loan applications having less than 50K annual income or without any work experience. \n",
    "\n",
    "- Married person is more likely to be repay loans.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1b0e0fe8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}