model.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "9ece0062",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "2b375a16",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Sreya Kanchi\n",
    "DF = pd.read_csv('Columbia_CLI.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "63528ba0",
   "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>id</th>\n",
       "      <th>member_id</th>\n",
       "      <th>CLI</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>home_ownership</th>\n",
       "      <th>annual_inc</th>\n",
       "      <th>verification_status</th>\n",
       "      <th>loan_status</th>\n",
       "      <th>pymnt_plan</th>\n",
       "      <th>desc</th>\n",
       "      <th>purpose</th>\n",
       "      <th>title</th>\n",
       "      <th>zip_code</th>\n",
       "      <th>addr_state</th>\n",
       "      <th>dti</th>\n",
       "      <th>delinq_2yrs</th>\n",
       "      <th>earliest_cr_line</th>\n",
       "      <th>inq_last_6mths</th>\n",
       "      <th>mths_since_last_delinq</th>\n",
       "      <th>mths_since_last_record</th>\n",
       "      <th>open_acc</th>\n",
       "      <th>pub_rec</th>\n",
       "      <th>revol_bal</th>\n",
       "      <th>revol_util</th>\n",
       "      <th>total_acc</th>\n",
       "      <th>initial_list_status</th>\n",
       "      <th>out_prncp</th>\n",
       "      <th>out_prncp_inv</th>\n",
       "      <th>total_pymnt</th>\n",
       "      <th>total_pymnt_inv</th>\n",
       "      <th>total_rec_prncp</th>\n",
       "      <th>total_rec_int</th>\n",
       "      <th>total_rec_late_fee</th>\n",
       "      <th>recoveries</th>\n",
       "      <th>collection_recovery_fee</th>\n",
       "      <th>last_pymnt_d</th>\n",
       "      <th>last_pymnt_amnt</th>\n",
       "      <th>next_pymnt_d</th>\n",
       "      <th>last_credit_pull_d</th>\n",
       "      <th>collections_12_mths_ex_med</th>\n",
       "      <th>mths_since_last_major_derog</th>\n",
       "      <th>policy_code</th>\n",
       "      <th>application_type</th>\n",
       "      <th>annual_inc_joint</th>\n",
       "      <th>dti_joint</th>\n",
       "      <th>verification_status_joint</th>\n",
       "      <th>acc_now_delinq</th>\n",
       "      <th>tot_coll_amt</th>\n",
       "      <th>tot_cur_bal</th>\n",
       "      <th>open_acc_6m</th>\n",
       "      <th>open_il_6m</th>\n",
       "      <th>open_il_12m</th>\n",
       "      <th>open_il_24m</th>\n",
       "      <th>mths_since_rcnt_il</th>\n",
       "      <th>total_bal_il</th>\n",
       "      <th>il_util</th>\n",
       "      <th>open_rv_12m</th>\n",
       "      <th>open_rv_24m</th>\n",
       "      <th>max_bal_bc</th>\n",
       "      <th>all_util</th>\n",
       "      <th>total_rev_hi_lim</th>\n",
       "      <th>inq_fi</th>\n",
       "      <th>total_cu_tl</th>\n",
       "      <th>inq_last_12m</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>36 months</td>\n",
       "      <td>10.65</td>\n",
       "      <td>162.87</td>\n",
       "      <td>B</td>\n",
       "      <td>B2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>24000.0</td>\n",
       "      <td>Verified</td>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>n</td>\n",
       "      <td>Borrower added on 12/22/11 &gt; I need to upgra...</td>\n",
       "      <td>credit_card</td>\n",
       "      <td>Computer</td>\n",
       "      <td>860xx</td>\n",
       "      <td>AZ</td>\n",
       "      <td>27.65</td>\n",
       "      <td>0</td>\n",
       "      <td>Jan-85</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>13648</td>\n",
       "      <td>83.7</td>\n",
       "      <td>9</td>\n",
       "      <td>f</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5861.071414</td>\n",
       "      <td>5831.78</td>\n",
       "      <td>5000.00</td>\n",
       "      <td>861.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15-Jan</td>\n",
       "      <td>171.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16-Jan</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>INDIVIDUAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1077430</td>\n",
       "      <td>1314167</td>\n",
       "      <td>2500</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>RENT</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>Source Verified</td>\n",
       "      <td>Charged Off</td>\n",
       "      <td>n</td>\n",
       "      <td>Borrower added on 12/22/11 &gt; I plan to use t...</td>\n",
       "      <td>car</td>\n",
       "      <td>bike</td>\n",
       "      <td>309xx</td>\n",
       "      <td>GA</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>Apr-99</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1687</td>\n",
       "      <td>9.4</td>\n",
       "      <td>4</td>\n",
       "      <td>f</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1008.710000</td>\n",
       "      <td>1008.71</td>\n",
       "      <td>456.46</td>\n",
       "      <td>435.17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>117.08</td>\n",
       "      <td>1.11</td>\n",
       "      <td>13-Apr</td>\n",
       "      <td>119.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13-Sep</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>INDIVIDUAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1077175</td>\n",
       "      <td>1313524</td>\n",
       "      <td>2400</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>NaN</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>12252.0</td>\n",
       "      <td>Not Verified</td>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>n</td>\n",
       "      <td>NaN</td>\n",
       "      <td>small_business</td>\n",
       "      <td>real estate business</td>\n",
       "      <td>606xx</td>\n",
       "      <td>IL</td>\n",
       "      <td>8.72</td>\n",
       "      <td>0</td>\n",
       "      <td>1-Nov</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2956</td>\n",
       "      <td>98.5</td>\n",
       "      <td>10</td>\n",
       "      <td>f</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3003.653644</td>\n",
       "      <td>3003.65</td>\n",
       "      <td>2400.00</td>\n",
       "      <td>603.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14-Jun</td>\n",
       "      <td>649.91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16-Jan</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>INDIVIDUAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1076863</td>\n",
       "      <td>1277178</td>\n",
       "      <td>10000</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>RENT</td>\n",
       "      <td>49200.0</td>\n",
       "      <td>Source Verified</td>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>n</td>\n",
       "      <td>Borrower added on 12/21/11 &gt; to pay for prop...</td>\n",
       "      <td>other</td>\n",
       "      <td>personel</td>\n",
       "      <td>917xx</td>\n",
       "      <td>CA</td>\n",
       "      <td>20.00</td>\n",
       "      <td>0</td>\n",
       "      <td>Feb-96</td>\n",
       "      <td>1</td>\n",
       "      <td>35.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>5598</td>\n",
       "      <td>21.0</td>\n",
       "      <td>37</td>\n",
       "      <td>f</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12226.302210</td>\n",
       "      <td>12226.30</td>\n",
       "      <td>10000.00</td>\n",
       "      <td>2209.33</td>\n",
       "      <td>16.97</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15-Jan</td>\n",
       "      <td>357.48</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15-Jan</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>INDIVIDUAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1075358</td>\n",
       "      <td>1311748</td>\n",
       "      <td>3000</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>RENT</td>\n",
       "      <td>80000.0</td>\n",
       "      <td>Source Verified</td>\n",
       "      <td>Current</td>\n",
       "      <td>n</td>\n",
       "      <td>Borrower added on 12/21/11 &gt; I plan on combi...</td>\n",
       "      <td>other</td>\n",
       "      <td>Personal</td>\n",
       "      <td>972xx</td>\n",
       "      <td>OR</td>\n",
       "      <td>17.94</td>\n",
       "      <td>0</td>\n",
       "      <td>Jan-96</td>\n",
       "      <td>0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>27783</td>\n",
       "      <td>53.9</td>\n",
       "      <td>38</td>\n",
       "      <td>f</td>\n",
       "      <td>766.9</td>\n",
       "      <td>766.9</td>\n",
       "      <td>3242.170000</td>\n",
       "      <td>3242.17</td>\n",
       "      <td>2233.10</td>\n",
       "      <td>1009.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16-Jan</td>\n",
       "      <td>67.79</td>\n",
       "      <td>16-Feb</td>\n",
       "      <td>16-Jan</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>INDIVIDUAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id  member_id    CLI        term  int_rate  installment grade  \\\n",
       "0  1077501    1296599   5000   36 months     10.65       162.87     B   \n",
       "1  1077430    1314167   2500   60 months     15.27        59.83     C   \n",
       "2  1077175    1313524   2400   36 months     15.96        84.33     C   \n",
       "3  1076863    1277178  10000   36 months     13.49       339.31     C   \n",
       "4  1075358    1311748   3000   60 months     12.69        67.79     B   \n",
       "\n",
       "  sub_grade                 emp_title emp_length home_ownership  annual_inc  \\\n",
       "0        B2                       NaN  10+ years           RENT     24000.0   \n",
       "1        C4                     Ryder   < 1 year           RENT     30000.0   \n",
       "2        C5                       NaN  10+ years           RENT     12252.0   \n",
       "3        C1       AIR RESOURCES BOARD  10+ years           RENT     49200.0   \n",
       "4        B5  University Medical Group     1 year           RENT     80000.0   \n",
       "\n",
       "  verification_status  loan_status pymnt_plan  \\\n",
       "0            Verified   Fully Paid          n   \n",
       "1     Source Verified  Charged Off          n   \n",
       "2        Not Verified   Fully Paid          n   \n",
       "3     Source Verified   Fully Paid          n   \n",
       "4     Source Verified      Current          n   \n",
       "\n",
       "                                                desc         purpose  \\\n",
       "0    Borrower added on 12/22/11 > I need to upgra...     credit_card   \n",
       "1    Borrower added on 12/22/11 > I plan to use t...             car   \n",
       "2                                                NaN  small_business   \n",
       "3    Borrower added on 12/21/11 > to pay for prop...           other   \n",
       "4    Borrower added on 12/21/11 > I plan on combi...           other   \n",
       "\n",
       "                  title zip_code addr_state    dti  delinq_2yrs  \\\n",
       "0              Computer    860xx         AZ  27.65            0   \n",
       "1                  bike    309xx         GA   1.00            0   \n",
       "2  real estate business    606xx         IL   8.72            0   \n",
       "3              personel    917xx         CA  20.00            0   \n",
       "4              Personal    972xx         OR  17.94            0   \n",
       "\n",
       "  earliest_cr_line  inq_last_6mths  mths_since_last_delinq  \\\n",
       "0           Jan-85               1                     NaN   \n",
       "1           Apr-99               5                     NaN   \n",
       "2            1-Nov               2                     NaN   \n",
       "3           Feb-96               1                    35.0   \n",
       "4           Jan-96               0                    38.0   \n",
       "\n",
       "   mths_since_last_record  open_acc  pub_rec  revol_bal  revol_util  \\\n",
       "0                     NaN         3        0      13648        83.7   \n",
       "1                     NaN         3        0       1687         9.4   \n",
       "2                     NaN         2        0       2956        98.5   \n",
       "3                     NaN        10        0       5598        21.0   \n",
       "4                     NaN        15        0      27783        53.9   \n",
       "\n",
       "   total_acc initial_list_status  out_prncp  out_prncp_inv   total_pymnt  \\\n",
       "0          9                   f        0.0            0.0   5861.071414   \n",
       "1          4                   f        0.0            0.0   1008.710000   \n",
       "2         10                   f        0.0            0.0   3003.653644   \n",
       "3         37                   f        0.0            0.0  12226.302210   \n",
       "4         38                   f      766.9          766.9   3242.170000   \n",
       "\n",
       "   total_pymnt_inv  total_rec_prncp  total_rec_int  total_rec_late_fee  \\\n",
       "0          5831.78          5000.00         861.07                0.00   \n",
       "1          1008.71           456.46         435.17                0.00   \n",
       "2          3003.65          2400.00         603.65                0.00   \n",
       "3         12226.30         10000.00        2209.33               16.97   \n",
       "4          3242.17          2233.10        1009.07                0.00   \n",
       "\n",
       "   recoveries  collection_recovery_fee last_pymnt_d  last_pymnt_amnt  \\\n",
       "0        0.00                     0.00       15-Jan           171.62   \n",
       "1      117.08                     1.11       13-Apr           119.66   \n",
       "2        0.00                     0.00       14-Jun           649.91   \n",
       "3        0.00                     0.00       15-Jan           357.48   \n",
       "4        0.00                     0.00       16-Jan            67.79   \n",
       "\n",
       "  next_pymnt_d last_credit_pull_d  collections_12_mths_ex_med  \\\n",
       "0          NaN             16-Jan                           0   \n",
       "1          NaN             13-Sep                           0   \n",
       "2          NaN             16-Jan                           0   \n",
       "3          NaN             15-Jan                           0   \n",
       "4       16-Feb             16-Jan                           0   \n",
       "\n",
       "   mths_since_last_major_derog  policy_code application_type  \\\n",
       "0                          NaN            1       INDIVIDUAL   \n",
       "1                          NaN            1       INDIVIDUAL   \n",
       "2                          NaN            1       INDIVIDUAL   \n",
       "3                          NaN            1       INDIVIDUAL   \n",
       "4                          NaN            1       INDIVIDUAL   \n",
       "\n",
       "   annual_inc_joint  dti_joint  verification_status_joint  acc_now_delinq  \\\n",
       "0               NaN        NaN                        NaN               0   \n",
       "1               NaN        NaN                        NaN               0   \n",
       "2               NaN        NaN                        NaN               0   \n",
       "3               NaN        NaN                        NaN               0   \n",
       "4               NaN        NaN                        NaN               0   \n",
       "\n",
       "   tot_coll_amt  tot_cur_bal  open_acc_6m  open_il_6m  open_il_12m  \\\n",
       "0           NaN          NaN          NaN         NaN          NaN   \n",
       "1           NaN          NaN          NaN         NaN          NaN   \n",
       "2           NaN          NaN          NaN         NaN          NaN   \n",
       "3           NaN          NaN          NaN         NaN          NaN   \n",
       "4           NaN          NaN          NaN         NaN          NaN   \n",
       "\n",
       "   open_il_24m  mths_since_rcnt_il  total_bal_il  il_util  open_rv_12m  \\\n",
       "0          NaN                 NaN           NaN      NaN          NaN   \n",
       "1          NaN                 NaN           NaN      NaN          NaN   \n",
       "2          NaN                 NaN           NaN      NaN          NaN   \n",
       "3          NaN                 NaN           NaN      NaN          NaN   \n",
       "4          NaN                 NaN           NaN      NaN          NaN   \n",
       "\n",
       "   open_rv_24m  max_bal_bc  all_util  total_rev_hi_lim  inq_fi  total_cu_tl  \\\n",
       "0          NaN         NaN       NaN               NaN     NaN          NaN   \n",
       "1          NaN         NaN       NaN               NaN     NaN          NaN   \n",
       "2          NaN         NaN       NaN               NaN     NaN          NaN   \n",
       "3          NaN         NaN       NaN               NaN     NaN          NaN   \n",
       "4          NaN         NaN       NaN               NaN     NaN          NaN   \n",
       "\n",
       "   inq_last_12m  \n",
       "0           NaN  \n",
       "1           NaN  \n",
       "2           NaN  \n",
       "3           NaN  \n",
       "4           NaN  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DF.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "7006caf7",
   "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>Total</th>\n",
       "      <th>Percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>inq_last_12m</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_bal_il</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mths_since_last_major_derog</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>annual_inc_joint</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dti_joint</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>verification_status_joint</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tot_coll_amt</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tot_cur_bal</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>open_il_6m</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>open_il_12m</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>open_il_24m</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mths_since_rcnt_il</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>open_acc_6m</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>il_util</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>all_util</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_cu_tl</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>inq_fi</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>open_rv_12m</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_rev_hi_lim</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>open_rv_24m</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max_bal_bc</th>\n",
       "      <td>999</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mths_since_last_record</th>\n",
       "      <td>979</td>\n",
       "      <td>97.997998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>next_pymnt_d</th>\n",
       "      <td>905</td>\n",
       "      <td>90.590591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mths_since_last_delinq</th>\n",
       "      <td>774</td>\n",
       "      <td>77.477477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>desc</th>\n",
       "      <td>432</td>\n",
       "      <td>43.243243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>emp_title</th>\n",
       "      <td>51</td>\n",
       "      <td>5.105105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>emp_length</th>\n",
       "      <td>17</td>\n",
       "      <td>1.701702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>last_pymnt_d</th>\n",
       "      <td>1</td>\n",
       "      <td>0.100100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             Total     Percent\n",
       "inq_last_12m                   999  100.000000\n",
       "total_bal_il                   999  100.000000\n",
       "mths_since_last_major_derog    999  100.000000\n",
       "annual_inc_joint               999  100.000000\n",
       "dti_joint                      999  100.000000\n",
       "verification_status_joint      999  100.000000\n",
       "tot_coll_amt                   999  100.000000\n",
       "tot_cur_bal                    999  100.000000\n",
       "open_il_6m                     999  100.000000\n",
       "open_il_12m                    999  100.000000\n",
       "open_il_24m                    999  100.000000\n",
       "mths_since_rcnt_il             999  100.000000\n",
       "open_acc_6m                    999  100.000000\n",
       "il_util                        999  100.000000\n",
       "all_util                       999  100.000000\n",
       "total_cu_tl                    999  100.000000\n",
       "inq_fi                         999  100.000000\n",
       "open_rv_12m                    999  100.000000\n",
       "total_rev_hi_lim               999  100.000000\n",
       "open_rv_24m                    999  100.000000\n",
       "max_bal_bc                     999  100.000000\n",
       "mths_since_last_record         979   97.997998\n",
       "next_pymnt_d                   905   90.590591\n",
       "mths_since_last_delinq         774   77.477477\n",
       "desc                           432   43.243243\n",
       "emp_title                       51    5.105105\n",
       "emp_length                      17    1.701702\n",
       "last_pymnt_d                     1    0.100100"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Looking at the missing data\n",
    "\n",
    "def missingdata(data):\n",
    "    total = data.isnull().sum().sort_values(ascending = False)\n",
    "    percent = (data.isnull().sum()/data.isnull().count()*100).sort_values(ascending = False)\n",
    "    ms=pd.concat([total, percent], axis=1, keys=['Total', 'Percent'])\n",
    "    ms= ms[ms[\"Percent\"] > 0]\n",
    "    f,ax =plt.subplots(figsize=(8,6))\n",
    "    plt.xticks(rotation='90')\n",
    "    fig=sns.barplot(ms.index, ms[\"Percent\"],color=\"green\",alpha=0.8)\n",
    "    plt.xlabel('Features', fontsize=15)\n",
    "    plt.ylabel('Percent of missing values', fontsize=15)\n",
    "    plt.title('Percent missing data by feature', fontsize=15)\n",
    "    return ms\n",
    "missingdata(DF)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "a34e2c11",
   "metadata": {},
   "outputs": [],
   "source": [
    "DROP = ['inq_last_12m', 'total_bal_il', 'mths_since_last_major_derog', 'annual_inc_joint', 'dti_joint', 'verification_status_joint', 'tot_coll_amt', 'tot_cur_bal', 'open_il_6m', 'open_il_12m', 'open_il_24m', 'mths_since_rcnt_il', 'open_acc_6m', 'il_util', 'all_util', 'total_cu_tl', 'inq_fi', 'open_rv_12m', 'total_rev_hi_lim', 'open_rv_24m', 'max_bal_bc', 'desc', 'emp_title','addr_state','zip_code','earliest_cr_line']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "d429cd77",
   "metadata": {},
   "outputs": [],
   "source": [
    "DF.drop(list(DROP), axis = 1, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "453e9bab",
   "metadata": {},
   "outputs": [],
   "source": [
    "drop2 = ['application_type', 'policy_code']\n",
    "DF.drop(list(drop2), axis = 1, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "003d2296",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Person 2's contribution\n",
    "\n",
    "DF['mths_since_last_record'].fillna(DF['mths_since_last_record'].mode()[0], inplace = True)\n",
    "DF['next_pymnt_d'].fillna(DF['next_pymnt_d'].mode()[0], inplace = True)\n",
    "DF['mths_since_last_delinq'].fillna(DF['mths_since_last_delinq'].mode()[0], inplace = True)\n",
    "DF['emp_length'].fillna(DF['emp_length'].mode()[0], inplace = True)\n",
    "DF['last_pymnt_d'].fillna(DF['last_pymnt_d'].mode()[0], inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "48be1866",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(999, 42)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DF.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "8adf76d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.options.display.max_columns= None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "d96fa43e",
   "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>id</th>\n",
       "      <th>member_id</th>\n",
       "      <th>CLI</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_length</th>\n",
       "      <th>home_ownership</th>\n",
       "      <th>annual_inc</th>\n",
       "      <th>verification_status</th>\n",
       "      <th>loan_status</th>\n",
       "      <th>pymnt_plan</th>\n",
       "      <th>purpose</th>\n",
       "      <th>title</th>\n",
       "      <th>dti</th>\n",
       "      <th>delinq_2yrs</th>\n",
       "      <th>inq_last_6mths</th>\n",
       "      <th>mths_since_last_delinq</th>\n",
       "      <th>mths_since_last_record</th>\n",
       "      <th>open_acc</th>\n",
       "      <th>pub_rec</th>\n",
       "      <th>revol_bal</th>\n",
       "      <th>revol_util</th>\n",
       "      <th>total_acc</th>\n",
       "      <th>initial_list_status</th>\n",
       "      <th>out_prncp</th>\n",
       "      <th>out_prncp_inv</th>\n",
       "      <th>total_pymnt</th>\n",
       "      <th>total_pymnt_inv</th>\n",
       "      <th>total_rec_prncp</th>\n",
       "      <th>total_rec_int</th>\n",
       "      <th>total_rec_late_fee</th>\n",
       "      <th>recoveries</th>\n",
       "      <th>collection_recovery_fee</th>\n",
       "      <th>last_pymnt_d</th>\n",
       "      <th>last_pymnt_amnt</th>\n",
       "      <th>next_pymnt_d</th>\n",
       "      <th>last_credit_pull_d</th>\n",
       "      <th>collections_12_mths_ex_med</th>\n",
