Predicting new loans.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Applying predictions to new data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import joblib\n",
    "clf=joblib.load('decisiontree.p')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from time import time\n",
    "from IPython.display import display # Allows the use of display() for DataFrames\n",
    "\n",
    "# Import supplementary visualization code visuals.py\n",
    "import visuals as vs\n",
    "\n",
    "# Pretty display for notebooks\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "newloans=pd.read_csv('new_loans.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>member_id</th>\n",
       "      <th>loan_amnt</th>\n",
       "      <th>funded_amnt</th>\n",
       "      <th>term</th>\n",
       "      <th>int_rate</th>\n",
       "      <th>exp_default_rate</th>\n",
       "      <th>service_fee_rate</th>\n",
       "      <th>installment</th>\n",
       "      <th>grade</th>\n",
       "      <th>...</th>\n",
       "      <th>sec_app_earliest_cr_line</th>\n",
       "      <th>sec_app_inq_last_6mths</th>\n",
       "      <th>sec_app_mort_acc</th>\n",
       "      <th>sec_app_open_acc</th>\n",
       "      <th>sec_app_revol_util</th>\n",
       "      <th>sec_app_open_il_6m</th>\n",
       "      <th>sec_app_num_rev_accts</th>\n",
       "      <th>sec_app_chargeoff_within_12_mths</th>\n",
       "      <th>sec_app_collections_12_mths_ex_med</th>\n",
       "      <th>sec_app_mths_since_last_major_derog</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>111876788</td>\n",
       "      <td>120425507</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>1650.0</td>\n",
       "      <td>36</td>\n",
       "      <td>7.21</td>\n",
       "      <td>2.06</td>\n",
       "      <td>0.81</td>\n",
       "      <td>61.95</td>\n",
       "      <td>A</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>111868402</td>\n",
       "      <td>120417120</td>\n",
       "      <td>9000.0</td>\n",
       "      <td>8650.0</td>\n",
       "      <td>36</td>\n",
       "      <td>11.99</td>\n",
       "      <td>3.99</td>\n",
       "      <td>0.93</td>\n",
       "      <td>298.89</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>112017019</td>\n",
       "      <td>120565736</td>\n",
       "      <td>8000.0</td>\n",
       "      <td>7125.0</td>\n",
       "      <td>36</td>\n",
       "      <td>14.08</td>\n",
       "      <td>6.59</td>\n",
       "      <td>1.05</td>\n",
       "      <td>273.74</td>\n",
       "      <td>C</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>111549780</td>\n",
       "      <td>120064497</td>\n",
       "      <td>7800.0</td>\n",
       "      <td>4875.0</td>\n",
       "      <td>36</td>\n",
       "      <td>21.45</td>\n",
       "      <td>10.49</td>\n",
       "      <td>1.24</td>\n",
       "      <td>295.68</td>\n",
       "      <td>D</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>111718954</td>\n",
       "      <td>120270828</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>9100.0</td>\n",
       "      <td>36</td>\n",
       "      <td>16.02</td>\n",
       "      <td>6.59</td>\n",
       "      <td>1.05</td>\n",
       "      <td>422.01</td>\n",
       "      <td>C</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>112705560</td>\n",
       "      <td>121335400</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>12025.0</td>\n",
       "      <td>36</td>\n",
       "      <td>18.06</td>\n",
       "      <td>10.49</td>\n",
       "      <td>1.24</td>\n",
       "      <td>470.38</td>\n",
       "      <td>D</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>112722043</td>\n",
       "      <td>121351760</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>2825.0</td>\n",
       "      <td>36</td>\n",
       "      <td>7.21</td>\n",
       "      <td>2.06</td>\n",
       "      <td>0.81</td>\n",
       "      <td>123.90</td>\n",
       "      <td>A</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>112156293</td>\n",
       "      <td>120758009</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>3550.0</td>\n",
       "      <td>36</td>\n",
       "      <td>19.03</td>\n",
       "      <td>10.49</td>\n",
       "      <td>1.24</td>\n",
       "      <td>220.03</td>\n",
       "      <td>D</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>112443397</td>\n",
       "      <td>121071017</td>\n",
       "      <td>4475.0</td>\n",
       "      <td>4325.0</td>\n",
       "      <td>36</td>\n",
       "      <td>15.05</td>\n",
       "      <td>6.59</td>\n",
       "      <td>1.05</td>\n",
       "      <td>155.24</td>\n",
       "      <td>C</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>112888880</td>\n",
       "      <td>121535600</td>\n",
       "      <td>9250.0</td>\n",
       "      <td>8925.0</td>\n",
       "      <td>36</td>\n",
       "      <td>13.59</td>\n",
       "      <td>6.59</td>\n",
       "      <td>1.05</td>\n",
       "      <td>314.31</td>\n",
       "      <td>C</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>112706451</td>\n",
       "      <td>121336256</td>\n",
       "      <td>4300.0</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>36</td>\n",
       "      <td>15.05</td>\n",
       "      <td>6.59</td>\n",
       "      <td>1.05</td>\n",
       "      <td>149.17</td>\n",
       "      <td>C</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>111977459</td>\n",
       "      <td>120526178</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>1400.0</td>\n",
       "      <td>36</td>\n",
       "      <td>10.42</td>\n",
       "      <td>3.99</td>\n",
       "      <td>0.93</td>\n",
       "      <td>227.26</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>112050937</td>\n",
       "      <td>120603108</td>\n",
       "      <td>23650.0</td>\n",
       "      <td>15750.0</td>\n",
       "      <td>36</td>\n",
       "      <td>7.35</td>\n",
       "      <td>2.06</td>\n",
       "      <td>0.81</td>\n",
       "      <td>734.04</td>\n",
       "      <td>A</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>112444385</td>\n",
       "      <td>121070076</td>\n",
       "      <td>7200.0</td>\n",
       "      <td>3875.0</td>\n",
       "      <td>36</td>\n",
       "      <td>16.02</td>\n",
       "      <td>6.59</td>\n",
       "      <td>1.05</td>\n",
       "      <td>253.21</td>\n",
       "      <td>C</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>113098522</td>\n",
       "      <td>121777247</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>11700.0</td>\n",
       "      <td>36</td>\n",
       "      <td>9.93</td>\n",
       "      <td>3.99</td>\n",
       "      <td>0.93</td>\n",
       "      <td>386.82</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>112762391</td>\n",
       "      <td>121409105</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>3975.0</td>\n",
       "      <td>36</td>\n",
       "      <td>20.00</td>\n",
       "      <td>10.49</td>\n",
       "      <td>1.24</td>\n",
       "      <td>185.82</td>\n",
       "      <td>D</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>112748987</td>\n",
       "      <td>121395226</td>\n",
       "      <td>3500.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>36</td>\n",
       "      <td>14.08</td>\n",
       "      <td>6.59</td>\n",
       "      <td>1.05</td>\n",
       "      <td>119.76</td>\n",
       "      <td>C</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>112432825</td>\n",
       "      <td>121040009</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>3225.0</td>\n",
       "      <td>36</td>\n",
       "      <td>13.59</td>\n",
       "      <td>6.59</td>\n",
       "      <td>1.05</td>\n",
       "      <td>339.79</td>\n",
       "      <td>C</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>113065122</td>\n",
       "      <td>121716625</td>\n",
       "      <td>8000.0</td>\n",
       "      <td>7325.0</td>\n",
       "      <td>36</td>\n",
       "      <td>16.02</td>\n",
       "      <td>6.59</td>\n",
       "      <td>1.05</td>\n",
       "      <td>281.34</td>\n",
       "      <td>C</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>111420996</td>\n",
       "      <td>119935712</td>\n",
       "      <td>39725.0</td>\n",
       "      <td>13100.0</td>\n",
       "      <td>36</td>\n",
       "      <td>23.88</td>\n",
       "      <td>14.69</td>\n",
       "      <td>1.44</td>\n",
       "      <td>1556.03</td>\n",
       "      <td>E</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>112708070</td>\n",
       "      <td>121339069</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>14550.0</td>\n",
       "      <td>36</td>\n",
       "      <td>16.02</td>\n",
       "      <td>6.59</td>\n",
       "      <td>1.05</td>\n",
       "      <td>703.34</td>\n",
       "      <td>C</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>112957697</td>\n",
       "      <td>121604410</td>\n",
       "      <td>2500.0</td>\n",
       "      <td>650.0</td>\n",
       "      <td>36</td>\n",
       "      <td>10.42</td>\n",
       "      <td>3.99</td>\n",
       "      <td>0.93</td>\n",
       "      <td>81.17</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>111918090</td>\n",
       "      <td>120466813</td>\n",
       "      <td>16000.0</td>\n",
       "      <td>4750.0</td>\n",
       "      <td>36</td>\n",
       "      <td>11.99</td>\n",
       "      <td>3.99</td>\n",
       "      <td>0.93</td>\n",
       "      <td>531.36</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td>12-26-2006 16:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>63.6</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>112872264</td>\n",
       "      <td>121518980</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>4625.0</td>\n",
       "      <td>36</td>\n",
       "      <td>12.62</td>\n",
       "      <td>6.59</td>\n",
       "      <td>1.05</td>\n",
       "      <td>167.56</td>\n",
       "      <td>C</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>113086496</td>\n",
       "      <td>121741499</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>4425.0</td>\n",
       "      <td>36</td>\n",
       "      <td>12.62</td>\n",
       "      <td>6.59</td>\n",
       "      <td>1.05</td>\n",
       "      <td>167.56</td>\n",
       "      <td>C</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>113185223</td>\n",
       "      <td>121870953</td>\n",
       "      <td>3600.0</td>\n",
       "      <td>3475.0</td>\n",
       "      <td>36</td>\n",
       "      <td>16.02</td>\n",
       "      <td>6.59</td>\n",
       "      <td>1.05</td>\n",
       "      <td>126.61</td>\n",
       "      <td>C</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>112711315</td>\n",
       "      <td>121340362</td>\n",
       "      <td>24000.0</td>\n",
       "      <td>17825.0</td>\n",
       "      <td>36</td>\n",
       "      <td>15.05</td>\n",
       "      <td>6.59</td>\n",
       "      <td>1.05</td>\n",
       "      <td>832.56</td>\n",
       "      <td>C</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>112788723</td>\n",
       "      <td>121435438</td>\n",
       "      <td>2800.0</td>\n",
       "      <td>1225.0</td>\n",
       "      <td>36</td>\n",
       "      <td>15.05</td>\n",
       "      <td>6.59</td>\n",
       "      <td>1.05</td>\n",
       "      <td>97.14</td>\n",
       "      <td>C</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>111684847</td>\n",
       "      <td>120199560</td>\n",
       "      <td>21525.0</td>\n",
       "      <td>10800.0</td>\n",
       "      <td>60</td>\n",
       "      <td>30.75</td>\n",
       "      <td>16.99</td>\n",
       "      <td>1.21</td>\n",
       "      <td>706.36</td>\n",
       "      <td>F</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>113074560</td>\n",
       "      <td>121738710</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>1350.0</td>\n",
       "      <td>36</td>\n",
       "      <td>10.91</td>\n",
       "      <td>3.99</td>\n",
       "      <td>0.93</td>\n",
       "      <td>65.40</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>958</th>\n",
       "      <td>113489399</td>\n",
       "      <td>122211748</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>5425.0</td>\n",
       "      <td>36</td>\n",
       "      <td>11.99</td>\n",
       "      <td>3.99</td>\n",
       "      <td>0.93</td>\n",
       "      <td>1162.34</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td>06-13-1994 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>71.6</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>959</th>\n",
       "      <td>113155790</td>\n",
       "      <td>121838474</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>5350.0</td>\n",
       "      <td>36</td>\n",
       "      <td>22.91</td>\n",
       "      <td>14.69</td>\n",
       "      <td>1.44</td>\n",
       "      <td>1353.20</td>\n",
       "      <td>E</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>960</th>\n",
       "      <td>113177552</td>\n",
       "      <td>121864879</td>\n",
       "      <td>36000.0</td>\n",
       "      <td>6325.0</td>\n",
       "      <td>36</td>\n",
       "      <td>5.32</td>\n",
       "      <td>2.06</td>\n",
       "      <td>0.81</td>\n",
       "      <td>1084.14</td>\n",
       "      <td>A</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>961</th>\n",
       "      <td>113494087</td>\n",
       "      <td>122234936</td>\n",
       "      <td>36000.0</td>\n",
       "      <td>5925.0</td>\n",
       "      <td>36</td>\n",
       "      <td>16.02</td>\n",
       "      <td>6.59</td>\n",
       "      <td>1.05</td>\n",
       "      <td>1266.01</td>\n",
       "      <td>C</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>962</th>\n",
       "      <td>112931290</td>\n",
       "      <td>121578022</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>4850.0</td>\n",
       "      <td>36</td>\n",
       "      <td>11.99</td>\n",
       "      <td>3.99</td>\n",
       "      <td>0.93</td>\n",
       "      <td>1162.34</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>963</th>\n",
       "      <td>111096224</td>\n",
       "      <td>119541846</td>\n",
       "      <td>33250.0</td>\n",
       "      <td>2725.0</td>\n",
       "      <td>36</td>\n",
       "      <td>11.99</td>\n",
       "      <td>3.99</td>\n",
       "      <td>0.93</td>\n",
       "      <td>1104.22</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>964</th>\n",
       "      <td>111648729</td>\n",
       "      <td>120163442</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>9400.0</td>\n",
       "      <td>36</td>\n",
       "      <td>10.91</td>\n",
       "      <td>3.99</td>\n",
       "      <td>0.93</td>\n",
       "      <td>1307.85</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965</th>\n",
       "      <td>113513994</td>\n",
       "      <td>122255770</td>\n",
       "      <td>32000.0</td>\n",
       "      <td>1350.0</td>\n",
       "      <td>36</td>\n",
       "      <td>9.93</td>\n",
       "      <td>3.99</td>\n",
       "      <td>0.93</td>\n",
       "      <td>1031.50</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>966</th>\n",
       "      <td>113231375</td>\n",
       "      <td>121946091</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>4150.0</td>\n",
       "      <td>36</td>\n",
       "      <td>15.05</td>\n",
       "      <td>6.59</td>\n",
       "      <td>1.05</td>\n",
       "      <td>1214.15</td>\n",
       "      <td>C</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>967</th>\n",
       "      <td>113143681</td>\n",
       "      <td>121825398</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>4075.0</td>\n",
       "      <td>36</td>\n",
       "      <td>26.30</td>\n",
       "      <td>14.69</td>\n",
       "      <td>1.44</td>\n",
       "      <td>1415.78</td>\n",
       "      <td>E</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>968</th>\n",
       "      <td>113229319</td>\n",
       "      <td>121944035</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>3900.0</td>\n",
       "      <td>36</td>\n",
       "      <td>7.35</td>\n",
       "      <td>2.06</td>\n",
       "      <td>0.81</td>\n",
       "      <td>1086.31</td>\n",
       "      <td>A</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969</th>\n",
       "      <td>113127300</td>\n",
       "      <td>121807470</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>8825.0</td>\n",
       "      <td>36</td>\n",
       "      <td>30.79</td>\n",
       "      <td>17.95</td>\n",
       "      <td>1.66</td>\n",
       "      <td>1715.42</td>\n",
       "      <td>G</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>113065405</td>\n",
       "      <td>121729999</td>\n",
       "      <td>36000.0</td>\n",
       "      <td>4700.0</td>\n",
       "      <td>36</td>\n",
       "      <td>7.35</td>\n",
       "      <td>2.06</td>\n",
       "      <td>0.81</td>\n",
       "      <td>1117.35</td>\n",
       "      <td>A</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>113162997</td>\n",
       "      <td>121848450</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>3250.0</td>\n",
       "      <td>36</td>\n",
       "      <td>23.88</td>\n",
       "      <td>14.69</td>\n",
       "      <td>1.44</td>\n",
       "      <td>1370.95</td>\n",
       "      <td>E</td>\n",
       "      <td>...</td>\n",
       "      <td>11-11-2006 16:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>89.1</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>113482319</td>\n",
       "      <td>122205378</td>\n",
       "      <td>36200.0</td>\n",
       "      <td>4375.0</td>\n",
       "      <td>36</td>\n",
       "      <td>17.09</td>\n",
       "      <td>10.49</td>\n",
       "      <td>1.24</td>\n",
       "      <td>1292.26</td>\n",
       "      <td>D</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>113102596</td>\n",
       "      <td>121782309</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>2950.0</td>\n",
       "      <td>36</td>\n",
       "      <td>11.99</td>\n",
       "      <td>3.99</td>\n",
       "      <td>0.93</td>\n",
       "      <td>1162.34</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>113233191</td>\n",
       "      <td>121947907</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>2800.0</td>\n",
       "      <td>36</td>\n",
       "      <td>21.45</td>\n",
       "      <td>10.49</td>\n",
       "      <td>1.24</td>\n",
       "      <td>1326.73</td>\n",
       "      <td>D</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>113124266</td>\n",
       "      <td>121803274</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>2625.0</td>\n",
       "      <td>36</td>\n",
       "      <td>23.88</td>\n",
       "      <td>14.69</td>\n",
       "      <td>1.44</td>\n",
       "      <td>1370.95</td>\n",
       "      <td>E</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>113121884</td>\n",
       "      <td>121803893</td>\n",
       "      <td>37225.0</td>\n",
       "      <td>4800.0</td>\n",
       "      <td>36</td>\n",
       "      <td>11.99</td>\n",
       "      <td>3.99</td>\n",
       "      <td>0.93</td>\n",
       "      <td>1236.23</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td>05-10-2002 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>61.5</td>\n",
       "      <td>5</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>113487906</td>\n",
       "      <td>122217362</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>2100.0</td>\n",
       "      <td>36</td>\n",
       "      <td>25.82</td>\n",
       "      <td>14.69</td>\n",
       "      <td>1.44</td>\n",
       "      <td>1406.82</td>\n",
       "      <td>E</td>\n",
       "      <td>...</td>\n",
       "      <td>03-13-2001 16:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>69.0</td>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>113098878</td>\n",
       "      <td>121777668</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>6950.0</td>\n",
       "      <td>36</td>\n",
       "      <td>7.21</td>\n",
       "      <td>2.06</td>\n",
       "      <td>0.81</td>\n",
       "      <td>1238.93</td>\n",
       "      <td>A</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>113097177</td>\n",
       "      <td>121775888</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>6225.0</td>\n",
       "      <td>36</td>\n",
       "      <td>10.91</td>\n",
       "      <td>3.99</td>\n",
       "      <td>0.93</td>\n",
       "      <td>1307.85</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>113490815</td>\n",
       "      <td>122219563</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>6200.0</td>\n",
       "      <td>36</td>\n",
       "      <td>22.91</td>\n",
       "      <td>14.69</td>\n",
       "      <td>1.44</td>\n",
       "      <td>1546.52</td>\n",
       "      <td>E</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>113096890</td>\n",
       "      <td>121775619</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>5550.0</td>\n",
       "      <td>36</td>\n",
       "      <td>9.93</td>\n",
       "      <td>3.99</td>\n",
       "      <td>0.93</td>\n",
       "      <td>1289.38</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>110726699</td>\n",
       "      <td>119140533</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>5525.0</td>\n",
       "      <td>36</td>\n",
       "      <td>10.42</td>\n",
       "      <td>3.99</td>\n",
       "      <td>0.93</td>\n",
       "      <td>1298.59</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>113513208</td>\n",
       "      <td>122252691</td>\n",
       "      <td>38625.0</td>\n",
       "      <td>2100.0</td>\n",
       "      <td>36</td>\n",
       "      <td>7.07</td>\n",
       "      <td>2.06</td>\n",
       "      <td>0.81</td>\n",
       "      <td>1193.87</td>\n",
       "      <td>A</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>113067608</td>\n",
       "      <td>121732304</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>2325.0</td>\n",
       "      <td>36</td>\n",
       "      <td>15.05</td>\n",
       "      <td>6.59</td>\n",
       "      <td>1.05</td>\n",
       "      <td>1387.60</td>\n",
       "      <td>C</td>\n",
       "      <td>...</td>\n",
       "      <td>10-08-2006 17:00:00</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>22</td>\n",
       "      <td>49.5</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>113129406</td>\n",
       "      <td>121808782</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>36</td>\n",
       "      <td>10.91</td>\n",
