test.ipynb

{
 "metadata": {
  "name": "",
  "signature": "sha256:0357c635c7a287093e13b2f0bf5a1dff85d9caeff86b0036c6309fc05ef7721c"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd\n",
      "import numpy as np\n",
      "import glob, sys\n",
      "from datetime import date\n",
      "import pickle\n",
      "from random import randint\n",
      "import time\n",
      "import json\n",
      "import os\n",
      "from datetime import datetime\n",
      "\n",
      "from pandas.io import sql\n",
      "import pymysql as mdb\n",
      "import mysql_connector\n",
      "\n",
      "from sklearn.cross_validation import train_test_split\n",
      "from sklearn.linear_model import LinearRegression\n",
      "from sklearn.ensemble import RandomForestRegressor \n",
      "from sklearn.svm import SVR\n",
      "from sklearn.preprocessing import StandardScaler\n",
      "from sklearn.metrics import confusion_matrix\n",
      "from sklearn.metrics import classification_report\n",
      "\n",
      "from sklearn.ensemble import RandomForestClassifier\n",
      "from sklearn.svm import SVC\n",
      "\n",
      "from sklearn.tree import export_graphviz \n",
      "from sklearn.decomposition import PCA\n",
      "from sklearn.metrics import recall_score\n",
      "\n",
      "from scipy.stats import randint as sp_randint\n",
      "import matplotlib.pyplot as plt\n",
      "\n",
      "pd.set_option('display.max_columns', 200)\n",
      "%matplotlib inline"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "f = open('pickles/data.pickle', 'rb')\n",
      "loanData = pickle.load(f)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "TypeError",
       "evalue": "_reconstruct: First argument must be a sub-type of ndarray",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
        "\u001b[0;32m<ipython-input-2-5da2cb571c47>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'pickles/data.pickle'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'rb'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mloanData\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpickle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
        "\u001b[0;32m/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/pickle.pyc\u001b[0m in \u001b[0;36mload\u001b[0;34m(file)\u001b[0m\n\u001b[1;32m   1376\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1377\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1378\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mUnpickler\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1379\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1380\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
        "\u001b[0;32m/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/pickle.pyc\u001b[0m in \u001b[0;36mload\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    856\u001b[0m             \u001b[0;32mwhile\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    857\u001b[0m                 \u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 858\u001b[0;31m                 \u001b[0mdispatch\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    859\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0m_Stop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstopinst\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    860\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mstopinst\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
        "\u001b[0;32m/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/pickle.pyc\u001b[0m in \u001b[0;36mload_reduce\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1131\u001b[0m         \u001b[0margs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstack\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1132\u001b[0m         \u001b[0mfunc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstack\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1133\u001b[0;31m         \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1134\u001b[0m         \u001b[0mstack\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1135\u001b[0m     \u001b[0mdispatch\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mREDUCE\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mload_reduce\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
        "\u001b[0;31mTypeError\u001b[0m: _reconstruct: First argument must be a sub-type of ndarray"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "loanData = pd.DataFrame(loanData)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 282
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "loanData"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>loan_amnt</th>\n",
        "      <th>term</th>\n",
        "      <th>int_rate</th>\n",
        "      <th>installment</th>\n",
        "      <th>emp_length</th>\n",
        "      <th>annual_inc</th>\n",
        "      <th>is_inc_v</th>\n",
        "      <th>loan_status</th>\n",
        "      <th>zip_code</th>\n",
        "      <th>dti</th>\n",
        "      <th>delinq_2yrs</th>\n",
        "      <th>inq_last_6mths</th>\n",
        "      <th>mths_since_last_delinq</th>\n",
        "      <th>mths_since_last_record</th>\n",
        "      <th>open_acc</th>\n",
        "      <th>pub_rec</th>\n",
        "      <th>revol_bal</th>\n",
        "      <th>revol_util</th>\n",
        "      <th>total_acc</th>\n",
        "      <th>collections_12_mths_ex_med</th>\n",
        "      <th>mths_since_last_major_derog</th>\n",
        "      <th>A</th>\n",
        "      <th>B</th>\n",
        "      <th>C</th>\n",
        "      <th>D</th>\n",
        "      <th>E</th>\n",
        "      <th>F</th>\n",
        "      <th>G</th>\n",
        "      <th>mortgage</th>\n",
        "      <th>none</th>\n",
        "      <th>own</th>\n",
        "      <th>rent</th>\n",
        "      <th>issue_month</th>\n",
        "      <th>issue_year</th>\n",
        "      <th>car</th>\n",
        "      <th>credit_card</th>\n",
        "      <th>debt_consolidation</th>\n",
        "      <th>educational</th>\n",
        "      <th>home_improvement</th>\n",
        "      <th>house</th>\n",
        "      <th>major_purchase</th>\n",
        "      <th>medical</th>\n",
        "      <th>moving</th>\n",
        "      <th>renewable_energy</th>\n",
        "      <th>small_business</th>\n",
        "      <th>vacation</th>\n",
        "      <th>wedding</th>\n",
        "      <th>AK</th>\n",
        "      <th>AL</th>\n",
        "      <th>AR</th>\n",
        "      <th>AZ</th>\n",
        "      <th>CA</th>\n",
        "      <th>CO</th>\n",
        "      <th>CT</th>\n",
        "      <th>DC</th>\n",
        "      <th>DE</th>\n",
        "      <th>FL</th>\n",
        "      <th>GA</th>\n",
        "      <th>HI</th>\n",
        "      <th>IA</th>\n",
        "      <th>IL</th>\n",
        "      <th>IDAHO</th>\n",
        "      <th>INDIANA</th>\n",
        "      <th>KS</th>\n",
        "      <th>KY</th>\n",
        "      <th>LA</th>\n",
        "      <th>MA</th>\n",
        "      <th>MD</th>\n",
        "      <th>ME</th>\n",
        "      <th>MI</th>\n",
        "      <th>MN</th>\n",
        "      <th>MO</th>\n",
        "      <th>MS</th>\n",
        "      <th>MT</th>\n",
        "      <th>NC</th>\n",
        "      <th>NE</th>\n",
        "      <th>NH</th>\n",
        "      <th>NJ</th>\n",
        "      <th>NM</th>\n",
        "      <th>NV</th>\n",
        "      <th>NY</th>\n",
        "      <th>OH</th>\n",
        "      <th>OK</th>\n",
        "      <th>OREGON</th>\n",
        "      <th>PA</th>\n",
        "      <th>RI</th>\n",
        "      <th>SC</th>\n",
        "      <th>SD</th>\n",
        "      <th>TN</th>\n",
        "      <th>TX</th>\n",
        "      <th>UT</th>\n",
        "      <th>VA</th>\n",
        "      <th>VT</th>\n",
        "      <th>WA</th>\n",
        "      <th>WI</th>\n",
        "      <th>WV</th>\n",
        "      <th>WY</th>\n",
        "      <th>yrs_since_first_cr_line</th>\n",
        "      <th>desc_length</th>\n",
        "      <th>unemp_rate_12mths</th>\n",
        "      <th>unemp_rate_6mths</th>\n",
        "      <th>unemp_rate_3mths</th>\n",
        "      <th>sub_grade</th>\n",
        "      <th>other_housing</th>\n",
        "      <th>other_purpose</th>\n",
        "      <th>install_frac_of_monthly_inc</th>\n",
        "      <th>implied_risk</th>\n",
        "      <th>days_to_zero_dollars</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td> 25000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 11.89</td>\n",
        "      <td> 829.10</td>\n",
        "      <td>  0</td>\n",
        "      <td>  85000</td>\n",
        "      <td> 2</td>\n",
        "      <td> 1</td>\n",
        "      <td> 941</td>\n",
        "      <td> 19.48</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td> 10</td>\n",
        "      <td> 0</td>\n",
        "      <td>  28854</td>\n",
        "      <td> 52.1</td>\n",
        "      <td> 42</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  8</td>\n",
        "      <td> 2009</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   21</td>\n",
        "      <td>  308</td>\n",
        "      <td>  7.7</td>\n",
        "      <td> 10.6</td>\n",
        "      <td> 10.8</td>\n",
        "      <td> 4</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.117049</td>\n",
        "      <td>  9.96</td>\n",
        "      <td>  791</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td>  1000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 16.08</td>\n",
        "      <td>  35.20</td>\n",
        "      <td>  0</td>\n",
        "      <td>  30000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 600</td>\n",
        "      <td> 23.84</td>\n",
        "      <td> 0</td>\n",
        "      <td>  1</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  9</td>\n",
        "      <td> 0</td>\n",
        "      <td>  10125</td>\n",
        "      <td> 90.4</td>\n",
        "      <td> 15</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  7</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   14</td>\n",
        "      <td>  188</td>\n",
        "      <td>  5.4</td>\n",
        "      <td>  6.2</td>\n",
        "      <td>  5.3</td>\n",
        "      <td> 2</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.014080</td>\n",
        "      <td> 12.83</td>\n",
        "      <td>  608</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td>  7000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 10.71</td>\n",
        "      <td> 228.22</td>\n",
        "      <td>  0</td>\n",
        "      <td>  65000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 112</td>\n",
        "      <td> 14.29</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  7</td>\n",
        "      <td> 0</td>\n",
        "      <td>  33623</td>\n",
        "      <td> 76.7</td>\n",
        "      <td>  7</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  5</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   15</td>\n",
        "      <td>   71</td>\n",
        "      <td>  4.2</td>\n",
        "      <td>  4.4</td>\n",
        "      <td>  5.1</td>\n",
        "      <td> 5</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.042133</td>\n",
        "      <td>  7.46</td>\n",
        "      <td> 1126</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td>  7000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 16.08</td>\n",
        "      <td> 246.38</td>\n",
        "      <td>  1</td>\n",
        "      <td> 189500</td>\n",
        "      <td> 2</td>\n",
        "      <td> 0</td>\n",
        "      <td> 956</td>\n",
        "      <td> 22.47</td>\n",
        "      <td> 0</td>\n",
        "      <td>  4</td>\n",
        "      <td>  0</td>\n",
        "      <td>   0</td>\n",
        "      <td> 16</td>\n",
        "      <td> 0</td>\n",
        "      <td> 150971</td>\n",
        "      <td> 92.3</td>\n",
        "      <td> 31</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  4</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   27</td>\n",
        "      <td> 2205</td>\n",
        "      <td>  5.0</td>\n",
        "      <td>  5.4</td>\n",
        "      <td>  6.4</td>\n",
        "      <td> 2</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.015602</td>\n",
        "      <td> 12.83</td>\n",
        "      <td>  183</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td>  1200</td>\n",
        "      <td> 0</td>\n",
        "      <td> 13.11</td>\n",
        "      <td>  40.50</td>\n",
        "      <td>  1</td>\n",
        "      <td>  54000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 777</td>\n",
        "      <td>  5.47</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 64</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  5</td>\n",
        "      <td> 0</td>\n",
        "      <td>   2584</td>\n",
        "      <td> 40.4</td>\n",
        "      <td> 31</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>  3</td>\n",
        "      <td> 2010</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   30</td>\n",
        "      <td>  748</td>\n",
        "      <td>  6.8</td>\n",
        "      <td>  8.0</td>\n",
        "      <td>  8.1</td>\n",
        "      <td> 2</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.009000</td>\n",
        "      <td> 11.74</td>\n",
        "      <td> 1096</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td> 10800</td>\n",
        "      <td> 0</td>\n",
        "      <td> 13.57</td>\n",
        "      <td> 366.86</td>\n",
        "      <td>  5</td>\n",
        "      <td>  32000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  67</td>\n",
        "      <td> 11.63</td>\n",
        "      <td> 0</td>\n",
        "      <td>  1</td>\n",
        "      <td> 58</td>\n",
        "      <td>  -1</td>\n",
        "      <td> 14</td>\n",
        "      <td> 0</td>\n",
        "      <td>   3511</td>\n",
        "      <td> 25.6</td>\n",
        "      <td> 40</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 11</td>\n",
        "      <td> 2009</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   19</td>\n",
        "      <td>  403</td>\n",
        "      <td>  5.9</td>\n",
        "      <td>  8.0</td>\n",
        "      <td>  8.6</td>\n",
        "      <td> 3</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.137572</td>\n",
        "      <td> 11.64</td>\n",
        "      <td> 1096</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td>  7200</td>\n",
        "      <td> 0</td>\n",
        "      <td> 19.05</td>\n",
        "      <td> 264.11</td>\n",
        "      <td>  5</td>\n",
        "      <td>  58000</td>\n",
        "      <td> 1</td>\n",
        "      <td> 1</td>\n",
        "      <td>  28</td>\n",
        "      <td>  2.05</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 26</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  6</td>\n",
        "      <td> 0</td>\n",
        "      <td>   3874</td>\n",
        "      <td> 90.1</td>\n",
        "      <td> 25</td>\n",
        "      <td> 0</td>\n",
        "      <td> 30</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  8</td>\n",
        "      <td> 2012</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   21</td>\n",
        "      <td>  267</td>\n",
        "      <td> 11.3</td>\n",
        "      <td> 11.5</td>\n",
        "      <td> 10.2</td>\n",
        "      <td> 4</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.054643</td>\n",
        "      <td> 18.45</td>\n",
        "      <td>  669</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td>  7500</td>\n",
        "      <td> 0</td>\n",
        "      <td> 10.08</td>\n",
        "      <td> 162.34</td>\n",
        "      <td>  4</td>\n",
        "      <td>  85000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 921</td>\n",
        "      <td>  8.10</td>\n",
        "      <td> 0</td>\n",
        "      <td>  1</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  3</td>\n",
        "      <td> 0</td>\n",
        "      <td>  33667</td>\n",
        "      <td> 73.2</td>\n",
        "      <td> 11</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  4</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   15</td>\n",
        "      <td>  293</td>\n",
        "      <td>  5.0</td>\n",
        "      <td>  5.4</td>\n",
        "      <td>  6.4</td>\n",
        "      <td> 3</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.022919</td>\n",
        "      <td>  6.83</td>\n",
        "      <td> 1095</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td>  3000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 14.26</td>\n",
        "      <td> 102.92</td>\n",
        "      <td>  4</td>\n",
        "      <td>  80800</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 775</td>\n",
        "      <td> 14.97</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 13</td>\n",
        "      <td>   0</td>\n",
        "      <td> 13</td>\n",
        "      <td> 0</td>\n",
        "      <td>   4740</td>\n",
        "      <td> 39.5</td>\n",
        "      <td> 23</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  9</td>\n",
        "      <td> 2009</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   17</td>\n",
        "      <td>  487</td>\n",
        "      <td>  5.2</td>\n",
        "      <td>  6.8</td>\n",
        "      <td>  8.1</td>\n",
        "      <td> 5</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.015285</td>\n",
        "      <td> 12.33</td>\n",
        "      <td> 1126</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td>  4000</td>\n",
        "      <td> 0</td>\n",
        "      <td>  7.88</td>\n",
        "      <td> 125.13</td>\n",
        "      <td>  0</td>\n",
        "      <td> 148000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 775</td>\n",
        "      <td> 16.98</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td> 11</td>\n",
        "      <td> 0</td>\n",
        "      <td>  50807</td>\n",
        "      <td> 51.0</td>\n",
        "      <td> 19</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  2</td>\n",
        "      <td> 2010</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   22</td>\n",
        "      <td>  363</td>\n",
        "      <td>  6.8</td>\n",
        "      <td>  8.0</td>\n",
        "      <td>  7.2</td>\n",
        "      <td> 5</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.010146</td>\n",
        "      <td>  6.51</td>\n",
        "      <td>  759</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>  5600</td>\n",
        "      <td> 0</td>\n",
        "      <td> 14.96</td>\n",
        "      <td> 194.02</td>\n",