       "      <th>acc_now_delinq</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>36 months</td>\n",
       "      <td>10.65</td>\n",
       "      <td>162.87</td>\n",
       "      <td>B</td>\n",
       "      <td>B2</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>24000.0</td>\n",
       "      <td>Verified</td>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>n</td>\n",
       "      <td>credit_card</td>\n",
       "      <td>Computer</td>\n",
       "      <td>27.65</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>38.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>13648</td>\n",
       "      <td>83.7</td>\n",
       "      <td>9</td>\n",
       "      <td>f</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5861.071414</td>\n",
       "      <td>5831.78</td>\n",
       "      <td>5000.00</td>\n",
       "      <td>861.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15-Jan</td>\n",
       "      <td>171.62</td>\n",
       "      <td>16-Feb</td>\n",
       "      <td>16-Jan</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1077430</td>\n",
       "      <td>1314167</td>\n",
       "      <td>2500</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>&lt; 1 year</td>\n",
       "      <td>RENT</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>Source Verified</td>\n",
       "      <td>Charged Off</td>\n",
       "      <td>n</td>\n",
       "      <td>car</td>\n",
       "      <td>bike</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>38.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1687</td>\n",
       "      <td>9.4</td>\n",
       "      <td>4</td>\n",
       "      <td>f</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1008.710000</td>\n",
       "      <td>1008.71</td>\n",
       "      <td>456.46</td>\n",
       "      <td>435.17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>117.08</td>\n",
       "      <td>1.11</td>\n",
       "      <td>13-Apr</td>\n",
       "      <td>119.66</td>\n",
       "      <td>16-Feb</td>\n",
       "      <td>13-Sep</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1077175</td>\n",
       "      <td>1313524</td>\n",
       "      <td>2400</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>10+ years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>12252.0</td>\n",
       "      <td>Not Verified</td>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>n</td>\n",
       "      <td>small_business</td>\n",
       "      <td>real estate business</td>\n",
       "      <td>8.72</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>38.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2956</td>\n",
       "      <td>98.5</td>\n",
       "      <td>10</td>\n",
       "      <td>f</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3003.653644</td>\n",
       "      <td>3003.65</td>\n",
       "      <td>2400.00</td>\n",
       "      <td>603.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14-Jun</td>\n",
       "      <td>649.91</td>\n",
       "      <td>16-Feb</td>\n",
       "      <td>16-Jan</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1076863</td>\n",
       "      <td>1277178</td>\n",
       "      <td>10000</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>10+ years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>49200.0</td>\n",
       "      <td>Source Verified</td>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>n</td>\n",
       "      <td>other</td>\n",
       "      <td>personel</td>\n",
       "      <td>20.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>35.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>5598</td>\n",
       "      <td>21.0</td>\n",
       "      <td>37</td>\n",
       "      <td>f</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12226.302210</td>\n",
       "      <td>12226.30</td>\n",
       "      <td>10000.00</td>\n",
       "      <td>2209.33</td>\n",
       "      <td>16.97</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15-Jan</td>\n",
       "      <td>357.48</td>\n",
       "      <td>16-Feb</td>\n",
       "      <td>15-Jan</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1075358</td>\n",
       "      <td>1311748</td>\n",
       "      <td>3000</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>1 year</td>\n",
       "      <td>RENT</td>\n",
       "      <td>80000.0</td>\n",
       "      <td>Source Verified</td>\n",
       "      <td>Current</td>\n",
       "      <td>n</td>\n",
       "      <td>other</td>\n",
       "      <td>Personal</td>\n",
       "      <td>17.94</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>27783</td>\n",
       "      <td>53.9</td>\n",
       "      <td>38</td>\n",
       "      <td>f</td>\n",
       "      <td>766.9</td>\n",
       "      <td>766.9</td>\n",
       "      <td>3242.170000</td>\n",
       "      <td>3242.17</td>\n",
       "      <td>2233.10</td>\n",
       "      <td>1009.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16-Jan</td>\n",
       "      <td>67.79</td>\n",
       "      <td>16-Feb</td>\n",
       "      <td>16-Jan</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id  member_id    CLI        term  int_rate  installment grade  \\\n",
       "0  1077501    1296599   5000   36 months     10.65       162.87     B   \n",
       "1  1077430    1314167   2500   60 months     15.27        59.83     C   \n",
       "2  1077175    1313524   2400   36 months     15.96        84.33     C   \n",
       "3  1076863    1277178  10000   36 months     13.49       339.31     C   \n",
       "4  1075358    1311748   3000   60 months     12.69        67.79     B   \n",
       "\n",
       "  sub_grade emp_length home_ownership  annual_inc verification_status  \\\n",
       "0        B2  10+ years           RENT     24000.0            Verified   \n",
       "1        C4   < 1 year           RENT     30000.0     Source Verified   \n",
       "2        C5  10+ years           RENT     12252.0        Not Verified   \n",
       "3        C1  10+ years           RENT     49200.0     Source Verified   \n",
       "4        B5     1 year           RENT     80000.0     Source Verified   \n",
       "\n",
       "   loan_status pymnt_plan         purpose                 title    dti  \\\n",
       "0   Fully Paid          n     credit_card              Computer  27.65   \n",
       "1  Charged Off          n             car                  bike   1.00   \n",
       "2   Fully Paid          n  small_business  real estate business   8.72   \n",
       "3   Fully Paid          n           other              personel  20.00   \n",
       "4      Current          n           other              Personal  17.94   \n",
       "\n",
       "   delinq_2yrs  inq_last_6mths  mths_since_last_delinq  \\\n",
       "0            0               1                    38.0   \n",
       "1            0               5                    38.0   \n",
       "2            0               2                    38.0   \n",
       "3            0               1                    35.0   \n",
       "4            0               0                    38.0   \n",
       "\n",
       "   mths_since_last_record  open_acc  pub_rec  revol_bal  revol_util  \\\n",
       "0                    83.0         3        0      13648        83.7   \n",
       "1                    83.0         3        0       1687         9.4   \n",
       "2                    83.0         2        0       2956        98.5   \n",
       "3                    83.0        10        0       5598        21.0   \n",
       "4                    83.0        15        0      27783        53.9   \n",
       "\n",
       "   total_acc initial_list_status  out_prncp  out_prncp_inv   total_pymnt  \\\n",
       "0          9                   f        0.0            0.0   5861.071414   \n",
       "1          4                   f        0.0            0.0   1008.710000   \n",
       "2         10                   f        0.0            0.0   3003.653644   \n",
       "3         37                   f        0.0            0.0  12226.302210   \n",
       "4         38                   f      766.9          766.9   3242.170000   \n",
       "\n",
       "   total_pymnt_inv  total_rec_prncp  total_rec_int  total_rec_late_fee  \\\n",
       "0          5831.78          5000.00         861.07                0.00   \n",
       "1          1008.71           456.46         435.17                0.00   \n",
       "2          3003.65          2400.00         603.65                0.00   \n",
       "3         12226.30         10000.00        2209.33               16.97   \n",
       "4          3242.17          2233.10        1009.07                0.00   \n",
       "\n",
       "   recoveries  collection_recovery_fee last_pymnt_d  last_pymnt_amnt  \\\n",
       "0        0.00                     0.00       15-Jan           171.62   \n",
       "1      117.08                     1.11       13-Apr           119.66   \n",
       "2        0.00                     0.00       14-Jun           649.91   \n",
       "3        0.00                     0.00       15-Jan           357.48   \n",
       "4        0.00                     0.00       16-Jan            67.79   \n",
       "\n",
       "  next_pymnt_d last_credit_pull_d  collections_12_mths_ex_med  acc_now_delinq  \n",
       "0       16-Feb             16-Jan                           0               0  \n",
       "1       16-Feb             13-Sep                           0               0  \n",
       "2       16-Feb             16-Jan                           0               0  \n",
       "3       16-Feb             15-Jan                           0               0  \n",
       "4       16-Feb             16-Jan                           0               0  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DF.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "109567aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Person 3's contribution\n",
    "\n",
    "all_data = DF\n",
    "import re\n",
    "                                                                            \n",
    "traindf=DF\n",
    "\n",
    "traindf = pd.get_dummies(traindf, columns = [\"term\",\"grade\",\"sub_grade\",\"initial_list_status\",\"emp_length\",\"home_ownership\",\"verification_status\",\"pymnt_plan\",\"purpose\",\"title\", 'last_pymnt_d', 'next_pymnt_d', 'last_credit_pull_d'],\n",
    "prefix=[\"term\",\"grade\",\"sub_grade\",\"emp_length\",\"home_ownership\",\"initial_list_status\",\"verification_status\",\"pymnt_plan\",\"purpose\",\"title\", 'last_pymnt_d', 'next_pymnt_d', 'last_credit_pull_d'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "999a4e74",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split #for split the data\n",
    "from sklearn.metrics import accuracy_score  #for accuracy_score\n",
    "from sklearn.model_selection import KFold #for K-fold cross validation\n",
    "from sklearn.model_selection import cross_val_score #score evaluation\n",
    "from sklearn.model_selection import cross_val_predict #prediction\n",
    "from sklearn.model_selection import GridSearchCV # for Hyper parameter tuning\n",
    "from sklearn.metrics import confusion_matrix #for confusion matrix\n",
    "from sklearn import metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "868432e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Peter Olkhovets\n",
    "\n",
    "all_features = traindf.drop(\"loan_status\",axis=1)\n",
    "Targeted_feature = traindf[\"loan_status\"]\n",
    "\n",
    "\n",
    "# Divide the data set into two- 70% for train and 30% for test\n",
    "\n",
    "#X_train,X_test,y_train,y_test = train_test_split(all_features,Targeted_feature,test_size=0.3)  \n",
    "X_train,X_test,y_train,y_test = train_test_split(all_features,Targeted_feature,test_size=0.3,random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "7855d235",
   "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>id</th>\n",
       "      <th>member_id</th>\n",
       "      <th>CLI</th>\n",
       "      <th>int_rate</th>\n",
       "      <th>installment</th>\n",
       "      <th>annual_inc</th>\n",
       "      <th>dti</th>\n",
       "      <th>delinq_2yrs</th>\n",
       "      <th>inq_last_6mths</th>\n",
       "      <th>mths_since_last_delinq</th>\n",
       "      <th>mths_since_last_record</th>\n",
       "      <th>open_acc</th>\n",
       "      <th>pub_rec</th>\n",
       "      <th>revol_bal</th>\n",
       "      <th>revol_util</th>\n",
       "      <th>total_acc</th>\n",
       "      <th>out_prncp</th>\n",
       "      <th>out_prncp_inv</th>\n",
       "      <th>total_pymnt</th>\n",
       "      <th>total_pymnt_inv</th>\n",
       "      <th>total_rec_prncp</th>\n",
       "      <th>total_rec_int</th>\n",
       "      <th>total_rec_late_fee</th>\n",
       "      <th>recoveries</th>\n",
       "      <th>collection_recovery_fee</th>\n",
       "      <th>last_pymnt_amnt</th>\n",
       "      <th>collections_12_mths_ex_med</th>\n",
       "      <th>acc_now_delinq</th>\n",
       "      <th>term_ 36 months</th>\n",
       "      <th>term_ 60 months</th>\n",
       "      <th>grade_A</th>\n",
       "      <th>grade_B</th>\n",
       "      <th>grade_C</th>\n",
       "      <th>grade_D</th>\n",
       "      <th>grade_E</th>\n",
       "      <th>grade_F</th>\n",
       "      <th>grade_G</th>\n",
       "      <th>sub_grade_A1</th>\n",
       "      <th>sub_grade_A2</th>\n",
       "      <th>sub_grade_A3</th>\n",
       "      <th>sub_grade_A4</th>\n",
       "      <th>sub_grade_A5</th>\n",
       "      <th>sub_grade_B1</th>\n",
       "      <th>sub_grade_B2</th>\n",
       "      <th>sub_grade_B3</th>\n",
       "      <th>sub_grade_B4</th>\n",
       "      <th>sub_grade_B5</th>\n",
       "      <th>sub_grade_C1</th>\n",
       "      <th>sub_grade_C2</th>\n",
       "      <th>sub_grade_C3</th>\n",
       "      <th>sub_grade_C4</th>\n",
       "      <th>sub_grade_C5</th>\n",
       "      <th>sub_grade_D1</th>\n",
       "      <th>sub_grade_D2</th>\n",
       "      <th>sub_grade_D3</th>\n",
       "      <th>sub_grade_D4</th>\n",
       "      <th>sub_grade_D5</th>\n",
       "      <th>sub_grade_E1</th>\n",
       "      <th>sub_grade_E2</th>\n",
       "      <th>sub_grade_E3</th>\n",
       "      <th>sub_grade_E4</th>\n",
       "      <th>sub_grade_E5</th>\n",
       "      <th>sub_grade_F1</th>\n",
       "      <th>sub_grade_F2</th>\n",
       "      <th>sub_grade_F3</th>\n",
       "      <th>sub_grade_F4</th>\n",
       "      <th>sub_grade_F5</th>\n",
       "      <th>sub_grade_G1</th>\n",
       "      <th>sub_grade_G2</th>\n",
       "      <th>sub_grade_G3</th>\n",
       "      <th>sub_grade_G4</th>\n",
       "      <th>emp_length_f</th>\n",
       "      <th>home_ownership_1 year</th>\n",
       "      <th>home_ownership_10+ years</th>\n",
       "      <th>home_ownership_2 years</th>\n",
       "      <th>home_ownership_3 years</th>\n",
       "      <th>home_ownership_4 years</th>\n",
       "      <th>home_ownership_5 years</th>\n",
       "      <th>home_ownership_6 years</th>\n",
       "      <th>home_ownership_7 years</th>\n",
       "      <th>home_ownership_8 years</th>\n",
       "      <th>home_ownership_9 years</th>\n",
       "      <th>home_ownership_&lt; 1 year</th>\n",
       "      <th>initial_list_status_MORTGAGE</th>\n",
       "      <th>initial_list_status_OWN</th>\n",
       "      <th>initial_list_status_RENT</th>\n",
       "      <th>verification_status_Not Verified</th>\n",
       "      <th>verification_status_Source Verified</th>\n",
       "      <th>verification_status_Verified</th>\n",
       "      <th>pymnt_plan_n</th>\n",
       "      <th>purpose_car</th>\n",
       "      <th>purpose_credit_card</th>\n",
       "      <th>purpose_debt_consolidation</th>\n",
       "      <th>purpose_home_improvement</th>\n",
       "      <th>purpose_house</th>\n",
       "      <th>purpose_major_purchase</th>\n",
       "      <th>purpose_medical</th>\n",
       "      <th>purpose_moving</th>\n",
       "      <th>purpose_other</th>\n",
       "      <th>purpose_renewable_energy</th>\n",
       "      <th>purpose_small_business</th>\n",
       "      <th>purpose_vacation</th>\n",
       "      <th>purpose_wedding</th>\n",
       "      <th>title_ Bill pay of</th>\n",
       "      <th>title_ Debt Consolidation for recent Grad.</th>\n",
       "      <th>title_12-7-11 DEBT AND MEDICAL CONSOLIDATE</th>\n",
       "      <th>title_12-Apr</th>\n",
       "      <th>title_12/2011 loan</th>\n",
       "      <th>title_1941 Chevrolet 3100</th>\n",
       "      <th>title_2011 CC Pay-Off</th>\n",
       "      <th>title_2011 Consolidate Loan</th>\n",
       "      <th>title_2011 Debt Consolidation</th>\n",
       "      <th>title_2011 loan</th>\n",
       "      <th>title_2012 New Beginnings</th>\n",
       "      <th>title_2012 Pay Off</th>\n",
       "      <th>title_2400</th>\n",
       "      <th>title_36 Months to Freedom</th>\n",
       "      <th>title_5 Years to Financial Freedom</th>\n",
       "      <th>title_70%Attached room,30%cc-loanconsolidation</th>\n",
       "      <th>title_A fresh new year with less CC debts</th>\n",
       "      <th>title_Advertising for growing business</th>\n",
       "      <th>title_After Great Experience I am Back Again</th>\n",
       "      <th>title_Alabama Consolidation Loan</th>\n",
       "      <th>title_Amex</th>\n",
       "      <th>title_Auto Loan</th>\n",
       "      <th>title_Avoid CCs,Various Seasonal and Other Exp</th>\n",
       "      <th>title_Bank of America Pay-Off Loan</th>\n",
       "      <th>title_Bathroom Repairs</th>\n",
       "      <th>title_Bill Consolidation</th>\n",
       "      <th>title_Bill Consolidation -Debt free by 2015!!!</th>\n",
       "      <th>title_Bill Pay off</th>\n",
       "      <th>title_Bill Payoff</th>\n",
       "      <th>title_Bill loan</th>\n",
       "      <th>title_Bills</th>\n",
       "      <th>title_Boat Loan</th>\n",
       "      <th>title_Breathing Room</th>\n",
       "      <th>title_Breathing room</th>\n",
       "      <th>title_Brown Eyes Loan</th>\n",
       "      <th>title_Building my credit history.</th>\n",
       "      <th>title_Business</th>\n",
       "      <th>title_Business Loan</th>\n",
       "      <th>title_Business loan</th>\n",
       "      <th>title_Buying A Modest Home + Small Business</th>\n",
       "      <th>title_Bye Bye Credit Cards</th>\n",
       "      <th>title_Bye-bye high interest rates!</th>\n",
       "      <th>title_C/C Consolidation Loan</th>\n",
       "      <th>title_CC Assist</th>\n",
       "      <th>title_CC Consolidate - Home Improve</th>\n",
       "      <th>title_CC Consolidation</th>\n",
       "      <th>title_CC Debt</th>\n",
       "      <th>title_CC Pay Off</th>\n",
       "      <th>title_CC Payoff</th>\n",
       "      <th>title_CC Refi Loan</th>\n",
       "      <th>title_CC Refinance</th>\n",
       "      <th>title_CC refi</th>\n",
       "      <th>title_CC/Car</th>\n",
       "      <th>title_CCConsolidation</th>\n",
       "      <th>title_CCPayoff</th>\n",
       "      <th>title_CCdebt</th>\n",
       "      <th>title_CLEAR UP</th>\n",
       "      <th>title_CONSOLIDATION</th>\n",
       "      <th>title_CREDIT CARD CONSOLIDATION</th>\n",
       "      <th>title_CREDIT CARD PAYOFF</th>\n",
       "      <th>title_Capitol One Refinance</th>\n",
       "      <th>title_Car</th>\n",
       "      <th>title_Car Downpayment</th>\n",
       "      <th>title_Car Loan</th>\n",
       "      <th>title_Car loan</th>\n",
       "      <th>title_Car loan and pay off my family</th>\n",
       "      <th>title_Card Consolidation</th>\n",
       "      <th>title_Card Refi</th>\n",
       "      <th>title_Card Refinance</th>\n",
       "      <th>title_Card's</th>\n",
       "      <th>title_Cards</th>\n",
       "      <th>title_Chase</th>\n",
       "      <th>title_Citi Card</th>\n",
       "      <th>title_Citicard</th>\n",
       "      <th>title_Clean Up</th>\n",
       "      <th>title_CleanUpCC</th>\n",
       "      <th>title_Coledon's Club Loan</th>\n",
       "      <th>title_Computer</th>\n",
       "      <th>title_Computer Equipment</th>\n",
       "      <th>title_Condo</th>\n",
       "      <th>title_Consol</th>\n",
       "      <th>title_Consolidate</th>\n",
       "      <th>title_Consolidate CCs and pay back family</th>\n",
       "      <th>title_Consolidate Closed Credit Accounts</th>\n",
       "      <th>title_Consolidate Credit Card Debt</th>\n",
       "      <th>title_Consolidate Debt</th>\n",
       "      <th>title_Consolidate me 2011</th>\n",
       "      <th>title_Consolidated</th>\n",
       "      <th>title_Consolidating Big Bank Debt</th>\n",
       "      <th>title_Consolidating Debt from Home Repair</th>\n",
       "      <th>title_Consolidation</th>\n",
       "      <th>title_Consolidation</th>\n",
       "      <th>title_Consolidation Facility</th>\n",
       "      <th>title_Consolidation Loan</th>\n",
       "      <th>title_Consolidation Loan December 2011</th>\n",
       "      <th>title_Consolidation loan</th>\n",
       "      <th>title_Creating More Space</th>\n",
       "      <th>title_Credi Card Payment</th>\n",
       "      <th>title_Credit Card</th>\n",
       "      <th>title_Credit Card Balance Payoff</th>\n",
       "      <th>title_Credit Card Consolidation</th>\n",
       "      <th>title_Credit Card Consolidation</th>\n",
       "      <th>title_Credit Card Consolidation Loan</th>\n",
       "      <th>title_Credit Card Consolodation Loan</th>\n",
       "      <th>title_Credit Card Debt</th>\n",
       "      <th>title_Credit Card Debt Consolidation</th>\n",
       "      <th>title_Credit Card Debt Free</th>\n",
       "      <th>title_Credit Card Interest Rates No More!!!</th>\n",
       "      <th>title_Credit Card Loan</th>\n",
       "      <th>title_Credit Card Pay Off</th>\n",
       "      <th>title_Credit Card Paydown</th>\n",
       "      <th>title_Credit Card Payment</th>\n",
       "      <th>title_Credit Card Payoff</th>\n",
       "      <th>title_Credit Card Payoff Loan</th>\n",
       "      <th>title_Credit Card REFI</th>\n",
       "      <th>title_Credit Card Refi</th>\n",
       "      <th>title_Credit Card Refi 2011</th>\n",
       "      <th>title_Credit Card Refi Loan</th>\n",
       "      <th>title_Credit Card Refinance</th>\n",
       "      <th>title_Credit Card Refinancing</th>\n",
       "      <th>title_Credit Card and Bill Loan</th>\n",
       "      <th>title_Credit Card refinance</th>\n",
       "      <th>title_Credit Card refinancing</th>\n",
       "      <th>title_Credit Cards</th>\n",
       "      <th>title_Credit Cards &amp; Laptop</th>\n",
       "      <th>title_Credit Cards Consolidation Loan</th>\n",
       "      <th>title_Credit Cards Payoff</th>\n",
       "      <th>title_Credit Cards Suck</th>\n",
       "      <th>title_Credit Consolidation</th>\n",
       "      <th>title_Credit Payoff 14400</th>\n",
       "      <th>title_Credit Refinance</th>\n",
       "      <th>title_Credit Refinancing</th>\n",
       "      <th>title_Credit Relief</th>\n",
       "      <th>title_Credit card</th>\n",
       "      <th>title_Credit card Refi</th>\n",
       "      <th>title_Credit card debt</th>\n",
       "      <th>title_Credit card help</th>\n",
       "      <th>title_Credit card paid off</th>\n",
       "      <th>title_Credit card payment</th>\n",
       "      <th>title_Credit card payment loans</th>\n",
       "      <th>title_Credit card payoff</th>\n",
       "      <th>title_Credit card payoff</th>\n",
       "      <th>title_Credit card re-fi</th>\n",
       "      <th>title_Credit card refinance loan</th>\n",
       "      <th>title_Credit card repayment loan</th>\n",
       "      <th>title_Credit cards bills</th>\n",
       "      <th>title_Credit cards payment</th>\n",
       "      <th>title_Credit refinance</th>\n",
       "      <th>title_Cycle</th>\n",
       "      <th>title_DEBT  CONSOLIDATION</th>\n",
       "      <th>title_DEBT CON</th>\n",
       "      <th>title_DEBT CONSOLIDATION</th>\n",
       "      <th>title_DEBT CONSOLIDATION STRATEGY</th>\n",
       "      <th>title_DEBT PAYOFF</th>\n",
       "      <th>title_DEBTCON</th>\n",
       "      <th>title_Dad's care</th>\n",
       "      <th>title_Debit Free</th>\n",
       "      <th>title_Debit consolidation</th>\n",
       "      <th>title_Debt</th>\n",
       "      <th>title_Debt At One Place</th>\n",
       "      <th>title_Debt Cleanup</th>\n",
       "      <th>title_Debt Consalidation</th>\n",
       "      <th>title_Debt Consolidation</th>\n",
       "      <th>title_Debt Consolidation</th>\n",
       "      <th>title_Debt Consolidation - Dec 2011</th>\n",
       "      <th>title_Debt Consolidation / Lower CC Rate</th>\n",
       "      <th>title_Debt Consolidation Loan</th>\n",
       "      <th>title_Debt Consolidation Loan Needed!</th>\n",
       "      <th>title_Debt Consolidation for a better life</th>\n",
       "      <th>title_Debt Consolitation</th>\n",
       "      <th>title_Debt Free</th>\n",
       "      <th>title_Debt Free Forever</th>\n",
       "      <th>title_Debt Loan</th>\n",
       "      <th>title_Debt Payment</th>\n",
       "      <th>title_Debt Payoff</th>\n",
       "      <th>title_Debt Solution</th>\n",
       "      <th>title_Debt consol</th>\n",
       "      <th>title_Debt consolidation</th>\n",
       "      <th>title_Debt consolidation</th>\n",
       "      <th>title_Debt consolidation loan</th>\n",
       "      <th>title_Debt consolodation</th>\n",
       "      <th>title_Debt free</th>\n",
       "      <th>title_Debt reducer</th>\n",