       "      <td>3.99</td>\n",
       "      <td>0.93</td>\n",
       "      <td>1307.85</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>113496147</td>\n",
       "      <td>122235011</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>1475.0</td>\n",
       "      <td>36</td>\n",
       "      <td>16.02</td>\n",
       "      <td>6.59</td>\n",
       "      <td>1.05</td>\n",
       "      <td>1406.68</td>\n",
       "      <td>C</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>113486281</td>\n",
       "      <td>122212572</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>1325.0</td>\n",
       "      <td>36</td>\n",
       "      <td>7.35</td>\n",
       "      <td>2.06</td>\n",
       "      <td>0.81</td>\n",
       "      <td>1241.50</td>\n",
       "      <td>A</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>988 rows × 121 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id  member_id  loan_amnt  funded_amnt  term  int_rate  \\\n",
       "0    111876788  120425507     2000.0       1650.0    36      7.21   \n",
       "1    111868402  120417120     9000.0       8650.0    36     11.99   \n",
       "2    112017019  120565736     8000.0       7125.0    36     14.08   \n",
       "3    111549780  120064497     7800.0       4875.0    36     21.45   \n",
       "4    111718954  120270828    12000.0       9100.0    36     16.02   \n",
       "5    112705560  121335400    13000.0      12025.0    36     18.06   \n",
       "6    112722043  121351760     4000.0       2825.0    36      7.21   \n",
       "7    112156293  120758009     6000.0       3550.0    36     19.03   \n",
       "8    112443397  121071017     4475.0       4325.0    36     15.05   \n",
       "9    112888880  121535600     9250.0       8925.0    36     13.59   \n",
       "10   112706451  121336256     4300.0       1500.0    36     15.05   \n",
       "11   111977459  120526178     7000.0       1400.0    36     10.42   \n",
       "12   112050937  120603108    23650.0      15750.0    36      7.35   \n",
       "13   112444385  121070076     7200.0       3875.0    36     16.02   \n",
       "14   113098522  121777247    12000.0      11700.0    36      9.93   \n",
       "15   112762391  121409105     5000.0       3975.0    36     20.00   \n",
       "16   112748987  121395226     3500.0       1200.0    36     14.08   \n",
       "17   112432825  121040009    10000.0       3225.0    36     13.59   \n",
       "18   113065122  121716625     8000.0       7325.0    36     16.02   \n",
       "19   111420996  119935712    39725.0      13100.0    36     23.88   \n",
       "20   112708070  121339069    20000.0      14550.0    36     16.02   \n",
       "21   112957697  121604410     2500.0        650.0    36     10.42   \n",
       "22   111918090  120466813    16000.0       4750.0    36     11.99   \n",
       "23   112872264  121518980     5000.0       4625.0    36     12.62   \n",
       "24   113086496  121741499     5000.0       4425.0    36     12.62   \n",
       "25   113185223  121870953     3600.0       3475.0    36     16.02   \n",
       "26   112711315  121340362    24000.0      17825.0    36     15.05   \n",
       "27   112788723  121435438     2800.0       1225.0    36     15.05   \n",
       "28   111684847  120199560    21525.0      10800.0    60     30.75   \n",
       "29   113074560  121738710     2000.0       1350.0    36     10.91   \n",
       "..         ...        ...        ...          ...   ...       ...   \n",
       "958  113489399  122211748    35000.0       5425.0    36     11.99   \n",
       "959  113155790  121838474    35000.0       5350.0    36     22.91   \n",
       "960  113177552  121864879    36000.0       6325.0    36      5.32   \n",
       "961  113494087  122234936    36000.0       5925.0    36     16.02   \n",
       "962  112931290  121578022    35000.0       4850.0    36     11.99   \n",
       "963  111096224  119541846    33250.0       2725.0    36     11.99   \n",
       "964  111648729  120163442    40000.0       9400.0    36     10.91   \n",
       "965  113513994  122255770    32000.0       1350.0    36      9.93   \n",
       "966  113231375  121946091    35000.0       4150.0    36     15.05   \n",
       "967  113143681  121825398    35000.0       4075.0    36     26.30   \n",
       "968  113229319  121944035    35000.0       3900.0    36      7.35   \n",
       "969  113127300  121807470    40000.0       8825.0    36     30.79   \n",
       "970  113065405  121729999    36000.0       4700.0    36      7.35   \n",
       "971  113162997  121848450    35000.0       3250.0    36     23.88   \n",
       "972  113482319  122205378    36200.0       4375.0    36     17.09   \n",
       "973  113102596  121782309    35000.0       2950.0    36     11.99   \n",
       "974  113233191  121947907    35000.0       2800.0    36     21.45   \n",
       "975  113124266  121803274    35000.0       2625.0    36     23.88   \n",
       "976  113121884  121803893    37225.0       4800.0    36     11.99   \n",
       "977  113487906  122217362    35000.0       2100.0    36     25.82   \n",
       "978  113098878  121777668    40000.0       6950.0    36      7.21   \n",
       "979  113097177  121775888    40000.0       6225.0    36     10.91   \n",
       "980  113490815  122219563    40000.0       6200.0    36     22.91   \n",
       "981  113096890  121775619    40000.0       5550.0    36      9.93   \n",
       "982  110726699  119140533    40000.0       5525.0    36     10.42   \n",
       "983  113513208  122252691    38625.0       2100.0    36      7.07   \n",
       "984  113067608  121732304    40000.0       2325.0    36     15.05   \n",
       "985  113129406  121808782    40000.0       1500.0    36     10.91   \n",
       "986  113496147  122235011    40000.0       1475.0    36     16.02   \n",
       "987  113486281  122212572    40000.0       1325.0    36      7.35   \n",
       "\n",
       "     exp_default_rate  service_fee_rate  installment grade  \\\n",
       "0                2.06              0.81        61.95     A   \n",
       "1                3.99              0.93       298.89     B   \n",
       "2                6.59              1.05       273.74     C   \n",
       "3               10.49              1.24       295.68     D   \n",
       "4                6.59              1.05       422.01     C   \n",
       "5               10.49              1.24       470.38     D   \n",
       "6                2.06              0.81       123.90     A   \n",
       "7               10.49              1.24       220.03     D   \n",
       "8                6.59              1.05       155.24     C   \n",
       "9                6.59              1.05       314.31     C   \n",
       "10               6.59              1.05       149.17     C   \n",
       "11               3.99              0.93       227.26     B   \n",
       "12               2.06              0.81       734.04     A   \n",
       "13               6.59              1.05       253.21     C   \n",
       "14               3.99              0.93       386.82     B   \n",
       "15              10.49              1.24       185.82     D   \n",
       "16               6.59              1.05       119.76     C   \n",
       "17               6.59              1.05       339.79     C   \n",
       "18               6.59              1.05       281.34     C   \n",
       "19              14.69              1.44      1556.03     E   \n",
       "20               6.59              1.05       703.34     C   \n",
       "21               3.99              0.93        81.17     B   \n",
       "22               3.99              0.93       531.36     B   \n",
       "23               6.59              1.05       167.56     C   \n",
       "24               6.59              1.05       167.56     C   \n",
       "25               6.59              1.05       126.61     C   \n",
       "26               6.59              1.05       832.56     C   \n",
       "27               6.59              1.05        97.14     C   \n",
       "28              16.99              1.21       706.36     F   \n",
       "29               3.99              0.93        65.40     B   \n",
       "..                ...               ...          ...   ...   \n",
       "958              3.99              0.93      1162.34     B   \n",
       "959             14.69              1.44      1353.20     E   \n",
       "960              2.06              0.81      1084.14     A   \n",
       "961              6.59              1.05      1266.01     C   \n",
       "962              3.99              0.93      1162.34     B   \n",
       "963              3.99              0.93      1104.22     B   \n",
       "964              3.99              0.93      1307.85     B   \n",
       "965              3.99              0.93      1031.50     B   \n",
       "966              6.59              1.05      1214.15     C   \n",
       "967             14.69              1.44      1415.78     E   \n",
       "968              2.06              0.81      1086.31     A   \n",
       "969             17.95              1.66      1715.42     G   \n",
       "970              2.06              0.81      1117.35     A   \n",
       "971             14.69              1.44      1370.95     E   \n",
       "972             10.49              1.24      1292.26     D   \n",
       "973              3.99              0.93      1162.34     B   \n",
       "974             10.49              1.24      1326.73     D   \n",
       "975             14.69              1.44      1370.95     E   \n",
       "976              3.99              0.93      1236.23     B   \n",
       "977             14.69              1.44      1406.82     E   \n",
       "978              2.06              0.81      1238.93     A   \n",
       "979              3.99              0.93      1307.85     B   \n",
       "980             14.69              1.44      1546.52     E   \n",
       "981              3.99              0.93      1289.38     B   \n",
       "982              3.99              0.93      1298.59     B   \n",
       "983              2.06              0.81      1193.87     A   \n",
       "984              6.59              1.05      1387.60     C   \n",
       "985              3.99              0.93      1307.85     B   \n",
       "986              6.59              1.05      1406.68     C   \n",
       "987              2.06              0.81      1241.50     A   \n",
       "\n",
       "                    ...                 sec_app_earliest_cr_line  \\\n",
       "0                   ...                                            \n",
       "1                   ...                                            \n",
       "2                   ...                                            \n",
       "3                   ...                                            \n",
       "4                   ...                                            \n",
       "5                   ...                                            \n",
       "6                   ...                                            \n",
       "7                   ...                                            \n",
       "8                   ...                                            \n",
       "9                   ...                                            \n",
       "10                  ...                                            \n",
       "11                  ...                                            \n",
       "12                  ...                                            \n",
       "13                  ...                                            \n",
       "14                  ...                                            \n",
       "15                  ...                                            \n",
       "16                  ...                                            \n",
       "17                  ...                                            \n",
       "18                  ...                                            \n",
       "19                  ...                                            \n",
       "20                  ...                                            \n",
       "21                  ...                                            \n",
       "22                  ...                      12-26-2006 16:00:00   \n",
       "23                  ...                                            \n",
       "24                  ...                                            \n",
       "25                  ...                                            \n",
       "26                  ...                                            \n",
       "27                  ...                                            \n",
       "28                  ...                                            \n",
       "29                  ...                                            \n",
       "..                  ...                                      ...   \n",
       "958                 ...                      06-13-1994 17:00:00   \n",
       "959                 ...                                            \n",
       "960                 ...                                            \n",
       "961                 ...                                            \n",
       "962                 ...                                            \n",
       "963                 ...                                            \n",
       "964                 ...                                            \n",
       "965                 ...                                            \n",
       "966                 ...                                            \n",
       "967                 ...                                            \n",
       "968                 ...                                            \n",
       "969                 ...                                            \n",
       "970                 ...                                            \n",
       "971                 ...                      11-11-2006 16:00:00   \n",
       "972                 ...                                            \n",
       "973                 ...                                            \n",
       "974                 ...                                            \n",
       "975                 ...                                            \n",
       "976                 ...                      05-10-2002 17:00:00   \n",
       "977                 ...                      03-13-2001 16:00:00   \n",
       "978                 ...                                            \n",
       "979                 ...                                            \n",
       "980                 ...                                            \n",
       "981                 ...                                            \n",
       "982                 ...                                            \n",
       "983                 ...                                            \n",
       "984                 ...                      10-08-2006 17:00:00   \n",
       "985                 ...                                            \n",
       "986                 ...                                            \n",
       "987                 ...                                            \n",
       "\n",
       "    sec_app_inq_last_6mths sec_app_mort_acc sec_app_open_acc  \\\n",
       "0                                                              \n",
       "1                                                              \n",
       "2                                                              \n",
       "3                                                              \n",
       "4                                                              \n",
       "5                                                              \n",
       "6                                                              \n",
       "7                                                              \n",
       "8                                                              \n",
       "9                                                              \n",
       "10                                                             \n",
       "11                                                             \n",
       "12                                                             \n",
       "13                                                             \n",
       "14                                                             \n",
       "15                                                             \n",
       "16                                                             \n",
       "17                                                             \n",
       "18                                                             \n",
       "19                                                             \n",
       "20                                                             \n",
       "21                                                             \n",
       "22                       0                0                3   \n",
       "23                                                             \n",
       "24                                                             \n",
       "25                                                             \n",
       "26                                                             \n",
       "27                                                             \n",
       "28                                                             \n",
       "29                                                             \n",
       "..                     ...              ...              ...   \n",
       "958                      0                8               19   \n",
       "959                                                            \n",
       "960                                                            \n",
       "961                                                            \n",
       "962                                                            \n",
       "963                                                            \n",
       "964                                                            \n",
       "965                                                            \n",
       "966                                                            \n",
       "967                                                            \n",
       "968                                                            \n",
       "969                                                            \n",
       "970                                                            \n",
       "971                      0                4                6   \n",
       "972                                                            \n",
       "973                                                            \n",
       "974                                                            \n",
       "975                                                            \n",
       "976                      0                1               23   \n",
       "977                      0                1               11   \n",
       "978                                                            \n",
       "979                                                            \n",
       "980                                                            \n",
       "981                                                            \n",
       "982                                                            \n",
       "983                                                            \n",
       "984                      4                3               22   \n",
       "985                                                            \n",
       "986                                                            \n",
       "987                                                            \n",
       "\n",
       "     sec_app_revol_util sec_app_open_il_6m sec_app_num_rev_accts  \\\n",
       "0                                                                  \n",
       "1                                                                  \n",
       "2                                                                  \n",
       "3                                                                  \n",
       "4                                                                  \n",
       "5                                                                  \n",
       "6                                                                  \n",
       "7                                                                  \n",
       "8                                                                  \n",
       "9                                                                  \n",
       "10                                                                 \n",
       "11                                                                 \n",
       "12                                                                 \n",
       "13                                                                 \n",
       "14                                                                 \n",
       "15                                                                 \n",
       "16                                                                 \n",
       "17                                                                 \n",
       "18                                                                 \n",
       "19                                                                 \n",
       "20                                                                 \n",
       "21                                                                 \n",
       "22                 63.6                  0                     4   \n",
       "23                                                                 \n",
       "24                                                                 \n",
       "25                                                                 \n",
       "26                                                                 \n",
       "27                                                                 \n",
       "28                                                                 \n",
       "29                                                                 \n",
       "..                  ...                ...                   ...   \n",
       "958                71.6                  0                    34   \n",