        "      <td>  6</td>\n",
        "      <td>  45000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 208</td>\n",
        "      <td>  4.00</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 38</td>\n",
        "      <td>  63</td>\n",
        "      <td>  5</td>\n",
        "      <td> 1</td>\n",
        "      <td>   3839</td>\n",
        "      <td> 76.8</td>\n",
        "      <td>  9</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  2</td>\n",
        "      <td> 2010</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   14</td>\n",
        "      <td>  340</td>\n",
        "      <td>  7.2</td>\n",
        "      <td>  7.5</td>\n",
        "      <td>  7.3</td>\n",
        "      <td> 2</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.051739</td>\n",
        "      <td> 13.59</td>\n",
        "      <td>  973</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>  3200</td>\n",
        "      <td> 0</td>\n",
        "      <td>  9.88</td>\n",
        "      <td> 103.08</td>\n",
        "      <td>  3</td>\n",
        "      <td>  54000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  21</td>\n",
        "      <td>  6.51</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  7</td>\n",
        "      <td> 0</td>\n",
        "      <td>   3198</td>\n",
        "      <td> 51.1</td>\n",
        "      <td> 11</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  4</td>\n",
        "      <td> 2010</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>    9</td>\n",
        "      <td>  141</td>\n",
        "      <td>  7.4</td>\n",
        "      <td>  8.2</td>\n",
        "      <td>  9.5</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.022907</td>\n",
        "      <td>  8.51</td>\n",
        "      <td>  306</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> 22400</td>\n",
        "      <td> 0</td>\n",
        "      <td> 16.00</td>\n",
        "      <td> 787.53</td>\n",
        "      <td>  9</td>\n",
        "      <td>  78000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 770</td>\n",
        "      <td> 19.34</td>\n",
        "      <td> 0</td>\n",
        "      <td>  5</td>\n",
        "      <td> 77</td>\n",
        "      <td> 103</td>\n",
        "      <td> 13</td>\n",
        "      <td> 1</td>\n",
        "      <td>  15897</td>\n",
        "      <td> 66.0</td>\n",
        "      <td> 34</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  1</td>\n",
        "      <td> 2010</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   16</td>\n",
        "      <td>  526</td>\n",
        "      <td>  6.7</td>\n",
        "      <td>  8.2</td>\n",
        "      <td>  6.6</td>\n",
        "      <td> 5</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.121158</td>\n",
        "      <td> 14.63</td>\n",
        "      <td>  516</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>  3575</td>\n",
        "      <td> 0</td>\n",
        "      <td> 16.40</td>\n",
        "      <td> 126.40</td>\n",
        "      <td>  6</td>\n",
        "      <td>  30000</td>\n",
        "      <td> 2</td>\n",
        "      <td> 0</td>\n",
        "      <td> 294</td>\n",
        "      <td> 29.60</td>\n",
        "      <td> 0</td>\n",
        "      <td>  1</td>\n",
        "      <td>  0</td>\n",
        "      <td>   0</td>\n",
        "      <td>  6</td>\n",
        "      <td> 0</td>\n",
        "      <td>   3043</td>\n",
        "      <td> 58.5</td>\n",
        "      <td>  6</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  3</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   12</td>\n",
        "      <td> 3291</td>\n",
        "      <td>  5.3</td>\n",
        "      <td>  5.5</td>\n",
        "      <td>  5.7</td>\n",
        "      <td> 3</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.050560</td>\n",
        "      <td> 13.15</td>\n",
        "      <td>  275</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>  7000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 14.82</td>\n",
        "      <td> 242.05</td>\n",
        "      <td>  0</td>\n",
        "      <td>  45000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 454</td>\n",
        "      <td> 19.12</td>\n",
        "      <td> 0</td>\n",
        "      <td> 33</td>\n",
        "      <td> 47</td>\n",
        "      <td>   0</td>\n",
        "      <td> 18</td>\n",
        "      <td> 0</td>\n",
        "      <td>  26531</td>\n",
        "      <td> 52.6</td>\n",
        "      <td> 31</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  4</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   15</td>\n",
        "      <td>  223</td>\n",
        "      <td>  5.6</td>\n",
        "      <td>  5.3</td>\n",
        "      <td>  6.5</td>\n",
        "      <td> 3</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.064547</td>\n",
        "      <td> 11.57</td>\n",
        "      <td>  760</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>  4000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 11.14</td>\n",
        "      <td> 131.22</td>\n",
        "      <td>  0</td>\n",
        "      <td>  60000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 481</td>\n",
        "      <td> 11.08</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td>  0</td>\n",
        "      <td>   0</td>\n",
        "      <td> 14</td>\n",
        "      <td> 0</td>\n",
        "      <td>  24220</td>\n",
        "      <td> 68.6</td>\n",
        "      <td> 33</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  8</td>\n",
        "      <td> 2009</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   20</td>\n",
        "      <td>  824</td>\n",
        "      <td>  8.5</td>\n",
        "      <td> 12.8</td>\n",
        "      <td> 13.5</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.026244</td>\n",
        "      <td>  9.21</td>\n",
        "      <td>  669</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>  5000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 14.82</td>\n",
        "      <td> 172.89</td>\n",
        "      <td>  4</td>\n",
        "      <td>  42000</td>\n",
        "      <td> 2</td>\n",
        "      <td> 0</td>\n",
        "      <td> 144</td>\n",
        "      <td> 18.51</td>\n",
        "      <td> 0</td>\n",
        "      <td>  8</td>\n",
        "      <td> 34</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  6</td>\n",
        "      <td> 0</td>\n",
        "      <td>   9792</td>\n",
        "      <td> 64.0</td>\n",
        "      <td> 23</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  6</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   18</td>\n",
        "      <td>  486</td>\n",
        "      <td>  4.5</td>\n",
        "      <td>  4.7</td>\n",
        "      <td>  5.0</td>\n",
        "      <td> 3</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.049397</td>\n",
        "      <td> 11.57</td>\n",
        "      <td>  245</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>  5000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 11.34</td>\n",
        "      <td>  87.19</td>\n",
        "      <td>  1</td>\n",
        "      <td>  90000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 912</td>\n",
        "      <td> 17.25</td>\n",
        "      <td> 0</td>\n",
        "      <td>  1</td>\n",
        "      <td>  0</td>\n",
        "      <td>   0</td>\n",
        "      <td> 20</td>\n",
        "      <td> 0</td>\n",
        "      <td>  69909</td>\n",
        "      <td> 51.1</td>\n",
        "      <td> 51</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  5</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   18</td>\n",
        "      <td>   65</td>\n",
        "      <td>  4.8</td>\n",
        "      <td>  5.5</td>\n",
        "      <td>  6.2</td>\n",
        "      <td> 2</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.011625</td>\n",
        "      <td>  8.09</td>\n",
        "      <td> 1095</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>  5100</td>\n",
        "      <td> 0</td>\n",
        "      <td> 13.80</td>\n",
        "      <td> 149.96</td>\n",
        "      <td> 10</td>\n",
        "      <td>  46000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 630</td>\n",
        "      <td> 16.70</td>\n",
        "      <td> 1</td>\n",
        "      <td>  4</td>\n",
        "      <td> 20</td>\n",
        "      <td>   0</td>\n",
        "      <td>  6</td>\n",
        "      <td> 0</td>\n",
        "      <td>    314</td>\n",
        "      <td> 12.6</td>\n",
        "      <td> 28</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  9</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   19</td>\n",
        "      <td>  360</td>\n",
        "      <td>  5.1</td>\n",
        "      <td>  5.8</td>\n",
        "      <td>  5.9</td>\n",
        "      <td> 4</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.039120</td>\n",
        "      <td> 10.55</td>\n",
        "      <td> 1095</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>  2525</td>\n",
        "      <td> 0</td>\n",
        "      <td> 12.21</td>\n",
        "      <td>  84.12</td>\n",
        "      <td>  4</td>\n",
        "      <td>  27000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 402</td>\n",
        "      <td> 10.00</td>\n",
        "      <td> 0</td>\n",
        "      <td>  1</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  5</td>\n",
        "      <td> 0</td>\n",
        "      <td>   5630</td>\n",
        "      <td> 23.0</td>\n",
        "      <td>  8</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  2</td>\n",
        "      <td> 2009</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   14</td>\n",
        "      <td>  171</td>\n",
        "      <td>  6.4</td>\n",
        "      <td>  6.7</td>\n",
        "      <td>  6.1</td>\n",
        "      <td> 5</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.037387</td>\n",
        "      <td> 10.28</td>\n",
        "      <td> 1124</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td> 10625</td>\n",
        "      <td> 0</td>\n",
        "      <td> 13.47</td>\n",
        "      <td> 360.43</td>\n",
        "      <td>  1</td>\n",
        "      <td>  34000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 386</td>\n",
        "      <td> 22.09</td>\n",
        "      <td> 0</td>\n",
        "      <td>  2</td>\n",
        "      <td> 57</td>\n",
        "      <td>  85</td>\n",
        "      <td>  5</td>\n",
        "      <td> 1</td>\n",
        "      <td>  13846</td>\n",
        "      <td> 71.0</td>\n",
        "      <td> 16</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 12</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   25</td>\n",
        "      <td>   62</td>\n",
        "      <td>  6.2</td>\n",
        "      <td>  7.6</td>\n",
        "      <td>  7.1</td>\n",
        "      <td> 4</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.127211</td>\n",
        "      <td> 10.22</td>\n",
        "      <td> 1126</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>  7500</td>\n",
        "      <td> 0</td>\n",
        "      <td> 13.24</td>\n",
        "      <td> 253.58</td>\n",
        "      <td>  4</td>\n",
        "      <td> 138000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 662</td>\n",
        "      <td>  9.16</td>\n",
        "      <td> 1</td>\n",
        "      <td>  2</td>\n",
        "      <td> 10</td>\n",
        "      <td>  -1</td>\n",
        "      <td> 11</td>\n",
        "      <td> 0</td>\n",
        "      <td>   5122</td>\n",
        "      <td> 18.2</td>\n",
        "      <td> 37</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  6</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   19</td>\n",
        "      <td>  981</td>\n",
        "      <td>  4.2</td>\n",
        "      <td>  4.0</td>\n",
        "      <td>  4.3</td>\n",
        "      <td> 3</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.022050</td>\n",
        "      <td>  9.99</td>\n",
        "      <td> 1095</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>  9000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 14.82</td>\n",
        "      <td> 311.20</td>\n",
        "      <td>  0</td>\n",
        "      <td>  88800</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 200</td>\n",
        "      <td> 19.34</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 67</td>\n",
        "      <td>  -1</td>\n",
        "      <td> 15</td>\n",
        "      <td> 0</td>\n",
        "      <td>  38329</td>\n",
        "      <td> 77.3</td>\n",
        "      <td> 27</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  4</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   19</td>\n",
        "      <td>   39</td>\n",
        "      <td>  4.9</td>\n",
        "      <td>  5.2</td>\n",
        "      <td>  6.2</td>\n",
        "      <td> 3</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.042054</td>\n",
        "      <td> 11.57</td>\n",
        "      <td>  548</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td> 10000</td>\n",
        "      <td> 0</td>\n",
        "      <td>  8.59</td>\n",
        "      <td> 316.11</td>\n",
        "      <td>  6</td>\n",
        "      <td>  56000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 485</td>\n",
        "      <td> 15.49</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  7</td>\n",
        "      <td> 0</td>\n",
        "      <td>   6068</td>\n",
        "      <td> 16.7</td>\n",
        "      <td> 49</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 10</td>\n",
        "      <td> 2009</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   24</td>\n",
        "      <td>  240</td>\n",
        "      <td>  8.5</td>\n",
        "      <td> 12.5</td>\n",
        "      <td> 14.8</td>\n",
        "      <td> 4</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.067738</td>\n",
        "      <td>  6.66</td>\n",
        "      <td>  853</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>  3000</td>\n",
        "      <td> 0</td>\n",
        "      <td>  7.14</td>\n",
        "      <td>  92.82</td>\n",
        "      <td>  8</td>\n",
        "      <td> 100000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 300</td>\n",
        "      <td>  6.50</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 16</td>\n",
        "      <td>  -1</td>\n",
        "      <td> 14</td>\n",
        "      <td> 0</td>\n",
        "      <td>   3021</td>\n",
        "      <td>  4.8</td>\n",
        "      <td> 25</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  2</td>\n",
        "      <td> 2010</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   17</td>\n",
        "      <td>  651</td>\n",
        "      <td>  9.2</td>\n",
        "      <td> 10.2</td>\n",
        "      <td>  9.4</td>\n",
        "      <td> 3</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.011138</td>\n",
        "      <td>  5.77</td>\n",
        "      <td> 1096</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>  6625</td>\n",
        "      <td> 0</td>\n",
        "      <td>  8.63</td>\n",
        "      <td> 209.54</td>\n",
        "      <td>  0</td>\n",
        "      <td>  13200</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 926</td>\n",
        "      <td>  9.73</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  3</td>\n",
        "      <td> 0</td>\n",
        "      <td>   6282</td>\n",
        "      <td> 44.6</td>\n",
        "      <td>  9</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  3</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   12</td>\n",
        "      <td> 1103</td>\n",
        "      <td>  5.2</td>\n",
        "      <td>  5.3</td>\n",
        "      <td>  5.3</td>\n",
        "      <td> 5</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.190491</td>\n",
        "      <td>  5.38</td>\n",
        "      <td> 1095</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td> 16000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 17.03</td>\n",
        "      <td> 570.69</td>\n",
        "      <td>  9</td>\n",
        "      <td>  85400</td>\n",
        "      <td> 2</td>\n",
        "      <td> 1</td>\n",
        "      <td>  21</td>\n",
        "      <td> 25.32</td>\n",
        "      <td> 0</td>\n",
        "      <td>  3</td>\n",
        "      <td>  0</td>\n",
        "      <td>   0</td>\n",
        "      <td> 25</td>\n",
        "      <td> 0</td>\n",
        "      <td>  38781</td>\n",
        "      <td> 54.5</td>\n",
        "      <td> 51</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  4</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   19</td>\n",
        "      <td>   90</td>\n",
        "      <td>  4.3</td>\n",
        "      <td>  3.9</td>\n",
        "      <td>  5.3</td>\n",
        "      <td> 5</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.080191</td>\n",
        "      <td> 13.78</td>\n",
        "      <td> 1156</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td> 10000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 11.03</td>\n",
        "      <td> 327.53</td>\n",
        "      <td>  1</td>\n",
        "      <td>  46116</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 273</td>\n",
        "      <td> 13.04</td>\n",
        "      <td> 0</td>\n",
        "      <td>  1</td>\n",
        "      <td> 45</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  7</td>\n",
        "      <td> 0</td>\n",
        "      <td>   5394</td>\n",
        "      <td> 53.4</td>\n",
        "      <td> 23</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  3</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   30</td>\n",
        "      <td>   40</td>\n",
        "      <td>  4.5</td>\n",
        "      <td>  4.5</td>\n",
        "      <td>  4.9</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.085228</td>\n",
        "      <td>  7.78</td>\n",
        "      <td>  914</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>  2300</td>\n",
        "      <td> 0</td>\n",
        "      <td> 13.17</td>\n",
        "      <td>  77.69</td>\n",
        "      <td>  1</td>\n",
        "      <td>  37152</td>\n",
        "      <td> 2</td>\n",
        "      <td> 1</td>\n",
        "      <td>  88</td>\n",
        "      <td>  2.26</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 46</td>\n",
        "      <td>   0</td>\n",
        "      <td>  4</td>\n",
        "      <td> 0</td>\n",
        "      <td>   2211</td>\n",
        "      <td> 88.4</td>\n",
        "      <td> 13</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  8</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   18</td>\n",