       "      <th>title_Debt refinance</th>\n",
       "      <th>title_Debt relief</th>\n",
       "      <th>title_Debt-Consolidation</th>\n",
       "      <th>title_Debt-Paying, Wife-Helping</th>\n",
       "      <th>title_Debt-down</th>\n",
       "      <th>title_DebtConsol</th>\n",
       "      <th>title_DebtFix</th>\n",
       "      <th>title_December 2011 Credit Card Loan</th>\n",
       "      <th>title_December relief</th>\n",
       "      <th>title_Dedt Consolidation</th>\n",
       "      <th>title_Dept Consolidation</th>\n",
       "      <th>title_Discover payoff</th>\n",
       "      <th>title_Emergency Loan</th>\n",
       "      <th>title_End of year loan</th>\n",
       "      <th>title_Erase my debt!</th>\n",
       "      <th>title_Excellent Payment History Borrower</th>\n",
       "      <th>title_Expand Business &amp; Buy Debt Portfolio</th>\n",
       "      <th>title_Extra credit loan</th>\n",
       "      <th>title_FREEDOM</th>\n",
       "      <th>title_FREEDOM debt</th>\n",
       "      <th>title_Famleisure</th>\n",
       "      <th>title_Financial Freedom</th>\n",
       "      <th>title_Fixin my apartment</th>\n",
       "      <th>title_Floor</th>\n",
       "      <th>title_For My Vacation</th>\n",
       "      <th>title_Freddom from credit card</th>\n",
       "      <th>title_Freedom</th>\n",
       "      <th>title_Freedom Consolidation</th>\n",
       "      <th>title_Freedom Day 2014</th>\n",
       "      <th>title_Freedom From Credit Cards</th>\n",
       "      <th>title_Freedom Loan</th>\n",
       "      <th>title_Fresh Start</th>\n",
       "      <th>title_Future</th>\n",
       "      <th>title_GET FREE OF DEBT</th>\n",
       "      <th>title_Get Rid of Debt</th>\n",
       "      <th>title_Get out of Debt</th>\n",
       "      <th>title_Get out of debt loan</th>\n",
       "      <th>title_GetoutofDebt</th>\n",
       "      <th>title_Go Steelers</th>\n",
       "      <th>title_HOME IMPROVEMENT</th>\n",
       "      <th>title_Hello</th>\n",
       "      <th>title_Help</th>\n",
       "      <th>title_Help me get ahead</th>\n",
       "      <th>title_Help me out</th>\n",
       "      <th>title_Helping out my wallet</th>\n",
       "      <th>title_High interest credit card</th>\n",
       "      <th>title_High interest credit card consolidation</th>\n",
       "      <th>title_High intrest Consolidation</th>\n",
       "      <th>title_Holiday</th>\n",
       "      <th>title_Home</th>\n",
       "      <th>title_Home Improvement</th>\n",
       "      <th>title_Home Improvement - New Pipes</th>\n",
       "      <th>title_Home Improvement Loan</th>\n",
       "      <th>title_Home Improvement/Debt Consolidation</th>\n",
       "      <th>title_Home Improvements</th>\n",
       "      <th>title_Home and car repair</th>\n",
       "      <th>title_Home imp</th>\n",
       "      <th>title_Home improvement</th>\n",
       "      <th>title_Home improvement loan</th>\n",
       "      <th>title_Hot tub</th>\n",
       "      <th>title_House Down Payment</th>\n",
       "      <th>title_House Loan</th>\n",
       "      <th>title_I pay my all credit</th>\n",
       "      <th>title_Improvements</th>\n",
       "      <th>title_Installment Loan</th>\n",
       "      <th>title_Investment</th>\n",
       "      <th>title_Killing those big bank cards</th>\n",
       "      <th>title_LC Loan</th>\n",
       "      <th>title_Last Loan</th>\n",
       "      <th>title_Legal assistance</th>\n",
       "      <th>title_Lending Club</th>\n",
       "      <th>title_LendingClubLoan</th>\n",
       "      <th>title_Loan</th>\n",
       "      <th>title_Loan #1</th>\n",
       "      <th>title_Loan 1</th>\n",
       "      <th>title_Loan 12142011</th>\n",
       "      <th>title_Loan Payments</th>\n",
       "      <th>title_Loan Payoff and Home Improvement</th>\n",
       "      <th>title_Loan to Fix Carpet</th>\n",
       "      <th>title_Loan to pay off Credit cards</th>\n",
       "      <th>title_Loan2011</th>\n",
       "      <th>title_Lower My Overall Interest Rate</th>\n",
       "      <th>title_MAKE ON PAYMENT</th>\n",
       "      <th>title_MONEY TREE</th>\n",
       "      <th>title_Main</th>\n",
       "      <th>title_Major Purchase</th>\n",
       "      <th>title_Major Purchase Loan</th>\n",
       "      <th>title_Medical</th>\n",
       "      <th>title_Medical</th>\n",
       "      <th>title_Medical Bill Nightmare</th>\n",
       "      <th>title_Medical Leave - Household Expenses</th>\n",
       "      <th>title_Miscellaneous</th>\n",
       "      <th>title_Money</th>\n",
       "      <th>title_Motorcycle</th>\n",
       "      <th>title_Moved to California</th>\n",
       "      <th>title_Moving</th>\n",
       "      <th>title_Moving expenses on high interest cc</th>\n",
       "      <th>title_Moving to better job; help a veteran!</th>\n",
       "      <th>title_My CC consolidation loan</th>\n",
       "      <th>title_My End to Bad Spending Habits Plan</th>\n",
       "      <th>title_My Freedom loan</th>\n",
       "      <th>title_My Loan</th>\n",
       "      <th>title_My loan</th>\n",
       "      <th>title_My personal loan</th>\n",
       "      <th>title_My personl loan</th>\n",
       "      <th>title_My wedding loan I promise to pay back</th>\n",
       "      <th>title_Myloan</th>\n",
       "      <th>title_NeverLate</th>\n",
       "      <th>title_New Business</th>\n",
       "      <th>title_New Start</th>\n",
       "      <th>title_Nissan Car Loan</th>\n",
       "      <th>title_No more credit card debt!</th>\n",
       "      <th>title_No more credit card!</th>\n",
       "      <th>title_No more credit cards</th>\n",
       "      <th>title_No more debt</th>\n",
       "      <th>title_No more debt!!!</th>\n",
       "      <th>title_One Bill A Month</th>\n",
       "      <th>title_One main loan</th>\n",
       "      <th>title_Other</th>\n",
       "      <th>title_Other Loan</th>\n",
       "      <th>title_PAY OFF MY CARDS!!</th>\n",
       "      <th>title_PAYOFF</th>\n",
       "      <th>title_PREVAILING</th>\n",
       "      <th>title_Patent and manufacturing.</th>\n",
       "      <th>title_Pay Bills</th>\n",
       "      <th>title_Pay High Interest CC</th>\n",
       "      <th>title_Pay Medical Bills</th>\n",
       "      <th>title_Pay Off Credit Card</th>\n",
       "      <th>title_Pay Off Debt</th>\n",
       "      <th>title_Pay Personal Loans</th>\n",
       "      <th>title_Pay credit cards 2011</th>\n",
       "      <th>title_Pay it off</th>\n",
       "      <th>title_Pay of Credit Card Debt</th>\n",
       "      <th>title_Pay off</th>\n",
       "      <th>title_Pay off Chase</th>\n",
       "      <th>title_Pay off Credit Cards</th>\n",
       "      <th>title_Pay off Credit cards loan</th>\n",
       "      <th>title_Pay off Debt</th>\n",
       "      <th>title_Pay off High Interest Credit Cards</th>\n",
       "      <th>title_Pay off credit card</th>\n",
       "      <th>title_Pay off credit card, refinance house</th>\n",
       "      <th>title_Pay off credit cards</th>\n",
       "      <th>title_Pay off debt</th>\n",
       "      <th>title_Pay off high interest credit cards</th>\n",
       "      <th>title_PayCC</th>\n",
       "      <th>title_Paydown CC Loan</th>\n",
       "      <th>title_Paying off Credit Cards</th>\n",
       "      <th>title_Payment</th>\n",
       "      <th>title_Payoff Loan</th>\n",
       "      <th>title_Payoff my Credit Card Debit in 36 Months</th>\n",
       "      <th>title_Personal</th>\n",
       "      <th>title_Personal</th>\n",
       "      <th>title_Personal Business Loan</th>\n",
       "      <th>title_Personal Consid</th>\n",
       "      <th>title_Personal Growth</th>\n",
       "      <th>title_Personal Investment Loan</th>\n",
       "      <th>title_Personal Loan</th>\n",
       "      <th>title_Personal loan</th>\n",
       "      <th>title_Personnel Loan</th>\n",
       "      <th>title_Post College Credit Card Refinance</th>\n",
       "      <th>title_Presents and vocation</th>\n",
       "      <th>title_Purchase</th>\n",
       "      <th>title_REFINANCE</th>\n",
       "      <th>title_ROLL CONSOLIDATION</th>\n",
       "      <th>title_Redemption</th>\n",
       "      <th>title_Refi</th>\n",
       "      <th>title_Refinance</th>\n",
       "      <th>title_Refinance Loan</th>\n",
       "      <th>title_Refinance time</th>\n",
       "      <th>title_Refinancing</th>\n",
       "      <th>title_Relief</th>\n",
       "      <th>title_Relief 2011</th>\n",
       "      <th>title_Relief Refi</th>\n",
       "      <th>title_Reline pool and fix steeps</th>\n",
       "      <th>title_Relocation Assistance</th>\n",
       "      <th>title_Remodel</th>\n",
       "      <th>title_Renovation loan</th>\n",
       "      <th>title_Repay Cards</th>\n",
       "      <th>title_Return Customer - 1st Loan Paid In Full</th>\n",
       "      <th>title_Ring</th>\n",
       "      <th>title_Rod Family Finance</th>\n",
       "      <th>title_Roof</th>\n",
       "      <th>title_Saab 9-3 loan</th>\n",
       "      <th>title_Salon Loan</th>\n",
       "      <th>title_Salt Spreader</th>\n",
       "      <th>title_Say goodbye to the rip-off banks</th>\n",
       "      <th>title_Seed money for educational foundation</th>\n",
       "      <th>title_Short Term Loan</th>\n",
       "      <th>title_Short-Term Business Loan</th>\n",
       "      <th>title_Small Business</th>\n",
       "      <th>title_Small Business Loan</th>\n",
       "      <th>title_Small_Business Loan</th>\n",
       "      <th>title_Smart Budgeting</th>\n",
       "      <th>title_Snowmobile Purchase</th>\n",
       "      <th>title_Start Fresh 2012</th>\n",
       "      <th>title_Start Up</th>\n",
       "      <th>title_Stop paying interest to Chase</th>\n",
       "      <th>title_Stress relief</th>\n",
       "      <th>title_The 20K Credit</th>\n",
       "      <th>title_The Blessing Loan</th>\n",
       "      <th>title_The last and only one</th>\n",
       "      <th>title_The light</th>\n",
       "      <th>title_Titanium loan</th>\n",
       "      <th>title_To pay of all debt</th>\n",
       "      <th>title_Trading business</th>\n",
       "      <th>title_Travel</th>\n",
       "      <th>title_Trip Loan</th>\n",
       "      <th>title_Truck repair</th>\n",
       "      <th>title_US Bank Full</th>\n",
       "      <th>title_Unexpected Expense</th>\n",
       "      <th>title_Unexpected Expenses</th>\n",
       "      <th>title_Vacation</th>\n",
       "      <th>title_Vacation Loan</th>\n",
       "      <th>title_Wedding</th>\n",
       "      <th>title_Wedding Loan</th>\n",
       "      <th>title_Wedding bills</th>\n",
       "      <th>title_Wedding loan</th>\n",
       "      <th>title_Wedding planning loan</th>\n",
       "      <th>title_Wells/Chase ReFi</th>\n",
       "      <th>title_Wiping off 6 ccards in 1 lower rate</th>\n",
       "      <th>title_Year End Cleanup</th>\n",
       "      <th>title_Zero Balance Project</th>\n",
       "      <th>title_add limousine to company</th>\n",
       "      <th>title_allen</th>\n",
       "      <th>title_anto cc</th>\n",
       "      <th>title_auto payoff</th>\n",
       "      <th>title_auto repair</th>\n",
       "      <th>title_betterrate</th>\n",
       "      <th>title_bike</th>\n",
       "      <th>title_blessings</th>\n",
       "      <th>title_bye bye credit cards</th>\n",
       "      <th>title_car</th>\n",
       "      <th>title_car repair and home improvement</th>\n",
       "      <th>title_cards b gone</th>\n",
       "      <th>title_cards pay off</th>\n",
       "      <th>title_cash</th>\n",
       "      <th>title_christmas</th>\n",
       "      <th>title_citicard fund</th>\n",
       "      <th>title_comsolidate credit</th>\n",
       "      <th>title_consolidate</th>\n",
       "      <th>title_consolidate bills</th>\n",
       "      <th>title_consolidation</th>\n",
       "      <th>title_consolidation loan</th>\n",
       "      <th>title_consolihappydaytion</th>\n",
       "      <th>title_credit balance</th>\n",
       "      <th>title_credit card consolidating</th>\n",
       "      <th>title_credit card consolidation</th>\n",
       "      <th>title_credit card debt</th>\n",
       "      <th>title_credit card loan</th>\n",
       "      <th>title_credit card pay off</th>\n",
       "      <th>title_credit card payment</th>\n",
       "      <th>title_credit card payoff</th>\n",
       "      <th>title_credit card refinance</th>\n",
       "      <th>title_credit card refinance loan</th>\n",
       "      <th>title_credit cards</th>\n",
       "      <th>title_credit debt</th>\n",
       "      <th>title_credit loan</th>\n",
       "      <th>title_credit loan consolidation</th>\n",
       "      <th>title_credit payoff</th>\n",
       "      <th>title_credit_card Loan</th>\n",
       "      <th>title_creditcard payoff</th>\n",
       "      <th>title_debit consolidation</th>\n",
       "      <th>title_debt</th>\n",
       "      <th>title_debt consoladation</th>\n",
       "      <th>title_debt consolidation</th>\n",
       "      <th>title_debt consolidation</th>\n",
       "      <th>title_debt consolidation loan</th>\n",
       "      <th>title_debt consolidation..</th>\n",
       "      <th>title_debt cosolidate</th>\n",
       "      <th>title_debt for debt</th>\n",
       "      <th>title_debt free</th>\n",
       "      <th>title_debt freedom</th>\n",
       "      <th>title_debt relief</th>\n",
       "      <th>title_debt restructuring</th>\n",
       "      <th>title_deep breath</th>\n",
       "      <th>title_dental care</th>\n",
       "      <th>title_do over</th>\n",
       "      <th>title_extra cash for vacation</th>\n",
       "      <th>title_farm loan</th>\n",
       "      <th>title_finish</th>\n",
       "      <th>title_free at last</th>\n",
       "      <th>title_free from debt</th>\n",
       "      <th>title_freedom</th>\n",
       "      <th>title_freedom loan</th>\n",
       "      <th>title_getting it together</th>\n",
       "      <th>title_goal</th>\n",
       "      <th>title_godsent</th>\n",
       "      <th>title_hardwood flooring business</th>\n",
       "      <th>title_help</th>\n",
       "      <th>title_home improve</th>\n",
       "      <th>title_home improvement</th>\n",
       "      <th>title_improvement</th>\n",
       "      <th>title_it is really a good loan rate</th>\n",
       "      <th>title_leave mistakes behind</th>\n",
       "      <th>title_life changing</th>\n",
       "      <th>title_life saver</th>\n",
       "      <th>title_line of credit</th>\n",
       "      <th>title_loan</th>\n",
       "      <th>title_loan #1</th>\n",
       "      <th>title_loan 1</th>\n",
       "      <th>title_loan payoff</th>\n",
       "      <th>title_lovely</th>\n",
       "      <th>title_lowerratemeanseasiertogetoutofdebt!</th>\n",
       "      <th>title_major purchase</th>\n",
       "      <th>title_marines</th>\n",
       "      <th>title_medical</th>\n",
       "      <th>title_mortgage</th>\n",
       "      <th>title_move</th>\n",
       "      <th>title_moving</th>\n",
       "      <th>title_music production loan</th>\n",
       "      <th>title_my dad</th>\n",
       "      <th>title_my loan</th>\n",
       "      <th>title_my plan</th>\n",
       "      <th>title_myroad2freedom</th>\n",
       "      <th>title_new start</th>\n",
       "      <th>title_no more bills</th>\n",
       "      <th>title_no postage necessary</th>\n",
       "      <th>title_one monthly payment</th>\n",
       "      <th>title_out of debt</th>\n",
       "      <th>title_out of debt loan</th>\n",
       "      <th>title_outofdebt</th>\n",
       "      <th>title_pa off bills</th>\n",
       "      <th>title_pay cards</th>\n",
       "      <th>title_pay credit card</th>\n",
       "      <th>title_pay credit cards</th>\n",
       "      <th>title_pay off</th>\n",
       "      <th>title_pay off credit bills</th>\n",
       "      <th>title_pay off credit cards.</th>\n",
       "      <th>title_pay off debt loan</th>\n",
       "      <th>title_pay off my debt</th>\n",
       "      <th>title_paybackcards</th>\n",
       "      <th>title_payoff</th>\n",
       "      <th>title_payoff credit card</th>\n",
       "      <th>title_payoff credit cards</th>\n",
       "      <th>title_payoff loan</th>\n",
       "      <th>title_person to person</th>\n",
       "      <th>title_personal</th>\n",
       "      <th>title_personal loan</th>\n",
       "      <th>title_personal loan.</th>\n",
       "      <th>title_personel</th>\n",
       "      <th>title_personnel</th>\n",
       "      <th>title_pertsonal loan</th>\n",
       "      <th>title_property taxes and debt consolidation</th>\n",
       "      <th>title_real estate business</th>\n",
       "      <th>title_refi</th>\n",
       "      <th>title_refinance</th>\n",
       "      <th>title_refinance debt</th>\n",
       "      <th>title_remodel</th>\n",
       "      <th>title_restore classic car</th>\n",
       "      <th>title_roof</th>\n",
       "      <th>title_safety net</th>\n",
       "      <th>title_save the day loan</th>\n",
       "      <th>title_smaller loan</th>\n",
       "      <th>title_smart</th>\n",
       "      <th>title_top up</th>\n",
       "      <th>title_unique</th>\n",
       "      <th>title_used car</th>\n",
       "      <th>title_vacation</th>\n",
       "      <th>title_vacation loan</th>\n",
       "      <th>title_zipcar</th>\n",
       "      <th>last_pymnt_d_12-Apr</th>\n",
       "      <th>last_pymnt_d_12-Aug</th>\n",
       "      <th>last_pymnt_d_12-Dec</th>\n",
       "      <th>last_pymnt_d_12-Feb</th>\n",
       "      <th>last_pymnt_d_12-Jan</th>\n",
       "      <th>last_pymnt_d_12-Jul</th>\n",
       "      <th>last_pymnt_d_12-Jun</th>\n",
       "      <th>last_pymnt_d_12-Mar</th>\n",
       "      <th>last_pymnt_d_12-May</th>\n",
       "      <th>last_pymnt_d_12-Nov</th>\n",
       "      <th>last_pymnt_d_12-Oct</th>\n",
       "      <th>last_pymnt_d_12-Sep</th>\n",
       "      <th>last_pymnt_d_13-Apr</th>\n",
       "      <th>last_pymnt_d_13-Aug</th>\n",
       "      <th>last_pymnt_d_13-Dec</th>\n",
       "      <th>last_pymnt_d_13-Feb</th>\n",
       "      <th>last_pymnt_d_13-Jan</th>\n",
       "      <th>last_pymnt_d_13-Jul</th>\n",
       "      <th>last_pymnt_d_13-Jun</th>\n",
       "      <th>last_pymnt_d_13-Mar</th>\n",
       "      <th>last_pymnt_d_13-May</th>\n",
       "      <th>last_pymnt_d_13-Nov</th>\n",
       "      <th>last_pymnt_d_13-Oct</th>\n",
       "      <th>last_pymnt_d_13-Sep</th>\n",
       "      <th>last_pymnt_d_14-Apr</th>\n",
       "      <th>last_pymnt_d_14-Aug</th>\n",
       "      <th>last_pymnt_d_14-Dec</th>\n",
       "      <th>last_pymnt_d_14-Feb</th>\n",
       "      <th>last_pymnt_d_14-Jan</th>\n",
       "      <th>last_pymnt_d_14-Jul</th>\n",
       "      <th>last_pymnt_d_14-Jun</th>\n",
       "      <th>last_pymnt_d_14-Mar</th>\n",
       "      <th>last_pymnt_d_14-May</th>\n",
       "      <th>last_pymnt_d_14-Nov</th>\n",
       "      <th>last_pymnt_d_14-Oct</th>\n",
       "      <th>last_pymnt_d_14-Sep</th>\n",
       "      <th>last_pymnt_d_15-Apr</th>\n",
       "      <th>last_pymnt_d_15-Aug</th>\n",
       "      <th>last_pymnt_d_15-Dec</th>\n",
       "      <th>last_pymnt_d_15-Feb</th>\n",
       "      <th>last_pymnt_d_15-Jan</th>\n",
       "      <th>last_pymnt_d_15-Jul</th>\n",
       "      <th>last_pymnt_d_15-Jun</th>\n",
       "      <th>last_pymnt_d_15-Mar</th>\n",
       "      <th>last_pymnt_d_15-May</th>\n",
       "      <th>last_pymnt_d_15-Nov</th>\n",
       "      <th>last_pymnt_d_15-Oct</th>\n",
       "      <th>last_pymnt_d_15-Sep</th>\n",
       "      <th>last_pymnt_d_16-Jan</th>\n",
       "      <th>next_pymnt_d_16-Feb</th>\n",
       "      <th>next_pymnt_d_16-Jan</th>\n",
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       "      <th>last_credit_pull_d_12-Feb</th>\n",
       "      <th>last_credit_pull_d_12-Jan</th>\n",
       "      <th>last_credit_pull_d_12-Jul</th>\n",
       "      <th>last_credit_pull_d_12-Jun</th>\n",
       "      <th>last_credit_pull_d_12-May</th>\n",
       "      <th>last_credit_pull_d_12-Nov</th>\n",
       "      <th>last_credit_pull_d_12-Oct</th>\n",
       "      <th>last_credit_pull_d_12-Sep</th>\n",
       "      <th>last_credit_pull_d_13-Apr</th>\n",
       "      <th>last_credit_pull_d_13-Aug</th>\n",
       "      <th>last_credit_pull_d_13-Dec</th>\n",
       "      <th>last_credit_pull_d_13-Feb</th>\n",
       "      <th>last_credit_pull_d_13-Jul</th>\n",
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       "      <th>last_credit_pull_d_13-Mar</th>\n",
       "      <th>last_credit_pull_d_13-May</th>\n",
       "      <th>last_credit_pull_d_13-Nov</th>\n",
       "      <th>last_credit_pull_d_13-Oct</th>\n",
       "      <th>last_credit_pull_d_13-Sep</th>\n",
       "      <th>last_credit_pull_d_14-Apr</th>\n",
       "      <th>last_credit_pull_d_14-Aug</th>\n",
       "      <th>last_credit_pull_d_14-Dec</th>\n",
       "      <th>last_credit_pull_d_14-Feb</th>\n",
       "      <th>last_credit_pull_d_14-Jan</th>\n",
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       "      <th>last_credit_pull_d_14-Jun</th>\n",
       "      <th>last_credit_pull_d_14-Mar</th>\n",
       "      <th>last_credit_pull_d_14-May</th>\n",
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       "      <th>last_credit_pull_d_14-Oct</th>\n",
       "      <th>last_credit_pull_d_14-Sep</th>\n",
       "      <th>last_credit_pull_d_15-Apr</th>\n",
       "      <th>last_credit_pull_d_15-Aug</th>\n",
       "      <th>last_credit_pull_d_15-Dec</th>\n",
       "      <th>last_credit_pull_d_15-Feb</th>\n",
       "      <th>last_credit_pull_d_15-Jan</th>\n",
       "      <th>last_credit_pull_d_15-Jul</th>\n",
       "      <th>last_credit_pull_d_15-Jun</th>\n",
       "      <th>last_credit_pull_d_15-Mar</th>\n",
       "      <th>last_credit_pull_d_15-May</th>\n",
       "      <th>last_credit_pull_d_15-Nov</th>\n",
       "      <th>last_credit_pull_d_15-Oct</th>\n",
       "      <th>last_credit_pull_d_15-Sep</th>\n",
       "      <th>last_credit_pull_d_16-Jan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id  member_id    CLI  int_rate  installment  annual_inc    dti  \\\n",
       "728  1060553    1292714   6000     14.27       205.86     30000.0  15.68   \n",
       "630  1057272    1288832  27050     18.64       696.35     65000.0  19.75   \n",
       "394  1064582    1298394   4000     11.71       132.31     24000.0   7.50   \n",
       "777  1060167    1291810  14400     12.42       481.18     48000.0  20.68   \n",
       "598  1061420    1293213  21400     19.42       560.09     80000.0  19.66   \n",
       "\n",
       "     delinq_2yrs  inq_last_6mths  mths_since_last_delinq  \\\n",
       "728            0               0                    38.0   \n",
       "630            0               0                    68.0   \n",
       "394            1               0                    16.0   \n",
       "777            0               0                    38.0   \n",
       "598            0               2                    38.0   \n",
       "\n",
       "     mths_since_last_record  open_acc  pub_rec  revol_bal  revol_util  \\\n",
       "728                    83.0         5        0      13470        96.9   \n",
       "630                    83.0        12        0      26469        80.2   \n",
       "394                    83.0         4        0       1593        54.9   \n",
       "777                    83.0        14        0      14347        42.6   \n",
       "598                    83.0        16        0      21721        66.2   \n",
       "\n",
       "     total_acc  out_prncp  out_prncp_inv  total_pymnt  total_pymnt_inv  \\\n",
       "728         12        0.0            0.0   6528.97000          6528.97   \n",
       "630         29        0.0            0.0  40977.76997         40939.90   \n",
       "394          6        0.0            0.0   4185.93000          4185.93   \n",
       "777         16        0.0            0.0  17352.76502         17352.77   \n",
       "598         44        0.0            0.0  28119.77000         28119.77   \n",
       "\n",
       "     total_rec_prncp  total_rec_int  total_rec_late_fee  recoveries  \\\n",
       "728          4997.41        1372.03            0.000000      159.53   \n",
       "630         27050.00       13927.77            0.000000        0.00   \n",
       "394          4000.00         185.93            0.000000        0.00   \n",
       "777         14400.00        2928.72           24.048048        0.00   \n",
       "598         21400.00        6719.77            0.000000        0.00   \n",
       "\n",
       "     collection_recovery_fee  last_pymnt_amnt  collections_12_mths_ex_med  \\\n",
       "728                   1.4731           205.86                           0   \n",
       "630                   0.0000          8945.67                           0   \n",
       "394                   0.0000          3658.15                           0   \n",
       "777                   0.0000           504.22                           0   \n",
       "598                   0.0000         16372.02                           0   \n",
       "\n",
       "     acc_now_delinq  term_ 36 months  term_ 60 months  grade_A  grade_B  \\\n",
       "728               0                1                0        0        0   \n",
       "630               0                0                1        0        0   \n",