       "959                                                                \n",
       "960                                                                \n",
       "961                                                                \n",
       "962                                                                \n",
       "963                                                                \n",
       "964                                                                \n",
       "965                                                                \n",
       "966                                                                \n",
       "967                                                                \n",
       "968                                                                \n",
       "969                                                                \n",
       "970                                                                \n",
       "971                89.1                  1                    14   \n",
       "972                                                                \n",
       "973                                                                \n",
       "974                                                                \n",
       "975                                                                \n",
       "976                61.5                  5                    26   \n",
       "977                69.0                  4                    14   \n",
       "978                                                                \n",
       "979                                                                \n",
       "980                                                                \n",
       "981                                                                \n",
       "982                                                                \n",
       "983                                                                \n",
       "984                49.5                  0                    32   \n",
       "985                                                                \n",
       "986                                                                \n",
       "987                                                                \n",
       "\n",
       "    sec_app_chargeoff_within_12_mths sec_app_collections_12_mths_ex_med  \\\n",
       "0                                                                         \n",
       "1                                                                         \n",
       "2                                                                         \n",
       "3                                                                         \n",
       "4                                                                         \n",
       "5                                                                         \n",
       "6                                                                         \n",
       "7                                                                         \n",
       "8                                                                         \n",
       "9                                                                         \n",
       "10                                                                        \n",
       "11                                                                        \n",
       "12                                                                        \n",
       "13                                                                        \n",
       "14                                                                        \n",
       "15                                                                        \n",
       "16                                                                        \n",
       "17                                                                        \n",
       "18                                                                        \n",
       "19                                                                        \n",
       "20                                                                        \n",
       "21                                                                        \n",
       "22                                 0                                  0   \n",
       "23                                                                        \n",
       "24                                                                        \n",
       "25                                                                        \n",
       "26                                                                        \n",
       "27                                                                        \n",
       "28                                                                        \n",
       "29                                                                        \n",
       "..                               ...                                ...   \n",
       "958                                0                                  0   \n",
       "959                                                                       \n",
       "960                                                                       \n",
       "961                                                                       \n",
       "962                                                                       \n",
       "963                                                                       \n",
       "964                                                                       \n",
       "965                                                                       \n",
       "966                                                                       \n",
       "967                                                                       \n",
       "968                                                                       \n",
       "969                                                                       \n",
       "970                                                                       \n",
       "971                                0                                  1   \n",
       "972                                                                       \n",
       "973                                                                       \n",
       "974                                                                       \n",
       "975                                                                       \n",
       "976                                0                                  1   \n",
       "977                                0                                  0   \n",
       "978                                                                       \n",
       "979                                                                       \n",
       "980                                                                       \n",
       "981                                                                       \n",
       "982                                                                       \n",
       "983                                                                       \n",
       "984                                0                                  0   \n",
       "985                                                                       \n",
       "986                                                                       \n",
       "987                                                                       \n",
       "\n",
       "    sec_app_mths_since_last_major_derog  \n",
       "0                                        \n",
       "1                                        \n",
       "2                                        \n",
       "3                                        \n",
       "4                                        \n",
       "5                                        \n",
       "6                                        \n",
       "7                                        \n",
       "8                                        \n",
       "9                                        \n",
       "10                                       \n",
       "11                                       \n",
       "12                                       \n",
       "13                                       \n",
       "14                                       \n",
       "15                                       \n",
       "16                                       \n",
       "17                                       \n",
       "18                                       \n",
       "19                                       \n",
       "20                                       \n",
       "21                                       \n",
       "22                                       \n",
       "23                                       \n",
       "24                                       \n",
       "25                                       \n",
       "26                                       \n",
       "27                                       \n",
       "28                                       \n",
       "29                                       \n",
       "..                                  ...  \n",
       "958                                      \n",
       "959                                      \n",
       "960                                      \n",
       "961                                      \n",
       "962                                      \n",
       "963                                      \n",
       "964                                      \n",
       "965                                      \n",
       "966                                      \n",
       "967                                      \n",
       "968                                      \n",
       "969                                      \n",
       "970                                      \n",
       "971                                      \n",
       "972                                      \n",
       "973                                      \n",
       "974                                      \n",
       "975                                      \n",
       "976                                      \n",
       "977                                      \n",
       "978                                      \n",
       "979                                      \n",
       "980                                      \n",
       "981                                      \n",
       "982                                      \n",
       "983                                      \n",
       "984                                      \n",
       "985                                      \n",
       "986                                      \n",
       "987                                      \n",
       "\n",
       "[988 rows x 121 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newloans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "newloans=newloans.query('purpose==\"Credit card refinancing\"|purpose==\"Debt consolidation\"')\n",
    "newloans=newloans.query('term==36')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "finalkeep=['id','int_rate','loan_amnt','installment', 'emp_length', 'home_ownership',\n",
    "       'annual_inc','purpose',\n",
    "       'dti', 'delinq_2yrs', 'earliest_cr_line',\n",
    "       'inq_last_6mths','open_acc', 'pub_rec', 'revol_bal',\n",
    "       'revol_util', 'total_acc','collections_12_mths_ex_med']\n",
    "final=newloans[finalkeep].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>loan_amnt</th>\n",
       "      <th>emp_length</th>\n",
       "      <th>home_ownership</th>\n",
       "      <th>annual_inc</th>\n",
       "      <th>purpose</th>\n",
       "      <th>dti</th>\n",
       "      <th>delinq_2yrs</th>\n",
       "      <th>earliest_cr_line</th>\n",
       "      <th>inq_last_6mths</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>collections_12_mths_ex_med</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2000.0</td>\n",
       "      <td>7 years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>90000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>23.91</td>\n",
       "      <td>1</td>\n",
       "      <td>06-24-2007 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>5524.0</td>\n",
       "      <td>32.1</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9000.0</td>\n",
       "      <td>9 years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>21.01</td>\n",
       "      <td>5</td>\n",
       "      <td>08-25-1991 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>3685.0</td>\n",
       "      <td>15.2</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7800.0</td>\n",
       "      <td>n/a</td>\n",
       "      <td>RENT</td>\n",
       "      <td>29135.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>29.38</td>\n",
       "      <td>0</td>\n",
       "      <td>09-18-1999 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>675.0</td>\n",
       "      <td>18.8</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>13000.0</td>\n",
       "      <td>3 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>46000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>17.01</td>\n",
       "      <td>0</td>\n",
       "      <td>10-29-2013 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>12466.0</td>\n",
       "      <td>79.9</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6000.0</td>\n",
       "      <td>&lt; 1 year</td>\n",
       "      <td>RENT</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>10.92</td>\n",
       "      <td>2</td>\n",
       "      <td>07-29-2004 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>3247.0</td>\n",
       "      <td>44.5</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4475.0</td>\n",
       "      <td>9 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>17.97</td>\n",
       "      <td>0</td>\n",
       "      <td>11-07-2013 16:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>3929.0</td>\n",
       "      <td>43.7</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9250.0</td>\n",
       "      <td>n/a</td>\n",
       "      <td>OWN</td>\n",
       "      <td>48000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>31.12</td>\n",
       "      <td>3</td>\n",
       "      <td>12-07-1993 16:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>11082.0</td>\n",
       "      <td>34.2</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4300.0</td>\n",
       "      <td>n/a</td>\n",
       "      <td>RENT</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>14.90</td>\n",
       "      <td>0</td>\n",
       "      <td>07-29-2000 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>3763.0</td>\n",
       "      <td>54.5</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>7000.0</td>\n",
       "      <td>n/a</td>\n",
       "      <td>RENT</td>\n",
       "      <td>24708.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>10.20</td>\n",
       "      <td>0</td>\n",
       "      <td>12-25-1997 16:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>6497.0</td>\n",
       "      <td>52.4</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>23650.0</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>529000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>21.67</td>\n",
       "      <td>0</td>\n",
       "      <td>03-23-1997 16:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>312921.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    loan_amnt emp_length home_ownership  annual_inc                  purpose  \\\n",
       "0      2000.0    7 years       MORTGAGE     90000.0  Credit card refinancing   \n",
       "1      9000.0    9 years       MORTGAGE     65000.0       Debt consolidation   \n",
       "3      7800.0        n/a           RENT     29135.0       Debt consolidation   \n",
       "5     13000.0    3 years           RENT     46000.0  Credit card refinancing   \n",
       "7      6000.0   < 1 year           RENT     30000.0       Debt consolidation   \n",
       "8      4475.0    9 years           RENT     35000.0  Credit card refinancing   \n",
       "9      9250.0        n/a            OWN     48000.0       Debt consolidation   \n",
       "10     4300.0        n/a           RENT     12000.0  Credit card refinancing   \n",
       "11     7000.0        n/a           RENT     24708.0       Debt consolidation   \n",
       "12    23650.0  10+ years       MORTGAGE    529000.0  Credit card refinancing   \n",
       "\n",
       "      dti  delinq_2yrs     earliest_cr_line  inq_last_6mths  open_acc  \\\n",
       "0   23.91            1  06-24-2007 17:00:00               0        10   \n",
       "1   21.01            5  08-25-1991 17:00:00               0        13   \n",
       "3   29.38            0  09-18-1999 17:00:00               0         5   \n",
       "5   17.01            0  10-29-2013 17:00:00               0         5   \n",
       "7   10.92            2  07-29-2004 17:00:00               0         7   \n",
       "8   17.97            0  11-07-2013 16:00:00               1         7   \n",
       "9   31.12            3  12-07-1993 16:00:00               2        17   \n",
       "10  14.90            0  07-29-2000 17:00:00               1         8   \n",
       "11  10.20            0  12-25-1997 16:00:00               0         5   \n",
       "12  21.67            0  03-23-1997 16:00:00               0        22   \n",
       "\n",
       "    pub_rec  revol_bal  revol_util  total_acc  collections_12_mths_ex_med  \n",
       "0         0     5524.0        32.1         17                           0  \n",
       "1         0     3685.0        15.2         39                           0  \n",
       "3         0      675.0        18.8         44                           0  \n",
       "5         0    12466.0        79.9          7                           0  \n",
       "7         0     3247.0        44.5         16                           0  \n",
       "8         0     3929.0        43.7          9                           0  \n",
       "9         0    11082.0        34.2         34                           0  \n",
       "10        1     3763.0        54.5         24                           0  \n",
       "11        1     6497.0        52.4          9                           0  \n",
       "12        0   312921.0        49.0         38                           0  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "keepfeat=['loan_amnt', 'emp_length', 'home_ownership',\n",
    "       'annual_inc','purpose',\n",
    "       'dti', 'delinq_2yrs', 'earliest_cr_line',\n",
    "       'inq_last_6mths','open_acc', 'pub_rec', 'revol_bal',\n",
    "       'revol_util', 'total_acc','collections_12_mths_ex_med']\n",
    "newloans=newloans[keepfeat]\n",
    "\n",
    "newloans.head(n=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## change dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     2007\n",
       "1     1991\n",
       "3     1999\n",
       "5     2013\n",
       "7     2004\n",
       "8     2013\n",
       "9     1993\n",
       "10    2000\n",
       "11    1997\n",
       "12    1997\n",
       "Name: earliest_cr_line, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newloans['earliest_cr_line']=pd.to_datetime(newloans.earliest_cr_line, format='%m-%d-%Y %H:%M:%S')\n",
    "newloans['earliest_cr_line']=newloans.earliest_cr_line.dt.year\n",
    "newloans.earliest_cr_line.head(n=10)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('float64')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newloans.emp_length=newloans.emp_length.str.replace(' year','')\n",
    "newloans.emp_length=newloans.emp_length.str.replace('s','')\n",
    "newloans.emp_length=newloans.emp_length.str.replace('+','')\n",
    "newloans.emp_length=newloans.emp_length.str.replace('< 1','0.5')\n",
    "newloans.emp_length=newloans.emp_length.str.replace('n/a','0')\n",
    "newloans.emp_length=newloans.emp_length.apply(pd.to_numeric)\n",
    "newloans.emp_length.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>loan_amnt</th>\n",
       "      <th>emp_length</th>\n",
       "      <th>home_ownership</th>\n",
       "      <th>annual_inc</th>\n",
       "      <th>purpose</th>\n",
       "      <th>dti</th>\n",
       "      <th>delinq_2yrs</th>\n",
       "      <th>earliest_cr_line</th>\n",
       "      <th>inq_last_6mths</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>collections_12_mths_ex_med</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2000.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>90000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>23.91</td>\n",
       "      <td>1</td>\n",
       "      <td>2007</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>5524.0</td>\n",
       "      <td>32.1</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9000.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>21.01</td>\n",
       "      <td>5</td>\n",
       "      <td>1991</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>3685.0</td>\n",
       "      <td>15.2</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7800.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>RENT</td>\n",
       "      <td>29135.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>29.38</td>\n",
       "      <td>0</td>\n",
       "      <td>1999</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>675.0</td>\n",
       "      <td>18.8</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>13000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>RENT</td>\n",
       "      <td>46000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>17.01</td>\n",
       "      <td>0</td>\n",
       "      <td>2013</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>12466.0</td>\n",
       "      <td>79.9</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6000.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>RENT</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>10.92</td>\n",
       "      <td>2</td>\n",
       "      <td>2004</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>3247.0</td>\n",
       "      <td>44.5</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4475.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>RENT</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>17.97</td>\n",
       "      <td>0</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>3929.0</td>\n",