        "      <td>   93</td>\n",
        "      <td>  4.1</td>\n",
        "      <td>  5.2</td>\n",
        "      <td>  5.1</td>\n",
        "      <td> 2</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.025094</td>\n",
        "      <td>  9.92</td>\n",
        "      <td> 1126</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td> 15000</td>\n",
        "      <td> 0</td>\n",
        "      <td>  8.94</td>\n",
        "      <td> 476.58</td>\n",
        "      <td>  0</td>\n",
        "      <td> 110000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 146</td>\n",
        "      <td>  7.07</td>\n",
        "      <td> 0</td>\n",
        "      <td>  1</td>\n",
        "      <td>  0</td>\n",
        "      <td>   0</td>\n",
        "      <td>  6</td>\n",
        "      <td> 0</td>\n",
        "      <td>   7586</td>\n",
        "      <td> 52.7</td>\n",
        "      <td> 19</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  9</td>\n",
        "      <td> 2009</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   24</td>\n",
        "      <td>   59</td>\n",
        "      <td>  5.5</td>\n",
        "      <td>  8.2</td>\n",
        "      <td>  8.5</td>\n",
        "      <td> 5</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.051991</td>\n",
        "      <td>  7.01</td>\n",
        "      <td> 1034</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td> 18000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 10.39</td>\n",
        "      <td> 584.12</td>\n",
        "      <td>  1</td>\n",
        "      <td>  36000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 980</td>\n",
        "      <td>  3.80</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  2</td>\n",
        "      <td> 0</td>\n",
        "      <td>   8311</td>\n",
        "      <td> 59.8</td>\n",
        "      <td>  9</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  3</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   15</td>\n",
        "      <td>   55</td>\n",
        "      <td>  4.8</td>\n",
        "      <td>  4.2</td>\n",
        "      <td>  4.4</td>\n",
        "      <td> 4</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.194707</td>\n",
        "      <td>  7.14</td>\n",
        "      <td> 1126</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>  5000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 15.13</td>\n",
        "      <td> 173.65</td>\n",
        "      <td>  7</td>\n",
        "      <td>  60000</td>\n",
        "      <td> 2</td>\n",
        "      <td> 1</td>\n",
        "      <td> 415</td>\n",
        "      <td>  2.74</td>\n",
        "      <td> 0</td>\n",
        "      <td>  3</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  2</td>\n",
        "      <td> 0</td>\n",
        "      <td>    591</td>\n",
        "      <td> 84.4</td>\n",
        "      <td>  6</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  4</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   10</td>\n",
        "      <td>  192</td>\n",
        "      <td>  5.4</td>\n",
        "      <td>  4.9</td>\n",
        "      <td>  6.3</td>\n",
        "      <td> 4</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.034730</td>\n",
        "      <td> 11.88</td>\n",
        "      <td> 1095</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>  6000</td>\n",
        "      <td> 0</td>\n",
        "      <td>  8.00</td>\n",
        "      <td> 188.02</td>\n",
        "      <td>  0</td>\n",
        "      <td>  75000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 441</td>\n",
        "      <td> 16.08</td>\n",
        "      <td> 0</td>\n",
        "      <td>  1</td>\n",
        "      <td>  0</td>\n",
        "      <td>   0</td>\n",
        "      <td> 16</td>\n",
        "      <td> 0</td>\n",
        "      <td>  29797</td>\n",
        "      <td> 23.2</td>\n",
        "      <td> 39</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  5</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   21</td>\n",
        "      <td>  161</td>\n",
        "      <td>  5.3</td>\n",
        "      <td>  5.3</td>\n",
        "      <td>  6.2</td>\n",
        "      <td> 3</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.030083</td>\n",
        "      <td>  4.75</td>\n",
        "      <td> 1095</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td> 20000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 13.24</td>\n",
        "      <td> 404.03</td>\n",
        "      <td>  7</td>\n",
        "      <td> 200000</td>\n",
        "      <td> 2</td>\n",
        "      <td> 1</td>\n",
        "      <td> 331</td>\n",
        "      <td> 21.31</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td> 12</td>\n",
        "      <td> 0</td>\n",
        "      <td> 152416</td>\n",
        "      <td> 80.1</td>\n",
        "      <td> 41</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  4</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   23</td>\n",
        "      <td>   47</td>\n",
        "      <td>  3.3</td>\n",
        "      <td>  4.3</td>\n",
        "      <td>  4.9</td>\n",
        "      <td> 3</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.024242</td>\n",
        "      <td>  9.99</td>\n",
        "      <td> 1095</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>  7100</td>\n",
        "      <td> 0</td>\n",
        "      <td> 12.29</td>\n",
        "      <td> 236.81</td>\n",
        "      <td>  5</td>\n",
        "      <td>  25000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 836</td>\n",
        "      <td> 15.55</td>\n",
        "      <td> 0</td>\n",
        "      <td>  1</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  6</td>\n",
        "      <td> 0</td>\n",
        "      <td>  10410</td>\n",
        "      <td> 63.9</td>\n",
        "      <td>  6</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  4</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   10</td>\n",
        "      <td>  108</td>\n",
        "      <td>  3.0</td>\n",
        "      <td>  2.6</td>\n",
        "      <td>  4.7</td>\n",
        "      <td> 5</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.113669</td>\n",
        "      <td>  9.04</td>\n",
        "      <td> 1095</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td>  7500</td>\n",
        "      <td> 0</td>\n",
        "      <td> 12.29</td>\n",
        "      <td> 250.15</td>\n",
        "      <td>  2</td>\n",
        "      <td>  46000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 751</td>\n",
        "      <td>  3.03</td>\n",
        "      <td> 0</td>\n",
        "      <td>  2</td>\n",
        "      <td>  0</td>\n",
        "      <td>   0</td>\n",
        "      <td>  8</td>\n",
        "      <td> 0</td>\n",
        "      <td>   5556</td>\n",
        "      <td> 27.1</td>\n",
        "      <td>  8</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  6</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   10</td>\n",
        "      <td>   61</td>\n",
        "      <td>  4.7</td>\n",
        "      <td>  4.3</td>\n",
        "      <td>  4.3</td>\n",
        "      <td> 5</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.065256</td>\n",
        "      <td>  9.04</td>\n",
        "      <td> 1095</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td> 15000</td>\n",
        "      <td> 0</td>\n",
        "      <td>  8.63</td>\n",
        "      <td> 474.42</td>\n",
        "      <td>  1</td>\n",
        "      <td>  50000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 488</td>\n",
        "      <td>  2.59</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td>  0</td>\n",
        "      <td>   0</td>\n",
        "      <td>  4</td>\n",
        "      <td> 0</td>\n",
        "      <td>   5656</td>\n",
        "      <td> 27.6</td>\n",
        "      <td> 25</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>  3</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   40</td>\n",
        "      <td>  499</td>\n",
        "      <td>  7.3</td>\n",
        "      <td>  6.9</td>\n",
        "      <td>  7.3</td>\n",
        "      <td> 5</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.113861</td>\n",
        "      <td>  5.38</td>\n",
        "      <td> 1248</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td> 10000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 13.55</td>\n",
        "      <td> 339.60</td>\n",
        "      <td>  4</td>\n",
        "      <td> 100000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 941</td>\n",
        "      <td>  7.94</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td>  0</td>\n",
        "      <td>   0</td>\n",
        "      <td> 11</td>\n",
        "      <td> 0</td>\n",
        "      <td>  21162</td>\n",
        "      <td> 57.7</td>\n",
        "      <td> 14</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  3</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   13</td>\n",
        "      <td>  141</td>\n",
        "      <td>  5.2</td>\n",
        "      <td>  5.3</td>\n",
        "      <td>  5.3</td>\n",
        "      <td> 4</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.040752</td>\n",
        "      <td> 10.30</td>\n",
        "      <td> 1126</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
        "      <td>  6800</td>\n",
        "      <td> 0</td>\n",
        "      <td> 13.87</td>\n",
        "      <td> 231.98</td>\n",
        "      <td>  6</td>\n",
        "      <td> 100000</td>\n",
        "      <td> 2</td>\n",
        "      <td> 1</td>\n",
        "      <td> 701</td>\n",
        "      <td> 14.64</td>\n",
        "      <td> 0</td>\n",
        "      <td>  1</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td> 12</td>\n",
        "      <td> 0</td>\n",
        "      <td>  39411</td>\n",
        "      <td> 97.8</td>\n",
        "      <td> 26</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  5</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   17</td>\n",
        "      <td> 1092</td>\n",
        "      <td>  3.9</td>\n",
        "      <td>  3.3</td>\n",
        "      <td>  3.4</td>\n",
        "      <td> 5</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.027838</td>\n",
        "      <td> 10.62</td>\n",
        "      <td> 1095</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td> 15500</td>\n",
        "      <td> 0</td>\n",
        "      <td>  7.88</td>\n",
        "      <td> 484.85</td>\n",
        "      <td>  0</td>\n",
        "      <td> 125000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  68</td>\n",
        "      <td>  7.05</td>\n",
        "      <td> 0</td>\n",
        "      <td>  1</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  8</td>\n",
        "      <td> 0</td>\n",
        "      <td>  16931</td>\n",
        "      <td> 34.6</td>\n",
        "      <td> 21</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  2</td>\n",
        "      <td> 2010</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   21</td>\n",
        "      <td>  280</td>\n",
        "      <td>  7.9</td>\n",
        "      <td>  8.6</td>\n",
        "      <td>  8.0</td>\n",
        "      <td> 5</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.046546</td>\n",
        "      <td>  6.51</td>\n",
        "      <td> 1096</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td>  4800</td>\n",
        "      <td> 0</td>\n",
        "      <td> 13.87</td>\n",
        "      <td> 163.75</td>\n",
        "      <td>  4</td>\n",
        "      <td>  48000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 115</td>\n",
        "      <td>  9.18</td>\n",
        "      <td> 2</td>\n",
        "      <td>  2</td>\n",
        "      <td> 16</td>\n",
        "      <td>  96</td>\n",
        "      <td> 10</td>\n",
        "      <td> 1</td>\n",
        "      <td>   4945</td>\n",
        "      <td> 64.2</td>\n",
        "      <td> 20</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  4</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   28</td>\n",
        "      <td>  320</td>\n",
        "      <td>  4.2</td>\n",
        "      <td>  4.4</td>\n",
        "      <td>  5.4</td>\n",
        "      <td> 5</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.040938</td>\n",
        "      <td> 10.62</td>\n",
        "      <td> 1095</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td>  9600</td>\n",
        "      <td> 0</td>\n",
        "      <td> 12.29</td>\n",
        "      <td> 320.19</td>\n",
        "      <td>  2</td>\n",
        "      <td>  78000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 606</td>\n",
        "      <td>  8.80</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 68</td>\n",
        "      <td>  63</td>\n",
        "      <td>  5</td>\n",
        "      <td> 1</td>\n",
        "      <td>   4822</td>\n",
        "      <td> 58.1</td>\n",
        "      <td> 27</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  3</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   18</td>\n",
        "      <td>   89</td>\n",
        "      <td>  4.7</td>\n",
        "      <td>  5.0</td>\n",
        "      <td>  5.4</td>\n",
        "      <td> 5</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.049260</td>\n",
        "      <td>  9.04</td>\n",
        "      <td>  791</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td> 10850</td>\n",
        "      <td> 0</td>\n",
        "      <td> 16.71</td>\n",
        "      <td> 385.27</td>\n",
        "      <td>  0</td>\n",
        "      <td>  55200</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 481</td>\n",
        "      <td> 26.52</td>\n",
        "      <td> 0</td>\n",
        "      <td>  4</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td> 12</td>\n",
        "      <td> 0</td>\n",
        "      <td>  21300</td>\n",
        "      <td> 65.5</td>\n",
        "      <td> 18</td>\n",
        "      <td> 0</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  3</td>\n",
        "      <td> 2008</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   15</td>\n",
        "      <td>   94</td>\n",
        "      <td>  7.3</td>\n",
        "      <td>  6.9</td>\n",
        "      <td>  7.3</td>\n",
        "      <td> 4</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.083754</td>\n",
        "      <td> 13.46</td>\n",
        "      <td> 1036</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
        "      <td>  4350</td>\n",
        "      <td> 0</td>\n",
        "      <td>  8.07</td>\n",
        "      <td> 136.45</td>\n",
        "      <td>  0</td>\n",
        "      <td> 120000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  24</td>\n",
        "      <td>  4.00</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>      0</td>\n",
        "      <td> -1.0</td>\n",
        "      <td>  0</td>\n",
        "      <td>-1</td>\n",
        "      <td> -1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  8</td>\n",
        "      <td> 2007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 2016</td>\n",
        "      <td>  144</td>\n",
        "      <td>  4.6</td>\n",
        "      <td>  5.1</td>\n",
        "      <td>  4.3</td>\n",
        "      <td> 4</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.013645</td>\n",
        "      <td>  3.15</td>\n",
        "      <td> 1096</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td>  2525</td>\n",
        "      <td> 0</td>\n",
        "      <td>  9.33</td>\n",
        "      <td>  80.69</td>\n",
        "      <td>  0</td>\n",
        "      <td> 110000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 100</td>\n",
        "      <td> 10.00</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>      0</td>\n",
        "      <td> -1.0</td>\n",
        "      <td>  0</td>\n",
        "      <td>-1</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  6</td>\n",
        "      <td> 2007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 2016</td>\n",
        "      <td>   66</td>\n",
        "      <td>  4.6</td>\n",
        "      <td>  4.1</td>\n",
        "      <td>  4.4</td>\n",
        "      <td> 3</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.008803</td>\n",
        "      <td>  4.41</td>\n",
        "      <td> 1096</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
        "      <td>  3900</td>\n",
        "      <td> 0</td>\n",
        "      <td>  9.33</td>\n",
        "      <td> 124.62</td>\n",
        "      <td>  0</td>\n",
        "      <td>  98000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 100</td>\n",
        "      <td> 10.00</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>      0</td>\n",
        "      <td> -1.0</td>\n",
        "      <td>  0</td>\n",
        "      <td>-1</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  8</td>\n",
        "      <td> 2007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 2016</td>\n",
        "      <td>  113</td>\n",
        "      <td>  4.5</td>\n",
        "      <td>  4.9</td>\n",
        "      <td>  4.2</td>\n",
        "      <td> 3</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.015260</td>\n",
        "      <td>  4.41</td>\n",
        "      <td> 1096</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td>  5000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 11.54</td>\n",
        "      <td> 164.98</td>\n",
        "      <td>  8</td>\n",
        "      <td>  55000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 287</td>\n",
        "      <td> 10.00</td>\n",
        "      <td> 0</td>\n",
        "      <td>  4</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  6</td>\n",
        "      <td> 0</td>\n",
        "      <td>   2447</td>\n",
        "      <td> 65.5</td>\n",
        "      <td> 13</td>\n",
        "      <td>-1</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  7</td>\n",
        "      <td> 2007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   17</td>\n",
        "      <td>  881</td>\n",
        "      <td>  5.2</td>\n",
        "      <td>  5.1</td>\n",
        "      <td>  4.5</td>\n",
        "      <td> 5</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.035996</td>\n",
        "      <td>  6.62</td>\n",
        "      <td>  244</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
        "      <td>  7200</td>\n",
        "      <td> 0</td>\n",
        "      <td> 10.28</td>\n",
        "      <td> 164.42</td>\n",
        "      <td>  0</td>\n",
        "      <td>  95000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 100</td>\n",
        "      <td> 10.00</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>      0</td>\n",