       "394               0                1                0        0        1   \n",
       "777               0                1                0        0        1   \n",
       "598               0                0                1        0        0   \n",
       "\n",
       "     grade_C  grade_D  grade_E  grade_F  grade_G  sub_grade_A1  sub_grade_A2  \\\n",
       "728        1        0        0        0        0             0             0   \n",
       "630        0        0        1        0        0             0             0   \n",
       "394        0        0        0        0        0             0             0   \n",
       "777        0        0        0        0        0             0             0   \n",
       "598        0        0        1        0        0             0             0   \n",
       "\n",
       "     sub_grade_A3  sub_grade_A4  sub_grade_A5  sub_grade_B1  sub_grade_B2  \\\n",
       "728             0             0             0             0             0   \n",
       "630             0             0             0             0             0   \n",
       "394             0             0             0             0             0   \n",
       "777             0             0             0             0             0   \n",
       "598             0             0             0             0             0   \n",
       "\n",
       "     sub_grade_B3  sub_grade_B4  sub_grade_B5  sub_grade_C1  sub_grade_C2  \\\n",
       "728             0             0             0             0             1   \n",
       "630             0             0             0             0             0   \n",
       "394             1             0             0             0             0   \n",
       "777             0             1             0             0             0   \n",
       "598             0             0             0             0             0   \n",
       "\n",
       "     sub_grade_C3  sub_grade_C4  sub_grade_C5  sub_grade_D1  sub_grade_D2  \\\n",
       "728             0             0             0             0             0   \n",
       "630             0             0             0             0             0   \n",
       "394             0             0             0             0             0   \n",
       "777             0             0             0             0             0   \n",
       "598             0             0             0             0             0   \n",
       "\n",
       "     sub_grade_D3  sub_grade_D4  sub_grade_D5  sub_grade_E1  sub_grade_E2  \\\n",
       "728             0             0             0             0             0   \n",
       "630             0             0             0             1             0   \n",
       "394             0             0             0             0             0   \n",
       "777             0             0             0             0             0   \n",
       "598             0             0             0             0             0   \n",
       "\n",
       "     sub_grade_E3  sub_grade_E4  sub_grade_E5  sub_grade_F1  sub_grade_F2  \\\n",
       "728             0             0             0             0             0   \n",
       "630             0             0             0             0             0   \n",
       "394             0             0             0             0             0   \n",
       "777             0             0             0             0             0   \n",
       "598             1             0             0             0             0   \n",
       "\n",
       "     sub_grade_F3  sub_grade_F4  sub_grade_F5  sub_grade_G1  sub_grade_G2  \\\n",
       "728             0             0             0             0             0   \n",
       "630             0             0             0             0             0   \n",
       "394             0             0             0             0             0   \n",
       "777             0             0             0             0             0   \n",
       "598             0             0             0             0             0   \n",
       "\n",
       "     sub_grade_G3  sub_grade_G4  emp_length_f  home_ownership_1 year  \\\n",
       "728             0             0             1                      0   \n",
       "630             0             0             1                      0   \n",
       "394             0             0             1                      0   \n",
       "777             0             0             1                      0   \n",
       "598             0             0             1                      0   \n",
       "\n",
       "     home_ownership_10+ years  home_ownership_2 years  home_ownership_3 years  \\\n",
       "728                         0                       0                       0   \n",
       "630                         0                       0                       0   \n",
       "394                         1                       0                       0   \n",
       "777                         0                       0                       0   \n",
       "598                         0                       0                       1   \n",
       "\n",
       "     home_ownership_4 years  home_ownership_5 years  home_ownership_6 years  \\\n",
       "728                       0                       0                       0   \n",
       "630                       0                       1                       0   \n",
       "394                       0                       0                       0   \n",
       "777                       0                       1                       0   \n",
       "598                       0                       0                       0   \n",
       "\n",
       "     home_ownership_7 years  home_ownership_8 years  home_ownership_9 years  \\\n",
       "728                       1                       0                       0   \n",
       "630                       0                       0                       0   \n",
       "394                       0                       0                       0   \n",
       "777                       0                       0                       0   \n",
       "598                       0                       0                       0   \n",
       "\n",
       "     home_ownership_< 1 year  initial_list_status_MORTGAGE  \\\n",
       "728                        0                             0   \n",
       "630                        0                             1   \n",
       "394                        0                             0   \n",
       "777                        0                             0   \n",
       "598                        0                             0   \n",
       "\n",
       "     initial_list_status_OWN  initial_list_status_RENT  \\\n",
       "728                        0                         1   \n",
       "630                        0                         0   \n",
       "394                        0                         1   \n",
       "777                        1                         0   \n",
       "598                        0                         1   \n",
       "\n",
       "     verification_status_Not Verified  verification_status_Source Verified  \\\n",
       "728                                 1                                    0   \n",
       "630                                 0                                    0   \n",
       "394                                 0                                    1   \n",
       "777                                 1                                    0   \n",
       "598                                 0                                    0   \n",
       "\n",
       "     verification_status_Verified  pymnt_plan_n  purpose_car  \\\n",
       "728                             0             1            0   \n",
       "630                             1             1            0   \n",
       "394                             0             1            0   \n",
       "777                             0             1            0   \n",
       "598                             1             1            0   \n",
       "\n",
       "     purpose_credit_card  purpose_debt_consolidation  \\\n",
       "728                    1                           0   \n",
       "630                    0                           1   \n",
       "394                    0                           0   \n",
       "777                    1                           0   \n",
       "598                    1                           0   \n",
       "\n",
       "     purpose_home_improvement  purpose_house  purpose_major_purchase  \\\n",
       "728                         0              0                       0   \n",
       "630                         0              0                       0   \n",
       "394                         1              0                       0   \n",
       "777                         0              0                       0   \n",
       "598                         0              0                       0   \n",
       "\n",
       "     purpose_medical  purpose_moving  purpose_other  purpose_renewable_energy  \\\n",
       "728                0               0              0                         0   \n",
       "630                0               0              0                         0   \n",
       "394                0               0              0                         0   \n",
       "777                0               0              0                         0   \n",
       "598                0               0              0                         0   \n",
       "\n",
       "     purpose_small_business  purpose_vacation  purpose_wedding  \\\n",
       "728                       0                 0                0   \n",
       "630                       0                 0                0   \n",
       "394                       0                 0                0   \n",
       "777                       0                 0                0   \n",
       "598                       0                 0                0   \n",
       "\n",
       "     title_ Bill pay of  title_ Debt Consolidation for recent Grad.  \\\n",
       "728                   0                                           0   \n",
       "630                   0                                           0   \n",
       "394                   0                                           0   \n",
       "777                   0                                           0   \n",
       "598                   0                                           0   \n",
       "\n",
       "     title_12-7-11 DEBT AND MEDICAL CONSOLIDATE  title_12-Apr  \\\n",
       "728                                           0             0   \n",
       "630                                           0             0   \n",
       "394                                           0             0   \n",
       "777                                           0             0   \n",
       "598                                           0             0   \n",
       "\n",
       "     title_12/2011 loan  title_1941 Chevrolet 3100  title_2011 CC Pay-Off  \\\n",
       "728                   0                          0                      0   \n",
       "630                   0                          0                      0   \n",
       "394                   0                          0                      0   \n",
       "777                   0                          0                      0   \n",
       "598                   0                          0                      0   \n",
       "\n",
       "     title_2011 Consolidate Loan  title_2011 Debt Consolidation  \\\n",
       "728                            0                              0   \n",
       "630                            0                              0   \n",
       "394                            0                              0   \n",
       "777                            0                              0   \n",
       "598                            0                              0   \n",
       "\n",
       "     title_2011 loan  title_2012 New Beginnings  title_2012 Pay Off  \\\n",
       "728                0                          0                   0   \n",
       "630                0                          0                   0   \n",
       "394                0                          0                   0   \n",
       "777                0                          0                   0   \n",
       "598                0                          0                   0   \n",
       "\n",
       "     title_2400  title_36 Months to Freedom  \\\n",
       "728           0                           0   \n",
       "630           0                           0   \n",
       "394           0                           0   \n",
       "777           0                           0   \n",
       "598           0                           0   \n",
       "\n",
       "     title_5 Years to Financial Freedom  \\\n",
       "728                                   0   \n",
       "630                                   0   \n",
       "394                                   0   \n",
       "777                                   0   \n",
       "598                                   0   \n",
       "\n",
       "     title_70%Attached room,30%cc-loanconsolidation  \\\n",
       "728                                               0   \n",
       "630                                               0   \n",
       "394                                               0   \n",
       "777                                               0   \n",
       "598                                               0   \n",
       "\n",
       "     title_A fresh new year with less CC debts  \\\n",
       "728                                          0   \n",
       "630                                          0   \n",
       "394                                          0   \n",
       "777                                          0   \n",
       "598                                          0   \n",
       "\n",
       "     title_Advertising for growing business  \\\n",
       "728                                       0   \n",
       "630                                       0   \n",
       "394                                       0   \n",
       "777                                       0   \n",
       "598                                       0   \n",
       "\n",
       "     title_After Great Experience I am Back Again  \\\n",
       "728                                             0   \n",
       "630                                             0   \n",
       "394                                             0   \n",
       "777                                             0   \n",
       "598                                             0   \n",
       "\n",
       "     title_Alabama Consolidation Loan  title_Amex  title_Auto Loan  \\\n",
       "728                                 0           0                0   \n",
       "630                                 0           0                0   \n",
       "394                                 0           0                0   \n",
       "777                                 0           0                0   \n",
       "598                                 0           0                0   \n",
       "\n",
       "     title_Avoid CCs,Various Seasonal and Other Exp  \\\n",
       "728                                               0   \n",
       "630                                               0   \n",
       "394                                               0   \n",
       "777                                               0   \n",
       "598                                               0   \n",
       "\n",
       "     title_Bank of America Pay-Off Loan  title_Bathroom Repairs  \\\n",
       "728                                   0                       0   \n",
       "630                                   0                       0   \n",
       "394                                   0                       0   \n",
       "777                                   0                       0   \n",
       "598                                   0                       0   \n",
       "\n",
       "     title_Bill Consolidation  title_Bill Consolidation -Debt free by 2015!!!  \\\n",
       "728                         0                                               0   \n",
       "630                         0                                               0   \n",
       "394                         0                                               0   \n",
       "777                         0                                               0   \n",
       "598                         0                                               0   \n",
       "\n",
       "     title_Bill Pay off  title_Bill Payoff  title_Bill loan  title_Bills  \\\n",
       "728                   0                  0                0            0   \n",
       "630                   0                  0                0            0   \n",
       "394                   0                  0                0            0   \n",
       "777                   0                  0                0            0   \n",
       "598                   0                  0                0            0   \n",
       "\n",
       "     title_Boat Loan  title_Breathing Room  title_Breathing room  \\\n",
       "728                0                     0                     0   \n",
       "630                0                     0                     0   \n",
       "394                0                     0                     0   \n",
       "777                0                     0                     0   \n",
       "598                0                     0                     0   \n",
       "\n",
       "     title_Brown Eyes Loan  title_Building my credit history.  title_Business  \\\n",
       "728                      0                                  0               0   \n",
       "630                      0                                  0               0   \n",
       "394                      0                                  0               0   \n",
       "777                      0                                  0               0   \n",
       "598                      0                                  0               0   \n",
       "\n",
       "     title_Business Loan  title_Business loan   \\\n",
       "728                    0                     0   \n",
       "630                    0                     0   \n",
       "394                    0                     0   \n",
       "777                    0                     0   \n",
       "598                    0                     0   \n",
       "\n",
       "     title_Buying A Modest Home + Small Business  title_Bye Bye Credit Cards  \\\n",
       "728                                            0                           0   \n",
       "630                                            0                           0   \n",
       "394                                            0                           0   \n",
       "777                                            0                           0   \n",
       "598                                            0                           0   \n",
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       "     title_Bye-bye high interest rates!  title_C/C Consolidation Loan  \\\n",
       "728                                   0                             0   \n",
       "630                                   0                             0   \n",
       "394                                   0                             0   \n",
       "777                                   0                             0   \n",
       "598                                   0                             0   \n",
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       "     title_CC Assist  title_CC Consolidate - Home Improve  \\\n",
       "728                0                                    0   \n",
       "630                0                                    0   \n",
       "394                0                                    0   \n",
       "777                0                                    0   \n",
       "598                0                                    0   \n",
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       "     title_CC Consolidation  title_CC Debt  title_CC Pay Off  title_CC Payoff  \\\n",
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       "630                       0              0                 0                0   \n",
       "394                       0              0                 0                0   \n",
       "777                       0              0                 0                0   \n",
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       "     title_CC Refi Loan  title_CC Refinance  title_CC refi  title_CC/Car  \\\n",
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       "630                   0                   0              0             0   \n",
       "394                   0                   0              0             0   \n",
       "777                   0                   0              0             0   \n",
       "598                   0                   0              0             0   \n",
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       "     title_CCConsolidation  title_CCPayoff  title_CCdebt  title_CLEAR UP  \\\n",
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       "630                      0               0             0               0   \n",
       "394                      0               0             0               0   \n",
       "777                      0               0             0               0   \n",
       "598                      0               0             0               0   \n",
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       "     title_CONSOLIDATION  title_CREDIT CARD CONSOLIDATION  \\\n",
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       "630                    0                                0   \n",
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       "777                    0                                0   \n",
       "598                    0                                0   \n",
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       "     title_CREDIT CARD PAYOFF  title_Capitol One Refinance  title_Car  \\\n",
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       "     title_Car Downpayment  title_Car Loan  title_Car loan  \\\n",
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       "630                      0               0               0   \n",
       "394                      0               0               0   \n",
       "777                      0               0               0   \n",
       "598                      0               0               0   \n",
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       "     title_Car loan and pay off my family  title_Card Consolidation  \\\n",
       "728                                     0                         0   \n",
       "630                                     0                         0   \n",
       "394                                     0                         0   \n",
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       "     title_Card Refi  title_Card Refinance  title_Card's  title_Cards  \\\n",
       "728                0                     0             0            0   \n",
       "630                0                     0             0            0   \n",
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       "777                0                     0             0            0   \n",
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       "     title_Chase  title_Citi Card  title_Citicard  title_Clean Up  \\\n",
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       "630            0                0               0               0   \n",
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       "     title_CleanUpCC  title_Coledon's Club Loan  title_Computer  \\\n",
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       "     title_Computer Equipment  title_Condo  title_Consol  title_Consolidate  \\\n",
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       "777                         0            0             0                  0   \n",
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       "     title_Consolidate CCs and pay back family   \\\n",
       "728                                           0   \n",
       "630                                           1   \n",
       "394                                           0   \n",
       "777                                           0   \n",
       "598                                           0   \n",
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       "     title_Consolidate Closed Credit Accounts  \\\n",
       "728                                         0   \n",
       "630                                         0   \n",
       "394                                         0   \n",
       "777                                         0   \n",
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       "     title_Consolidate Credit Card Debt  title_Consolidate Debt  \\\n",
       "728                                   0                       0   \n",
       "630                                   0                       0   \n",