       "      <td>43.7</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9250.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OWN</td>\n",
       "      <td>48000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>31.12</td>\n",
       "      <td>3</td>\n",
       "      <td>1993</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>11082.0</td>\n",
       "      <td>34.2</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4300.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>RENT</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>14.90</td>\n",
       "      <td>0</td>\n",
       "      <td>2000</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>3763.0</td>\n",
       "      <td>54.5</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>7000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>RENT</td>\n",
       "      <td>24708.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>10.20</td>\n",
       "      <td>0</td>\n",
       "      <td>1997</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>6497.0</td>\n",
       "      <td>52.4</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>23650.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>529000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>21.67</td>\n",
       "      <td>0</td>\n",
       "      <td>1997</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>312921.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5000.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>RENT</td>\n",
       "      <td>92000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>12.34</td>\n",
       "      <td>0</td>\n",
       "      <td>2003</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>447.0</td>\n",
       "      <td>49.7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>3500.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>RENT</td>\n",
       "      <td>45000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>7.97</td>\n",
       "      <td>0</td>\n",
       "      <td>2002</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>5093.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>10000.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>15.66</td>\n",
       "      <td>1</td>\n",
       "      <td>1998</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>10630.0</td>\n",
       "      <td>54.2</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>8000.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>RENT</td>\n",
       "      <td>33000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>11.56</td>\n",
       "      <td>0</td>\n",
       "      <td>1998</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>5079.0</td>\n",
       "      <td>22.9</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>39725.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>120000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>31.39</td>\n",
       "      <td>0</td>\n",
       "      <td>1988</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>31750.0</td>\n",
       "      <td>56.5</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>75000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>16.93</td>\n",
       "      <td>0</td>\n",
       "      <td>2013</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>990.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>16000.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>RENT</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>26.98</td>\n",
       "      <td>0</td>\n",
       "      <td>2007</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>19324.0</td>\n",
       "      <td>70.5</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>24000.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>RENT</td>\n",
       "      <td>185000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>8.63</td>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>11773.0</td>\n",
       "      <td>21.8</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2000.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>OWN</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>32.12</td>\n",
       "      <td>3</td>\n",
       "      <td>2005</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>13513.0</td>\n",
       "      <td>80.4</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>15000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>29.61</td>\n",
       "      <td>0</td>\n",
       "      <td>1975</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>4289.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>10000.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>55000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>10.58</td>\n",
       "      <td>0</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>4892.0</td>\n",
       "      <td>74.1</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>15000.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>RENT</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>27.53</td>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>12938.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>16000.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>RENT</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>8.36</td>\n",
       "      <td>0</td>\n",
       "      <td>2013</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>9983.0</td>\n",
       "      <td>28.9</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>6000.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>21256.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>27.77</td>\n",
       "      <td>0</td>\n",
       "      <td>2001</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>11511.0</td>\n",
       "      <td>66.2</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>5050.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>RENT</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>6.05</td>\n",
       "      <td>0</td>\n",
       "      <td>2004</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4258.0</td>\n",
       "      <td>28.8</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>10000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>30.72</td>\n",
       "      <td>0</td>\n",
       "      <td>1998</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>12504.0</td>\n",
       "      <td>38.7</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>6000.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>48.09</td>\n",
       "      <td>0</td>\n",
       "      <td>1993</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>25263.0</td>\n",
       "      <td>79.7</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>15000.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>85000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>29.37</td>\n",
       "      <td>0</td>\n",
       "      <td>1993</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>11752.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>13000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>OWN</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>50.80</td>\n",
       "      <td>0</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>7031.0</td>\n",
       "      <td>46.6</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>10000.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>OWN</td>\n",
       "      <td>80600.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>31.21</td>\n",
       "      <td>0</td>\n",
       "      <td>1989</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>34924.0</td>\n",
       "      <td>76.3</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>950</th>\n",
       "      <td>35000.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>205000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>10.30</td>\n",
       "      <td>1</td>\n",
       "      <td>2003</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>35717.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>951</th>\n",
       "      <td>36000.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>124000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>1.81</td>\n",
       "      <td>0</td>\n",
       "      <td>2002</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>6438.0</td>\n",
       "      <td>14.8</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>952</th>\n",
       "      <td>32000.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>220000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>24.79</td>\n",
       "      <td>0</td>\n",
       "      <td>1992</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>142412.0</td>\n",
       "      <td>27.9</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>955</th>\n",
       "      <td>32000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>110000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>22.02</td>\n",
       "      <td>0</td>\n",
       "      <td>1999</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>22172.0</td>\n",
       "      <td>48.5</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>30000.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>RENT</td>\n",
       "      <td>48000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>36.53</td>\n",
       "      <td>0</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>5113.0</td>\n",
       "      <td>56.2</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>957</th>\n",
       "      <td>31000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>RENT</td>\n",
       "      <td>125000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>9.01</td>\n",
       "      <td>0</td>\n",
       "      <td>2007</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>17658.0</td>\n",
       "      <td>59.7</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>958</th>\n",
       "      <td>35000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>9999.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1998</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>29543.0</td>\n",
       "      <td>61.5</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>960</th>\n",
       "      <td>36000.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>RENT</td>\n",
       "      <td>290000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>21.94</td>\n",
       "      <td>0</td>\n",
       "      <td>2001</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>103688.0</td>\n",
       "      <td>24.9</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>961</th>\n",
       "      <td>36000.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>RENT</td>\n",
       "      <td>132000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>7.09</td>\n",
       "      <td>0</td>\n",
       "      <td>2003</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>29814.0</td>\n",
       "      <td>80.1</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>962</th>\n",
       "      <td>35000.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>123000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>25.46</td>\n",
       "      <td>7</td>\n",
       "      <td>1998</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>31317.0</td>\n",
       "      <td>70.2</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>963</th>\n",
       "      <td>33250.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>205000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>18.41</td>\n",
       "      <td>0</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>57286.0</td>\n",
       "      <td>43.8</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965</th>\n",
       "      <td>32000.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>RENT</td>\n",
       "      <td>145000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>15.62</td>\n",
       "      <td>0</td>\n",
       "      <td>2003</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>35789.0</td>\n",
       "      <td>56.8</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>966</th>\n",
       "      <td>35000.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>RENT</td>\n",
       "      <td>160000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>25.93</td>\n",
       "      <td>0</td>\n",
       "      <td>2001</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>29883.0</td>\n",
       "      <td>95.2</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>968</th>\n",
       "      <td>35000.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>256000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>22.68</td>\n",
       "      <td>0</td>\n",
       "      <td>2001</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>205654.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969</th>\n",
       "      <td>40000.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>120000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>24.16</td>\n",
       "      <td>4</td>\n",
       "      <td>1997</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>18794.0</td>\n",
       "      <td>35.3</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>36000.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>340000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>15.23</td>\n",
       "      <td>0</td>\n",
       "      <td>1994</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>187696.0</td>\n",
       "      <td>73.7</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>35000.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>OWN</td>\n",
       "      <td>60000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>14.90</td>\n",
       "      <td>1</td>\n",
       "      <td>2007</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12086.0</td>\n",
       "      <td>79.5</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>35000.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>166000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>13.97</td>\n",
       "      <td>0</td>\n",
       "      <td>2001</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>41175.0</td>\n",
       "      <td>69.9</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>35000.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>72000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>17.33</td>\n",
       "      <td>0</td>\n",
       "      <td>2006</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>41664.0</td>\n",
       "      <td>56.7</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>35000.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>RENT</td>\n",
       "      <td>106000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>28.81</td>\n",
       "      <td>0</td>\n",
       "      <td>2003</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>34879.0</td>\n",
       "      <td>73.4</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>37225.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>27.44</td>\n",
       "      <td>0</td>\n",
       "      <td>2000</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>33940.0</td>\n",
       "      <td>50.4</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>35000.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>49940.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>36.82</td>\n",
       "      <td>0</td>\n",
       "      <td>2001</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>14566.0</td>\n",
       "      <td>55.2</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>40000.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>135000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>17.03</td>\n",
       "      <td>0</td>\n",
       "      <td>1987</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>26473.0</td>\n",
       "      <td>31.4</td>\n",
       "      <td>69</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>40000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>96000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>14.25</td>\n",
       "      <td>1</td>\n",
       "      <td>2000</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>24484.0</td>\n",
       "      <td>66.4</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>40000.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>OWN</td>\n",
       "      <td>103000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>13.55</td>\n",
       "      <td>0</td>\n",
       "      <td>1991</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>8664.0</td>\n",
       "      <td>30.9</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>40000.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>RENT</td>\n",
       "      <td>136000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>21.34</td>\n",
       "      <td>0</td>\n",
       "      <td>2003</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>2681.0</td>\n",
       "      <td>5.3</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>38625.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>177000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>17.79</td>\n",
       "      <td>0</td>\n",
       "      <td>2001</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>16607.0</td>\n",
       "      <td>38.7</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>40000.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>35500.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>26.89</td>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>20873.0</td>\n",
       "      <td>36.2</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>40000.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>95000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>20.45</td>\n",
       "      <td>0</td>\n",
       "      <td>1999</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>39812.0</td>\n",
       "      <td>66.8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>40000.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>RENT</td>\n",
       "      <td>509000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>11.42</td>\n",
       "      <td>0</td>\n",
       "      <td>1995</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>23628.0</td>\n",
       "      <td>58.2</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>726 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     loan_amnt  emp_length home_ownership  annual_inc  \\\n",
       "0       2000.0         7.0       MORTGAGE     90000.0   \n",
       "1       9000.0         9.0       MORTGAGE     65000.0   \n",
       "3       7800.0         0.0           RENT     29135.0   \n",
       "5      13000.0         3.0           RENT     46000.0   \n",
       "7       6000.0         0.5           RENT     30000.0   \n",
       "8       4475.0         9.0           RENT     35000.0   \n",
       "9       9250.0         0.0            OWN     48000.0   \n",
       "10      4300.0         0.0           RENT     12000.0   \n",
       "11      7000.0         0.0           RENT     24708.0   \n",
       "12     23650.0        10.0       MORTGAGE    529000.0   \n",
       "15      5000.0         5.0           RENT     92000.0   \n",
       "16      3500.0         0.5           RENT     45000.0   \n",
       "17     10000.0         0.5       MORTGAGE     65000.0   \n",
       "18      8000.0         0.5           RENT     33000.0   \n",
       "19     39725.0        10.0       MORTGAGE    120000.0   \n",
       "20     20000.0         3.0       MORTGAGE     75000.0   \n",
       "22     16000.0         9.0           RENT     25000.0   \n",
       "26     24000.0         5.0           RENT    185000.0   \n",
       "29      2000.0         8.0            OWN     30000.0   \n",
       "30     15000.0         0.0       MORTGAGE     40000.0   \n",
       "32     10000.0        10.0       MORTGAGE     55000.0   \n",
       "34     15000.0         0.5           RENT     50000.0   \n",
       "37     16000.0         0.5           RENT     30000.0   \n",
       "41      6000.0         0.5       MORTGAGE     21256.0   \n",
       "42      5050.0         8.0           RENT     25000.0   \n",
       "43     10000.0         0.0       MORTGAGE     50000.0   \n",
       "44      6000.0         0.5       MORTGAGE     40000.0   \n",
       "46     15000.0        10.0       MORTGAGE     85000.0   \n",
       "48     13000.0         2.0            OWN     15000.0   \n",
       "49     10000.0        10.0            OWN     80600.0   \n",
       "..         ...         ...            ...         ...   \n",
       "950    35000.0        10.0       MORTGAGE    205000.0   \n",
       "951    36000.0         0.5       MORTGAGE    124000.0   \n",
       "952    32000.0        10.0       MORTGAGE    220000.0   \n",
       "955    32000.0         2.0       MORTGAGE    110000.0   \n",
       "956    30000.0         0.5           RENT     48000.0   \n",
       "957    31000.0         2.0           RENT    125000.0   \n",
       "958    35000.0         0.0       MORTGAGE         0.0   \n",
       "960    36000.0         7.0           RENT    290000.0   \n",
       "961    36000.0         7.0           RENT    132000.0   \n",
       "962    35000.0         0.5       MORTGAGE    123000.0   \n",
       "963    33250.0        10.0       MORTGAGE    205000.0   \n",
       "965    32000.0         1.0           RENT    145000.0   \n",
       "966    35000.0         6.0           RENT    160000.0   \n",
       "968    35000.0         6.0       MORTGAGE    256000.0   \n",
       "969    40000.0        10.0       MORTGAGE    120000.0   \n",
       "970    36000.0         5.0       MORTGAGE    340000.0   \n",
       "971    35000.0         0.5            OWN     60000.0   \n",
       "973    35000.0        10.0       MORTGAGE    166000.0   \n",
       "974    35000.0         1.0       MORTGAGE     72000.0   \n",
       "975    35000.0         4.0           RENT    106000.0   \n",
       "976    37225.0         0.5       MORTGAGE     65000.0   \n",
       "977    35000.0         0.5       MORTGAGE     49940.0   \n",
       "978    40000.0         6.0       MORTGAGE    135000.0   \n",
       "979    40000.0         3.0       MORTGAGE     96000.0   \n",
       "980    40000.0        10.0            OWN    103000.0   \n",
       "981    40000.0         6.0           RENT    136000.0   \n",
       "983    38625.0         4.0       MORTGAGE    177000.0   \n",
       "984    40000.0         0.5       MORTGAGE     35500.0   \n",
       "985    40000.0         5.0       MORTGAGE     95000.0   \n",
       "987    40000.0         5.0           RENT    509000.0   \n",
       "\n",
       "                     purpose      dti  delinq_2yrs  earliest_cr_line  \\\n",
       "0    Credit card refinancing    23.91            1              2007   \n",
       "1         Debt consolidation    21.01            5              1991   \n",
       "3         Debt consolidation    29.38            0              1999   \n",