        "      <td> -1.0</td>\n",
        "      <td>  0</td>\n",
        "      <td>-1</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  7</td>\n",
        "      <td> 2007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 2016</td>\n",
        "      <td>  225</td>\n",
        "      <td>  5.0</td>\n",
        "      <td>  5.0</td>\n",
        "      <td>  4.2</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.020769</td>\n",
        "      <td>  5.36</td>\n",
        "      <td> 1096</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
        "      <td>  1000</td>\n",
        "      <td> 0</td>\n",
        "      <td>  9.64</td>\n",
        "      <td>  32.11</td>\n",
        "      <td>  0</td>\n",
        "      <td>  12000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  21</td>\n",
        "      <td> 10.00</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>      0</td>\n",
        "      <td> -1.0</td>\n",
        "      <td>  0</td>\n",
        "      <td>-1</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  6</td>\n",
        "      <td> 2007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 2016</td>\n",
        "      <td>   61</td>\n",
        "      <td>  4.9</td>\n",
        "      <td>  4.4</td>\n",
        "      <td>  4.7</td>\n",
        "      <td> 4</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.032110</td>\n",
        "      <td>  4.72</td>\n",
        "      <td> 1096</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>49</th>\n",
        "      <td>  3200</td>\n",
        "      <td> 0</td>\n",
        "      <td>  9.96</td>\n",
        "      <td> 103.20</td>\n",
        "      <td>  0</td>\n",
        "      <td> 150000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  19</td>\n",
        "      <td> 10.00</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>      0</td>\n",
        "      <td> -1.0</td>\n",
        "      <td>  0</td>\n",
        "      <td>-1</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  7</td>\n",
        "      <td> 2007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 2016</td>\n",
        "      <td>  281</td>\n",
        "      <td>  5.0</td>\n",
        "      <td>  5.4</td>\n",
        "      <td>  4.3</td>\n",
        "      <td> 5</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.008256</td>\n",
        "      <td>  5.04</td>\n",
        "      <td>  581</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50</th>\n",
        "      <td>  3500</td>\n",
        "      <td> 0</td>\n",
        "      <td> 10.28</td>\n",
        "      <td> 113.39</td>\n",
        "      <td>  0</td>\n",
        "      <td> 180000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 100</td>\n",
        "      <td> 10.00</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>      0</td>\n",
        "      <td> -1.0</td>\n",
        "      <td>  0</td>\n",
        "      <td>-1</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  6</td>\n",
        "      <td> 2007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 2016</td>\n",
        "      <td>  204</td>\n",
        "      <td>  4.6</td>\n",
        "      <td>  4.1</td>\n",
        "      <td>  4.4</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.007559</td>\n",
        "      <td>  5.36</td>\n",
        "      <td>  274</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>51</th>\n",
        "      <td>  6450</td>\n",
        "      <td> 0</td>\n",
        "      <td> 11.22</td>\n",
        "      <td> 211.85</td>\n",
        "      <td>  7</td>\n",
        "      <td>  32000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 303</td>\n",
        "      <td> 10.00</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>      0</td>\n",
        "      <td> -1.0</td>\n",
        "      <td>  0</td>\n",
        "      <td>-1</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  6</td>\n",
        "      <td> 2007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 2016</td>\n",
        "      <td>  155</td>\n",
        "      <td>  5.1</td>\n",
        "      <td>  4.4</td>\n",
        "      <td>  4.2</td>\n",
        "      <td> 4</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.079444</td>\n",
        "      <td>  6.30</td>\n",
        "      <td> 1126</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>52</th>\n",
        "      <td>  6500</td>\n",
        "      <td> 0</td>\n",
        "      <td>  9.64</td>\n",
        "      <td> 208.66</td>\n",
        "      <td>  0</td>\n",
        "      <td>  20000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  64</td>\n",
        "      <td> 10.00</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>      0</td>\n",
        "      <td> -1.0</td>\n",
        "      <td>  0</td>\n",
        "      <td>-1</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  6</td>\n",
        "      <td> 2007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 2016</td>\n",
        "      <td>  283</td>\n",
        "      <td>  4.6</td>\n",
        "      <td>  3.9</td>\n",
        "      <td>  4.4</td>\n",
        "      <td> 4</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.125196</td>\n",
        "      <td>  4.72</td>\n",
        "      <td>  335</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>53</th>\n",
        "      <td>  2000</td>\n",
        "      <td> 0</td>\n",
        "      <td>  9.96</td>\n",
        "      <td>  64.50</td>\n",
        "      <td>  0</td>\n",
        "      <td>   6000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 325</td>\n",
        "      <td> 10.00</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>      0</td>\n",
        "      <td> -1.0</td>\n",
        "      <td>  0</td>\n",
        "      <td>-1</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  6</td>\n",
        "      <td> 2007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 2016</td>\n",
        "      <td>   51</td>\n",
        "      <td>  3.5</td>\n",
        "      <td>  3.2</td>\n",
        "      <td>  3.3</td>\n",
        "      <td> 5</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.129000</td>\n",
        "      <td>  5.04</td>\n",
        "      <td> 1126</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>54</th>\n",
        "      <td>  5000</td>\n",
        "      <td> 0</td>\n",
        "      <td>  9.01</td>\n",
        "      <td> 159.03</td>\n",
        "      <td>  6</td>\n",
        "      <td> 250000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 100</td>\n",
        "      <td> 10.00</td>\n",
        "      <td> 2</td>\n",
        "      <td>  0</td>\n",
        "      <td>  5</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  5</td>\n",
        "      <td> 0</td>\n",
        "      <td>  14354</td>\n",
        "      <td> 36.6</td>\n",
        "      <td>  7</td>\n",
        "      <td>-1</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  7</td>\n",
        "      <td> 2007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>   12</td>\n",
        "      <td>   22</td>\n",
        "      <td>  5.0</td>\n",
        "      <td>  5.0</td>\n",
        "      <td>  4.2</td>\n",
        "      <td> 2</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.007633</td>\n",
        "      <td>  4.09</td>\n",
        "      <td> 1096</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>55</th>\n",
        "      <td>  1275</td>\n",
        "      <td> 0</td>\n",
        "      <td> 12.49</td>\n",
        "      <td>  42.65</td>\n",
        "      <td>  6</td>\n",
        "      <td>  40000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  21</td>\n",
        "      <td> 10.00</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>      0</td>\n",
        "      <td> -1.0</td>\n",
        "      <td>  0</td>\n",
        "      <td>-1</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  6</td>\n",
        "      <td> 2007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 2016</td>\n",
        "      <td>    3</td>\n",
        "      <td>  4.9</td>\n",
        "      <td>  4.4</td>\n",
        "      <td>  4.7</td>\n",
        "      <td> 3</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.012795</td>\n",
        "      <td>  7.57</td>\n",
        "      <td>  335</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>56</th>\n",
        "      <td>  3000</td>\n",
        "      <td> 0</td>\n",
        "      <td>  9.33</td>\n",
        "      <td>  95.86</td>\n",
        "      <td>  0</td>\n",
        "      <td>  20000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  24</td>\n",
        "      <td> 10.00</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>      0</td>\n",
        "      <td> -1.0</td>\n",
        "      <td>  0</td>\n",
        "      <td>-1</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>  6</td>\n",
        "      <td> 2007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 2016</td>\n",
        "      <td>   20</td>\n",
        "      <td>  4.9</td>\n",
        "      <td>  4.4</td>\n",
        "      <td>  4.7</td>\n",
        "      <td> 3</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.057516</td>\n",
        "      <td>  4.41</td>\n",
        "      <td> 1096</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>57</th>\n",
        "      <td>  3000</td>\n",
        "      <td> 0</td>\n",
        "      <td>  9.01</td>\n",
        "      <td>  95.42</td>\n",
        "      <td>  0</td>\n",
        "      <td>  35000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 665</td>\n",
        "      <td> 10.00</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>      0</td>\n",
        "      <td> -1.0</td>\n",
        "      <td>  0</td>\n",
        "      <td>-1</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  6</td>\n",
        "      <td> 2007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 2016</td>\n",
        "      <td>   87</td>\n",
        "      <td>  4.5</td>\n",
        "      <td>  3.9</td>\n",
        "      <td>  4.2</td>\n",
        "      <td> 2</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.032715</td>\n",
        "      <td>  4.09</td>\n",
        "      <td> 1126</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>58</th>\n",
        "      <td> 10500</td>\n",
        "      <td> 0</td>\n",
        "      <td> 11.22</td>\n",
        "      <td> 344.87</td>\n",
        "      <td>  4</td>\n",
        "      <td>  60000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  61</td>\n",
        "      <td> 19.50</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>      0</td>\n",
        "      <td> -1.0</td>\n",
        "      <td>  0</td>\n",
        "      <td>-1</td>\n",
        "      <td> -1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  6</td>\n",
        "      <td> 2007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 2016</td>\n",
        "      <td>   25</td>\n",
        "      <td>  4.6</td>\n",
        "      <td>  3.9</td>\n",
        "      <td>  4.4</td>\n",
        "      <td> 4</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.068974</td>\n",
        "      <td>  6.30</td>\n",
        "      <td>  427</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>59</th>\n",
        "      <td>  1000</td>\n",
        "      <td> 0</td>\n",
        "      <td>  7.12</td>\n",
        "      <td>  30.94</td>\n",
        "      <td>  5</td>\n",
        "      <td>  50000</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 100</td>\n",
        "      <td>  1.10</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> -1</td>\n",
        "      <td>  -1</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>      0</td>\n",
        "      <td> -1.0</td>\n",
        "      <td>  0</td>\n",
        "      <td>-1</td>\n",
        "      <td> -1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td>  6</td>\n",
        "      <td> 2007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td>  0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 2016</td>\n",
        "      <td>   81</td>\n",
        "      <td>  4.6</td>\n",
        "      <td>  4.1</td>\n",
        "      <td>  4.4</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.007426</td>\n",
        "      <td>  2.20</td>\n",
        "      <td> 1096</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",
        "      <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",
        "      <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",
        "      <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",
        "      <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",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>78419 rows \u00d7 108 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 287,
       "text": [
        "    loan_amnt  term  int_rate  installment  emp_length  annual_inc  is_inc_v  \\\n",
        "0       25000     0     11.89       829.10           0       85000         2   \n",
        "1        1000     0     16.08        35.20           0       30000         0   \n",
        "2        7000     0     10.71       228.22           0       65000         0   \n",
        "3        7000     0     16.08       246.38           1      189500         2   \n",
        "4        1200     0     13.11        40.50           1       54000         0   \n",
        "5       10800     0     13.57       366.86           5       32000         0   \n",
        "6        7200     0     19.05       264.11           5       58000         1   \n",
        "7        7500     0     10.08       162.34           4       85000         0   \n",
        "8        3000     0     14.26       102.92           4       80800         0   \n",
        "9        4000     0      7.88       125.13           0      148000         0   \n",
        "10       5600     0     14.96       194.02           6       45000         0   \n",
        "11       3200     0      9.88       103.08           3       54000         0   \n",
        "12      22400     0     16.00       787.53           9       78000         0   \n",
        "13       3575     0     16.40       126.40           6       30000         2   \n",
        "14       7000     0     14.82       242.05           0       45000         0   \n",
        "15       4000     0     11.14       131.22           0       60000         0   \n",
        "16       5000     0     14.82       172.89           4       42000         2   \n",
        "17       5000     0     11.34        87.19           1       90000         0   \n",
        "18       5100     0     13.80       149.96          10       46000         0   \n",
        "19       2525     0     12.21        84.12           4       27000         0   \n",
        "20      10625     0     13.47       360.43           1       34000         0   \n",
        "21       7500     0     13.24       253.58           4      138000         0   \n",
        "22       9000     0     14.82       311.20           0       88800         0   \n",
        "23      10000     0      8.59       316.11           6       56000         0   \n",
        "24       3000     0      7.14        92.82           8      100000         0   \n",
        "25       6625     0      8.63       209.54           0       13200         0   \n",
        "26      16000     0     17.03       570.69           9       85400         2   \n",
        "27      10000     0     11.03       327.53           1       46116         0   \n",
        "28       2300     0     13.17        77.69           1       37152         2   \n",
        "29      15000     0      8.94       476.58           0      110000         0   \n",
        "30      18000     0     10.39       584.12           1       36000         0   \n",
        "31       5000     0     15.13       173.65           7       60000         2   \n",
        "32       6000     0      8.00       188.02           0       75000         0   \n",
        "33      20000     0     13.24       404.03           7      200000         2   \n",
        "34       7100     0     12.29       236.81           5       25000         0   \n",
        "35       7500     0     12.29       250.15           2       46000         0   \n",
        "36      15000     0      8.63       474.42           1       50000         0   \n",
        "37      10000     0     13.55       339.60           4      100000         0   \n",
        "38       6800     0     13.87       231.98           6      100000         2   \n",
        "39      15500     0      7.88       484.85           0      125000         0   \n",
        "40       4800     0     13.87       163.75           4       48000         0   \n",
        "41       9600     0     12.29       320.19           2       78000         0   \n",
        "42      10850     0     16.71       385.27           0       55200         0   \n",
        "43       4350     0      8.07       136.45           0      120000         0   \n",
        "44       2525     0      9.33        80.69           0      110000         0   \n",
        "45       3900     0      9.33       124.62           0       98000         0   \n",
        "46       5000     0     11.54       164.98           8       55000         0   \n",
        "47       7200     0     10.28       164.42           0       95000         0   \n",
        "48       1000     0      9.64        32.11           0       12000         0   \n",
        "49       3200     0      9.96       103.20           0      150000         0   \n",
        "50       3500     0     10.28       113.39           0      180000         0   \n",
        "51       6450     0     11.22       211.85           7       32000         0   \n",
        "52       6500     0      9.64       208.66           0       20000         0   \n",
        "53       2000     0      9.96        64.50           0        6000         0   \n",
        "54       5000     0      9.01       159.03           6      250000         0   \n",
        "55       1275     0     12.49        42.65           6       40000         0   \n",
        "56       3000     0      9.33        95.86           0       20000         0   \n",
        "57       3000     0      9.01        95.42           0       35000         0   \n",
        "58      10500     0     11.22       344.87           4       60000         0   \n",
        "59       1000     0      7.12        30.94           5       50000         0   \n",
        "          ...   ...       ...          ...         ...         ...       ...   \n",
        "\n",
        "    loan_status  zip_code    dti  delinq_2yrs  inq_last_6mths  \\\n",
        "0             1       941  19.48            0               0   \n",
        "1             1       600  23.84            0               1   \n",