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       "     title_Consolidate me 2011  title_Consolidated  \\\n",
       "728                          0                   0   \n",
       "630                          0                   0   \n",
       "394                          0                   0   \n",
       "777                          0                   0   \n",
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       "     title_Consolidating Big Bank Debt  \\\n",
       "728                                  0   \n",
       "630                                  0   \n",
       "394                                  0   \n",
       "777                                  0   \n",
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       "     title_Consolidation   title_Consolidation Facility  \\\n",
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       "777                     0                             0   \n",
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       "     title_Credit Card Debt Consolidation  title_Credit Card Debt Free  \\\n",
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       "394                                      0   \n",
       "777                                      0   \n",
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       "     title_Debt Free  title_Debt Free Forever  title_Debt Loan  \\\n",
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       "630              0                                     0   \n",
       "394              0                                     0   \n",
       "777              0                                     0   \n",
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       "630                       0                     0   \n",
       "394                       0                     0   \n",
       "777                       0                     0   \n",
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       "     title_Excellent Payment History Borrower  \\\n",
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       "630                                         0   \n",
       "394                                         0   \n",
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       "     title_Help me get ahead  title_Help me out  title_Helping out my wallet  \\\n",
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       "     title_High interest credit card  \\\n",
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       "630                                0   \n",
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       "     title_High interest credit card consolidation  \\\n",
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       "     title_High intrest Consolidation  title_Holiday  title_Home  \\\n",
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       "     title_Home Improvement  title_Home Improvement - New Pipes  \\\n",
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       "630                       0                                   0   \n",
       "394                       0                                   0   \n",
       "777                       0                                   0   \n",
       "598                       0                                   0   \n",
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       "     title_Home Improvement Loan  title_Home Improvement/Debt Consolidation  \\\n",
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       "     title_Loan to Fix Carpet  title_Loan to pay off Credit cards  \\\n",
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       "630                                            0   \n",
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       "394                  0                                               0   \n",
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       "394                                 1                            0   \n",
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       "630                       0                                           0   \n",
       "394                       0                                           0   \n",
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     "execution_count": 51,
     "metadata": {},
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  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "d435d0db",
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   "outputs": [
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     "execution_count": 52,
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  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "330089f2",
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       "      <th>verification_status_Not Verified</th>\n",
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       "      <th>title_ Bill pay of</th>\n",
       "      <th>title_ Debt Consolidation for recent Grad.</th>\n",
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       "      <th>title_2011 Debt Consolidation</th>\n",
       "      <th>title_2011 loan</th>\n",
       "      <th>title_2012 New Beginnings</th>\n",
       "      <th>title_2012 Pay Off</th>\n",
       "      <th>title_2400</th>\n",
       "      <th>title_36 Months to Freedom</th>\n",
       "      <th>title_5 Years to Financial Freedom</th>\n",
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       "      <th>title_After Great Experience I am Back Again</th>\n",
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       "      <th>title_Boat Loan</th>\n",
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       "      <th>title_Bye Bye Credit Cards</th>\n",
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       "      <th>title_C/C Consolidation Loan</th>\n",
       "      <th>title_CC Assist</th>\n",
       "      <th>title_CC Consolidate - Home Improve</th>\n",
       "      <th>title_CC Consolidation</th>\n",
       "      <th>title_CC Debt</th>\n",
       "      <th>title_CC Pay Off</th>\n",
       "      <th>title_CC Payoff</th>\n",
       "      <th>title_CC Refi Loan</th>\n",
       "      <th>title_CC Refinance</th>\n",
       "      <th>title_CC refi</th>\n",
       "      <th>title_CC/Car</th>\n",
       "      <th>title_CCConsolidation</th>\n",
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       "      <th>title_CONSOLIDATION</th>\n",
       "      <th>title_CREDIT CARD CONSOLIDATION</th>\n",
       "      <th>title_CREDIT CARD PAYOFF</th>\n",
       "      <th>title_Capitol One Refinance</th>\n",
       "      <th>title_Car</th>\n",
       "      <th>title_Car Downpayment</th>\n",
       "      <th>title_Car Loan</th>\n",
       "      <th>title_Car loan</th>\n",
       "      <th>title_Car loan and pay off my family</th>\n",
       "      <th>title_Card Consolidation</th>\n",
       "      <th>title_Card Refi</th>\n",
       "      <th>title_Card Refinance</th>\n",
       "      <th>title_Card's</th>\n",
       "      <th>title_Cards</th>\n",
       "      <th>title_Chase</th>\n",
       "      <th>title_Citi Card</th>\n",
       "      <th>title_Citicard</th>\n",
       "      <th>title_Clean Up</th>\n",
       "      <th>title_CleanUpCC</th>\n",
       "      <th>title_Coledon's Club Loan</th>\n",
       "      <th>title_Computer</th>\n",
       "      <th>title_Computer Equipment</th>\n",
       "      <th>title_Condo</th>\n",
       "      <th>title_Consol</th>\n",
       "      <th>title_Consolidate</th>\n",
       "      <th>title_Consolidate CCs and pay back family</th>\n",
       "      <th>title_Consolidate Closed Credit Accounts</th>\n",
       "      <th>title_Consolidate Credit Card Debt</th>\n",
       "      <th>title_Consolidate Debt</th>\n",
       "      <th>title_Consolidate me 2011</th>\n",
       "      <th>title_Consolidated</th>\n",
       "      <th>title_Consolidating Big Bank Debt</th>\n",
       "      <th>title_Consolidating Debt from Home Repair</th>\n",
       "      <th>title_Consolidation</th>\n",
       "      <th>title_Consolidation</th>\n",
       "      <th>title_Consolidation Facility</th>\n",
       "      <th>title_Consolidation Loan</th>\n",
       "      <th>title_Consolidation Loan December 2011</th>\n",
       "      <th>title_Consolidation loan</th>\n",
       "      <th>title_Creating More Space</th>\n",
       "      <th>title_Credi Card Payment</th>\n",
       "      <th>title_Credit Card</th>\n",
       "      <th>title_Credit Card Balance Payoff</th>\n",
       "      <th>title_Credit Card Consolidation</th>\n",
       "      <th>title_Credit Card Consolidation</th>\n",
       "      <th>title_Credit Card Consolidation Loan</th>\n",
       "      <th>title_Credit Card Consolodation Loan</th>\n",
       "      <th>title_Credit Card Debt</th>\n",
       "      <th>title_Credit Card Debt Consolidation</th>\n",
       "      <th>title_Credit Card Debt Free</th>\n",
       "      <th>title_Credit Card Interest Rates No More!!!</th>\n",
       "      <th>title_Credit Card Loan</th>\n",
       "      <th>title_Credit Card Pay Off</th>\n",
       "      <th>title_Credit Card Paydown</th>\n",
       "      <th>title_Credit Card Payment</th>\n",
       "      <th>title_Credit Card Payoff</th>\n",
       "      <th>title_Credit Card Payoff Loan</th>\n",
       "      <th>title_Credit Card REFI</th>\n",
       "      <th>title_Credit Card Refi</th>\n",
       "      <th>title_Credit Card Refi 2011</th>\n",
       "      <th>title_Credit Card Refi Loan</th>\n",
       "      <th>title_Credit Card Refinance</th>\n",
       "      <th>title_Credit Card Refinancing</th>\n",
       "      <th>title_Credit Card and Bill Loan</th>\n",
       "      <th>title_Credit Card refinance</th>\n",
       "      <th>title_Credit Card refinancing</th>\n",
       "      <th>title_Credit Cards</th>\n",
       "      <th>title_Credit Cards &amp; Laptop</th>\n",
       "      <th>title_Credit Cards Consolidation Loan</th>\n",
       "      <th>title_Credit Cards Payoff</th>\n",
       "      <th>title_Credit Cards Suck</th>\n",
       "      <th>title_Credit Consolidation</th>\n",
       "      <th>title_Credit Payoff 14400</th>\n",
       "      <th>title_Credit Refinance</th>\n",
       "      <th>title_Credit Refinancing</th>\n",
       "      <th>title_Credit Relief</th>\n",
       "      <th>title_Credit card</th>\n",
       "      <th>title_Credit card Refi</th>\n",
       "      <th>title_Credit card debt</th>\n",
       "      <th>title_Credit card help</th>\n",
       "      <th>title_Credit card paid off</th>\n",
       "      <th>title_Credit card payment</th>\n",
       "      <th>title_Credit card payment loans</th>\n",
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       "      <th>title_Credit card payoff</th>\n",
       "      <th>title_Credit card re-fi</th>\n",
       "      <th>title_Credit card refinance loan</th>\n",
       "      <th>title_Credit card repayment loan</th>\n",
       "      <th>title_Credit cards bills</th>\n",
       "      <th>title_Credit cards payment</th>\n",
       "      <th>title_Credit refinance</th>\n",
       "      <th>title_Cycle</th>\n",
       "      <th>title_DEBT  CONSOLIDATION</th>\n",
       "      <th>title_DEBT CON</th>\n",
       "      <th>title_DEBT CONSOLIDATION</th>\n",
       "      <th>title_DEBT CONSOLIDATION STRATEGY</th>\n",
       "      <th>title_DEBT PAYOFF</th>\n",
       "      <th>title_DEBTCON</th>\n",
       "      <th>title_Dad's care</th>\n",
       "      <th>title_Debit Free</th>\n",
       "      <th>title_Debit consolidation</th>\n",
       "      <th>title_Debt</th>\n",
       "      <th>title_Debt At One Place</th>\n",
       "      <th>title_Debt Cleanup</th>\n",
       "      <th>title_Debt Consalidation</th>\n",
       "      <th>title_Debt Consolidation</th>\n",
       "      <th>title_Debt Consolidation</th>\n",
       "      <th>title_Debt Consolidation - Dec 2011</th>\n",
       "      <th>title_Debt Consolidation / Lower CC Rate</th>\n",
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       "      <th>title_Debt Consolidation Loan Needed!</th>\n",
       "      <th>title_Debt Consolidation for a better life</th>\n",
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       "      <th>title_Debt Free Forever</th>\n",
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       "      <th>title_Debt Payoff</th>\n",
       "      <th>title_Debt Solution</th>\n",
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       "      <th>title_Debt consolidation</th>\n",
       "      <th>title_Debt consolidation</th>\n",
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       "      <th>title_Debt consolodation</th>\n",
       "      <th>title_Debt free</th>\n",
       "      <th>title_Debt reducer</th>\n",
       "      <th>title_Debt refinance</th>\n",
       "      <th>title_Debt relief</th>\n",
       "      <th>title_Debt-Consolidation</th>\n",
       "      <th>title_Debt-Paying, Wife-Helping</th>\n",
       "      <th>title_Debt-down</th>\n",
       "      <th>title_DebtConsol</th>\n",
       "      <th>title_DebtFix</th>\n",
       "      <th>title_December 2011 Credit Card Loan</th>\n",
       "      <th>title_December relief</th>\n",
       "      <th>title_Dedt Consolidation</th>\n",
       "      <th>title_Dept Consolidation</th>\n",
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       "      <th>title_Emergency Loan</th>\n",
       "      <th>title_End of year loan</th>\n",
       "      <th>title_Erase my debt!</th>\n",
       "      <th>title_Excellent Payment History Borrower</th>\n",
       "      <th>title_Expand Business &amp; Buy Debt Portfolio</th>\n",
       "      <th>title_Extra credit loan</th>\n",
       "      <th>title_FREEDOM</th>\n",
       "      <th>title_FREEDOM debt</th>\n",
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       "      <th>title_Fixin my apartment</th>\n",
       "      <th>title_Floor</th>\n",
       "      <th>title_For My Vacation</th>\n",
       "      <th>title_Freddom from credit card</th>\n",
       "      <th>title_Freedom</th>\n",
       "      <th>title_Freedom Consolidation</th>\n",
       "      <th>title_Freedom Day 2014</th>\n",
       "      <th>title_Freedom From Credit Cards</th>\n",
       "      <th>title_Freedom Loan</th>\n",
       "      <th>title_Fresh Start</th>\n",
       "      <th>title_Future</th>\n",
       "      <th>title_GET FREE OF DEBT</th>\n",
       "      <th>title_Get Rid of Debt</th>\n",
       "      <th>title_Get out of Debt</th>\n",
       "      <th>title_Get out of debt loan</th>\n",
       "      <th>title_GetoutofDebt</th>\n",
       "      <th>title_Go Steelers</th>\n",
       "      <th>title_HOME IMPROVEMENT</th>\n",
       "      <th>title_Hello</th>\n",
       "      <th>title_Help</th>\n",
       "      <th>title_Help me get ahead</th>\n",
       "      <th>title_Help me out</th>\n",
       "      <th>title_Helping out my wallet</th>\n",
       "      <th>title_High interest credit card</th>\n",
       "      <th>title_High interest credit card consolidation</th>\n",
       "      <th>title_High intrest Consolidation</th>\n",
       "      <th>title_Holiday</th>\n",
       "      <th>title_Home</th>\n",
       "      <th>title_Home Improvement</th>\n",
       "      <th>title_Home Improvement - New Pipes</th>\n",
       "      <th>title_Home Improvement Loan</th>\n",
       "      <th>title_Home Improvement/Debt Consolidation</th>\n",
       "      <th>title_Home Improvements</th>\n",
       "      <th>title_Home and car repair</th>\n",
       "      <th>title_Home imp</th>\n",
       "      <th>title_Home improvement</th>\n",
       "      <th>title_Home improvement loan</th>\n",
       "      <th>title_Hot tub</th>\n",
       "      <th>title_House Down Payment</th>\n",
       "      <th>title_House Loan</th>\n",
       "      <th>title_I pay my all credit</th>\n",
       "      <th>title_Improvements</th>\n",
       "      <th>title_Installment Loan</th>\n",
       "      <th>title_Investment</th>\n",
       "      <th>title_Killing those big bank cards</th>\n",
       "      <th>title_LC Loan</th>\n",
       "      <th>title_Last Loan</th>\n",
       "      <th>title_Legal assistance</th>\n",
       "      <th>title_Lending Club</th>\n",
       "      <th>title_LendingClubLoan</th>\n",
       "      <th>title_Loan</th>\n",
       "      <th>title_Loan #1</th>\n",
       "      <th>title_Loan 1</th>\n",
       "      <th>title_Loan 12142011</th>\n",
       "      <th>title_Loan Payments</th>\n",
       "      <th>title_Loan Payoff and Home Improvement</th>\n",
       "      <th>title_Loan to Fix Carpet</th>\n",
       "      <th>title_Loan to pay off Credit cards</th>\n",
       "      <th>title_Loan2011</th>\n",
       "      <th>title_Lower My Overall Interest Rate</th>\n",
       "      <th>title_MAKE ON PAYMENT</th>\n",
       "      <th>title_MONEY TREE</th>\n",
       "      <th>title_Main</th>\n",
       "      <th>title_Major Purchase</th>\n",
       "      <th>title_Major Purchase Loan</th>\n",
       "      <th>title_Medical</th>\n",
       "      <th>title_Medical</th>\n",
       "      <th>title_Medical Bill Nightmare</th>\n",
       "      <th>title_Medical Leave - Household Expenses</th>\n",
       "      <th>title_Miscellaneous</th>\n",
       "      <th>title_Money</th>\n",
       "      <th>title_Motorcycle</th>\n",
       "      <th>title_Moved to California</th>\n",
       "      <th>title_Moving</th>\n",
       "      <th>title_Moving expenses on high interest cc</th>\n",
       "      <th>title_Moving to better job; help a veteran!</th>\n",
       "      <th>title_My CC consolidation loan</th>\n",
       "      <th>title_My End to Bad Spending Habits Plan</th>\n",
       "      <th>title_My Freedom loan</th>\n",
       "      <th>title_My Loan</th>\n",
       "      <th>title_My loan</th>\n",
       "      <th>title_My personal loan</th>\n",
       "      <th>title_My personl loan</th>\n",
       "      <th>title_My wedding loan I promise to pay back</th>\n",
       "      <th>title_Myloan</th>\n",
       "      <th>title_NeverLate</th>\n",
       "      <th>title_New Business</th>\n",
       "      <th>title_New Start</th>\n",
       "      <th>title_Nissan Car Loan</th>\n",
       "      <th>title_No more credit card debt!</th>\n",
       "      <th>title_No more credit card!</th>\n",
       "      <th>title_No more credit cards</th>\n",
       "      <th>title_No more debt</th>\n",
       "      <th>title_No more debt!!!</th>\n",
       "      <th>title_One Bill A Month</th>\n",
       "      <th>title_One main loan</th>\n",
       "      <th>title_Other</th>\n",
       "      <th>title_Other Loan</th>\n",
       "      <th>title_PAY OFF MY CARDS!!</th>\n",
       "      <th>title_PAYOFF</th>\n",
       "      <th>title_PREVAILING</th>\n",
       "      <th>title_Patent and manufacturing.</th>\n",
       "      <th>title_Pay Bills</th>\n",
       "      <th>title_Pay High Interest CC</th>\n",
       "      <th>title_Pay Medical Bills</th>\n",
       "      <th>title_Pay Off Credit Card</th>\n",
       "      <th>title_Pay Off Debt</th>\n",
       "      <th>title_Pay Personal Loans</th>\n",
       "      <th>title_Pay credit cards 2011</th>\n",
       "      <th>title_Pay it off</th>\n",
       "      <th>title_Pay of Credit Card Debt</th>\n",
       "      <th>title_Pay off</th>\n",
       "      <th>title_Pay off Chase</th>\n",
       "      <th>title_Pay off Credit Cards</th>\n",
       "      <th>title_Pay off Credit cards loan</th>\n",
       "      <th>title_Pay off Debt</th>\n",
       "      <th>title_Pay off High Interest Credit Cards</th>\n",
       "      <th>title_Pay off credit card</th>\n",
       "      <th>title_Pay off credit card, refinance house</th>\n",
       "      <th>title_Pay off credit cards</th>\n",
       "      <th>title_Pay off debt</th>\n",
       "      <th>title_Pay off high interest credit cards</th>\n",
       "      <th>title_PayCC</th>\n",
       "      <th>title_Paydown CC Loan</th>\n",
       "      <th>title_Paying off Credit Cards</th>\n",
       "      <th>title_Payment</th>\n",
       "      <th>title_Payoff Loan</th>\n",
       "      <th>title_Payoff my Credit Card Debit in 36 Months</th>\n",
       "      <th>title_Personal</th>\n",
       "      <th>title_Personal</th>\n",
       "      <th>title_Personal Business Loan</th>\n",
       "      <th>title_Personal Consid</th>\n",
       "      <th>title_Personal Growth</th>\n",
       "      <th>title_Personal Investment Loan</th>\n",
       "      <th>title_Personal Loan</th>\n",
       "      <th>title_Personal loan</th>\n",
       "      <th>title_Personnel Loan</th>\n",
       "      <th>title_Post College Credit Card Refinance</th>\n",
       "      <th>title_Presents and vocation</th>\n",
       "      <th>title_Purchase</th>\n",
       "      <th>title_REFINANCE</th>\n",
       "      <th>title_ROLL CONSOLIDATION</th>\n",
       "      <th>title_Redemption</th>\n",
       "      <th>title_Refi</th>\n",
       "      <th>title_Refinance</th>\n",
       "      <th>title_Refinance Loan</th>\n",
       "      <th>title_Refinance time</th>\n",
       "      <th>title_Refinancing</th>\n",
       "      <th>title_Relief</th>\n",
       "      <th>title_Relief 2011</th>\n",
       "      <th>title_Relief Refi</th>\n",
       "      <th>title_Reline pool and fix steeps</th>\n",
       "      <th>title_Relocation Assistance</th>\n",
       "      <th>title_Remodel</th>\n",
       "      <th>title_Renovation loan</th>\n",
       "      <th>title_Repay Cards</th>\n",
       "      <th>title_Return Customer - 1st Loan Paid In Full</th>\n",
       "      <th>title_Ring</th>\n",
       "      <th>title_Rod Family Finance</th>\n",
       "      <th>title_Roof</th>\n",
       "      <th>title_Saab 9-3 loan</th>\n",
       "      <th>title_Salon Loan</th>\n",
       "      <th>title_Salt Spreader</th>\n",
       "      <th>title_Say goodbye to the rip-off banks</th>\n",
       "      <th>title_Seed money for educational foundation</th>\n",
       "      <th>title_Short Term Loan</th>\n",
       "      <th>title_Short-Term Business Loan</th>\n",
       "      <th>title_Small Business</th>\n",
       "      <th>title_Small Business Loan</th>\n",
       "      <th>title_Small_Business Loan</th>\n",
       "      <th>title_Smart Budgeting</th>\n",
       "      <th>title_Snowmobile Purchase</th>\n",
       "      <th>title_Start Fresh 2012</th>\n",
       "      <th>title_Start Up</th>\n",
       "      <th>title_Stop paying interest to Chase</th>\n",
       "      <th>title_Stress relief</th>\n",
       "      <th>title_The 20K Credit</th>\n",
       "      <th>title_The Blessing Loan</th>\n",
       "      <th>title_The last and only one</th>\n",
       "      <th>title_The light</th>\n",
       "      <th>title_Titanium loan</th>\n",
       "      <th>title_To pay of all debt</th>\n",
       "      <th>title_Trading business</th>\n",
       "      <th>title_Travel</th>\n",
       "      <th>title_Trip Loan</th>\n",
       "      <th>title_Truck repair</th>\n",
       "      <th>title_US Bank Full</th>\n",
       "      <th>title_Unexpected Expense</th>\n",
       "      <th>title_Unexpected Expenses</th>\n",
       "      <th>title_Vacation</th>\n",
       "      <th>title_Vacation Loan</th>\n",
       "      <th>title_Wedding</th>\n",
       "      <th>title_Wedding Loan</th>\n",
       "      <th>title_Wedding bills</th>\n",
       "      <th>title_Wedding loan</th>\n",
       "      <th>title_Wedding planning loan</th>\n",
       "      <th>title_Wells/Chase ReFi</th>\n",
       "      <th>title_Wiping off 6 ccards in 1 lower rate</th>\n",
       "      <th>title_Year End Cleanup</th>\n",
       "      <th>title_Zero Balance Project</th>\n",
       "      <th>title_add limousine to company</th>\n",
       "      <th>title_allen</th>\n",
       "      <th>title_anto cc</th>\n",
       "      <th>title_auto payoff</th>\n",
       "      <th>title_auto repair</th>\n",
       "      <th>title_betterrate</th>\n",
       "      <th>title_bike</th>\n",
       "      <th>title_blessings</th>\n",
       "      <th>title_bye bye credit cards</th>\n",
       "      <th>title_car</th>\n",
       "      <th>title_car repair and home improvement</th>\n",
       "      <th>title_cards b gone</th>\n",
       "      <th>title_cards pay off</th>\n",
       "      <th>title_cash</th>\n",
       "      <th>title_christmas</th>\n",
       "      <th>title_citicard fund</th>\n",
       "      <th>title_comsolidate credit</th>\n",
       "      <th>title_consolidate</th>\n",
       "      <th>title_consolidate bills</th>\n",
       "      <th>title_consolidation</th>\n",
       "      <th>title_consolidation loan</th>\n",
       "      <th>title_consolihappydaytion</th>\n",
       "      <th>title_credit balance</th>\n",
       "      <th>title_credit card consolidating</th>\n",
       "      <th>title_credit card consolidation</th>\n",
       "      <th>title_credit card debt</th>\n",
       "      <th>title_credit card loan</th>\n",
       "      <th>title_credit card pay off</th>\n",
       "      <th>title_credit card payment</th>\n",
       "      <th>title_credit card payoff</th>\n",
       "      <th>title_credit card refinance</th>\n",
       "      <th>title_credit card refinance loan</th>\n",
       "      <th>title_credit cards</th>\n",
       "      <th>title_credit debt</th>\n",
       "      <th>title_credit loan</th>\n",
       "      <th>title_credit loan consolidation</th>\n",
       "      <th>title_credit payoff</th>\n",
       "      <th>title_credit_card Loan</th>\n",