       "5    Credit card refinancing    17.01            0              2013   \n",
       "7         Debt consolidation    10.92            2              2004   \n",
       "8    Credit card refinancing    17.97            0              2013   \n",
       "9         Debt consolidation    31.12            3              1993   \n",
       "10   Credit card refinancing    14.90            0              2000   \n",
       "11        Debt consolidation    10.20            0              1997   \n",
       "12   Credit card refinancing    21.67            0              1997   \n",
       "15        Debt consolidation    12.34            0              2003   \n",
       "16        Debt consolidation     7.97            0              2002   \n",
       "17        Debt consolidation    15.66            1              1998   \n",
       "18        Debt consolidation    11.56            0              1998   \n",
       "19        Debt consolidation    31.39            0              1988   \n",
       "20        Debt consolidation    16.93            0              2013   \n",
       "22        Debt consolidation    26.98            0              2007   \n",
       "26        Debt consolidation     8.63            0              2011   \n",
       "29   Credit card refinancing    32.12            3              2005   \n",
       "30        Debt consolidation    29.61            0              1975   \n",
       "32        Debt consolidation    10.58            0              2013   \n",
       "34   Credit card refinancing    27.53            0              2011   \n",
       "37        Debt consolidation     8.36            0              2013   \n",
       "41        Debt consolidation    27.77            0              2001   \n",
       "42        Debt consolidation     6.05            0              2004   \n",
       "43   Credit card refinancing    30.72            0              1998   \n",
       "44   Credit card refinancing    48.09            0              1993   \n",
       "46   Credit card refinancing    29.37            0              1993   \n",
       "48        Debt consolidation    50.80            0              2010   \n",
       "49        Debt consolidation    31.21            0              1989   \n",
       "..                       ...      ...          ...               ...   \n",
       "950       Debt consolidation    10.30            1              2003   \n",
       "951       Debt consolidation     1.81            0              2002   \n",
       "952  Credit card refinancing    24.79            0              1992   \n",
       "955  Credit card refinancing    22.02            0              1999   \n",
       "956  Credit card refinancing    36.53            0              2006   \n",
       "957  Credit card refinancing     9.01            0              2007   \n",
       "958  Credit card refinancing  9999.00            0              1998   \n",
       "960  Credit card refinancing    21.94            0              2001   \n",
       "961  Credit card refinancing     7.09            0              2003   \n",
       "962       Debt consolidation    25.46            7              1998   \n",
       "963  Credit card refinancing    18.41            0              2006   \n",
       "965       Debt consolidation    15.62            0              2003   \n",
       "966       Debt consolidation    25.93            0              2001   \n",
       "968  Credit card refinancing    22.68            0              2001   \n",
       "969       Debt consolidation    24.16            4              1997   \n",
       "970  Credit card refinancing    15.23            0              1994   \n",
       "971       Debt consolidation    14.90            1              2007   \n",
       "973       Debt consolidation    13.97            0              2001   \n",
       "974  Credit card refinancing    17.33            0              2006   \n",
       "975       Debt consolidation    28.81            0              2003   \n",
       "976  Credit card refinancing    27.44            0              2000   \n",
       "977       Debt consolidation    36.82            0              2001   \n",
       "978       Debt consolidation    17.03            0              1987   \n",
       "979       Debt consolidation    14.25            1              2000   \n",
       "980       Debt consolidation    13.55            0              1991   \n",
       "981       Debt consolidation    21.34            0              2003   \n",
       "983       Debt consolidation    17.79            0              2001   \n",
       "984       Debt consolidation    26.89            0              2011   \n",
       "985       Debt consolidation    20.45            0              1999   \n",
       "987       Debt consolidation    11.42            0              1995   \n",
       "\n",
       "     inq_last_6mths  open_acc  pub_rec  revol_bal  revol_util  total_acc  \\\n",
       "0                 0        10        0     5524.0        32.1         17   \n",
       "1                 0        13        0     3685.0        15.2         39   \n",
       "3                 0         5        0      675.0        18.8         44   \n",
       "5                 0         5        0    12466.0        79.9          7   \n",
       "7                 0         7        0     3247.0        44.5         16   \n",
       "8                 1         7        0     3929.0        43.7          9   \n",
       "9                 2        17        0    11082.0        34.2         34   \n",
       "10                1         8        1     3763.0        54.5         24   \n",
       "11                0         5        1     6497.0        52.4          9   \n",
       "12                0        22        0   312921.0        49.0         38   \n",
       "15                0         4        1      447.0        49.7          7   \n",
       "16                2        15        0     5093.0        21.0         29   \n",
       "17                0         9        1    10630.0        54.2         21   \n",
       "18                0        15        1     5079.0        22.9         31   \n",
       "19                1        18        0    31750.0        56.5         35   \n",
       "20                0         7        0      990.0        21.1         14   \n",
       "22                0         6        1    19324.0        70.5         11   \n",
       "26                0         7        0    11773.0        21.8          7   \n",
       "29                0        13        0    13513.0        80.4         21   \n",
       "30                0         7        0     4289.0        32.0         14   \n",
       "32                1         9        0     4892.0        74.1         12   \n",
       "34                0        15        0    12938.0        55.8         21   \n",
       "37                0         5        0     9983.0        28.9          5   \n",
       "41                0        12        0    11511.0        66.2         16   \n",
       "42                0         2        0     4258.0        28.8          6   \n",
       "43                0        14        0    12504.0        38.7         22   \n",
       "44                0        12        0    25263.0        79.7         25   \n",
       "46                1        14        0    11752.0        74.0         15   \n",
       "48                1        12        0     7031.0        46.6         17   \n",
       "49                1        14        0    34924.0        76.3         56   \n",
       "..              ...       ...      ...        ...         ...        ...   \n",
       "950               0        10        0    35717.0        82.5         36   \n",
       "951               0        11        0     6438.0        14.8         16   \n",
       "952               0        28        0   142412.0        27.9         42   \n",
       "955               1        16        0    22172.0        48.5         28   \n",
       "956               0         7        0     5113.0        56.2         13   \n",
       "957               0        20        0    17658.0        59.7         45   \n",
       "958               0        11        0    29543.0        61.5         37   \n",
       "960               0        16        0   103688.0        24.9         28   \n",
       "961               0         6        0    29814.0        80.1         17   \n",
       "962               1        17        0    31317.0        70.2         35   \n",
       "963               0        20        0    57286.0        43.8         34   \n",
       "965               0        32        0    35789.0        56.8         55   \n",
       "966               0        21        0    29883.0        95.2         30   \n",
       "968               1        28        0   205654.0        30.4         68   \n",
       "969               3        16        0    18794.0        35.3         48   \n",
       "970               0        14        0   187696.0        73.7         29   \n",
       "971               1        12        0    12086.0        79.5         23   \n",
       "973               1        13        0    41175.0        69.9         21   \n",
       "974               1         8        0    41664.0        56.7         15   \n",
       "975               2        23        0    34879.0        73.4         29   \n",
       "976               0        12        0    33940.0        50.4         24   \n",
       "977               1         7        1    14566.0        55.2         23   \n",
       "978               0        18        0    26473.0        31.4         69   \n",
       "979               0        11        1    24484.0        66.4         14   \n",
       "980               1         6        0     8664.0        30.9         41   \n",
       "981               1        19        0     2681.0         5.3         46   \n",
       "983               0        12        2    16607.0        38.7         25   \n",
       "984               0        24        0    20873.0        36.2         29   \n",
       "985               3         7        0    39812.0        66.8         19   \n",
       "987               1        14        0    23628.0        58.2         44   \n",
       "\n",
       "     collections_12_mths_ex_med  \n",
       "0                             0  \n",
       "1                             0  \n",
       "3                             0  \n",
       "5                             0  \n",
       "7                             0  \n",
       "8                             0  \n",
       "9                             0  \n",
       "10                            0  \n",
       "11                            0  \n",
       "12                            0  \n",
       "15                            0  \n",
       "16                            0  \n",
       "17                            0  \n",
       "18                            0  \n",
       "19                            0  \n",
       "20                            0  \n",
       "22                            0  \n",
       "26                            0  \n",
       "29                            0  \n",
       "30                            0  \n",
       "32                            0  \n",
       "34                            0  \n",
       "37                            0  \n",
       "41                            0  \n",
       "42                            0  \n",
       "43                            0  \n",
       "44                            0  \n",
       "46                            0  \n",
       "48                            0  \n",
       "49                            0  \n",
       "..                          ...  \n",
       "950                           0  \n",
       "951                           0  \n",
       "952                           0  \n",
       "955                           0  \n",
       "956                           0  \n",
       "957                           0  \n",
       "958                           0  \n",
       "960                           0  \n",
       "961                           0  \n",
       "962                           0  \n",
       "963                           0  \n",
       "965                           0  \n",
       "966                           0  \n",
       "968                           0  \n",
       "969                           0  \n",
       "970                           0  \n",
       "971                           0  \n",
       "973                           0  \n",
       "974                           0  \n",
       "975                           0  \n",
       "976                           0  \n",
       "977                           0  \n",
       "978                           0  \n",
       "979                           0  \n",
       "980                           0  \n",
       "981                           0  \n",
       "983                           0  \n",
       "984                           0  \n",
       "985                           0  \n",
       "987                           0  \n",
       "\n",
       "[726 rows x 15 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newloans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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jaV9J66Qm0t3wlo3xQ6HwENoLyiK0F5RB6K77kS+CvB2+DtTJA/lvN0W6MJ0K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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117749e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import imp\n",
    "imp.reload(vs)\n",
    "vs.distribution(newloans)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## remove skew"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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egTgLryU8kfZ2oQrKZRyedl0DXIJXBE7K+TkQ2BqfYOSuLtoWdJ5x1In/1Dr6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\nMegdwDaSVpG0FvCa3P9WYD1JL4e0m0vStl39EDaQnD2ri7N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pkqbkS/M9Ot4AklaT1NjK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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e241f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "skewed = ['annual_inc','delinq_2yrs','open_acc', 'pub_rec','revol_bal','total_acc', 'collections_12_mths_ex_med']\n",
    "newloans_raw=newloans.copy()\n",
    "newloans_raw[skewed] = newloans[skewed].apply(lambda x: np.log(x + 1))\n",
    "imp.reload(vs)\n",
    "vs.distribution(newloans_raw, transformed = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## normalize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>loan_amnt</th>\n",
       "      <th>emp_length</th>\n",
       "      <th>home_ownership</th>\n",
       "      <th>annual_inc</th>\n",
       "      <th>purpose</th>\n",
       "      <th>dti</th>\n",
       "      <th>delinq_2yrs</th>\n",
       "      <th>earliest_cr_line</th>\n",
       "      <th>inq_last_6mths</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>collections_12_mths_ex_med</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.70</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>0.865604</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>0.002240</td>\n",
       "      <td>0.278943</td>\n",
       "      <td>0.857143</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.479785</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.458143</td>\n",
       "      <td>0.311111</td>\n",
       "      <td>0.510820</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.184211</td>\n",
       "      <td>0.90</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>0.840911</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>0.001949</td>\n",
       "      <td>0.721057</td>\n",
       "      <td>0.530612</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.568839</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.403813</td>\n",
       "      <td>0.140404</td>\n",
       "      <td>0.782011</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.152632</td>\n",
       "      <td>0.00</td>\n",
       "      <td>RENT</td>\n",
       "      <td>0.780023</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>0.002787</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.693878</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.255958</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.176139</td>\n",
       "      <td>0.176768</td>\n",
       "      <td>0.822013</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.289474</td>\n",
       "      <td>0.30</td>\n",
       "      <td>RENT</td>\n",
       "      <td>0.814677</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>0.001549</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.979592</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.255958</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.567383</td>\n",
       "      <td>0.793939</td>\n",
       "      <td>0.235409</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.105263</td>\n",
       "      <td>0.05</td>\n",
       "      <td>RENT</td>\n",
       "      <td>0.782243</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>0.000940</td>\n",
       "      <td>0.442114</td>\n",
       "      <td>0.795918</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.362190</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.386833</td>\n",
       "      <td>0.436364</td>\n",
       "      <td>0.491407</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.065132</td>\n",
       "      <td>0.90</td>\n",
       "      <td>RENT</td>\n",
       "      <td>0.793940</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>0.001645</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.979592</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.362190</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.412418</td>\n",
       "      <td>0.428283</td>\n",
       "      <td>0.311194</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.190789</td>\n",
       "      <td>0.00</td>\n",
       "      <td>OWN</td>\n",
       "      <td>0.817906</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>0.002961</td>\n",
       "      <td>0.557886</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.661642</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.551587</td>\n",
       "      <td>0.332323</td>\n",
       "      <td>0.736661</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.060526</td>\n",
       "      <td>0.00</td>\n",
       "      <td>RENT</td>\n",
       "      <td>0.712719</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>0.001338</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.714286</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.405684</td>\n",
       "      <td>0.386853</td>\n",
       "      <td>0.406624</td>\n",
       "      <td>0.537374</td>\n",
       "      <td>0.622387</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.131579</td>\n",
       "      <td>0.00</td>\n",
       "      <td>RENT</td>\n",
       "      <td>0.767518</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>0.000868</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.653061</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.255958</td>\n",
       "      <td>0.386853</td>\n",
       "      <td>0.479918</td>\n",
       "      <td>0.516162</td>\n",
       "      <td>0.311194</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.569737</td>\n",
       "      <td>1.00</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>0.002016</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.653061</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.752158</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.481818</td>\n",
       "      <td>0.773413</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    loan_amnt  emp_length home_ownership  annual_inc                  purpose  \\\n",
       "0    0.000000        0.70       MORTGAGE    0.865604  Credit card refinancing   \n",
       "1    0.184211        0.90       MORTGAGE    0.840911       Debt consolidation   \n",
       "3    0.152632        0.00           RENT    0.780023       Debt consolidation   \n",
       "5    0.289474        0.30           RENT    0.814677  Credit card refinancing   \n",
       "7    0.105263        0.05           RENT    0.782243       Debt consolidation   \n",
       "8    0.065132        0.90           RENT    0.793940  Credit card refinancing   \n",
       "9    0.190789        0.00            OWN    0.817906       Debt consolidation   \n",
       "10   0.060526        0.00           RENT    0.712719  Credit card refinancing   \n",
       "11   0.131579        0.00           RENT    0.767518       Debt consolidation   \n",
       "12   0.569737        1.00       MORTGAGE    1.000000  Credit card refinancing   \n",
       "\n",
       "         dti  delinq_2yrs  earliest_cr_line  inq_last_6mths  open_acc  \\\n",
       "0   0.002240     0.278943          0.857143            0.00  0.479785   \n",
       "1   0.001949     0.721057          0.530612            0.00  0.568839   \n",
       "3   0.002787     0.000000          0.693878            0.00  0.255958   \n",
       "5   0.001549     0.000000          0.979592            0.00  0.255958   \n",
       "7   0.000940     0.442114          0.795918            0.00  0.362190   \n",
       "8   0.001645     0.000000          0.979592            0.25  0.362190   \n",
       "9   0.002961     0.557886          0.571429            0.50  0.661642   \n",
       "10  0.001338     0.000000          0.714286            0.25  0.405684   \n",
       "11  0.000868     0.000000          0.653061            0.00  0.255958   \n",
       "12  0.002016     0.000000          0.653061            0.00  0.752158   \n",
       "\n",
       "     pub_rec  revol_bal  revol_util  total_acc  collections_12_mths_ex_med  \n",
       "0   0.000000   0.458143    0.311111   0.510820                         0.0  \n",
       "1   0.000000   0.403813    0.140404   0.782011                         0.0  \n",
       "3   0.000000   0.176139    0.176768   0.822013                         0.0  \n",
       "5   0.000000   0.567383    0.793939   0.235409                         0.0  \n",
       "7   0.000000   0.386833    0.436364   0.491407                         0.0  \n",
       "8   0.000000   0.412418    0.428283   0.311194                         0.0  \n",
       "9   0.000000   0.551587    0.332323   0.736661                         0.0  \n",
       "10  0.386853   0.406624    0.537374   0.622387                         0.0  \n",
       "11  0.386853   0.479918    0.516162   0.311194                         0.0  \n",