        "2             1       112  14.29            0               0   \n",
        "3             0       956  22.47            0               4   \n",
        "4             1       777   5.47            0               0   \n",
        "5             1        67  11.63            0               1   \n",
        "6             1        28   2.05            0               0   \n",
        "7             1       921   8.10            0               1   \n",
        "8             1       775  14.97            1               0   \n",
        "9             1       775  16.98            0               0   \n",
        "10            0       208   4.00            0               0   \n",
        "11            1        21   6.51            0               0   \n",
        "12            1       770  19.34            0               5   \n",
        "13            0       294  29.60            0               1   \n",
        "14            0       454  19.12            0              33   \n",
        "15            0       481  11.08            0               0   \n",
        "16            0       144  18.51            0               8   \n",
        "17            1       912  17.25            0               1   \n",
        "18            1       630  16.70            1               4   \n",
        "19            1       402  10.00            0               1   \n",
        "20            1       386  22.09            0               2   \n",
        "21            1       662   9.16            1               2   \n",
        "22            0       200  19.34            0               0   \n",
        "23            1       485  15.49            0               0   \n",
        "24            1       300   6.50            1               0   \n",
        "25            1       926   9.73            0               0   \n",
        "26            1        21  25.32            0               3   \n",
        "27            1       273  13.04            0               1   \n",
        "28            1        88   2.26            0               0   \n",
        "29            1       146   7.07            0               1   \n",
        "30            1       980   3.80            0               0   \n",
        "31            1       415   2.74            0               3   \n",
        "32            1       441  16.08            0               1   \n",
        "33            1       331  21.31            0               0   \n",
        "34            1       836  15.55            0               1   \n",
        "35            1       751   3.03            0               2   \n",
        "36            1       488   2.59            0               0   \n",
        "37            1       941   7.94            0               0   \n",
        "38            1       701  14.64            0               1   \n",
        "39            1        68   7.05            0               1   \n",
        "40            1       115   9.18            2               2   \n",
        "41            1       606   8.80            0               0   \n",
        "42            1       481  26.52            0               4   \n",
        "43            1        24   4.00            0               0   \n",
        "44            1       100  10.00            0               0   \n",
        "45            1       100  10.00            0               0   \n",
        "46            0       287  10.00            0               4   \n",
        "47            1       100  10.00            0               0   \n",
        "48            1        21  10.00            0               0   \n",
        "49            1        19  10.00            0               0   \n",
        "50            1       100  10.00            0               0   \n",
        "51            1       303  10.00            0               0   \n",
        "52            0        64  10.00            0               0   \n",
        "53            1       325  10.00            0               0   \n",
        "54            1       100  10.00            2               0   \n",
        "55            0        21  10.00            0               0   \n",
        "56            1        24  10.00            0               0   \n",
        "57            1       665  10.00            0               0   \n",
        "58            1        61  19.50            0               0   \n",
        "59            1       100   1.10            0               0   \n",
        "            ...       ...    ...          ...             ...   \n",
        "\n",
        "    mths_since_last_delinq  mths_since_last_record  open_acc  pub_rec  \\\n",
        "0                       -1                      -1        10        0   \n",
        "1                       -1                      -1         9        0   \n",
        "2                       -1                      -1         7        0   \n",
        "3                        0                       0        16        0   \n",
        "4                       64                      -1         5        0   \n",
        "5                       58                      -1        14        0   \n",
        "6                       26                      -1         6        0   \n",
        "7                       -1                      -1         3        0   \n",
        "8                       13                       0        13        0   \n",
        "9                       -1                      -1        11        0   \n",
        "10                      38                      63         5        1   \n",
        "11                      -1                      -1         7        0   \n",
        "12                      77                     103        13        1   \n",
        "13                       0                       0         6        0   \n",
        "14                      47                       0        18        0   \n",
        "15                       0                       0        14        0   \n",
        "16                      34                      -1         6        0   \n",
        "17                       0                       0        20        0   \n",
        "18                      20                       0         6        0   \n",
        "19                      -1                      -1         5        0   \n",
        "20                      57                      85         5        1   \n",
        "21                      10                      -1        11        0   \n",
        "22                      67                      -1        15        0   \n",
        "23                      -1                      -1         7        0   \n",
        "24                      16                      -1        14        0   \n",
        "25                      -1                      -1         3        0   \n",
        "26                       0                       0        25        0   \n",
        "27                      45                      -1         7        0   \n",
        "28                      46                       0         4        0   \n",
        "29                       0                       0         6        0   \n",
        "30                      -1                      -1         2        0   \n",
        "31                      -1                      -1         2        0   \n",
        "32                       0                       0        16        0   \n",
        "33                      -1                      -1        12        0   \n",
        "34                      -1                      -1         6        0   \n",
        "35                       0                       0         8        0   \n",
        "36                       0                       0         4        0   \n",
        "37                       0                       0        11        0   \n",
        "38                      -1                      -1        12        0   \n",
        "39                      -1                      -1         8        0   \n",
        "40                      16                      96        10        1   \n",
        "41                      68                      63         5        1   \n",
        "42                      -1                      -1        12        0   \n",
        "43                      -1                      -1         0        0   \n",
        "44                      -1                      -1         0        0   \n",
        "45                      -1                      -1         0        0   \n",
        "46                      -1                      -1         6        0   \n",
        "47                      -1                      -1         0        0   \n",
        "48                      -1                      -1         0        0   \n",
        "49                      -1                      -1         0        0   \n",
        "50                      -1                      -1         0        0   \n",
        "51                      -1                      -1         0        0   \n",
        "52                      -1                      -1         0        0   \n",
        "53                      -1                      -1         0        0   \n",
        "54                       5                      -1         5        0   \n",
        "55                      -1                      -1         0        0   \n",
        "56                      -1                      -1         0        0   \n",
        "57                      -1                      -1         0        0   \n",
        "58                      -1                      -1         0        0   \n",
        "59                      -1                      -1         0        0   \n",
        "                       ...                     ...       ...      ...   \n",
        "\n",
        "    revol_bal  revol_util  total_acc  collections_12_mths_ex_med  \\\n",
        "0       28854        52.1         42                           0   \n",
        "1       10125        90.4         15                           0   \n",
        "2       33623        76.7          7                           0   \n",
        "3      150971        92.3         31                           0   \n",
        "4        2584        40.4         31                           0   \n",
        "5        3511        25.6         40                           0   \n",
        "6        3874        90.1         25                           0   \n",
        "7       33667        73.2         11                           0   \n",
        "8        4740        39.5         23                           0   \n",
        "9       50807        51.0         19                           0   \n",
        "10       3839        76.8          9                           0   \n",
        "11       3198        51.1         11                           0   \n",
        "12      15897        66.0         34                           0   \n",
        "13       3043        58.5          6                           0   \n",
        "14      26531        52.6         31                           0   \n",
        "15      24220        68.6         33                           0   \n",
        "16       9792        64.0         23                           0   \n",
        "17      69909        51.1         51                           0   \n",
        "18        314        12.6         28                           0   \n",
        "19       5630        23.0          8                           0   \n",
        "20      13846        71.0         16                           0   \n",
        "21       5122        18.2         37                           0   \n",
        "22      38329        77.3         27                           0   \n",
        "23       6068        16.7         49                           0   \n",
        "24       3021         4.8         25                           0   \n",
        "25       6282        44.6          9                           0   \n",
        "26      38781        54.5         51                           0   \n",
        "27       5394        53.4         23                           0   \n",
        "28       2211        88.4         13                           0   \n",
        "29       7586        52.7         19                           0   \n",
        "30       8311        59.8          9                           0   \n",
        "31        591        84.4          6                           0   \n",
        "32      29797        23.2         39                           0   \n",
        "33     152416        80.1         41                           0   \n",
        "34      10410        63.9          6                           0   \n",
        "35       5556        27.1          8                           0   \n",
        "36       5656        27.6         25                           0   \n",
        "37      21162        57.7         14                           0   \n",
        "38      39411        97.8         26                           0   \n",
        "39      16931        34.6         21                           0   \n",
        "40       4945        64.2         20                           0   \n",
        "41       4822        58.1         27                           0   \n",
        "42      21300        65.5         18                           0   \n",
        "43          0        -1.0          0                          -1   \n",
        "44          0        -1.0          0                          -1   \n",
        "45          0        -1.0          0                          -1   \n",
        "46       2447        65.5         13                          -1   \n",
        "47          0        -1.0          0                          -1   \n",
        "48          0        -1.0          0                          -1   \n",
        "49          0        -1.0          0                          -1   \n",
        "50          0        -1.0          0                          -1   \n",
        "51          0        -1.0          0                          -1   \n",
        "52          0        -1.0          0                          -1   \n",
        "53          0        -1.0          0                          -1   \n",
        "54      14354        36.6          7                          -1   \n",
        "55          0        -1.0          0                          -1   \n",
        "56          0        -1.0          0                          -1   \n",
        "57          0        -1.0          0                          -1   \n",
        "58          0        -1.0          0                          -1   \n",
        "59          0        -1.0          0                          -1   \n",
        "          ...         ...        ...                         ...   \n",
        "\n",
        "    mths_since_last_major_derog  A  B  C  D  E  F  G  mortgage  none  own  \\\n",
        "0                            -1  0  1  0  0  0  0  0         0     0    0   \n",
        "1                            -1  0  0  0  0  0  1  0         0     0    0   \n",
        "2                            -1  0  1  0  0  0  0  0         0     0    0   \n",
        "3                            -1  0  0  0  0  0  1  0         1     0    0   \n",
        "4                            -1  0  0  1  0  0  0  0         0     0    1   \n",
        "5                            -1  0  0  1  0  0  0  0         0     0    0   \n",
        "6                            30  0  0  0  1  0  0  0         0     0    0   \n",
        "7                            -1  0  1  0  0  0  0  0         0     0    0   \n",
        "8                            -1  0  0  1  0  0  0  0         1     0    0   \n",
        "9                            -1  1  0  0  0  0  0  0         1     0    0   \n",
        "10                           -1  0  0  0  1  0  0  0         0     0    0   \n",
        "11                           -1  0  1  0  0  0  0  0         0     0    0   \n",
        "12                           -1  0  0  0  1  0  0  0         0     0    0   \n",
        "13                           -1  0  0  0  0  0  1  0         0     0    0   \n",
        "14                           -1  0  0  0  0  1  0  0         1     0    0   \n",
        "15                           -1  0  1  0  0  0  0  0         1     0    0   \n",
        "16                           -1  0  0  0  0  1  0  0         0     0    0   \n",
        "17                           -1  0  0  1  0  0  0  0         1     0    0   \n",
        "18                           -1  0  0  0  1  0  0  0         1     0    0   \n",
        "19                           -1  0  1  0  0  0  0  0         0     0    0   \n",
        "20                           -1  0  0  1  0  0  0  0         1     0    0   \n",
        "21                           -1  0  0  0  1  0  0  0         1     0    0   \n",
        "22                           -1  0  0  0  0  1  0  0         1     0    0   \n",
        "23                           -1  1  0  0  0  0  0  0         1     0    0   \n",
        "24                           -1  1  0  0  0  0  0  0         1     0    0   \n",
        "25                           -1  1  0  0  0  0  0  0         0     0    0   \n",
        "26                           -1  0  0  0  0  0  1  0         0     0    0   \n",
        "27                           -1  0  0  1  0  0  0  0         1     0    0   \n",
        "28                           -1  0  0  0  1  0  0  0         0     0    0   \n",
        "29                           -1  1  0  0  0  0  0  0         1     0    0   \n",
        "30                           -1  0  1  0  0  0  0  0         1     0    0   \n",
        "31                           -1  0  0  0  0  1  0  0         0     0    0   \n",
        "32                           -1  1  0  0  0  0  0  0         1     0    0   \n",
        "33                           -1  0  0  0  1  0  0  0         1     0    0   \n",
        "34                           -1  0  0  1  0  0  0  0         1     0    0   \n",
        "35                           -1  0  0  1  0  0  0  0         1     0    0   \n",
        "36                           -1  1  0  0  0  0  0  0         0     0    1   \n",
        "37                           -1  0  0  0  1  0  0  0         0     0    0   \n",
        "38                           -1  0  0  0  1  0  0  0         0     0    0   \n",
        "39                           -1  1  0  0  0  0  0  0         0     0    0   \n",
        "40                           -1  0  0  0  1  0  0  0         0     0    0   \n",
        "41                           -1  0  0  1  0  0  0  0         0     0    0   \n",