       "      <th>title_creditcard payoff</th>\n",
       "      <th>title_debit consolidation</th>\n",
       "      <th>title_debt</th>\n",
       "      <th>title_debt consoladation</th>\n",
       "      <th>title_debt consolidation</th>\n",
       "      <th>title_debt consolidation</th>\n",
       "      <th>title_debt consolidation loan</th>\n",
       "      <th>title_debt consolidation..</th>\n",
       "      <th>title_debt cosolidate</th>\n",
       "      <th>title_debt for debt</th>\n",
       "      <th>title_debt free</th>\n",
       "      <th>title_debt freedom</th>\n",
       "      <th>title_debt relief</th>\n",
       "      <th>title_debt restructuring</th>\n",
       "      <th>title_deep breath</th>\n",
       "      <th>title_dental care</th>\n",
       "      <th>title_do over</th>\n",
       "      <th>title_extra cash for vacation</th>\n",
       "      <th>title_farm loan</th>\n",
       "      <th>title_finish</th>\n",
       "      <th>title_free at last</th>\n",
       "      <th>title_free from debt</th>\n",
       "      <th>title_freedom</th>\n",
       "      <th>title_freedom loan</th>\n",
       "      <th>title_getting it together</th>\n",
       "      <th>title_goal</th>\n",
       "      <th>title_godsent</th>\n",
       "      <th>title_hardwood flooring business</th>\n",
       "      <th>title_help</th>\n",
       "      <th>title_home improve</th>\n",
       "      <th>title_home improvement</th>\n",
       "      <th>title_improvement</th>\n",
       "      <th>title_it is really a good loan rate</th>\n",
       "      <th>title_leave mistakes behind</th>\n",
       "      <th>title_life changing</th>\n",
       "      <th>title_life saver</th>\n",
       "      <th>title_line of credit</th>\n",
       "      <th>title_loan</th>\n",
       "      <th>title_loan #1</th>\n",
       "      <th>title_loan 1</th>\n",
       "      <th>title_loan payoff</th>\n",
       "      <th>title_lovely</th>\n",
       "      <th>title_lowerratemeanseasiertogetoutofdebt!</th>\n",
       "      <th>title_major purchase</th>\n",
       "      <th>title_marines</th>\n",
       "      <th>title_medical</th>\n",
       "      <th>title_mortgage</th>\n",
       "      <th>title_move</th>\n",
       "      <th>title_moving</th>\n",
       "      <th>title_music production loan</th>\n",
       "      <th>title_my dad</th>\n",
       "      <th>title_my loan</th>\n",
       "      <th>title_my plan</th>\n",
       "      <th>title_myroad2freedom</th>\n",
       "      <th>title_new start</th>\n",
       "      <th>title_no more bills</th>\n",
       "      <th>title_no postage necessary</th>\n",
       "      <th>title_one monthly payment</th>\n",
       "      <th>title_out of debt</th>\n",
       "      <th>title_out of debt loan</th>\n",
       "      <th>title_outofdebt</th>\n",
       "      <th>title_pa off bills</th>\n",
       "      <th>title_pay cards</th>\n",
       "      <th>title_pay credit card</th>\n",
       "      <th>title_pay credit cards</th>\n",
       "      <th>title_pay off</th>\n",
       "      <th>title_pay off credit bills</th>\n",
       "      <th>title_pay off credit cards.</th>\n",
       "      <th>title_pay off debt loan</th>\n",
       "      <th>title_pay off my debt</th>\n",
       "      <th>title_paybackcards</th>\n",
       "      <th>title_payoff</th>\n",
       "      <th>title_payoff credit card</th>\n",
       "      <th>title_payoff credit cards</th>\n",
       "      <th>title_payoff loan</th>\n",
       "      <th>title_person to person</th>\n",
       "      <th>title_personal</th>\n",
       "      <th>title_personal loan</th>\n",
       "      <th>title_personal loan.</th>\n",
       "      <th>title_personel</th>\n",
       "      <th>title_personnel</th>\n",
       "      <th>title_pertsonal loan</th>\n",
       "      <th>title_property taxes and debt consolidation</th>\n",
       "      <th>title_real estate business</th>\n",
       "      <th>title_refi</th>\n",
       "      <th>title_refinance</th>\n",
       "      <th>title_refinance debt</th>\n",
       "      <th>title_remodel</th>\n",
       "      <th>title_restore classic car</th>\n",
       "      <th>title_roof</th>\n",
       "      <th>title_safety net</th>\n",
       "      <th>title_save the day loan</th>\n",
       "      <th>title_smaller loan</th>\n",
       "      <th>title_smart</th>\n",
       "      <th>title_top up</th>\n",
       "      <th>title_unique</th>\n",
       "      <th>title_used car</th>\n",
       "      <th>title_vacation</th>\n",
       "      <th>title_vacation loan</th>\n",
       "      <th>title_zipcar</th>\n",
       "      <th>last_pymnt_d_12-Apr</th>\n",
       "      <th>last_pymnt_d_12-Aug</th>\n",
       "      <th>last_pymnt_d_12-Dec</th>\n",
       "      <th>last_pymnt_d_12-Feb</th>\n",
       "      <th>last_pymnt_d_12-Jan</th>\n",
       "      <th>last_pymnt_d_12-Jul</th>\n",
       "      <th>last_pymnt_d_12-Jun</th>\n",
       "      <th>last_pymnt_d_12-Mar</th>\n",
       "      <th>last_pymnt_d_12-May</th>\n",
       "      <th>last_pymnt_d_12-Nov</th>\n",
       "      <th>last_pymnt_d_12-Oct</th>\n",
       "      <th>last_pymnt_d_12-Sep</th>\n",
       "      <th>last_pymnt_d_13-Apr</th>\n",
       "      <th>last_pymnt_d_13-Aug</th>\n",
       "      <th>last_pymnt_d_13-Dec</th>\n",
       "      <th>last_pymnt_d_13-Feb</th>\n",
       "      <th>last_pymnt_d_13-Jan</th>\n",
       "      <th>last_pymnt_d_13-Jul</th>\n",
       "      <th>last_pymnt_d_13-Jun</th>\n",
       "      <th>last_pymnt_d_13-Mar</th>\n",
       "      <th>last_pymnt_d_13-May</th>\n",
       "      <th>last_pymnt_d_13-Nov</th>\n",
       "      <th>last_pymnt_d_13-Oct</th>\n",
       "      <th>last_pymnt_d_13-Sep</th>\n",
       "      <th>last_pymnt_d_14-Apr</th>\n",
       "      <th>last_pymnt_d_14-Aug</th>\n",
       "      <th>last_pymnt_d_14-Dec</th>\n",
       "      <th>last_pymnt_d_14-Feb</th>\n",
       "      <th>last_pymnt_d_14-Jan</th>\n",
       "      <th>last_pymnt_d_14-Jul</th>\n",
       "      <th>last_pymnt_d_14-Jun</th>\n",
       "      <th>last_pymnt_d_14-Mar</th>\n",
       "      <th>last_pymnt_d_14-May</th>\n",
       "      <th>last_pymnt_d_14-Nov</th>\n",
       "      <th>last_pymnt_d_14-Oct</th>\n",
       "      <th>last_pymnt_d_14-Sep</th>\n",
       "      <th>last_pymnt_d_15-Apr</th>\n",
       "      <th>last_pymnt_d_15-Aug</th>\n",
       "      <th>last_pymnt_d_15-Dec</th>\n",
       "      <th>last_pymnt_d_15-Feb</th>\n",
       "      <th>last_pymnt_d_15-Jan</th>\n",
       "      <th>last_pymnt_d_15-Jul</th>\n",
       "      <th>last_pymnt_d_15-Jun</th>\n",
       "      <th>last_pymnt_d_15-Mar</th>\n",
       "      <th>last_pymnt_d_15-May</th>\n",
       "      <th>last_pymnt_d_15-Nov</th>\n",
       "      <th>last_pymnt_d_15-Oct</th>\n",
       "      <th>last_pymnt_d_15-Sep</th>\n",
       "      <th>last_pymnt_d_16-Jan</th>\n",
       "      <th>next_pymnt_d_16-Feb</th>\n",
       "      <th>next_pymnt_d_16-Jan</th>\n",
       "      <th>last_credit_pull_d_12-Apr</th>\n",
       "      <th>last_credit_pull_d_12-Aug</th>\n",
       "      <th>last_credit_pull_d_12-Dec</th>\n",
       "      <th>last_credit_pull_d_12-Feb</th>\n",
       "      <th>last_credit_pull_d_12-Jan</th>\n",
       "      <th>last_credit_pull_d_12-Jul</th>\n",
       "      <th>last_credit_pull_d_12-Jun</th>\n",
       "      <th>last_credit_pull_d_12-May</th>\n",
       "      <th>last_credit_pull_d_12-Nov</th>\n",
       "      <th>last_credit_pull_d_12-Oct</th>\n",
       "      <th>last_credit_pull_d_12-Sep</th>\n",
       "      <th>last_credit_pull_d_13-Apr</th>\n",
       "      <th>last_credit_pull_d_13-Aug</th>\n",
       "      <th>last_credit_pull_d_13-Dec</th>\n",
       "      <th>last_credit_pull_d_13-Feb</th>\n",
       "      <th>last_credit_pull_d_13-Jul</th>\n",
       "      <th>last_credit_pull_d_13-Jun</th>\n",
       "      <th>last_credit_pull_d_13-Mar</th>\n",
       "      <th>last_credit_pull_d_13-May</th>\n",
       "      <th>last_credit_pull_d_13-Nov</th>\n",
       "      <th>last_credit_pull_d_13-Oct</th>\n",
       "      <th>last_credit_pull_d_13-Sep</th>\n",
       "      <th>last_credit_pull_d_14-Apr</th>\n",
       "      <th>last_credit_pull_d_14-Aug</th>\n",
       "      <th>last_credit_pull_d_14-Dec</th>\n",
       "      <th>last_credit_pull_d_14-Feb</th>\n",
       "      <th>last_credit_pull_d_14-Jan</th>\n",
       "      <th>last_credit_pull_d_14-Jul</th>\n",
       "      <th>last_credit_pull_d_14-Jun</th>\n",
       "      <th>last_credit_pull_d_14-Mar</th>\n",
       "      <th>last_credit_pull_d_14-May</th>\n",
       "      <th>last_credit_pull_d_14-Nov</th>\n",
       "      <th>last_credit_pull_d_14-Oct</th>\n",
       "      <th>last_credit_pull_d_14-Sep</th>\n",
       "      <th>last_credit_pull_d_15-Apr</th>\n",
       "      <th>last_credit_pull_d_15-Aug</th>\n",
       "      <th>last_credit_pull_d_15-Dec</th>\n",
       "      <th>last_credit_pull_d_15-Feb</th>\n",
       "      <th>last_credit_pull_d_15-Jan</th>\n",
       "      <th>last_credit_pull_d_15-Jul</th>\n",
       "      <th>last_credit_pull_d_15-Jun</th>\n",
       "      <th>last_credit_pull_d_15-Mar</th>\n",
       "      <th>last_credit_pull_d_15-May</th>\n",
       "      <th>last_credit_pull_d_15-Nov</th>\n",
       "      <th>last_credit_pull_d_15-Oct</th>\n",
       "      <th>last_credit_pull_d_15-Sep</th>\n",
       "      <th>last_credit_pull_d_16-Jan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>728</th>\n",
       "      <td>1060553</td>\n",
       "      <td>1292714</td>\n",
       "      <td>6000</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id  member_id    CLI  int_rate  installment  annual_inc    dti  \\\n",
       "728  1060553    1292714   6000     14.27       205.86     30000.0  15.68   \n",
       "630  1057272    1288832  27050     18.64       696.35     65000.0  19.75   \n",
       "394  1064582    1298394   4000     11.71       132.31     24000.0   7.50   \n",
       "777  1060167    1291810  14400     12.42       481.18     48000.0  20.68   \n",
       "598  1061420    1293213  21400     19.42       560.09     80000.0  19.66   \n",
       "\n",
       "     delinq_2yrs  inq_last_6mths  mths_since_last_delinq  \\\n",
       "728            0               0                    38.0   \n",
       "630            0               0                    68.0   \n",
       "394            1               0                    16.0   \n",
       "777            0               0                    38.0   \n",
       "598            0               2                    38.0   \n",
       "\n",
       "     mths_since_last_record  open_acc  pub_rec  revol_bal  revol_util  \\\n",
       "728                    83.0         5        0      13470        96.9   \n",
       "630                    83.0        12        0      26469        80.2   \n",
       "394                    83.0         4        0       1593        54.9   \n",
       "777                    83.0        14        0      14347        42.6   \n",
       "598                    83.0        16        0      21721        66.2   \n",
       "\n",
       "     total_acc  out_prncp  out_prncp_inv  total_pymnt  total_pymnt_inv  \\\n",
       "728         12        0.0            0.0   6528.97000          6528.97   \n",
       "630         29        0.0            0.0  40977.76997         40939.90   \n",
       "394          6        0.0            0.0   4185.93000          4185.93   \n",
       "777         16        0.0            0.0  17352.76502         17352.77   \n",
       "598         44        0.0            0.0  28119.77000         28119.77   \n",
       "\n",
       "     total_rec_prncp  total_rec_int  total_rec_late_fee  recoveries  \\\n",
       "728          4997.41        1372.03            0.000000      159.53   \n",
       "630         27050.00       13927.77            0.000000        0.00   \n",
       "394          4000.00         185.93            0.000000        0.00   \n",
       "777         14400.00        2928.72           24.048048        0.00   \n",
       "598         21400.00        6719.77            0.000000        0.00   \n",
       "\n",
       "     collection_recovery_fee  last_pymnt_amnt  collections_12_mths_ex_med  \\\n",
       "728                   1.4731           205.86                           0   \n",
       "630                   0.0000          8945.67                           0   \n",
       "394                   0.0000          3658.15                           0   \n",
       "777                   0.0000           504.22                           0   \n",
       "598                   0.0000         16372.02                           0   \n",
       "\n",
       "     acc_now_delinq  term_ 36 months  term_ 60 months  grade_A  grade_B  \\\n",
       "728               0                1                0        0        0   \n",
       "630               0                0                1        0        0   \n",
       "394               0                1                0        0        1   \n",
       "777               0                1                0        0        1   \n",
       "598               0                0                1        0        0   \n",
       "\n",
       "     grade_C  grade_D  grade_E  grade_F  grade_G  sub_grade_A1  sub_grade_A2  \\\n",
       "728        1        0        0        0        0             0             0   \n",
       "630        0        0        1        0        0             0             0   \n",
       "394        0        0        0        0        0             0             0   \n",
       "777        0        0        0        0        0             0             0   \n",
       "598        0        0        1        0        0             0             0   \n",
       "\n",
       "     sub_grade_A3  sub_grade_A4  sub_grade_A5  sub_grade_B1  sub_grade_B2  \\\n",
       "728             0             0             0             0             0   \n",
       "630             0             0             0             0             0   \n",
       "394             0             0             0             0             0   \n",
       "777             0             0             0             0             0   \n",
       "598             0             0             0             0             0   \n",
       "\n",
       "     sub_grade_B3  sub_grade_B4  sub_grade_B5  sub_grade_C1  sub_grade_C2  \\\n",
       "728             0             0             0             0             1   \n",
       "630             0             0             0             0             0   \n",
       "394             1             0             0             0             0   \n",
       "777             0             1             0             0             0   \n",
       "598             0             0             0             0             0   \n",
       "\n",
       "     sub_grade_C3  sub_grade_C4  sub_grade_C5  sub_grade_D1  sub_grade_D2  \\\n",
       "728             0             0             0             0             0   \n",
       "630             0             0             0             0             0   \n",
       "394             0             0             0             0             0   \n",
       "777             0             0             0             0             0   \n",
       "598             0             0             0             0             0   \n",
       "\n",
       "     sub_grade_D3  sub_grade_D4  sub_grade_D5  sub_grade_E1  sub_grade_E2  \\\n",
       "728             0             0             0             0             0   \n",
       "630             0             0             0             1             0   \n",
       "394             0             0             0             0             0   \n",
       "777             0             0             0             0             0   \n",
       "598             0             0             0             0             0   \n",
       "\n",
       "     sub_grade_E3  sub_grade_E4  sub_grade_E5  sub_grade_F1  sub_grade_F2  \\\n",
       "728             0             0             0             0             0   \n",
       "630             0             0             0             0             0   \n",
       "394             0             0             0             0             0   \n",
       "777             0             0             0             0             0   \n",
       "598             1             0             0             0             0   \n",
       "\n",
       "     sub_grade_F3  sub_grade_F4  sub_grade_F5  sub_grade_G1  sub_grade_G2  \\\n",
       "728             0             0             0             0             0   \n",
       "630             0             0             0             0             0   \n",
       "394             0             0             0             0             0   \n",
       "777             0             0             0             0             0   \n",
       "598             0             0             0             0             0   \n",
       "\n",
       "     sub_grade_G3  sub_grade_G4  emp_length_f  home_ownership_1 year  \\\n",
       "728             0             0             1                      0   \n",
       "630             0             0             1                      0   \n",
       "394             0             0             1                      0   \n",
       "777             0             0             1                      0   \n",
       "598             0             0             1                      0   \n",
       "\n",
       "     home_ownership_10+ years  home_ownership_2 years  home_ownership_3 years  \\\n",
       "728                         0                       0                       0   \n",
       "630                         0                       0                       0   \n",
       "394                         1                       0                       0   \n",
       "777                         0                       0                       0   \n",
       "598                         0                       0                       1   \n",
       "\n",
       "     home_ownership_4 years  home_ownership_5 years  home_ownership_6 years  \\\n",
       "728                       0                       0                       0   \n",
       "630                       0                       1                       0   \n",
       "394                       0                       0                       0   \n",
       "777                       0                       1                       0   \n",
       "598                       0                       0                       0   \n",
       "\n",
       "     home_ownership_7 years  home_ownership_8 years  home_ownership_9 years  \\\n",
       "728                       1                       0                       0   \n",
       "630                       0                       0                       0   \n",
       "394                       0                       0                       0   \n",
       "777                       0                       0                       0   \n",
       "598                       0                       0                       0   \n",
       "\n",
       "     home_ownership_< 1 year  initial_list_status_MORTGAGE  \\\n",
       "728                        0                             0   \n",
       "630                        0                             1   \n",
       "394                        0                             0   \n",
       "777                        0                             0   \n",
       "598                        0                             0   \n",
       "\n",
       "     initial_list_status_OWN  initial_list_status_RENT  \\\n",
       "728                        0                         1   \n",
       "630                        0                         0   \n",
       "394                        0                         1   \n",
       "777                        1                         0   \n",
       "598                        0                         1   \n",
       "\n",
       "     verification_status_Not Verified  verification_status_Source Verified  \\\n",
       "728                                 1                                    0   \n",
       "630                                 0                                    0   \n",
       "394                                 0                                    1   \n",
       "777                                 1                                    0   \n",
       "598                                 0                                    0   \n",
       "\n",
       "     verification_status_Verified  pymnt_plan_n  purpose_car  \\\n",
       "728                             0             1            0   \n",
       "630                             1             1            0   \n",
       "394                             0             1            0   \n",
       "777                             0             1            0   \n",
       "598                             1             1            0   \n",
       "\n",
       "     purpose_credit_card  purpose_debt_consolidation  \\\n",
       "728                    1                           0   \n",
       "630                    0                           1   \n",
       "394                    0                           0   \n",
       "777                    1                           0   \n",
       "598                    1                           0   \n",
       "\n",
       "     purpose_home_improvement  purpose_house  purpose_major_purchase  \\\n",
       "728                         0              0                       0   \n",
       "630                         0              0                       0   \n",
       "394                         1              0                       0   \n",
       "777                         0              0                       0   \n",
       "598                         0              0                       0   \n",
       "\n",
       "     purpose_medical  purpose_moving  purpose_other  purpose_renewable_energy  \\\n",
       "728                0               0              0                         0   \n",
       "630                0               0              0                         0   \n",
       "394                0               0              0                         0   \n",
       "777                0               0              0                         0   \n",
       "598                0               0              0                         0   \n",
       "\n",
       "     purpose_small_business  purpose_vacation  purpose_wedding  \\\n",
       "728                       0                 0                0   \n",
       "630                       0                 0                0   \n",
       "394                       0                 0                0   \n",
       "777                       0                 0                0   \n",
       "598                       0                 0                0   \n",
       "\n",
       "     title_ Bill pay of  title_ Debt Consolidation for recent Grad.  \\\n",
       "728                   0                                           0   \n",
       "630                   0                                           0   \n",
       "394                   0                                           0   \n",
       "777                   0                                           0   \n",
       "598                   0                                           0   \n",
       "\n",
       "     title_12-7-11 DEBT AND MEDICAL CONSOLIDATE  title_12-Apr  \\\n",
       "728                                           0             0   \n",
       "630                                           0             0   \n",
       "394                                           0             0   \n",
       "777                                           0             0   \n",
       "598                                           0             0   \n",
       "\n",
       "     title_12/2011 loan  title_1941 Chevrolet 3100  title_2011 CC Pay-Off  \\\n",
       "728                   0                          0                      0   \n",
       "630                   0                          0                      0   \n",
       "394                   0                          0                      0   \n",
       "777                   0                          0                      0   \n",
       "598                   0                          0                      0   \n",
       "\n",
       "     title_2011 Consolidate Loan  title_2011 Debt Consolidation  \\\n",
       "728                            0                              0   \n",
       "630                            0                              0   \n",
       "394                            0                              0   \n",
       "777                            0                              0   \n",
       "598                            0                              0   \n",
       "\n",
       "     title_2011 loan  title_2012 New Beginnings  title_2012 Pay Off  \\\n",
       "728                0                          0                   0   \n",
       "630                0                          0                   0   \n",
       "394                0                          0                   0   \n",
       "777                0                          0                   0   \n",
       "598                0                          0                   0   \n",