       "12  0.000000   1.000000    0.481818   0.773413                         0.0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "# Initialize a scaler, then apply it to the features\n",
    "scaler = MinMaxScaler()\n",
    "numerical = ['loan_amnt','emp_length', 'annual_inc','dti','delinq_2yrs','earliest_cr_line','inq_last_6mths','open_acc', 'pub_rec','revol_bal','revol_util','total_acc', 'collections_12_mths_ex_med']\n",
    "newloans_raw[numerical] = scaler.fit_transform(newloans_raw[numerical])\n",
    "\n",
    "# Show an example of a record with scaling applied\n",
    "display(newloans_raw.head(n = 10))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## one hot encode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "newloans_raw.replace(\"Credit card refinancing\",'credit_card',inplace=True)\n",
    "newloans_raw.replace(\"Debt consolidation\",'debt_consolidation',inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "18 total features after one-hot encoding.\n",
      "['loan_amnt', 'emp_length', 'annual_inc', 'dti', 'delinq_2yrs', 'earliest_cr_line', 'inq_last_6mths', 'open_acc', 'pub_rec', 'revol_bal', 'revol_util', 'total_acc', 'collections_12_mths_ex_med', 'home_ownership_MORTGAGE', 'home_ownership_OWN', 'home_ownership_RENT', 'purpose_credit_card', 'purpose_debt_consolidation']\n"
     ]
    }
   ],
   "source": [
    "feat = pd.get_dummies(newloans_raw)\n",
    "\n",
    "\n",
    "#print(income.head(n=10))\n",
    "# Print the number of features after one-hot encoding\n",
    "encoded = list(feat.columns)\n",
    "print (\"{} total features after one-hot encoding.\".format(len(encoded)))\n",
    "\n",
    "# Uncomment the following line to see the encoded feature names\n",
    "print (encoded)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>loan_amnt</th>\n",
       "      <th>emp_length</th>\n",
       "      <th>home_ownership</th>\n",
       "      <th>annual_inc</th>\n",
       "      <th>purpose</th>\n",
       "      <th>dti</th>\n",
       "      <th>delinq_2yrs</th>\n",
       "      <th>earliest_cr_line</th>\n",
       "      <th>inq_last_6mths</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>collections_12_mths_ex_med</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.70</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>0.865604</td>\n",
       "      <td>credit_card</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.184211</td>\n",
       "      <td>0.90</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>0.840911</td>\n",
       "      <td>debt_consolidation</td>\n",
       "      <td>0.001949</td>\n",
       "      <td>0.721057</td>\n",
       "      <td>0.530612</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.568839</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.403813</td>\n",
       "      <td>0.140404</td>\n",
       "      <td>0.782011</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.152632</td>\n",
       "      <td>0.00</td>\n",
       "      <td>RENT</td>\n",
       "      <td>0.780023</td>\n",
       "      <td>debt_consolidation</td>\n",
       "      <td>0.002787</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.693878</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.255958</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.176139</td>\n",
       "      <td>0.176768</td>\n",
       "      <td>0.822013</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.289474</td>\n",
       "      <td>0.30</td>\n",
       "      <td>RENT</td>\n",
       "      <td>0.814677</td>\n",
       "      <td>credit_card</td>\n",
       "      <td>0.001549</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.979592</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.255958</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.567383</td>\n",
       "      <td>0.793939</td>\n",
       "      <td>0.235409</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.105263</td>\n",
       "      <td>0.05</td>\n",
       "      <td>RENT</td>\n",
       "      <td>0.782243</td>\n",
       "      <td>debt_consolidation</td>\n",
       "      <td>0.000940</td>\n",
       "      <td>0.442114</td>\n",
       "      <td>0.795918</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.362190</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.386833</td>\n",
       "      <td>0.436364</td>\n",
       "      <td>0.491407</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.065132</td>\n",
       "      <td>0.90</td>\n",
       "      <td>RENT</td>\n",
       "      <td>0.793940</td>\n",
       "      <td>credit_card</td>\n",
       "      <td>0.001645</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.979592</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.362190</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.412418</td>\n",
       "      <td>0.428283</td>\n",
       "      <td>0.311194</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.190789</td>\n",
       "      <td>0.00</td>\n",
       "      <td>OWN</td>\n",
       "      <td>0.817906</td>\n",
       "      <td>debt_consolidation</td>\n",
       "      <td>0.002961</td>\n",
       "      <td>0.557886</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.661642</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.551587</td>\n",
       "      <td>0.332323</td>\n",
       "      <td>0.736661</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.060526</td>\n",
       "      <td>0.00</td>\n",
       "      <td>RENT</td>\n",
       "      <td>0.712719</td>\n",
       "      <td>credit_card</td>\n",
       "      <td>0.001338</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.714286</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.405684</td>\n",
       "      <td>0.386853</td>\n",
       "      <td>0.406624</td>\n",
       "      <td>0.537374</td>\n",
       "      <td>0.622387</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.131579</td>\n",
       "      <td>0.00</td>\n",
       "      <td>RENT</td>\n",
       "      <td>0.767518</td>\n",
       "      <td>debt_consolidation</td>\n",
       "      <td>0.000868</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.653061</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.255958</td>\n",
       "      <td>0.386853</td>\n",
       "      <td>0.479918</td>\n",
       "      <td>0.516162</td>\n",
       "      <td>0.311194</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.569737</td>\n",
       "      <td>1.00</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>credit_card</td>\n",
       "      <td>0.002016</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.653061</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.752158</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.481818</td>\n",
       "      <td>0.773413</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    loan_amnt  emp_length home_ownership  annual_inc             purpose  \\\n",
       "0    0.000000        0.70       MORTGAGE    0.865604         credit_card   \n",
       "1    0.184211        0.90       MORTGAGE    0.840911  debt_consolidation   \n",
       "3    0.152632        0.00           RENT    0.780023  debt_consolidation   \n",
       "5    0.289474        0.30           RENT    0.814677         credit_card   \n",
       "7    0.105263        0.05           RENT    0.782243  debt_consolidation   \n",
       "8    0.065132        0.90           RENT    0.793940         credit_card   \n",
       "9    0.190789        0.00            OWN    0.817906  debt_consolidation   \n",
       "10   0.060526        0.00           RENT    0.712719         credit_card   \n",
       "11   0.131579        0.00           RENT    0.767518  debt_consolidation   \n",
       "12   0.569737        1.00       MORTGAGE    1.000000         credit_card   \n",
       "\n",
       "         dti  delinq_2yrs  earliest_cr_line  inq_last_6mths  open_acc  \\\n",
       "0   0.002240     0.278943          0.857143            0.00  0.479785   \n",
       "1   0.001949     0.721057          0.530612            0.00  0.568839   \n",
       "3   0.002787     0.000000          0.693878            0.00  0.255958   \n",
       "5   0.001549     0.000000          0.979592            0.00  0.255958   \n",
       "7   0.000940     0.442114          0.795918            0.00  0.362190   \n",
       "8   0.001645     0.000000          0.979592            0.25  0.362190   \n",
       "9   0.002961     0.557886          0.571429            0.50  0.661642   \n",
       "10  0.001338     0.000000          0.714286            0.25  0.405684   \n",
       "11  0.000868     0.000000          0.653061            0.00  0.255958   \n",
       "12  0.002016     0.000000          0.653061            0.00  0.752158   \n",
       "\n",
       "     pub_rec  revol_bal  revol_util  total_acc  collections_12_mths_ex_med  \n",
       "0   0.000000   0.458143    0.311111   0.510820                         0.0  \n",
       "1   0.000000   0.403813    0.140404   0.782011                         0.0  \n",
       "3   0.000000   0.176139    0.176768   0.822013                         0.0  \n",
       "5   0.000000   0.567383    0.793939   0.235409                         0.0  \n",
       "7   0.000000   0.386833    0.436364   0.491407                         0.0  \n",
       "8   0.000000   0.412418    0.428283   0.311194                         0.0  \n",
       "9   0.000000   0.551587    0.332323   0.736661                         0.0  \n",
       "10  0.386853   0.406624    0.537374   0.622387                         0.0  \n",
       "11  0.386853   0.479918    0.516162   0.311194                         0.0  \n",
       "12  0.000000   1.000000    0.481818   0.773413                         0.0  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newloans_raw.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "final['predictedclass']=clf.predict(feat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "goodloans=final.query('predictedclass==1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>int_rate</th>\n",
       "      <th>loan_amnt</th>\n",
       "      <th>installment</th>\n",
       "      <th>emp_length</th>\n",
       "      <th>home_ownership</th>\n",
       "      <th>annual_inc</th>\n",
       "      <th>purpose</th>\n",
       "      <th>dti</th>\n",
       "      <th>delinq_2yrs</th>\n",
       "      <th>earliest_cr_line</th>\n",
       "      <th>inq_last_6mths</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>collections_12_mths_ex_med</th>\n",
       "      <th>predictedclass</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>111876788</td>\n",
       "      <td>7.21</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>61.95</td>\n",
       "      <td>7 years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>90000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>23.91</td>\n",
       "      <td>1</td>\n",
       "      <td>06-24-2007 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>5524.0</td>\n",
       "      <td>32.1</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>111549780</td>\n",
       "      <td>21.45</td>\n",
       "      <td>7800.0</td>\n",
       "      <td>295.68</td>\n",
       "      <td>n/a</td>\n",
       "      <td>RENT</td>\n",
       "      <td>29135.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>29.38</td>\n",
       "      <td>0</td>\n",
       "      <td>09-18-1999 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>675.0</td>\n",
       "      <td>18.8</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>112888880</td>\n",
       "      <td>13.59</td>\n",
       "      <td>9250.0</td>\n",
       "      <td>314.31</td>\n",
       "      <td>n/a</td>\n",
       "      <td>OWN</td>\n",
       "      <td>48000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>31.12</td>\n",
       "      <td>3</td>\n",
       "      <td>12-07-1993 16:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>11082.0</td>\n",
       "      <td>34.2</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>112706451</td>\n",
       "      <td>15.05</td>\n",
       "      <td>4300.0</td>\n",
       "      <td>149.17</td>\n",
       "      <td>n/a</td>\n",
       "      <td>RENT</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>14.90</td>\n",
       "      <td>0</td>\n",
       "      <td>07-29-2000 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>3763.0</td>\n",
       "      <td>54.5</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>112050937</td>\n",
       "      <td>7.35</td>\n",
       "      <td>23650.0</td>\n",
       "      <td>734.04</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>529000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>21.67</td>\n",
       "      <td>0</td>\n",
       "      <td>03-23-1997 16:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>312921.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>112762391</td>\n",
       "      <td>20.00</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>185.82</td>\n",
       "      <td>5 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>92000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>12.34</td>\n",
       "      <td>0</td>\n",
       "      <td>04-05-2003 16:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>447.0</td>\n",
       "      <td>49.7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>113065122</td>\n",
       "      <td>16.02</td>\n",
       "      <td>8000.0</td>\n",
       "      <td>281.34</td>\n",
       "      <td>&lt; 1 year</td>\n",
       "      <td>RENT</td>\n",
       "      <td>33000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>11.56</td>\n",
       "      <td>0</td>\n",
       "      <td>01-08-1998 16:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>5079.0</td>\n",
       "      <td>22.9</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>112711315</td>\n",
       "      <td>15.05</td>\n",
       "      <td>24000.0</td>\n",
       "      <td>832.56</td>\n",
       "      <td>5 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>185000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>8.63</td>\n",
       "      <td>0</td>\n",
       "      <td>11-30-2011 16:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>11773.0</td>\n",
       "      <td>21.8</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>113072246</td>\n",
       "      <td>13.59</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>339.79</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>55000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>10.58</td>\n",
       "      <td>0</td>\n",
       "      <td>02-09-2013 16:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>4892.0</td>\n",
       "      <td>74.1</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>111863089</td>\n",
       "      <td>16.02</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>527.51</td>\n",
       "      <td>&lt; 1 year</td>\n",
       "      <td>RENT</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>27.53</td>\n",
       "      <td>0</td>\n",
       "      <td>03-27-2011 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>12938.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           id  int_rate  loan_amnt  installment emp_length home_ownership  \\\n",
       "0   111876788      7.21     2000.0        61.95    7 years       MORTGAGE   \n",
       "3   111549780     21.45     7800.0       295.68        n/a           RENT   \n",
       "9   112888880     13.59     9250.0       314.31        n/a            OWN   \n",
       "10  112706451     15.05     4300.0       149.17        n/a           RENT   \n",
       "12  112050937      7.35    23650.0       734.04  10+ years       MORTGAGE   \n",
       "15  112762391     20.00     5000.0       185.82    5 years           RENT   \n",
       "18  113065122     16.02     8000.0       281.34   < 1 year           RENT   \n",
       "26  112711315     15.05    24000.0       832.56    5 years           RENT   \n",
       "32  113072246     13.59    10000.0       339.79  10+ years       MORTGAGE   \n",
       "34  111863089     16.02    15000.0       527.51   < 1 year           RENT   \n",
       "\n",
       "    annual_inc                  purpose    dti  delinq_2yrs  \\\n",
       "0      90000.0  Credit card refinancing  23.91            1   \n",
       "3      29135.0       Debt consolidation  29.38            0   \n",
       "9      48000.0       Debt consolidation  31.12            3   \n",
       "10     12000.0  Credit card refinancing  14.90            0   \n",
       "12    529000.0  Credit card refinancing  21.67            0   \n",
       "15     92000.0       Debt consolidation  12.34            0   \n",
       "18     33000.0       Debt consolidation  11.56            0   \n",
       "26    185000.0       Debt consolidation   8.63            0   \n",
       "32     55000.0       Debt consolidation  10.58            0   \n",
       "34     50000.0  Credit card refinancing  27.53            0   \n",
       "\n",
       "       earliest_cr_line  inq_last_6mths  open_acc  pub_rec  revol_bal  \\\n",
       "0   06-24-2007 17:00:00               0        10        0     5524.0   \n",
       "3   09-18-1999 17:00:00               0         5        0      675.0   \n",
       "9   12-07-1993 16:00:00               2        17        0    11082.0   \n",
       "10  07-29-2000 17:00:00               1         8        1     3763.0   \n",
       "12  03-23-1997 16:00:00               0        22        0   312921.0   \n",
       "15  04-05-2003 16:00:00               0         4        1      447.0   \n",
       "18  01-08-1998 16:00:00               0        15        1     5079.0   \n",
       "26  11-30-2011 16:00:00               0         7        0    11773.0   \n",
       "32  02-09-2013 16:00:00               1         9        0     4892.0   \n",
       "34  03-27-2011 17:00:00               0        15        0    12938.0   \n",
       "\n",
       "    revol_util  total_acc  collections_12_mths_ex_med  predictedclass  \n",
       "0         32.1         17                           0               1  \n",
       "3         18.8         44                           0               1  \n",
       "9         34.2         34                           0               1  \n",
       "10        54.5         24                           0               1  \n",
       "12        49.0         38                           0               1  \n",
       "15        49.7          7                           0               1  \n",
       "18        22.9         31                           0               1  \n",
       "26        21.8          7                           0               1  \n",
       "32        74.1         12                           0               1  \n",
       "34        55.8         21                           0               1  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "goodloans.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>int_rate</th>\n",
       "      <th>loan_amnt</th>\n",
       "      <th>installment</th>\n",
       "      <th>emp_length</th>\n",
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       "      <th>annual_inc</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>113088975</td>\n",
       "      <td>30.84</td>\n",
       "      <td>25825.0</td>\n",
       "      <td>1108.23</td>\n",
       "      <td>&lt; 1 year</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>64000.0</td>\n",
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       "      <td>32.55</td>\n",
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       "      <td>33.6</td>\n",
       "      <td>18</td>\n",
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       "      <td>1</td>\n",
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       "      <th>481</th>\n",
       "      <td>111630307</td>\n",
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       "      <td>26625.0</td>\n",
       "      <td>1142.56</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>77000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>34.10</td>\n",
       "      <td>0</td>\n",
       "      <td>10-08-2001 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>25388.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>112809805</td>\n",
       "      <td>30.84</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>643.70</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>60000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>24.54</td>\n",
       "      <td>0</td>\n",
       "      <td>05-09-2001 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>18630.0</td>\n",
       "      <td>77.3</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>746</th>\n",
       "      <td>113536597</td>\n",
       "      <td>29.69</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>507.39</td>\n",
       "      <td>8 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>85000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>21.84</td>\n",
       "      <td>0</td>\n",
       "      <td>05-16-2004 17:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>24183.0</td>\n",
       "      <td>43.3</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>870</th>\n",
       "      <td>112380974</td>\n",
       "      <td>26.30</td>\n",
       "      <td>22175.0</td>\n",
       "      <td>897.00</td>\n",
       "      <td>7 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>50400.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>16.86</td>\n",
       "      <td>0</td>\n",
       "      <td>12-11-2007 16:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>7904.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>751</th>\n",
       "      <td>113515708</td>\n",
       "      <td>26.30</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>485.41</td>\n",
       "      <td>3 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>110000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>24.85</td>\n",
       "      <td>1</td>\n",
       "      <td>07-15-1985 17:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "      <td>12304.0</td>\n",
       "      <td>33.6</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>113487906</td>\n",
       "      <td>25.82</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>1406.82</td>\n",
       "      <td>&lt; 1 year</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>49940.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>36.82</td>\n",
       "      <td>0</td>\n",
       "      <td>03-13-2001 16:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>14566.0</td>\n",
       "      <td>55.2</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>113228593</td>\n",
       "      <td>25.82</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>120.59</td>\n",
       "      <td>&lt; 1 year</td>\n",
       "      <td>RENT</td>\n",