        "42                           -1  0  0  0  0  0  1  0         0     0    0   \n",
        "43                           -1  1  0  0  0  0  0  0         0     0    0   \n",
        "44                           -1  0  1  0  0  0  0  0         0     0    0   \n",
        "45                           -1  0  1  0  0  0  0  0         0     0    0   \n",
        "46                           -1  0  0  1  0  0  0  0         1     0    0   \n",
        "47                           -1  0  0  1  0  0  0  0         0     0    0   \n",
        "48                           -1  0  1  0  0  0  0  0         0     0    0   \n",
        "49                           -1  0  1  0  0  0  0  0         1     0    0   \n",
        "50                           -1  0  0  1  0  0  0  0         0     0    0   \n",
        "51                           -1  0  0  1  0  0  0  0         0     0    0   \n",
        "52                           -1  0  1  0  0  0  0  0         0     0    0   \n",
        "53                           -1  0  1  0  0  0  0  0         0     0    0   \n",
        "54                           -1  0  1  0  0  0  0  0         1     0    0   \n",
        "55                           -1  0  0  0  1  0  0  0         0     0    0   \n",
        "56                           -1  0  1  0  0  0  0  0         0     0    1   \n",
        "57                           -1  0  1  0  0  0  0  0         0     0    0   \n",
        "58                           -1  0  0  1  0  0  0  0         0     0    0   \n",
        "59                           -1  1  0  0  0  0  0  0         0     0    0   \n",
        "                            ... .. .. .. .. .. .. ..       ...   ...  ...   \n",
        "\n",
        "    rent  issue_month  issue_year  car  credit_card  debt_consolidation  \\\n",
        "0      1            8        2009    0            0                   1   \n",
        "1      1            7        2008    0            0                   1   \n",
        "2      1            5        2008    0            1                   0   \n",
        "3      0            4        2008    0            0                   1   \n",
        "4      0            3        2010    0            0                   1   \n",
        "5      1           11        2009    0            0                   1   \n",
        "6      1            8        2012    0            0                   1   \n",
        "7      1            4        2008    0            0                   1   \n",
        "8      0            9        2009    0            1                   0   \n",
        "9      0            2        2010    0            1                   0   \n",
        "10     1            2        2010    0            0                   1   \n",
        "11     1            4        2010    0            0                   1   \n",
        "12     1            1        2010    0            0                   1   \n",
        "13     1            3        2008    0            0                   0   \n",
        "14     0            4        2008    0            0                   1   \n",
        "15     0            8        2009    1            0                   0   \n",
        "16     1            6        2008    0            0                   1   \n",
        "17     0            5        2008    0            0                   0   \n",
        "18     0            9        2008    0            0                   1   \n",
        "19     1            2        2009    0            0                   1   \n",
        "20     0           12        2008    0            0                   1   \n",
        "21     0            6        2008    0            0                   1   \n",
        "22     0            4        2008    0            0                   0   \n",
        "23     0           10        2009    0            0                   1   \n",
        "24     0            2        2010    0            0                   0   \n",
        "25     1            3        2008    0            0                   1   \n",
        "26     1            4        2008    0            0                   1   \n",
        "27     0            3        2008    0            0                   0   \n",
        "28     1            8        2008    0            0                   0   \n",
        "29     0            9        2009    0            1                   0   \n",
        "30     0            3        2008    0            0                   1   \n",
        "31     1            4        2008    0            0                   0   \n",
        "32     0            5        2008    0            0                   0   \n",
        "33     0            4        2008    0            1                   0   \n",
        "34     0            4        2008    0            0                   1   \n",
        "35     0            6        2008    0            0                   0   \n",
        "36     0            3        2008    0            0                   0   \n",
        "37     1            3        2008    0            1                   0   \n",
        "38     1            5        2008    0            0                   1   \n",
        "39     1            2        2010    0            1                   0   \n",
        "40     1            4        2008    0            0                   0   \n",
        "41     1            3        2008    0            0                   1   \n",
        "42     1            3        2008    0            0                   1   \n",
        "43     1            8        2007    0            0                   0   \n",
        "44     1            6        2007    0            0                   0   \n",
        "45     1            8        2007    0            0                   0   \n",
        "46     0            7        2007    0            0                   0   \n",
        "47     1            7        2007    0            0                   0   \n",
        "48     1            6        2007    0            0                   0   \n",
        "49     0            7        2007    0            0                   0   \n",
        "50     1            6        2007    0            0                   0   \n",
        "51     1            6        2007    0            0                   0   \n",
        "52     1            6        2007    0            0                   0   \n",
        "53     1            6        2007    0            0                   0   \n",
        "54     0            7        2007    0            0                   0   \n",
        "55     1            6        2007    0            0                   0   \n",
        "56     0            6        2007    0            0                   0   \n",
        "57     1            6        2007    0            0                   0   \n",
        "58     1            6        2007    0            0                   0   \n",
        "59     1            6        2007    0            0                   0   \n",
        "     ...          ...         ...  ...          ...                 ...   \n",
        "\n",
        "    educational  home_improvement  house  major_purchase  medical  moving  \\\n",
        "0             0                 0      0               0        0       0   \n",
        "1             0                 0      0               0        0       0   \n",
        "2             0                 0      0               0        0       0   \n",
        "3             0                 0      0               0        0       0   \n",
        "4             0                 0      0               0        0       0   \n",
        "5             0                 0      0               0        0       0   \n",
        "6           NaN                 0      0               0        0       0   \n",
        "7             0                 0      0               0        0       0   \n",
        "8             0                 0      0               0        0       0   \n",
        "9             0                 0      0               0        0       0   \n",
        "10            0                 0      0               0        0       0   \n",
        "11            0                 0      0               0        0       0   \n",
        "12            0                 0      0               0        0       0   \n",
        "13            1                 0      0               0        0       0   \n",
        "14            0                 0      0               0        0       0   \n",
        "15            0                 0      0               0        0       0   \n",
        "16            0                 0      0               0        0       0   \n",
        "17            0                 1      0               0        0       0   \n",
        "18            0                 0      0               0        0       0   \n",
        "19            0                 0      0               0        0       0   \n",
        "20            0                 0      0               0        0       0   \n",
        "21            0                 0      0               0        0       0   \n",
        "22            0                 0      0               0        0       0   \n",
        "23            0                 0      0               0        0       0   \n",
        "24            0                 0      0               0        0       0   \n",
        "25            0                 0      0               0        0       0   \n",
        "26            0                 0      0               0        0       0   \n",
        "27            0                 0      0               1        0       0   \n",
        "28            0                 0      0               0        0       1   \n",
        "29            0                 0      0               0        0       0   \n",
        "30            0                 0      0               0        0       0   \n",
        "31            0                 0      0               1        0       0   \n",
        "32            0                 0      0               0        0       0   \n",
        "33            0                 0      0               0        0       0   \n",
        "34            0                 0      0               0        0       0   \n",
        "35            0                 1      0               0        0       0   \n",
        "36            0                 0      0               0        0       0   \n",
        "37            0                 0      0               0        0       0   \n",
        "38            0                 0      0               0        0       0   \n",
        "39            0                 0      0               0        0       0   \n",
        "40            0                 0      0               0        1       0   \n",
        "41            0                 0      0               0        0       0   \n",
        "42            0                 0      0               0        0       0   \n",
        "43            0                 0      0               0        0       0   \n",
        "44            0                 0      0               0        0       0   \n",
        "45            0                 0      0               0        0       0   \n",
        "46            0                 0      0               0        0       0   \n",
        "47            0                 0      0               0        0       0   \n",
        "48            0                 0      0               0        0       0   \n",
        "49            0                 0      0               0        0       0   \n",
        "50            0                 0      0               0        0       0   \n",
        "51            0                 0      0               0        0       0   \n",
        "52            0                 0      0               0        0       0   \n",
        "53            0                 0      0               0        0       0   \n",
        "54            0                 0      0               0        0       0   \n",
        "55            0                 0      0               0        0       0   \n",
        "56            0                 0      0               0        0       0   \n",
        "57            0                 0      0               0        0       0   \n",
        "58            0                 0      0               0        0       0   \n",
        "59            0                 0      0               0        0       0   \n",
        "            ...               ...    ...             ...      ...     ...   \n",
        "\n",
        "    renewable_energy  small_business  vacation  wedding  AK  AL  AR  AZ  CA  \\\n",
        "0                  0               0         0        0   0   0   0   0   1   \n",
        "1                  0               0         0        0   0   0   0   0   0   \n",
        "2                  0               0         0        0   0   0   0   0   0   \n",
        "3                  0               0         0        0   0   0   0   0   1   \n",
        "4                  0               0         0        0   0   0   0   0   0   \n",
        "5                  0               0         0        0   0   0   0   0   0   \n",
        "6                  0               0         0        0   0   0   0   0   0   \n",
        "7                  0               0         0        0   0   0   0   0   1   \n",
        "8                  0               0         0        0   0   0   0   0   0   \n",
        "9                  0               0         0        0   0   0   0   0   0   \n",
        "10                 0               0         0        0   0   0   0   0   0   \n",
        "11                 0               0         0        0   0   0   0   0   0   \n",
        "12                 0               0         0        0   0   0   0   0   0   \n",
        "13                 0               0         0        0   0   0   0   0   0   \n",
        "14                 0               0         0        0   0   0   0   0   0   \n",
        "15                 0               0         0        0   0   0   0   0   0   \n",
        "16                 0               0         0        0   0   0   0   0   0   \n",
        "17                 0               0         0        0   0   0   0   0   1   \n",
        "18                 0               0         0        0   0   0   0   0   0   \n",
        "19                 0               0         0        0   0   0   0   0   0   \n",
        "20                 0               0         0        0   0   0   0   0   0   \n",
        "21                 0               0         0        0   0   0   0   0   0   \n",
        "22                 0               0         0        0   0   0   0   0   0   \n",
        "23                 0               0         0        0   0   0   0   0   0   \n",
        "24                 0               1         0        0   0   0   0   0   0   \n",
        "25                 0               0         0        0   0   0   0   0   1   \n",
        "26                 0               0         0        0   0   0   0   0   0   \n",
        "27                 0               0         0        0   0   0   0   0   0   \n",
        "28                 0               0         0        0   0   0   0   0   0   \n",
        "29                 0               0         0        0   0   0   0   0   0   \n",
        "30                 0               0         0        0   0   0   0   0   0   \n",
        "31                 0               0         0        0   0   0   0   0   0   \n",
        "32                 0               0         0        0   0   0   0   0   0   \n",
        "33                 0               0         0        0   0   0   0   0   0   \n",
        "34                 0               0         0        0   0   0   0   0   0   \n",
        "35                 0               0         0        0   0   0   0   0   0   \n",
        "36                 0               0         0        0   0   0   0   0   0   \n",
        "37                 0               0         0        0   0   0   0   0   1   \n",
        "38                 0               0         0        0   0   0   0   0   0   \n",
        "39                 0               0         0        0   0   0   0   0   0   \n",
        "40                 0               0         0        0   0   0   0   0   0   \n",
        "41                 0               0         0        0   0   0   0   0   0   \n",
        "42                 0               0         0        0   0   0   0   0   0   \n",
        "43                 0               0         0        0   0   0   0   0   0   \n",
        "44                 0               0         0        0   0   0   0   0   0   \n",
        "45                 0               0         0        0   0   0   0   0   0   \n",
        "46                 0               0         0        0   0   0   0   0   0   \n",
        "47                 0               0         0        0   0   0   0   0   0   \n",
        "48                 0               0         0        0   0   0   0   0   0   \n",
        "49                 0               0         0        0   0   0   0   0   0   \n",
        "50                 0               0         0        0   0   0   0   0   0   \n",
        "51                 0               0         0        0   0   0   0   0   0   \n",
        "52                 0               0         0        0   0   0   0   0   0   \n",
        "53                 0               0         0        0   0   0   0   0   0   \n",
        "54                 0               0         0        0   0   0   0   0   0   \n",
        "55                 0               0         0        0   0   0   0   0   0   \n",
        "56                 0               0         0        0   0   0   0   0   0   \n",
        "57                 0               0         0        0   0   0   0   0   0   \n",
        "58                 0               0         0        0   0   0   0   0   0   \n",
        "59                 0               0         0        0   0   0   0   0   0   \n",
        "                 ...             ...       ...      ... ... ... ... ... ...   \n",
        "\n",
        "    CO  CT  DC  DE  FL  GA  HI  IA  IL  IDAHO  INDIANA  KS  KY  LA  MA  MD  \\\n",
        "0    0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "1    0   0   0   0   0   0   0   0   1      0        0   0   0   0   0   0   \n",