       "\n",
       "     title_2400  title_36 Months to Freedom  \\\n",
       "728           0                           0   \n",
       "630           0                           0   \n",
       "394           0                           0   \n",
       "777           0                           0   \n",
       "598           0                           0   \n",
       "\n",
       "     title_5 Years to Financial Freedom  \\\n",
       "728                                   0   \n",
       "630                                   0   \n",
       "394                                   0   \n",
       "777                                   0   \n",
       "598                                   0   \n",
       "\n",
       "     title_70%Attached room,30%cc-loanconsolidation  \\\n",
       "728                                               0   \n",
       "630                                               0   \n",
       "394                                               0   \n",
       "777                                               0   \n",
       "598                                               0   \n",
       "\n",
       "     title_A fresh new year with less CC debts  \\\n",
       "728                                          0   \n",
       "630                                          0   \n",
       "394                                          0   \n",
       "777                                          0   \n",
       "598                                          0   \n",
       "\n",
       "     title_Advertising for growing business  \\\n",
       "728                                       0   \n",
       "630                                       0   \n",
       "394                                       0   \n",
       "777                                       0   \n",
       "598                                       0   \n",
       "\n",
       "     title_After Great Experience I am Back Again  \\\n",
       "728                                             0   \n",
       "630                                             0   \n",
       "394                                             0   \n",
       "777                                             0   \n",
       "598                                             0   \n",
       "\n",
       "     title_Alabama Consolidation Loan  title_Amex  title_Auto Loan  \\\n",
       "728                                 0           0                0   \n",
       "630                                 0           0                0   \n",
       "394                                 0           0                0   \n",
       "777                                 0           0                0   \n",
       "598                                 0           0                0   \n",
       "\n",
       "     title_Avoid CCs,Various Seasonal and Other Exp  \\\n",
       "728                                               0   \n",
       "630                                               0   \n",
       "394                                               0   \n",
       "777                                               0   \n",
       "598                                               0   \n",
       "\n",
       "     title_Bank of America Pay-Off Loan  title_Bathroom Repairs  \\\n",
       "728                                   0                       0   \n",
       "630                                   0                       0   \n",
       "394                                   0                       0   \n",
       "777                                   0                       0   \n",
       "598                                   0                       0   \n",
       "\n",
       "     title_Bill Consolidation  title_Bill Consolidation -Debt free by 2015!!!  \\\n",
       "728                         0                                               0   \n",
       "630                         0                                               0   \n",
       "394                         0                                               0   \n",
       "777                         0                                               0   \n",
       "598                         0                                               0   \n",
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       "     title_Bill Pay off  title_Bill Payoff  title_Bill loan  title_Bills  \\\n",
       "728                   0                  0                0            0   \n",
       "630                   0                  0                0            0   \n",
       "394                   0                  0                0            0   \n",
       "777                   0                  0                0            0   \n",
       "598                   0                  0                0            0   \n",
       "\n",
       "     title_Boat Loan  title_Breathing Room  title_Breathing room  \\\n",
       "728                0                     0                     0   \n",
       "630                0                     0                     0   \n",
       "394                0                     0                     0   \n",
       "777                0                     0                     0   \n",
       "598                0                     0                     0   \n",
       "\n",
       "     title_Brown Eyes Loan  title_Building my credit history.  title_Business  \\\n",
       "728                      0                                  0               0   \n",
       "630                      0                                  0               0   \n",
       "394                      0                                  0               0   \n",
       "777                      0                                  0               0   \n",
       "598                      0                                  0               0   \n",
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       "     title_Business Loan  title_Business loan   \\\n",
       "728                    0                     0   \n",
       "630                    0                     0   \n",
       "394                    0                     0   \n",
       "777                    0                     0   \n",
       "598                    0                     0   \n",
       "\n",
       "     title_Buying A Modest Home + Small Business  title_Bye Bye Credit Cards  \\\n",
       "728                                            0                           0   \n",
       "630                                            0                           0   \n",
       "394                                            0                           0   \n",
       "777                                            0                           0   \n",
       "598                                            0                           0   \n",
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       "     title_Bye-bye high interest rates!  title_C/C Consolidation Loan  \\\n",
       "728                                   0                             0   \n",
       "630                                   0                             0   \n",
       "394                                   0                             0   \n",
       "777                                   0                             0   \n",
       "598                                   0                             0   \n",
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       "     title_CC Assist  title_CC Consolidate - Home Improve  \\\n",
       "728                0                                    0   \n",
       "630                0                                    0   \n",
       "394                0                                    0   \n",
       "777                0                                    0   \n",
       "598                0                                    0   \n",
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       "     title_CC Consolidation  title_CC Debt  title_CC Pay Off  title_CC Payoff  \\\n",
       "728                       0              0                 0                0   \n",
       "630                       0              0                 0                0   \n",
       "394                       0              0                 0                0   \n",
       "777                       0              0                 0                0   \n",
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       "     title_CC Refi Loan  title_CC Refinance  title_CC refi  title_CC/Car  \\\n",
       "728                   0                   0              0             0   \n",
       "630                   0                   0              0             0   \n",
       "394                   0                   0              0             0   \n",
       "777                   0                   0              0             0   \n",
       "598                   0                   0              0             0   \n",
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       "     title_CCConsolidation  title_CCPayoff  title_CCdebt  title_CLEAR UP  \\\n",
       "728                      0               0             0               0   \n",
       "630                      0               0             0               0   \n",
       "394                      0               0             0               0   \n",
       "777                      0               0             0               0   \n",
       "598                      0               0             0               0   \n",
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       "     title_CONSOLIDATION  title_CREDIT CARD CONSOLIDATION  \\\n",
       "728                    0                                0   \n",
       "630                    0                                0   \n",
       "394                    0                                0   \n",
       "777                    0                                0   \n",
       "598                    0                                0   \n",
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       "     title_CREDIT CARD PAYOFF  title_Capitol One Refinance  title_Car  \\\n",
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       "598                         0                            0          0   \n",
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       "     title_Car Downpayment  title_Car Loan  title_Car loan  \\\n",
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       "630                      0               0               0   \n",
       "394                      0               0               0   \n",
       "777                      0               0               0   \n",
       "598                      0               0               0   \n",
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       "     title_Car loan and pay off my family  title_Card Consolidation  \\\n",
       "728                                     0                         0   \n",
       "630                                     0                         0   \n",
       "394                                     0                         0   \n",
       "777                                     0                         0   \n",
       "598                                     0                         0   \n",
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       "     title_Card Refi  title_Card Refinance  title_Card's  title_Cards  \\\n",
       "728                0                     0             0            0   \n",
       "630                0                     0             0            0   \n",
       "394                0                     0             0            0   \n",
       "777                0                     0             0            0   \n",
       "598                0                     0             0            0   \n",
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       "     title_Chase  title_Citi Card  title_Citicard  title_Clean Up  \\\n",
       "728            0                0               0               0   \n",
       "630            0                0               0               0   \n",
       "394            0                0               0               0   \n",
       "777            0                0               0               0   \n",
       "598            0                0               0               0   \n",
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       "     title_CleanUpCC  title_Coledon's Club Loan  title_Computer  \\\n",
       "728                0                          0               0   \n",
       "630                0                          0               0   \n",
       "394                0                          0               0   \n",
       "777                0                          0               0   \n",
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       "     title_Computer Equipment  title_Condo  title_Consol  title_Consolidate  \\\n",
       "728                         0            0             0                  0   \n",
       "630                         0            0             0                  0   \n",
       "394                         0            0             0                  0   \n",
       "777                         0            0             0                  0   \n",
       "598                         0            0             0                  0   \n",
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       "     title_Consolidate CCs and pay back family   \\\n",
       "728                                           0   \n",
       "630                                           1   \n",
       "394                                           0   \n",
       "777                                           0   \n",
       "598                                           0   \n",
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       "     title_Consolidate Closed Credit Accounts  \\\n",
       "728                                         0   \n",
       "630                                         0   \n",
       "394                                         0   \n",
       "777                                         0   \n",
       "598                                         0   \n",
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       "     title_Consolidate Credit Card Debt  title_Consolidate Debt  \\\n",
       "728                                   0                       0   \n",
       "630                                   0                       0   \n",
       "394                                   0                       0   \n",
       "777                                   0                       0   \n",
       "598                                   0                       0   \n",
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       "     title_Consolidate me 2011  title_Consolidated  \\\n",
       "728                          0                   0   \n",
       "630                          0                   0   \n",
       "394                          0                   0   \n",
       "777                          0                   0   \n",
       "598                          0                   0   \n",
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       "     title_Consolidating Big Bank Debt  \\\n",
       "728                                  0   \n",
       "630                                  0   \n",
       "394                                  0   \n",
       "777                                  0   \n",
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       "     title_Consolidating Debt from Home Repair  title_Consolidation  \\\n",
       "728                                          0                    0   \n",
       "630                                          0                    0   \n",
       "394                                          0                    0   \n",
       "777                                          0                    0   \n",
       "598                                          0                    0   \n",
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       "     title_Consolidation   title_Consolidation Facility  \\\n",
       "728                     0                             0   \n",
       "630                     0                             0   \n",
       "394                     0                             0   \n",
       "777                     0                             0   \n",
       "598                     0                             0   \n",
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       "     title_Consolidation Loan  title_Consolidation Loan December 2011  \\\n",
       "728                         0                                       0   \n",
       "630                         0                                       0   \n",
       "394                         0                                       0   \n",
       "777                         0                                       0   \n",
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       "     title_Consolidation loan  title_Creating More Space  \\\n",
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       "     title_Credi Card Payment  title_Credit Card  \\\n",
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       "     title_Credit Card Balance Payoff  title_Credit Card Consolidation  \\\n",
       "728                                 0                                0   \n",
       "630                                 0                                0   \n",
       "394                                 0                                0   \n",
       "777                                 0                                0   \n",
       "598                                 0                                0   \n",
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       "     title_Credit Card Consolidation   title_Credit Card Consolidation Loan  \\\n",
       "728                                 0                                     0   \n",
       "630                                 0                                     0   \n",
       "394                                 0                                     0   \n",
       "777                                 0                                     0   \n",
       "598                                 0                                     0   \n",
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       "     title_Credit Card Consolodation Loan  title_Credit Card Debt  \\\n",
       "728                                     0                       0   \n",
       "630                                     0                       0   \n",
       "394                                     0                       0   \n",
       "777                                     0                       0   \n",
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       "     title_Credit Card Debt Consolidation  title_Credit Card Debt Free  \\\n",
       "728                                     0                            0   \n",
       "630                                     0                            0   \n",
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       "     title_Credit Card Interest Rates No More!!!  title_Credit Card Loan  \\\n",
       "728                                            0                       0   \n",
       "630                                            0                       0   \n",
       "394                                            0                       0   \n",
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       "     title_Credit Card Pay Off  title_Credit Card Paydown  \\\n",
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       "     title_Credit Card Payoff Loan  title_Credit Card REFI  \\\n",
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       "630                              0                       0   \n",
       "394                              0                       0   \n",
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       "     title_Credit Card Refi  title_Credit Card Refi 2011  \\\n",
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       "630                       0                            0   \n",
       "394                       0                            0   \n",
       "777                       0                            0   \n",
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       "     title_Credit Card Refi Loan  title_Credit Card Refinance  \\\n",
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       "     title_Credit Card Refinancing  title_Credit Card and Bill Loan  \\\n",
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       "394                              0                                0   \n",
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       "     title_Credit Cards  title_Credit Cards & Laptop  \\\n",
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       "394                   0                            0   \n",
       "777                   1                            0   \n",
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       "     title_Credit Cards Consolidation Loan  title_Credit Cards Payoff  \\\n",
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       "630                                      0                          0   \n",
       "394                                      0                          0   \n",
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       "     title_Credit Cards Suck  title_Credit Consolidation  \\\n",
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       "630                        0                           0   \n",
       "394                        0                           0   \n",
       "777                        0                           0   \n",
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       "     title_Credit Payoff 14400  title_Credit Refinance  \\\n",
       "728                          0                       0   \n",
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       "394                          0                       0   \n",
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       "     title_Credit card Refi  title_Credit card debt  title_Credit card help  \\\n",
       "728                       0                       0                       0   \n",
       "630                       0                       0                       0   \n",
       "394                       0                       0                       0   \n",
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       "     title_Credit card paid off  title_Credit card payment  \\\n",
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       "394                           0                          0   \n",
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       "     title_Credit card payment loans   title_Credit card payoff  \\\n",
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       "394                                 0                         0   \n",
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       "     title_Credit card payoff   title_Credit card re-fi  \\\n",
       "728                          0                        0   \n",
       "630                          0                        0   \n",
       "394                          0                        0   \n",
       "777                          0                        0   \n",
       "598                          0                        0   \n",
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       "     title_Credit card refinance loan  title_Credit card repayment loan  \\\n",
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       "630                                 0                                 0   \n",
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       "     title_Credit cards bills  title_Credit cards payment  \\\n",
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       "777                         0                           0   \n",
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       "     title_Credit refinance  title_Cycle  title_DEBT  CONSOLIDATION  \\\n",
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       "394                       0            0                          0   \n",
       "777                       0            0                          0   \n",
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       "     title_DEBT CON  title_DEBT CONSOLIDATION   \\\n",
       "728               0                          0   \n",
       "630               0                          0   \n",
       "394               0                          0   \n",
       "777               0                          0   \n",
       "598               0                          0   \n",
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       "     title_DEBT CONSOLIDATION STRATEGY  title_DEBT PAYOFF  title_DEBTCON  \\\n",
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       "630                                  0                  0              0   \n",
       "394                                  0                  0              0   \n",
       "777                                  0                  0              0   \n",
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       "     title_Dad's care  title_Debit Free  title_Debit consolidation  \\\n",