       "      <td>48000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>21.65</td>\n",
       "      <td>0</td>\n",
       "      <td>11-13-2011 16:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>4466.0</td>\n",
       "      <td>99.2</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>947</th>\n",
       "      <td>113154870</td>\n",
       "      <td>25.82</td>\n",
       "      <td>32075.0</td>\n",
       "      <td>1289.25</td>\n",
       "      <td>2 years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>69757.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>29.73</td>\n",
       "      <td>0</td>\n",
       "      <td>07-11-2002 17:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>44</td>\n",
       "      <td>1</td>\n",
       "      <td>47003.0</td>\n",
       "      <td>42.9</td>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>113511023</td>\n",
       "      <td>24.85</td>\n",
       "      <td>8500.0</td>\n",
       "      <td>337.29</td>\n",
       "      <td>9 years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>125000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>6.59</td>\n",
       "      <td>0</td>\n",
       "      <td>07-15-2004 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "      <td>8413.0</td>\n",
       "      <td>13.4</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>113090366</td>\n",
       "      <td>24.85</td>\n",
       "      <td>26300.0</td>\n",
       "      <td>1043.60</td>\n",
       "      <td>4 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>117000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>10.14</td>\n",
       "      <td>1</td>\n",
       "      <td>09-09-2003 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>26438.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>112765108</td>\n",
       "      <td>24.85</td>\n",
       "      <td>13075.0</td>\n",
       "      <td>518.83</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>90000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>3.76</td>\n",
       "      <td>1</td>\n",
       "      <td>03-12-2001 16:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2569.0</td>\n",
       "      <td>79.3</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>113123710</td>\n",
       "      <td>24.85</td>\n",
       "      <td>16000.0</td>\n",
       "      <td>634.89</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>53000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>26.25</td>\n",
       "      <td>1</td>\n",
       "      <td>10-10-2006 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>7509.0</td>\n",
       "      <td>23.8</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760</th>\n",
       "      <td>112872994</td>\n",
       "      <td>23.88</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>470.04</td>\n",
       "      <td>7 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>60000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>25.21</td>\n",
       "      <td>1</td>\n",
       "      <td>11-10-2001 16:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>11525.0</td>\n",
       "      <td>74.8</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>112913395</td>\n",
       "      <td>23.88</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>391.70</td>\n",
       "      <td>&lt; 1 year</td>\n",
       "      <td>RENT</td>\n",
       "      <td>36000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>22.23</td>\n",
       "      <td>0</td>\n",
       "      <td>08-11-2012 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>10532.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>112915134</td>\n",
       "      <td>23.88</td>\n",
       "      <td>6950.0</td>\n",
       "      <td>272.24</td>\n",
       "      <td>3 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>31.97</td>\n",
       "      <td>0</td>\n",
       "      <td>05-12-2003 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>8330.0</td>\n",
       "      <td>28.1</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>112989734</td>\n",
       "      <td>23.88</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>587.55</td>\n",
       "      <td>5 years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>49000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>26.62</td>\n",
       "      <td>0</td>\n",
       "      <td>03-09-2002 16:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>9867.0</td>\n",
       "      <td>69.5</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>113162997</td>\n",
       "      <td>23.88</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>1370.95</td>\n",
       "      <td>&lt; 1 year</td>\n",
       "      <td>OWN</td>\n",
       "      <td>60000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>14.90</td>\n",
       "      <td>1</td>\n",
       "      <td>07-11-2007 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12086.0</td>\n",
       "      <td>79.5</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>113153544</td>\n",
       "      <td>21.45</td>\n",
       "      <td>4300.0</td>\n",
       "      <td>163.00</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>34.11</td>\n",
       "      <td>1</td>\n",
       "      <td>09-11-1994 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>637.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>111549780</td>\n",
       "      <td>21.45</td>\n",
       "      <td>7800.0</td>\n",
       "      <td>295.68</td>\n",
       "      <td>n/a</td>\n",
       "      <td>RENT</td>\n",
       "      <td>29135.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>29.38</td>\n",
       "      <td>0</td>\n",
       "      <td>09-18-1999 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>675.0</td>\n",
       "      <td>18.8</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897</th>\n",
       "      <td>113162495</td>\n",
       "      <td>21.45</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>1137.20</td>\n",
       "      <td>&lt; 1 year</td>\n",
       "      <td>RENT</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>19.79</td>\n",
       "      <td>0</td>\n",
       "      <td>10-11-1996 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>21443.0</td>\n",
       "      <td>69.3</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>929</th>\n",
       "      <td>112810710</td>\n",
       "      <td>21.45</td>\n",
       "      <td>31000.0</td>\n",
       "      <td>1175.11</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>80000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>13.59</td>\n",
       "      <td>0</td>\n",
       "      <td>03-10-1997 16:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>7517.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>113485860</td>\n",
       "      <td>21.45</td>\n",
       "      <td>12200.0</td>\n",
       "      <td>462.46</td>\n",
       "      <td>2 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>70000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>14.92</td>\n",
       "      <td>0</td>\n",
       "      <td>03-13-2008 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>5930.0</td>\n",
       "      <td>61.8</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801</th>\n",
       "      <td>113228081</td>\n",
       "      <td>21.45</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>568.60</td>\n",
       "      <td>7 years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>200000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>16.03</td>\n",
       "      <td>0</td>\n",
       "      <td>01-13-1997 16:00:00</td>\n",
       "      <td>4</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>35329.0</td>\n",
       "      <td>60.2</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>531</th>\n",
       "      <td>112929814</td>\n",
       "      <td>21.45</td>\n",
       "      <td>7800.0</td>\n",
       "      <td>295.68</td>\n",
       "      <td>2 years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>62500.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>13.15</td>\n",
       "      <td>1</td>\n",
       "      <td>03-09-2004 16:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>5467.0</td>\n",
       "      <td>63.6</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>113295239</td>\n",
       "      <td>21.45</td>\n",
       "      <td>6050.0</td>\n",
       "      <td>229.34</td>\n",
       "      <td>2 years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>66000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>15.84</td>\n",
       "      <td>0</td>\n",
       "      <td>06-13-2003 17:00:00</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>8465.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>113233191</td>\n",
       "      <td>21.45</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>1326.73</td>\n",
       "      <td>1 year</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>72000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>17.33</td>\n",
       "      <td>0</td>\n",
       "      <td>07-14-2006 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>41664.0</td>\n",
       "      <td>56.7</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>112861557</td>\n",
       "      <td>21.45</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>379.07</td>\n",
       "      <td>8 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>30.11</td>\n",
       "      <td>0</td>\n",
       "      <td>08-11-2004 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>17566.0</td>\n",
       "      <td>98.1</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>113100122</td>\n",
       "      <td>21.45</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>227.44</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>74000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>22.67</td>\n",
       "      <td>0</td>\n",
       "      <td>10-10-1983 17:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>17793.0</td>\n",
       "      <td>35.6</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>113201786</td>\n",
       "      <td>21.45</td>\n",
       "      <td>6025.0</td>\n",
       "      <td>228.39</td>\n",
       "      <td>5 years</td>\n",
       "      <td>OWN</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>16.05</td>\n",
       "      <td>0</td>\n",
       "      <td>01-13-1999 16:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>6727.0</td>\n",
       "      <td>26.9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>113163909</td>\n",
       "      <td>7.07</td>\n",
       "      <td>15600.0</td>\n",
       "      <td>482.19</td>\n",
       "      <td>1 year</td>\n",
       "      <td>RENT</td>\n",
       "      <td>45000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>28.13</td>\n",
       "      <td>0</td>\n",
       "      <td>12-12-1986 16:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>17892.0</td>\n",
       "      <td>34.3</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>731</th>\n",
       "      <td>113535113</td>\n",
       "      <td>7.07</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>309.10</td>\n",
       "      <td>5 years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>85000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>21.40</td>\n",
       "      <td>0</td>\n",
       "      <td>05-16-1996 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>5937.0</td>\n",
       "      <td>24.2</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>113536120</td>\n",
       "      <td>7.07</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>618.19</td>\n",
       "      <td>n/a</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>60000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>18.58</td>\n",
       "      <td>0</td>\n",
       "      <td>01-16-1972 16:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>9723.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>113164862</td>\n",
       "      <td>7.07</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>123.64</td>\n",
       "      <td>2 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>49000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>27.95</td>\n",
       "      <td>0</td>\n",
       "      <td>07-12-2009 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>3930.0</td>\n",
       "      <td>10.1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>113513208</td>\n",
       "      <td>7.07</td>\n",
       "      <td>38625.0</td>\n",
       "      <td>1193.87</td>\n",
       "      <td>4 years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>177000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>17.79</td>\n",
       "      <td>0</td>\n",
       "      <td>07-15-2001 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>16607.0</td>\n",
       "      <td>38.7</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>113161845</td>\n",
       "      <td>7.07</td>\n",
       "      <td>8000.0</td>\n",
       "      <td>247.28</td>\n",
       "      <td>2 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>25.64</td>\n",
       "      <td>0</td>\n",
       "      <td>04-11-2010 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>10496.0</td>\n",
       "      <td>44.7</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>113193460</td>\n",
       "      <td>5.32</td>\n",
       "      <td>6025.0</td>\n",
       "      <td>181.45</td>\n",
       "      <td>2 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>58000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>16.76</td>\n",
       "      <td>0</td>\n",
       "      <td>11-12-2001 16:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>620.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>113495327</td>\n",
       "      <td>5.32</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>150.58</td>\n",
       "      <td>3 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>53000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>30.10</td>\n",
       "      <td>0</td>\n",
       "      <td>03-14-2007 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>10496.0</td>\n",
       "      <td>49.4</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>849</th>\n",
       "      <td>113306630</td>\n",
       "      <td>5.32</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>602.30</td>\n",
       "      <td>6 years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>13.12</td>\n",
       "      <td>0</td>\n",
       "      <td>07-16-1998 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>32418.0</td>\n",
       "      <td>27.1</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>113127922</td>\n",
       "      <td>5.32</td>\n",
       "      <td>19000.0</td>\n",
       "      <td>572.19</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>103000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>18.77</td>\n",
       "      <td>0</td>\n",
       "      <td>02-11-1997 16:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>19207.0</td>\n",
       "      <td>27.2</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>112800905</td>\n",
       "      <td>5.32</td>\n",
       "      <td>21000.0</td>\n",
       "      <td>632.42</td>\n",
       "      <td>4 years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>160000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>11.84</td>\n",
       "      <td>0</td>\n",
       "      <td>03-11-2004 16:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>17336.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>113165853</td>\n",
       "      <td>5.32</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>210.81</td>\n",
       "      <td>6 years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>56000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>20.20</td>\n",
       "      <td>0</td>\n",
       "      <td>12-12-2003 16:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>2811.0</td>\n",
       "      <td>17.2</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>112931402</td>\n",
       "      <td>5.32</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>451.73</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>125000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>6.08</td>\n",
       "      <td>0</td>\n",
       "      <td>08-11-1999 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>15588.0</td>\n",
       "      <td>23.7</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>113180686</td>\n",
       "      <td>5.32</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>451.73</td>\n",
       "      <td>8 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>108000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>13.95</td>\n",
       "      <td>0</td>\n",
       "      <td>09-12-1994 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>13082.0</td>\n",
       "      <td>26.9</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>113515496</td>\n",
       "      <td>5.32</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>150.58</td>\n",
       "      <td>3 years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>68000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>20.63</td>\n",
       "      <td>3</td>\n",
       "      <td>04-15-1999 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>11515.0</td>\n",
       "      <td>27.4</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>112695870</td>\n",
       "      <td>5.32</td>\n",
       "      <td>13600.0</td>\n",
       "      <td>409.57</td>\n",
       "      <td>4 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>75000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>23.49</td>\n",
       "      <td>0</td>\n",
       "      <td>11-13-2003 16:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>17773.0</td>\n",
       "      <td>51.5</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>113456817</td>\n",
       "      <td>5.32</td>\n",
       "      <td>2500.0</td>\n",
       "      <td>75.29</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>71000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>16.04</td>\n",
       "      <td>0</td>\n",
       "      <td>03-16-2002 16:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>31653.0</td>\n",
       "      <td>57.4</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>925</th>\n",
       "      <td>113163593</td>\n",
       "      <td>5.32</td>\n",
       "      <td>26000.0</td>\n",
       "      <td>782.99</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>58240.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>27.39</td>\n",
       "      <td>0</td>\n",
       "      <td>09-11-2001 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>28579.0</td>\n",
       "      <td>51.6</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>113543293</td>\n",
       "      <td>5.32</td>\n",
       "      <td>8000.0</td>\n",
       "      <td>240.92</td>\n",
       "      <td>&lt; 1 year</td>\n",
       "      <td>RENT</td>\n",
       "      <td>80000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>20.40</td>\n",
       "      <td>0</td>\n",
       "      <td>10-16-2007 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>11127.0</td>\n",
       "      <td>34.4</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>716</th>\n",
       "      <td>113484518</td>\n",
       "      <td>5.32</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>391.50</td>\n",
       "      <td>&lt; 1 year</td>\n",
       "      <td>RENT</td>\n",
       "      <td>160000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>18.53</td>\n",
       "      <td>0</td>\n",
       "      <td>02-13-1992 16:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>40833.0</td>\n",
       "      <td>57.7</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>905</th>\n",
       "      <td>113194718</td>\n",
       "      <td>5.32</td>\n",
       "      <td>25500.0</td>\n",
       "      <td>767.93</td>\n",
       "      <td>4 years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>159500.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>19.22</td>\n",
       "      <td>0</td>\n",
       "      <td>07-12-1998 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>8493.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>738</th>\n",
       "      <td>113491830</td>\n",
       "      <td>5.32</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>301.15</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>75000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>22.59</td>\n",
       "      <td>0</td>\n",
       "      <td>05-14-1993 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>26765.0</td>\n",
       "      <td>58.6</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>742</th>\n",
       "      <td>113445886</td>\n",
       "      <td>5.32</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>301.15</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>45000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>18.64</td>\n",
       "      <td>0</td>\n",
       "      <td>08-14-2006 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>11761.0</td>\n",
       "      <td>30.6</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>802</th>\n",
       "      <td>113501718</td>\n",
       "      <td>5.32</td>\n",
       "      <td>13500.0</td>\n",
       "      <td>406.55</td>\n",
       "      <td>&lt; 1 year</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>74000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>17.63</td>\n",
       "      <td>0</td>\n",
       "      <td>12-15-2002 16:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>15082.0</td>\n",
       "      <td>52.9</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>113491192</td>\n",
       "      <td>5.32</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>451.73</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>03-13-1988 16:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>38174.0</td>\n",
       "      <td>57.1</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>113493462</td>\n",
       "      <td>5.32</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>602.30</td>\n",
       "      <td>8 years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>103000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>22.16</td>\n",
       "      <td>0</td>\n",
       "      <td>06-13-1980 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>16927.0</td>\n",
       "      <td>45.7</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>837</th>\n",
       "      <td>113494553</td>\n",
       "      <td>5.32</td>\n",
       "      <td>18000.0</td>\n",
       "      <td>542.07</td>\n",
       "      <td>1 year</td>\n",
       "      <td>OWN</td>\n",
       "      <td>78000.0</td>\n",