        "2    0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "3    0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "4    0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "5    0   1   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "6    0   0   0   0   0   0   0 NaN   0    NaN        0   0   0   0   0   0   \n",
        "7    0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "8    0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "9    0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "10   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   1   \n",
        "11   0   0   0   0   0   0   0   0   0      0        0   0   0   0   1   0   \n",
        "12   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "13   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "14   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "15   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "16   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "17   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "18   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "19   0   0   0   0   0   0   0   0   0      0        0   0   1   0   0   0   \n",
        "20   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "21   0   0   0   0   0   0   0   0   0      0        0   1   0   0   0   0   \n",
        "22   0   0   1   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "23   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "24   0   0   0   0   0   1   0   0   0      0        0   0   0   0   0   0   \n",
        "25   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "26   0   0   0   0   0   0   0   0   0      0        0   0   0   0   1   0   \n",
        "27   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "28   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "29   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "30   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "31   0   0   0   0   0   0   0   0   0      0        0   0   1   0   0   0   \n",
        "32   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "33   0   0   0   0   1   0   0   0   0      0        0   0   0   0   0   0   \n",
        "34   0   0   0   0   0   0   0   0   0      1        0   0   0   0   0   0   \n",
        "35   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "36   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "37   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "38   0   0   0   0   0   0   0   0   0      0        0   0   0   1   0   0   \n",
        "39   0   1   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "40   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "41   0   0   0   0   0   0   0   0   1      0        0   0   0   0   0   0   \n",
        "42   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "43   0   0   0   0   0   0   0   0   0      0        0   0   0   0   1   0   \n",
        "44   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "45   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "46   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "47   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "48   0   0   0   0   0   0   0   0   0      0        0   0   0   0   1   0   \n",
        "49   0   0   0   0   0   0   0   0   0      0        0   0   0   0   1   0   \n",
        "50   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "51   0   0   0   0   0   1   0   0   0      0        0   0   0   0   0   0   \n",
        "52   0   1   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "53   0   0   0   0   1   0   0   0   0      0        0   0   0   0   0   0   \n",
        "54   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "55   0   0   0   0   0   0   0   0   0      0        0   0   0   0   1   0   \n",
        "56   0   0   0   0   0   0   0   0   0      0        0   0   0   0   1   0   \n",
        "57   0   0   0   0   0   0   0   0   0      0        0   1   0   0   0   0   \n",
        "58   0   1   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "59   0   0   0   0   0   0   0   0   0      0        0   0   0   0   0   0   \n",
        "   ... ... ... ... ... ... ... ... ...    ...      ... ... ... ... ... ...   \n",
        "\n",
        "    ME  MI  MN  MO  MS  MT  NC  NE  NH  NJ  NM  NV  NY  OH  OK  OREGON  PA  \\\n",
        "0    0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "1    0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "2    0   0   0   0   0   0   0   0   0   0   0   0   1   0   0       0   0   \n",
        "3    0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "4    0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "5    0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "6  NaN   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "7    0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "8    0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "9    0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "10   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "11   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "12   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "13   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "14   0   0   0   0   0   0   0   0   0   0   0   0   0   1   0       0   0   \n",
        "15   0   1   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "16   0   0   0   0   0   0   0   0   0   0   0   0   1   0   0       0   0   \n",
        "17   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "18   0   0   0   1   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "19   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "20   0   0   0   0   1   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "21   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "22   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "23   0   1   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "24   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "25   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "26   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "27   0   0   0   0   0   0   1   0   0   0   0   0   0   0   0       0   0   \n",
        "28   0   0   0   0   0   0   0   0   0   1   0   0   0   0   0       0   0   \n",
        "29   0   0   0   0   0   0   0   0   0   0   0   0   1   0   0       0   0   \n",
        "30   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "31   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "32   0   0   0   0   0   0   0   0   0   0   0   0   0   1   0       0   0   \n",
        "33   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "34   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "35   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "36   0   1   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "37   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "38   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "39   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "40   0   0   0   0   0   0   0   0   0   0   0   0   1   0   0       0   0   \n",
        "41   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "42   0   1   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "43   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "44   0   0   0   0   0   0   0   0   0   0   0   0   1   0   0       0   0   \n",
        "45   0   0   0   0   0   0   0   0   0   0   0   0   1   0   0       0   0   \n",
        "46   0   0   0   0   0   0   1   0   0   0   0   0   0   0   0       0   0   \n",
        "47   0   0   0   0   0   0   0   0   0   0   0   0   1   0   0       0   0   \n",
        "48   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "49   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "50   0   0   0   0   0   0   0   0   0   0   0   0   1   0   0       0   0   \n",
        "51   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "52   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "53   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "54   0   0   0   0   0   0   0   0   0   0   0   0   1   0   0       0   0   \n",
        "55   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "56   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "57   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "58   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0       0   0   \n",
        "59   0   0   0   0   0   0   0   0   0   0   0   0   1   0   0       0   0   \n",
        "   ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...     ... ...   \n",
        "\n",
        "    RI  SC  SD  TN  TX  UT  VA  VT  WA  WI  WV  WY  yrs_since_first_cr_line  \\\n",
        "0    0   0   0   0   0   0   0   0   0   0   0   0                       21   \n",
        "1    0   0   0   0   0   0   0   0   0   0   0   0                       14   \n",
        "2    0   0   0   0   0   0   0   0   0   0   0   0                       15   \n",
        "3    0   0   0   0   0   0   0   0   0   0   0   0                       27   \n",
        "4    0   0   0   0   1   0   0   0   0   0   0   0                       30   \n",
        "5    0   0   0   0   0   0   0   0   0   0   0   0                       19   \n",
        "6    1   0   0   0   0   0   0   0   0   0   0   0                       21   \n",
        "7    0   0   0   0   0   0   0   0   0   0   0   0                       15   \n",
        "8    0   0   0   0   1   0   0   0   0   0   0   0                       17   \n",
        "9    0   0   0   0   1   0   0   0   0   0   0   0                       22   \n",
        "10   0   0   0   0   0   0   0   0   0   0   0   0                       14   \n",
        "11   0   0   0   0   0   0   0   0   0   0   0   0                        9   \n",
        "12   0   0   0   0   1   0   0   0   0   0   0   0                       16   \n",
        "13   0   1   0   0   0   0   0   0   0   0   0   0                       12   \n",
        "14   0   0   0   0   0   0   0   0   0   0   0   0                       15   \n",
        "15   0   0   0   0   0   0   0   0   0   0   0   0                       20   \n",
        "16   0   0   0   0   0   0   0   0   0   0   0   0                       18   \n",
        "17   0   0   0   0   0   0   0   0   0   0   0   0                       18   \n",
        "18   0   0   0   0   0   0   0   0   0   0   0   0                       19   \n",
        "19   0   0   0   0   0   0   0   0   0   0   0   0                       14   \n",
        "20   0   0   0   0   0   0   0   0   0   0   0   0                       25   \n",
        "21   0   0   0   0   0   0   0   0   0   0   0   0                       19   \n",
        "22   0   0   0   0   0   0   0   0   0   0   0   0                       19   \n",
        "23   0   0   0   0   0   0   0   0   0   0   0   0                       24   \n",
        "24   0   0   0   0   0   0   0   0   0   0   0   0                       17   \n",
        "25   0   0   0   0   0   0   0   0   0   0   0   0                       12   \n",
        "26   0   0   0   0   0   0   0   0   0   0   0   0                       19   \n",
        "27   0   0   0   0   0   0   0   0   0   0   0   0                       30   \n",
        "28   0   0   0   0   0   0   0   0   0   0   0   0                       18   \n",
        "29   0   0   0   0   0   0   0   0   0   0   0   0                       24   \n",
        "30   0   0   0   0   0   0   0   0   1   0   0   0                       15   \n",
        "31   0   0   0   0   0   0   0   0   0   0   0   0                       10   \n",
        "32   0   0   0   0   0   0   0   0   0   0   0   0                       21   \n",
        "33   0   0   0   0   0   0   0   0   0   0   0   0                       23   \n",
        "34   0   0   0   0   0   0   0   0   0   0   0   0                       10   \n",
        "35   0   0   0   0   1   0   0   0   0   0   0   0                       10   \n",
        "36   0   0   0   0   0   0   0   0   0   0   0   0                       40   \n",
        "37   0   0   0   0   0   0   0   0   0   0   0   0                       13   \n",
        "38   0   0   0   0   0   0   0   0   0   0   0   0                       17   \n",
        "39   0   0   0   0   0   0   0   0   0   0   0   0                       21   \n",
        "40   0   0   0   0   0   0   0   0   0   0   0   0                       28   \n",
        "41   0   0   0   0   0   0   0   0   0   0   0   0                       18   \n",
        "42   0   0   0   0   0   0   0   0   0   0   0   0                       15   \n",
        "43   0   0   0   0   0   0   0   0   0   0   0   0                     2016   \n",
        "44   0   0   0   0   0   0   0   0   0   0   0   0                     2016   \n",
        "45   0   0   0   0   0   0   0   0   0   0   0   0                     2016   \n",
        "46   0   0   0   0   0   0   0   0   0   0   0   0                       17   \n",
        "47   0   0   0   0   0   0   0   0   0   0   0   0                     2016   \n",
        "48   0   0   0   0   0   0   0   0   0   0   0   0                     2016   \n",
        "49   0   0   0   0   0   0   0   0   0   0   0   0                     2016   \n",
        "50   0   0   0   0   0   0   0   0   0   0   0   0                     2016   \n",
        "51   0   0   0   0   0   0   0   0   0   0   0   0                     2016   \n",
        "52   0   0   0   0   0   0   0   0   0   0   0   0                     2016   \n",
        "53   0   0   0   0   0   0   0   0   0   0   0   0                     2016   \n",
        "54   0   0   0   0   0   0   0   0   0   0   0   0                       12   \n",
        "55   0   0   0   0   0   0   0   0   0   0   0   0                     2016   \n",
        "56   0   0   0   0   0   0   0   0   0   0   0   0                     2016   \n",
        "57   0   0   0   0   0   0   0   0   0   0   0   0                     2016   \n",
        "58   0   0   0   0   0   0   0   0   0   0   0   0                     2016   \n",
        "59   0   0   0   0   0   0   0   0   0   0   0   0                     2016   \n",
        "   ... ... ... ... ... ... ... ... ... ... ... ...                      ...   \n",
        "\n",
        "    desc_length  unemp_rate_12mths  unemp_rate_6mths  unemp_rate_3mths  \\\n",
        "0           308                7.7              10.6              10.8   \n",
        "1           188                5.4               6.2               5.3   \n",
        "2            71                4.2               4.4               5.1   \n",
        "3          2205                5.0               5.4               6.4   \n",
        "4           748                6.8               8.0               8.1   \n",
        "5           403                5.9               8.0               8.6   \n",
        "6           267               11.3              11.5              10.2   \n",
        "7           293                5.0               5.4               6.4   \n",
        "8           487                5.2               6.8               8.1   \n",
        "9           363                6.8               8.0               7.2   \n",
        "10          340                7.2               7.5               7.3   \n",
        "11          141                7.4               8.2               9.5   \n",
        "12          526                6.7               8.2               6.6   \n",
        "13         3291                5.3               5.5               5.7   \n",
        "14          223                5.6               5.3               6.5   \n",
        "15          824                8.5              12.8              13.5   \n",
        "16          486                4.5               4.7               5.0   \n",
        "17           65                4.8               5.5               6.2   \n",
        "18          360                5.1               5.8               5.9   \n",
        "19          171                6.4               6.7               6.1   \n",
        "20           62                6.2               7.6               7.1   \n",
        "21          981                4.2               4.0               4.3   \n",
        "22           39                4.9               5.2               6.2   \n",
        "23          240                8.5              12.5              14.8   \n",
        "24          651                9.2              10.2               9.4   \n",
        "25         1103                5.2               5.3               5.3   \n",
        "26           90                4.3               3.9               5.3   \n",
        "27           40                4.5               4.5               4.9   \n",
        "28           93                4.1               5.2               5.1   \n",
        "29           59                5.5               8.2               8.5   \n",
        "30           55                4.8               4.2               4.4   \n",
        "31          192                5.4               4.9               6.3   \n",
        "32          161                5.3               5.3               6.2   \n",
        "33           47                3.3               4.3               4.9   \n",
        "34          108                3.0               2.6               4.7   \n",
        "35           61                4.7               4.3               4.3   \n",
        "36          499                7.3               6.9               7.3   \n",
        "37          141                5.2               5.3               5.3   \n",
        "38         1092                3.9               3.3               3.4   \n",
        "39          280                7.9               8.6               8.0   \n",
        "40          320                4.2               4.4               5.4   \n",
        "41           89                4.7               5.0               5.4   \n",
        "42           94                7.3               6.9               7.3   \n",
        "43          144                4.6               5.1               4.3   \n",
        "44           66                4.6               4.1               4.4   \n",
        "45          113                4.5               4.9               4.2   \n",
        "46          881                5.2               5.1               4.5   \n",
        "47          225                5.0               5.0               4.2   \n",
        "48           61                4.9               4.4               4.7   \n",
        "49          281                5.0               5.4               4.3   \n",
        "50          204                4.6               4.1               4.4   \n",
        "51          155                5.1               4.4               4.2   \n",