       "728                 0                 0                          0   \n",
       "630                 0                 0                          0   \n",
       "394                 0                 0                          0   \n",
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       "     title_Debt  title_Debt At One Place  title_Debt Cleanup  \\\n",
       "728           0                        0                   0   \n",
       "630           0                        0                   0   \n",
       "394           0                        0                   0   \n",
       "777           0                        0                   0   \n",
       "598           0                        0                   0   \n",
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       "     title_Debt Consalidation  title_Debt Consolidation  \\\n",
       "728                         0                         0   \n",
       "630                         0                         0   \n",
       "394                         0                         0   \n",
       "777                         0                         0   \n",
       "598                         0                         0   \n",
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       "     title_Debt Consolidation   title_Debt Consolidation - Dec 2011  \\\n",
       "728                          0                                    0   \n",
       "630                          0                                    0   \n",
       "394                          0                                    0   \n",
       "777                          0                                    0   \n",
       "598                          0                                    0   \n",
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       "     title_Debt Consolidation / Lower CC Rate  title_Debt Consolidation Loan  \\\n",
       "728                                         0                              0   \n",
       "630                                         0                              0   \n",
       "394                                         0                              0   \n",
       "777                                         0                              0   \n",
       "598                                         0                              0   \n",
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       "     title_Debt Consolidation Loan Needed!  \\\n",
       "728                                      0   \n",
       "630                                      0   \n",
       "394                                      0   \n",
       "777                                      0   \n",
       "598                                      0   \n",
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       "     title_Debt Consolidation for a better life  title_Debt Consolitation   \\\n",
       "728                                           0                          0   \n",
       "630                                           0                          0   \n",
       "394                                           0                          0   \n",
       "777                                           0                          0   \n",
       "598                                           0                          0   \n",
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       "     title_Debt Free  title_Debt Free Forever  title_Debt Loan  \\\n",
       "728                0                        0                0   \n",
       "630                0                        0                0   \n",
       "394                0                        0                0   \n",
       "777                0                        0                0   \n",
       "598                0                        0                0   \n",
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       "     title_Debt Payment  title_Debt Payoff  title_Debt Solution  \\\n",
       "728                   0                  0                    0   \n",
       "630                   0                  0                    0   \n",
       "394                   0                  0                    0   \n",
       "777                   0                  0                    0   \n",
       "598                   0                  0                    0   \n",
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       "     title_Debt consol  title_Debt consolidation  title_Debt consolidation   \\\n",
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       "394                  0                         0                          0   \n",
       "777                  0                         0                          0   \n",
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       "\n",
       "     title_Debt consolidation loan  title_Debt consolodation  \\\n",
       "728                              0                         0   \n",
       "630                              0                         0   \n",
       "394                              0                         0   \n",
       "777                              0                         0   \n",
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       "     title_Debt free   title_Debt reducer  title_Debt refinance  \\\n",
       "728                 0                   0                     0   \n",
       "630                 0                   0                     0   \n",
       "394                 0                   0                     0   \n",
       "777                 0                   0                     0   \n",
       "598                 0                   0                     0   \n",
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       "     title_Debt relief   title_Debt-Consolidation   \\\n",
       "728                   0                          0   \n",
       "630                   0                          0   \n",
       "394                   0                          0   \n",
       "777                   0                          0   \n",
       "598                   0                          0   \n",
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       "     title_Debt-Paying, Wife-Helping  title_Debt-down  title_DebtConsol  \\\n",
       "728                                0                0                 0   \n",
       "630                                0                0                 0   \n",
       "394                                0                0                 0   \n",
       "777                                0                0                 0   \n",
       "598                                0                0                 0   \n",
       "\n",
       "     title_DebtFix  title_December 2011 Credit Card Loan  \\\n",
       "728              0                                     0   \n",
       "630              0                                     0   \n",
       "394              0                                     0   \n",
       "777              0                                     0   \n",
       "598              0                                     0   \n",
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       "     title_December relief  title_Dedt Consolidation   \\\n",
       "728                      0                          0   \n",
       "630                      0                          0   \n",
       "394                      0                          0   \n",
       "777                      0                          0   \n",
       "598                      0                          0   \n",
       "\n",
       "     title_Dept Consolidation  title_Discover payoff  title_Emergency Loan  \\\n",
       "728                         0                      0                     0   \n",
       "630                         0                      0                     0   \n",
       "394                         0                      0                     0   \n",
       "777                         0                      0                     0   \n",
       "598                         0                      0                     0   \n",
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       "     title_End of year loan  title_Erase my debt!  \\\n",
       "728                       0                     0   \n",
       "630                       0                     0   \n",
       "394                       0                     0   \n",
       "777                       0                     0   \n",
       "598                       0                     0   \n",
       "\n",
       "     title_Excellent Payment History Borrower  \\\n",
       "728                                         0   \n",
       "630                                         0   \n",
       "394                                         0   \n",
       "777                                         0   \n",
       "598                                         0   \n",
       "\n",
       "     title_Expand Business & Buy Debt Portfolio  title_Extra credit loan  \\\n",
       "728                                           0                        0   \n",
       "630                                           0                        0   \n",
       "394                                           0                        0   \n",
       "777                                           0                        0   \n",
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       "     title_FREEDOM  title_FREEDOM debt  title_Famleisure  \\\n",
       "728              0                   0                 0   \n",
       "630              0                   0                 0   \n",
       "394              0                   0                 0   \n",
       "777              0                   0                 0   \n",
       "598              0                   0                 0   \n",
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       "     title_Financial Freedom  title_Fixin my apartment  title_Floor  \\\n",
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       "394                       0                                   0   \n",
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       "     title_Loan to Fix Carpet  title_Loan to pay off Credit cards  \\\n",
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       "394                  0                                               0   \n",
       "777                  0                                               0   \n",
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       "630                     0                                         0   \n",
       "394                     0                                         0   \n",
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       "     title_Reline pool and fix steeps  title_Relocation Assistance  \\\n",
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       "394                                 1                            0   \n",
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       "     title_Remodel  title_Renovation loan  title_Repay Cards  \\\n",
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       "630              0                      0                  0   \n",
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       "394                          0           0                    0   \n",
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       "     title_Salon Loan  title_Salt Spreader  \\\n",
       "728                 0                    0   \n",
       "630                 0                    0   \n",
       "394                 0                    0   \n",
       "777                 0                    0   \n",
       "598                 0                    0   \n",
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       "     title_Say goodbye to the rip-off banks  \\\n",
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       "630                                       0   \n",
       "394                                       0   \n",
       "777                                       0   \n",
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       "728                               0                     0   \n",
       "630                               0                     0   \n",
       "394                               0                     0   \n",
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       "394               0                                    0                    0   \n",
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       "394                     0                        0   \n",
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       "     last_credit_pull_d_13-Apr  last_credit_pull_d_13-Aug  \\\n",
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       "630                          0                          0   \n",
       "394                          0                          0   \n",
       "777                          0                          0   \n",
       "598                          0                          0   \n",
       "\n",
       "     last_credit_pull_d_13-Dec  last_credit_pull_d_13-Feb  \\\n",
       "728                          0                          0   \n",
       "630                          0                          0   \n",
       "394                          0                          0   \n",
       "777                          0                          0   \n",
       "598                          0                          0   \n",
       "\n",
       "     last_credit_pull_d_13-Jul  last_credit_pull_d_13-Jun  \\\n",
       "728                          0                          0   \n",
       "630                          0                          0   \n",
       "394                          0                          0   \n",
       "777                          0                          0   \n",
       "598                          0                          0   \n",
       "\n",
       "     last_credit_pull_d_13-Mar  last_credit_pull_d_13-May  \\\n",
       "728                          0                          0   \n",
       "630                          0                          0   \n",
       "394                          0                          0   \n",
       "777                          0                          0   \n",
       "598                          0                          0   \n",
       "\n",
       "     last_credit_pull_d_13-Nov  last_credit_pull_d_13-Oct  \\\n",
       "728                          0                          0   \n",
       "630                          0                          0   \n",
       "394                          0                          0   \n",
       "777                          0                          0   \n",
       "598                          0                          0   \n",
       "\n",
       "     last_credit_pull_d_13-Sep  last_credit_pull_d_14-Apr  \\\n",
       "728                          0                          0   \n",
       "630                          0                          0   \n",
       "394                          0                          0   \n",
       "777                          0                          0   \n",
       "598                          0                          0   \n",
       "\n",
       "     last_credit_pull_d_14-Aug  last_credit_pull_d_14-Dec  \\\n",
       "728                          0                          1   \n",
       "630                          0                          0   \n",
       "394                          0                          0   \n",
       "777                          0                          0   \n",
       "598                          0                          0   \n",
       "\n",
       "     last_credit_pull_d_14-Feb  last_credit_pull_d_14-Jan  \\\n",
       "728                          0                          0   \n",
       "630                          0                          0   \n",
       "394                          0                          0   \n",
       "777                          0                          0   \n",
       "598                          0                          0   \n",
       "\n",
       "     last_credit_pull_d_14-Jul  last_credit_pull_d_14-Jun  \\\n",
       "728                          0                          0   \n",
       "630                          0                          0   \n",
       "394                          0                          0   \n",
       "777                          0                          0   \n",
       "598                          0                          0   \n",
       "\n",
       "     last_credit_pull_d_14-Mar  last_credit_pull_d_14-May  \\\n",
       "728                          0                          0   \n",
       "630                          0                          0   \n",
       "394                          0                          0   \n",
       "777                          0                          0   \n",
       "598                          0                          0   \n",
       "\n",
       "     last_credit_pull_d_14-Nov  last_credit_pull_d_14-Oct  \\\n",
       "728                          0                          0   \n",
       "630                          0                          0   \n",
       "394                          0                          0   \n",
       "777                          0                          0   \n",
       "598                          0                          0   \n",
       "\n",
       "     last_credit_pull_d_14-Sep  last_credit_pull_d_15-Apr  \\\n",
       "728                          0                          0   \n",
       "630                          0                          0   \n",
       "394                          0                          0   \n",
       "777                          0                          0   \n",
       "598                          0                          0   \n",
       "\n",
       "     last_credit_pull_d_15-Aug  last_credit_pull_d_15-Dec  \\\n",
       "728                          0                          0   \n",
       "630                          0                          0   \n",
       "394                          0                          0   \n",
       "777                          0                          1   \n",
       "598                          0                          0   \n",
       "\n",
       "     last_credit_pull_d_15-Feb  last_credit_pull_d_15-Jan  \\\n",
       "728                          0                          0   \n",
       "630                          0                          0   \n",
       "394                          0                          0   \n",
       "777                          0                          0   \n",
       "598                          0                          0   \n",
       "\n",
       "     last_credit_pull_d_15-Jul  last_credit_pull_d_15-Jun  \\\n",
       "728                          0                          0   \n",
       "630                          0                          0   \n",
       "394                          0                          0   \n",
       "777                          0                          0   \n",
       "598                          0                          0   \n",
       "\n",
       "     last_credit_pull_d_15-Mar  last_credit_pull_d_15-May  \\\n",
       "728                          0                          0   \n",
       "630                          0                          0   \n",
       "394                          0                          0   \n",
       "777                          0                          0   \n",
       "598                          0                          0   \n",
       "\n",
       "     last_credit_pull_d_15-Nov  last_credit_pull_d_15-Oct  \\\n",
       "728                          0                          0   \n",
       "630                          0                          0   \n",
       "394                          0                          0   \n",
       "777                          0                          0   \n",
       "598                          0                          0   \n",
       "\n",
       "     last_credit_pull_d_15-Sep  last_credit_pull_d_16-Jan  \n",
       "728                          0                          0  \n",
       "630                          0                          1  \n",
       "394                          0                          0  \n",
       "777                          0                          0  \n",
       "598                          0                          1  "
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "20a22f04",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Arnav Dixit (me)\n",
    "\n",
    "from sklearn.linear_model import RidgeClassifier\n",
    "from sklearn.preprocessing import StandardScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "2c7e9e42",
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler = StandardScaler()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "eb928b92",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train_set = scaler.fit_transform(X_train)\n",
    "x_test_set = scaler.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "ee24fb2f",
   "metadata": {},
   "outputs": [],
   "source": [
    "classifier = RidgeClassifier(alpha = 10, random_state = 42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "12f4e926",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RidgeClassifier(alpha=10, random_state=42)"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classifier.fit(x_train_set, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "5de7408b",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_predict = classifier.predict(x_test_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "b97f7f86",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.88"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classifier.score(x_test_set, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "202530ca",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      " Charged Off       0.60      0.74      0.67        47\n",
      "     Current       1.00      0.96      0.98        26\n",
      "     Default       0.00      0.00      0.00         0\n",
      "  Fully Paid       0.94      0.90      0.92       227\n",
      "\n",
      "    accuracy                           0.88       300\n",
      "   macro avg       0.64      0.65      0.64       300\n",
      "weighted avg       0.90      0.88      0.89       300\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(metrics.classification_report(y_predict, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "e391114b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------The Accuracy of the model----------------------------\n",
      "Accuracy of logistic regression classifier on test set: 0.90\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.05, 'Confusion_matrix')"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "#Young Park\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "logreg = LogisticRegression()\n",
    "logreg.fit(X_train, y_train)\n",
    "y_pred = logreg.predict(X_test)\n",
    "print('--------------The Accuracy of the model----------------------------')\n",
    "print('Accuracy of logistic regression classifier on test set: {:.2f}'.format(logreg.score(X_test, y_test)))\n",
    "\n",
    "sns.heatmap(confusion_matrix(y_test,y_pred),annot=True,fmt='3.0f',cmap=\"summer\")\n",
    "plt.title('Confusion_matrix', y=1.05, size=15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "9bf5caa3",
   "metadata": {},
   "outputs": [],
   "source": [
    "ans = y_test.tolist()\n",
    "memberid = X_test['member_id'].tolist()\n",
    "temp = []\n",
    "for i in range(len(y_predict)):\n",
    "    temp.append([ans[i],y_predict[i]])\n",
    "new = np.array(temp)\n",
    "new_df = pd.DataFrame(data = new, index = memberid, columns = ['answer','prediction'])\n",
    "new_df.to_csv('Prediction of loan status.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "a4e7665b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8866666666666667\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      " Charged Off       0.62      0.77      0.69        47\n",
      "     Current       1.00      0.96      0.98        26\n",
      "     Default       0.00      0.00      0.00         0\n",
      "  Fully Paid       0.95      0.90      0.93       227\n",
      "\n",
      "    accuracy                           0.89       300\n",
      "   macro avg       0.64      0.66      0.65       300\n",
      "weighted avg       0.90      0.89      0.89       300\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#classifier\n",
    "classifier = RidgeClassifier(alpha = 2.3, random_state = 42)\n",
    "classifier.fit(x_train_set, y_train)\n",
    "\n",
    "#predict\n",
    "y_predict = classifier.predict(x_test_set)\n",
    "\n",
    "#print results\n",
    "print(classifier.score(x_test_set, y_test))\n",
    "print(metrics.classification_report(y_predict, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "d1e8327a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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(confusion_matrix(y_test,y_predict),annot=True,fmt='3.0f',cmap=\"summer\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2d7151ae",
   "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}