       "      <td>Debt consolidation</td>\n",
       "      <td>27.51</td>\n",
       "      <td>0</td>\n",
       "      <td>03-14-1993 16:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>17042.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>881</th>\n",
       "      <td>113503422</td>\n",
       "      <td>5.32</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>602.30</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>18.89</td>\n",
       "      <td>0</td>\n",
       "      <td>09-15-2000 17:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>17218.0</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>840</th>\n",
       "      <td>113191183</td>\n",
       "      <td>5.32</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>602.30</td>\n",
       "      <td>2 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>140000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>23.12</td>\n",
       "      <td>0</td>\n",
       "      <td>10-12-2003 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>18891.0</td>\n",
       "      <td>24.6</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>113510922</td>\n",
       "      <td>5.32</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>120.46</td>\n",
       "      <td>2 years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>45000.0</td>\n",
       "      <td>Credit card refinancing</td>\n",
       "      <td>11.76</td>\n",
       "      <td>0</td>\n",
       "      <td>10-15-1986 17:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>6681.0</td>\n",
       "      <td>20.2</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>355 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id  int_rate  loan_amnt  installment emp_length home_ownership  \\\n",
       "390  113088975     30.84    25825.0      1108.23   < 1 year       MORTGAGE   \n",
       "481  111630307     30.84    26625.0      1142.56  10+ years       MORTGAGE   \n",
       "426  112809805     30.84    15000.0       643.70  10+ years           RENT   \n",
       "746  113536597     29.69    12000.0       507.39    8 years           RENT   \n",
       "870  112380974     26.30    22175.0       897.00    7 years           RENT   \n",
       "751  113515708     26.30    12000.0       485.41    3 years           RENT   \n",
       "977  113487906     25.82    35000.0      1406.82   < 1 year       MORTGAGE   \n",
       "72   113228593     25.82     3000.0       120.59   < 1 year           RENT   \n",
       "947  113154870     25.82    32075.0      1289.25    2 years       MORTGAGE   \n",
       "681  113511023     24.85     8500.0       337.29    9 years       MORTGAGE   \n",
       "153  113090366     24.85    26300.0      1043.60    4 years           RENT   \n",
       "207  112765108     24.85    13075.0       518.83  10+ years           RENT   \n",
       "310  113123710     24.85    16000.0       634.89  10+ years           RENT   \n",
       "760  112872994     23.88    12000.0       470.04    7 years           RENT   \n",
       "317  112913395     23.88    10000.0       391.70   < 1 year           RENT   \n",
       "342  112915134     23.88     6950.0       272.24    3 years           RENT   \n",
       "156  112989734     23.88    15000.0       587.55    5 years       MORTGAGE   \n",
       "971  113162997     23.88    35000.0      1370.95   < 1 year            OWN   \n",
       "217  113153544     21.45     4300.0       163.00  10+ years           RENT   \n",
       "3    111549780     21.45     7800.0       295.68        n/a           RENT   \n",
       "897  113162495     21.45    30000.0      1137.20   < 1 year           RENT   \n",
       "929  112810710     21.45    31000.0      1175.11  10+ years           RENT   \n",
       "344  113485860     21.45    12200.0       462.46    2 years           RENT   \n",
       "801  113228081     21.45    15000.0       568.60    7 years       MORTGAGE   \n",
       "531  112929814     21.45     7800.0       295.68    2 years       MORTGAGE   \n",
       "269  113295239     21.45     6050.0       229.34    2 years       MORTGAGE   \n",
       "974  113233191     21.45    35000.0      1326.73     1 year       MORTGAGE   \n",
       "403  112861557     21.45    10000.0       379.07    8 years           RENT   \n",
       "370  113100122     21.45     6000.0       227.44  10+ years       MORTGAGE   \n",
       "333  113201786     21.45     6025.0       228.39    5 years            OWN   \n",
       "..         ...       ...        ...          ...        ...            ...   \n",
       "501  113163909      7.07    15600.0       482.19     1 year           RENT   \n",
       "731  113535113      7.07    10000.0       309.10    5 years       MORTGAGE   \n",
       "890  113536120      7.07    20000.0       618.19        n/a       MORTGAGE   \n",
       "170  113164862      7.07     4000.0       123.64    2 years           RENT   \n",
       "983  113513208      7.07    38625.0      1193.87    4 years       MORTGAGE   \n",
       "293  113161845      7.07     8000.0       247.28    2 years           RENT   \n",
       "485  113193460      5.32     6025.0       181.45    2 years           RENT   \n",
       "495  113495327      5.32     5000.0       150.58    3 years           RENT   \n",
       "849  113306630      5.32    20000.0       602.30    6 years       MORTGAGE   \n",
       "366  113127922      5.32    19000.0       572.19  10+ years       MORTGAGE   \n",
       "334  112800905      5.32    21000.0       632.42    4 years       MORTGAGE   \n",
       "256  113165853      5.32     7000.0       210.81    6 years       MORTGAGE   \n",
       "219  112931402      5.32    15000.0       451.73  10+ years       MORTGAGE   \n",
       "361  113180686      5.32    15000.0       451.73    8 years           RENT   \n",
       "600  113515496      5.32     5000.0       150.58    3 years       MORTGAGE   \n",
       "513  112695870      5.32    13600.0       409.57    4 years           RENT   \n",
       "540  113456817      5.32     2500.0        75.29  10+ years       MORTGAGE   \n",
       "925  113163593      5.32    26000.0       782.99  10+ years       MORTGAGE   \n",
       "695  113543293      5.32     8000.0       240.92   < 1 year           RENT   \n",
       "716  113484518      5.32    13000.0       391.50   < 1 year           RENT   \n",
       "905  113194718      5.32    25500.0       767.93    4 years       MORTGAGE   \n",
       "738  113491830      5.32    10000.0       301.15  10+ years       MORTGAGE   \n",
       "742  113445886      5.32    10000.0       301.15  10+ years       MORTGAGE   \n",
       "802  113501718      5.32    13500.0       406.55   < 1 year       MORTGAGE   \n",
       "820  113491192      5.32    15000.0       451.73  10+ years       MORTGAGE   \n",
       "887  113493462      5.32    20000.0       602.30    8 years       MORTGAGE   \n",
       "837  113494553      5.32    18000.0       542.07     1 year            OWN   \n",
       "881  113503422      5.32    20000.0       602.30  10+ years       MORTGAGE   \n",
       "840  113191183      5.32    20000.0       602.30    2 years           RENT   \n",
       "536  113510922      5.32     4000.0       120.46    2 years       MORTGAGE   \n",
       "\n",
       "     annual_inc                  purpose    dti  delinq_2yrs  \\\n",
       "390     64000.0       Debt consolidation  32.55            1   \n",
       "481     77000.0  Credit card refinancing  34.10            0   \n",
       "426     60000.0       Debt consolidation  24.54            0   \n",
       "746     85000.0       Debt consolidation  21.84            0   \n",
       "870     50400.0       Debt consolidation  16.86            0   \n",
       "751    110000.0       Debt consolidation  24.85            1   \n",
       "977     49940.0       Debt consolidation  36.82            0   \n",
       "72      48000.0       Debt consolidation  21.65            0   \n",
       "947     69757.0  Credit card refinancing  29.73            0   \n",
       "681    125000.0       Debt consolidation   6.59            0   \n",
       "153    117000.0       Debt consolidation  10.14            1   \n",
       "207     90000.0       Debt consolidation   3.76            1   \n",
       "310     53000.0       Debt consolidation  26.25            1   \n",
       "760     60000.0  Credit card refinancing  25.21            1   \n",
       "317     36000.0       Debt consolidation  22.23            0   \n",
       "342     40000.0       Debt consolidation  31.97            0   \n",
       "156     49000.0       Debt consolidation  26.62            0   \n",
       "971     60000.0       Debt consolidation  14.90            1   \n",
       "217     40000.0       Debt consolidation  34.11            1   \n",
       "3       29135.0       Debt consolidation  29.38            0   \n",
       "897     65000.0       Debt consolidation  19.79            0   \n",
       "929     80000.0       Debt consolidation  13.59            0   \n",
       "344     70000.0       Debt consolidation  14.92            0   \n",
       "801    200000.0  Credit card refinancing  16.03            0   \n",
       "531     62500.0       Debt consolidation  13.15            1   \n",
       "269     66000.0       Debt consolidation  15.84            0   \n",
       "974     72000.0  Credit card refinancing  17.33            0   \n",
       "403     35000.0  Credit card refinancing  30.11            0   \n",
       "370     74000.0  Credit card refinancing  22.67            0   \n",
       "333     40000.0       Debt consolidation  16.05            0   \n",
       "..          ...                      ...    ...          ...   \n",
       "501     45000.0       Debt consolidation  28.13            0   \n",
       "731     85000.0       Debt consolidation  21.40            0   \n",
       "890     60000.0       Debt consolidation  18.58            0   \n",
       "170     49000.0  Credit card refinancing  27.95            0   \n",
       "983    177000.0       Debt consolidation  17.79            0   \n",
       "293     50000.0       Debt consolidation  25.64            0   \n",
       "485     58000.0       Debt consolidation  16.76            0   \n",
       "495     53000.0  Credit card refinancing  30.10            0   \n",
       "849    100000.0       Debt consolidation  13.12            0   \n",
       "366    103000.0  Credit card refinancing  18.77            0   \n",
       "334    160000.0  Credit card refinancing  11.84            0   \n",
       "256     56000.0       Debt consolidation  20.20            0   \n",
       "219    125000.0  Credit card refinancing   6.08            0   \n",
       "361    108000.0       Debt consolidation  13.95            0   \n",
       "600     68000.0       Debt consolidation  20.63            3   \n",
       "513     75000.0  Credit card refinancing  23.49            0   \n",
       "540     71000.0       Debt consolidation  16.04            0   \n",
       "925     58240.0       Debt consolidation  27.39            0   \n",
       "695     80000.0       Debt consolidation  20.40            0   \n",
       "716    160000.0       Debt consolidation  18.53            0   \n",
       "905    159500.0       Debt consolidation  19.22            0   \n",
       "738     75000.0       Debt consolidation  22.59            0   \n",
       "742     45000.0       Debt consolidation  18.64            0   \n",
       "802     74000.0  Credit card refinancing  17.63            0   \n",
       "820    100000.0       Debt consolidation  21.00            0   \n",
       "887    103000.0  Credit card refinancing  22.16            0   \n",
       "837     78000.0       Debt consolidation  27.51            0   \n",
       "881    150000.0  Credit card refinancing  18.89            0   \n",
       "840    140000.0  Credit card refinancing  23.12            0   \n",
       "536     45000.0  Credit card refinancing  11.76            0   \n",
       "\n",
       "        earliest_cr_line  inq_last_6mths  open_acc  pub_rec  revol_bal  \\\n",
       "390  07-09-1984 17:00:00               1        10        0    56948.0   \n",
       "481  10-08-2001 17:00:00               1        17        0    25388.0   \n",
       "426  05-09-2001 17:00:00               1         9        1    18630.0   \n",
       "746  05-16-2004 17:00:00               3        16        0    24183.0   \n",
       "870  12-11-2007 16:00:00               1         8        0     7904.0   \n",
       "751  07-15-1985 17:00:00               3        17        3    12304.0   \n",
       "977  03-13-2001 16:00:00               1         7        1    14566.0   \n",
       "72   11-13-2011 16:00:00               1         5        0     4466.0   \n",
       "947  07-11-2002 17:00:00               3        44        1    47003.0   \n",
       "681  07-15-2004 17:00:00               1        14        3     8413.0   \n",
       "153  09-09-2003 17:00:00               1        15        0    26438.0   \n",
       "207  03-12-2001 16:00:00               0         3        0     2569.0   \n",
       "310  10-10-2006 17:00:00               1        13        0     7509.0   \n",
       "760  11-10-2001 16:00:00               2        18        1    11525.0   \n",
       "317  08-11-2012 17:00:00               1         4        0    10532.0   \n",
       "342  05-12-2003 17:00:00               1        12        0     8330.0   \n",
       "156  03-09-2002 16:00:00               1         9        5     9867.0   \n",
       "971  07-11-2007 17:00:00               1        12        0    12086.0   \n",
       "217  09-11-1994 17:00:00               1        10        0      637.0   \n",
       "3    09-18-1999 17:00:00               0         5        0      675.0   \n",
       "897  10-11-1996 17:00:00               0        11        1    21443.0   \n",
       "929  03-10-1997 16:00:00               1        26        1     7517.0   \n",
       "344  03-13-2008 17:00:00               0        10        0     5930.0   \n",
       "801  01-13-1997 16:00:00               4        32        0    35329.0   \n",
       "531  03-09-2004 16:00:00               0         9        0     5467.0   \n",
       "269  06-13-2003 17:00:00               4        11        0     8465.0   \n",
       "974  07-14-2006 17:00:00               1         8        0    41664.0   \n",
       "403  08-11-2004 17:00:00               1        17        0    17566.0   \n",
       "370  10-10-1983 17:00:00               2        29        1    17793.0   \n",
       "333  01-13-1999 16:00:00               2        10        0     6727.0   \n",
       "..                   ...             ...       ...      ...        ...   \n",
       "501  12-12-1986 16:00:00               0        11        0    17892.0   \n",
       "731  05-16-1996 17:00:00               0         8        0     5937.0   \n",
       "890  01-16-1972 16:00:00               0        15        0     9723.0   \n",
       "170  07-12-2009 17:00:00               1         9        0     3930.0   \n",
       "983  07-15-2001 17:00:00               0        12        2    16607.0   \n",
       "293  04-11-2010 17:00:00               1         8        0    10496.0   \n",
       "485  11-12-2001 16:00:00               1        14        0      620.0   \n",
       "495  03-14-2007 17:00:00               0        16        0    10496.0   \n",
       "849  07-16-1998 17:00:00               0         9        0    32418.0   \n",
       "366  02-11-1997 16:00:00               0        17        0    19207.0   \n",
       "334  03-11-2004 16:00:00               0        12        0    17336.0   \n",
       "256  12-12-2003 16:00:00               1         8        0     2811.0   \n",
       "219  08-11-1999 17:00:00               0        11        0    15588.0   \n",
       "361  09-12-1994 17:00:00               0         8        0    13082.0   \n",
       "600  04-15-1999 17:00:00               0        24        0    11515.0   \n",
       "513  11-13-2003 16:00:00               0         6        0    17773.0   \n",
       "540  03-16-2002 16:00:00               0        12        0    31653.0   \n",
       "925  09-11-2001 17:00:00               1        15        0    28579.0   \n",
       "695  10-16-2007 17:00:00               1        13        0    11127.0   \n",
       "716  02-13-1992 16:00:00               0        15        0    40833.0   \n",
       "905  07-12-1998 17:00:00               1        21        0     8493.0   \n",
       "738  05-14-1993 17:00:00               0        14        0    26765.0   \n",
       "742  08-14-2006 17:00:00               0        14        0    11761.0   \n",
       "802  12-15-2002 16:00:00               0         8        0    15082.0   \n",
       "820  03-13-1988 16:00:00               0        11        0    38174.0   \n",
       "887  06-13-1980 17:00:00               1         6        0    16927.0   \n",
       "837  03-14-1993 16:00:00               1        16        0    17042.0   \n",
       "881  09-15-2000 17:00:00               0        14        0    17218.0   \n",
       "840  10-12-2003 17:00:00               1         8        0    18891.0   \n",
       "536  10-15-1986 17:00:00               2        14        0     6681.0   \n",
       "\n",
       "     revol_util  total_acc  collections_12_mths_ex_med  predictedclass  \n",
       "390        33.6         18                           0               1  \n",
       "481        59.0         36                           0               1  \n",
       "426        77.3         22                           0               1  \n",
       "746        43.3         21                           0               1  \n",
       "870        51.0         17                           0               1  \n",
       "751        33.6         24                           0               1  \n",
       "977        55.2         23                           0               1  \n",
       "72         99.2          7                           0               1  \n",
       "947        42.9         57                           0               1  \n",
       "681        13.4         17                           0               1  \n",
       "153        31.0         19                           0               1  \n",
       "207        79.3          9                           0               1  \n",
       "310        23.8         17                           0               1  \n",
       "760        74.8         34                           0               1  \n",
       "317        65.0          5                           0               1  \n",
       "342        28.1         16                           0               1  \n",
       "156        69.5         21                           0               1  \n",
       "971        79.5         23                           0               1  \n",
       "217        37.5         17                           0               1  \n",
       "3          18.8         44                           0               1  \n",
       "897        69.3         21                           0               1  \n",
       "929        10.0         41                           0               1  \n",
       "344        61.8         30                           0               1  \n",
       "801        60.2         56                           0               1  \n",
       "531        63.6         22                           0               1  \n",
       "269        48.0         17                           0               1  \n",
       "974        56.7         15                           0               1  \n",
       "403        98.1         40                           0               1  \n",
       "370        35.6         50                           0               1  \n",
       "333        26.9         12                           0               1  \n",
       "..          ...        ...                         ...             ...  \n",
       "501        34.3         25                           0               1  \n",
       "731        24.2         60                           0               1  \n",
       "890        18.4         32                           0               1  \n",
       "170        10.1          9                           0               1  \n",
       "983        38.7         25                           0               1  \n",
       "293        44.7         15                           0               1  \n",
       "485         2.0         26                           0               1  \n",
       "495        49.4         23                           0               1  \n",
       "849        27.1         16                           0               1  \n",
       "366        27.2         36                           0               1  \n",
       "334        48.0         22                           0               1  \n",
       "256        17.2         26                           0               1  \n",
       "219        23.7         24                           0               1  \n",
       "361        26.9         16                           0               1  \n",
       "600        27.4         34                           0               1  \n",
       "513        51.5         17                           0               1  \n",
       "540        57.4         29                           0               1  \n",
       "925        51.6         29                           0               1  \n",
       "695        34.4         21                           0               1  \n",
       "716        57.7         21                           0               1  \n",
       "905         6.9         41                           0               1  \n",
       "738        58.6         27                           0               1  \n",
       "742        30.6         20                           0               1  \n",
       "802        52.9         19                           0               1  \n",
       "820        57.1         32                           0               1  \n",
       "887        45.7         21                           0               1  \n",
       "837        29.0         30                           0               1  \n",
       "881        19.8         24                           0               1  \n",
       "840        24.6         37                           0               1  \n",
       "536        20.2         24                           0               1  \n",
       "\n",
       "[355 rows x 19 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "goodloans.sort_values('int_rate',ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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