        "52          283                4.6               3.9               4.4   \n",
        "53           51                3.5               3.2               3.3   \n",
        "54           22                5.0               5.0               4.2   \n",
        "55            3                4.9               4.4               4.7   \n",
        "56           20                4.9               4.4               4.7   \n",
        "57           87                4.5               3.9               4.2   \n",
        "58           25                4.6               3.9               4.4   \n",
        "59           81                4.6               4.1               4.4   \n",
        "            ...                ...               ...               ...   \n",
        "\n",
        "    sub_grade  other_housing  other_purpose  install_frac_of_monthly_inc  \\\n",
        "0           4              0              0                     0.117049   \n",
        "1           2              0              0                     0.014080   \n",
        "2           5              0              0                     0.042133   \n",
        "3           2              0              0                     0.015602   \n",
        "4           2              0              0                     0.009000   \n",
        "5           3              0              0                     0.137572   \n",
        "6           4              0              0                     0.054643   \n",
        "7           3              0              0                     0.022919   \n",
        "8           5              0              0                     0.015285   \n",
        "9           5              0              0                     0.010146   \n",
        "10          2              0              0                     0.051739   \n",
        "11          1              0              0                     0.022907   \n",
        "12          5              0              0                     0.121158   \n",
        "13          3              0              0                     0.050560   \n",
        "14          3              0              0                     0.064547   \n",
        "15          1              0              0                     0.026244   \n",
        "16          3              0              0                     0.049397   \n",
        "17          2              0              0                     0.011625   \n",
        "18          4              0              0                     0.039120   \n",
        "19          5              0              0                     0.037387   \n",
        "20          4              0              0                     0.127211   \n",
        "21          3              0              0                     0.022050   \n",
        "22          3              0              1                     0.042054   \n",
        "23          4              0              0                     0.067738   \n",
        "24          3              0              0                     0.011138   \n",
        "25          5              0              0                     0.190491   \n",
        "26          5              0              0                     0.080191   \n",
        "27          1              0              0                     0.085228   \n",
        "28          2              0              0                     0.025094   \n",
        "29          5              0              0                     0.051991   \n",
        "30          4              0              0                     0.194707   \n",
        "31          4              0              0                     0.034730   \n",
        "32          3              0              1                     0.030083   \n",
        "33          3              0              0                     0.024242   \n",
        "34          5              0              0                     0.113669   \n",
        "35          5              0              0                     0.065256   \n",
        "36          5              0              1                     0.113861   \n",
        "37          4              0              0                     0.040752   \n",
        "38          5              0              0                     0.027838   \n",
        "39          5              0              0                     0.046546   \n",
        "40          5              0              0                     0.040938   \n",
        "41          5              0              0                     0.049260   \n",
        "42          4              0              0                     0.083754   \n",
        "43          4              0              1                     0.013645   \n",
        "44          3              0              1                     0.008803   \n",
        "45          3              0              1                     0.015260   \n",
        "46          5              0              1                     0.035996   \n",
        "47          1              0              1                     0.020769   \n",
        "48          4              0              1                     0.032110   \n",
        "49          5              0              1                     0.008256   \n",
        "50          1              0              1                     0.007559   \n",
        "51          4              0              1                     0.079444   \n",
        "52          4              0              1                     0.125196   \n",
        "53          5              0              1                     0.129000   \n",
        "54          2              0              1                     0.007633   \n",
        "55          3              0              1                     0.012795   \n",
        "56          3              0              1                     0.057516   \n",
        "57          2              0              1                     0.032715   \n",
        "58          4              0              1                     0.068974   \n",
        "59          1              0              1                     0.007426   \n",
        "          ...            ...            ...                          ...   \n",
        "\n",
        "    implied_risk  days_to_zero_dollars  \n",
        "0           9.96                   791  \n",
        "1          12.83                   608  \n",
        "2           7.46                  1126  \n",
        "3          12.83                   183  \n",
        "4          11.74                  1096  \n",
        "5          11.64                  1096  \n",
        "6          18.45                   669  \n",
        "7           6.83                  1095  \n",
        "8          12.33                  1126  \n",
        "9           6.51                   759  \n",
        "10         13.59                   973  \n",
        "11          8.51                   306  \n",
        "12         14.63                   516  \n",
        "13         13.15                   275  \n",
        "14         11.57                   760  \n",
        "15          9.21                   669  \n",
        "16         11.57                   245  \n",
        "17          8.09                  1095  \n",
        "18         10.55                  1095  \n",
        "19         10.28                  1124  \n",
        "20         10.22                  1126  \n",
        "21          9.99                  1095  \n",
        "22         11.57                   548  \n",
        "23          6.66                   853  \n",
        "24          5.77                  1096  \n",
        "25          5.38                  1095  \n",
        "26         13.78                  1156  \n",
        "27          7.78                   914  \n",
        "28          9.92                  1126  \n",
        "29          7.01                  1034  \n",
        "30          7.14                  1126  \n",
        "31         11.88                  1095  \n",
        "32          4.75                  1095  \n",
        "33          9.99                  1095  \n",
        "34          9.04                  1095  \n",
        "35          9.04                  1095  \n",
        "36          5.38                  1248  \n",
        "37         10.30                  1126  \n",
        "38         10.62                  1095  \n",
        "39          6.51                  1096  \n",
        "40         10.62                  1095  \n",
        "41          9.04                   791  \n",
        "42         13.46                  1036  \n",
        "43          3.15                  1096  \n",
        "44          4.41                  1096  \n",
        "45          4.41                  1096  \n",
        "46          6.62                   244  \n",
        "47          5.36                  1096  \n",
        "48          4.72                  1096  \n",
        "49          5.04                   581  \n",
        "50          5.36                   274  \n",
        "51          6.30                  1126  \n",
        "52          4.72                   335  \n",
        "53          5.04                  1126  \n",
        "54          4.09                  1096  \n",
        "55          7.57                   335  \n",
        "56          4.41                  1096  \n",
        "57          4.09                  1126  \n",
        "58          6.30                   427  \n",
        "59          2.20                  1096  \n",
        "             ...                   ...  \n",
        "\n",
        "[78419 rows x 108 columns]"
       ]
      }
     ],
     "prompt_number": 287
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "len(loanData.dropna())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 286,
       "text": [
        "29605"
       ]
      }
     ],
     "prompt_number": 286
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "loanData = loanData.drop(['Any'], 1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 249
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "loanData = loanData[loanData['annual_inc'] > 0]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 250
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "loanData = loanData.drop(['days_active'], 1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 251
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "loanData = loanData.dropna()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 252
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "loanData = loanData[loanData['last_pymnt_d'] != 'NaT']\n",
      "loanData.index = range(len(loanData))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 253
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "loanData['issue_d'] = [datetime.strptime(str(x), '%Y-%m-%d %H:%M:%S') for x in loanData['issue_d']]\n",
      "loanData['last_pymnt_d'] = [datetime.strptime(str(x), '%Y-%m-%d %H:%M:%S') for x in loanData['last_pymnt_d']]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 254
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "days_active = [(loanData['last_pymnt_d'][i] - loanData['issue_d'][i]).days for i in range(len(loanData))]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 255
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "loanData['days_active'] = days_active"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 256
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "loanData = loanData.drop(['issue_d', 'last_pymnt_d'], 1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 257
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "loanData = loanData[loanData['term'] == 0]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 258
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "loanData.index = range(len(loanData))\n",
      "loanData['days_to_default'] = 1056\n",
      "for i, val in enumerate(loanData['days_active']):\n",
      "    if loanData['loan_status'][i] == 0:\n",
      "        loanData['days_to_default'].iloc[i] = loanData['days_active'].iloc[i]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 259
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "len(loanData)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 260,
       "text": [
        "979"
       ]
      }
     ],
     "prompt_number": 260
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": [
      "Linear Regression"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "features = loanData.drop(['loan_status', 'days_active'], 1).values\n",
      "targets = loanData['days_active'].values"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 261
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "X_train, X_test, y_train, y_test = train_test_split(features, \n",
      "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttargets, \n",
      "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttest_size=0.1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 262
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "X_train = X_train.astype(float)\n",
      "y_train = y_train.astype(float)\n",
      "X_test = X_test.astype(float)\n",
      "y_test = y_test.astype(float)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 263
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "X_train.shape"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 264,
       "text": [
        "(881, 110)"
       ]
      }
     ],
     "prompt_number": 264
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 264
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "scalerX = StandardScaler().fit(X_train)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 265
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "X_train, X_test = scalerX.transform(X_train), scalerX.transform(X_test)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 266
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "max(y_test)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 267,
       "text": [
        "1127.0"
       ]
      }
     ],
     "prompt_number": 267
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "clf = LinearRegression()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 268
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "clf.fit(X_train, y_train)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 269,
       "text": [
        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
       ]
      }
     ],
     "prompt_number": 269
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "clf.score(X_test, y_test)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 270,
       "text": [
        "0.38915804775520058"
       ]
      }
     ],
     "prompt_number": 270
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "prediction = clf.predict(X_test)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 271
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.scatter(prediction, y_test)\n",
      "plt.xlabel('prediction')\n",
      "plt.ylabel('y_test')\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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HmJgMxIoVczFu3Lhnro+QhlDjPWmX1Go1XnppAs6evYeKiudhZPQj5swZic8+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\nCFZiAWAlFgBWYgFgFcFF8sdDLfzGAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x11a5f3c50>"
       ]
      }
     ],
     "prompt_number": 272
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "f = open('default_regression_algorithm_20150120.pickle', 'wb')\n",
      "pickle.dump(clf, f)\n",
      "f.close()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 275
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "loanData.columns"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 279,
       "text": [
        "Index([u'loan_amnt', u'term', u'int_rate', u'installment', u'emp_length', u'annual_inc', u'is_inc_v', u'loan_status', u'zip_code', u'dti', u'delinq_2yrs', u'inq_last_6mths', u'mths_since_last_delinq', u'mths_since_last_record', u'open_acc', u'pub_rec', u'revol_bal', u'revol_util', u'total_acc', u'collections_12_mths_ex_med', u'mths_since_last_major_derog', u'A', u'B', u'C', u'D', u'E', u'F', u'G', u'Any', u'mortgage', u'none', u'own', u'rent', u'days_active', u'issue_month', u'issue_year', u'car', u'credit_card', u'debt_consolidation', u'educational', u'home_improvement', u'house', u'major_purchase', u'medical', u'moving', u'renewable_energy', u'small_business', u'vacation', u'wedding', u'AK', u'AL', u'AR', u'AZ', u'CA', u'CO', u'CT', u'DC', u'DE', u'FL', u'GA', u'HI', u'IA', u'IL', u'IDAHO', u'INDIANA', u'KS', u'KY', u'LA', u'MA', u'MD', u'ME', u'MI', u'MN', u'MO', u'MS', u'MT', u'NC', u'NE', u'NH', u'NJ', u'NM', u'NV', u'NY', u'OH', u'OK', u'OREGON', u'PA', u'RI', u'SC', u'SD', u'TN', u'TX', u'UT', u'VA', u'VT', u'WA', u'WI', u'WV', u'WY', u'yrs_since_first_cr_line', ...], dtype='object')"
       ]
      }
     ],
     "prompt_number": 279
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "loanData.shape"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 280,
       "text": [
        "(97909, 114)"
       ]
      }
     ],
     "prompt_number": 280
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "b = [54734, 55521]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "a = loanData[loanData['id'].isin(b)]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "AttributeError",
       "evalue": "'Series' object has no attribute 'isnotin'",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
        "\u001b[0;32m<ipython-input-14-cc5f3f87bc95>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0ma\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mloanData\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mloanData\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'id'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misnotin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
        "\u001b[0;32m/Library/Python/2.7/site-packages/pandas/core/generic.pyc\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m   1945\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1946\u001b[0m             raise AttributeError(\"'%s' object has no attribute '%s'\" %\n\u001b[0;32m-> 1947\u001b[0;31m                                  (type(self).__name__, name))\n\u001b[0m\u001b[1;32m   1948\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1949\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
        "\u001b[0;31mAttributeError\u001b[0m: 'Series' object has no attribute 'isnotin'"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "a = loanData[~loanData['id'].isin(b)]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "len(a)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 16,
       "text": [
        "72024"
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}