3-RF.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import sklearn as sk\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "game_csv = pd.read_csv('./data/Training_dataset_Original.csv',na_values=[\"NA\", \"na\", \"missing\"])\n",
    "gameDf = pd.DataFrame(game_csv)\n",
    "\n",
    "dataDict = pd.read_csv('./data/Data_Dictionary.csv',na_values=\"NA\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(80000, 49)\n",
      "(49, 2)\n"
     ]
    }
   ],
   "source": [
    "print(gameDf.shape)\n",
    "print(dataDict.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "application_key      int64\n",
       "mvar1              float64\n",
       "mvar2              float64\n",
       "mvar3              float64\n",
       "mvar4              float64\n",
       "mvar5              float64\n",
       "mvar6              float64\n",
       "mvar7              float64\n",
       "mvar8              float64\n",
       "mvar9              float64\n",
       "mvar10             float64\n",
       "mvar11             float64\n",
       "mvar12             float64\n",
       "mvar13             float64\n",
       "mvar14               int64\n",
       "mvar15             float64\n",
       "mvar16             float64\n",
       "mvar17             float64\n",
       "mvar18             float64\n",
       "mvar19             float64\n",
       "mvar20             float64\n",
       "mvar21             float64\n",
       "mvar22             float64\n",
       "mvar23             float64\n",
       "mvar24             float64\n",
       "mvar25             float64\n",
       "mvar26             float64\n",
       "mvar27             float64\n",
       "mvar28             float64\n",
       "mvar29             float64\n",
       "mvar30             float64\n",
       "mvar31             float64\n",
       "mvar32             float64\n",
       "mvar33             float64\n",
       "mvar34             float64\n",
       "mvar35             float64\n",
       "mvar36             float64\n",
       "mvar37             float64\n",
       "mvar38             float64\n",
       "mvar39             float64\n",
       "mvar40             float64\n",
       "mvar41             float64\n",
       "mvar42             float64\n",
       "mvar43             float64\n",
       "mvar44             float64\n",
       "mvar45             float64\n",
       "mvar46             float64\n",
       "mvar47              object\n",
       "default_ind          int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gameDf.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dic = dict(zip(dataDict.values[:, 1], dataDict.values[:, 0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'mvar25'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dic['Average tenure of active revolving credit cards (in days)']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#remove ID column\n",
    "del gameDf[dic['Application ID (primary key)']]\n",
    "del dic['Application ID (primary key)']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "gameX = gameDf.iloc[:,:-1]\n",
    "gameY = gameDf.iloc[:,-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "range(0, 80000)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "range(gameDf[\"mvar47\"].shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#one hot encoding C=0 L=1\n",
    "gameX.loc[gameX.loc[:, \"mvar47\"]=='C', \"mvar47\"] = 0\n",
    "gameX.loc[gameX.loc[:, \"mvar47\"]=='L', \"mvar47\"] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mvar1</th>\n",
       "      <th>mvar2</th>\n",
       "      <th>mvar3</th>\n",
       "      <th>mvar4</th>\n",
       "      <th>mvar5</th>\n",
       "      <th>mvar6</th>\n",
       "      <th>mvar7</th>\n",
       "      <th>mvar8</th>\n",
       "      <th>mvar9</th>\n",
       "      <th>mvar10</th>\n",
       "      <th>...</th>\n",
       "      <th>mvar38</th>\n",
       "      <th>mvar39</th>\n",
       "      <th>mvar40</th>\n",
       "      <th>mvar41</th>\n",
       "      <th>mvar42</th>\n",
       "      <th>mvar43</th>\n",
       "      <th>mvar44</th>\n",
       "      <th>mvar45</th>\n",
       "      <th>mvar46</th>\n",
       "      <th>mvar47</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1696.0</td>\n",
       "      <td>1.6541</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6015.0</td>\n",
       "      <td>322.0</td>\n",
       "      <td>40369.0</td>\n",
       "      <td>18414.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>73.780</td>\n",
       "      <td>82.547</td>\n",
       "      <td>0.08696</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.63899</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1846.0</td>\n",
       "      <td>0.8095</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>102.0</td>\n",
       "      <td>7532.0</td>\n",
       "      <td>3171.0</td>\n",
       "      <td>18234.0</td>\n",
       "      <td>13664.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>99.129</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.63836</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1745.0</td>\n",
       "      <td>0.4001</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2536.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2536.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.290</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1739.0</td>\n",
       "      <td>0.2193</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>26440.0</td>\n",
       "      <td>4955.0</td>\n",
       "      <td>20316.0</td>\n",
       "      <td>37013.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>96.272</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.15385</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.53241</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1787.0</td>\n",
       "      <td>0.0118</td>\n",
       "      <td>0.225</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5451.0</td>\n",
       "      <td>5494.0</td>\n",
       "      <td>5494.0</td>\n",
       "      <td>7987.0</td>\n",
       "      <td>4696.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>115.019</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.92665</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1579.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.502</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.50000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1818.0</td>\n",
       "      <td>0.4001</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1088.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1536.0</td>\n",
       "      <td>1498.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>88.171</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.87224</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1836.0</td>\n",
       "      <td>0.1358</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>347.0</td>\n",
       "      <td>38964.0</td>\n",
       "      <td>17828.0</td>\n",
       "      <td>70729.0</td>\n",
       "      <td>65843.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.89868</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1839.0</td>\n",
       "      <td>0.1981</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>793.0</td>\n",
       "      <td>6131.0</td>\n",
       "      <td>6045.0</td>\n",
       "      <td>48959.0</td>\n",
       "      <td>31640.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45.590</td>\n",
       "      <td>0.08824</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.33834</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1903.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>22.0</td>\n",
       "      <td>19518.0</td>\n",
       "      <td>9910.0</td>\n",
       "      <td>90618.0</td>\n",
       "      <td>110271.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.80620</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1681.0</td>\n",
       "      <td>1.5888</td>\n",
       "      <td>5.685</td>\n",
       "      <td>3.566</td>\n",
       "      <td>0.000</td>\n",
       "      <td>93.0</td>\n",
       "      <td>3554.0</td>\n",
       "      <td>439.0</td>\n",
       "      <td>2527.0</td>\n",
       "      <td>7086.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.61111</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.81172</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1841.0</td>\n",
       "      <td>0.5388</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1487.0</td>\n",
       "      <td>19449.0</td>\n",
       "      <td>19449.0</td>\n",
       "      <td>6739.0</td>\n",
       "      <td>6612.0</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.98031</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1794.0</td>\n",
       "      <td>1.9684</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>856.0</td>\n",
       "      <td>8609.0</td>\n",
       "      <td>8609.0</td>\n",
       "      <td>60545.0</td>\n",
       "      <td>24893.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.35724</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1669.0</td>\n",
       "      <td>3.8558</td>\n",
       "      <td>18.465</td>\n",
       "      <td>6.292</td>\n",
       "      <td>1.200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>142.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>...</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>107.825</td>\n",
       "      <td>98.664</td>\n",
       "      <td>0.56000</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.29169</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1583.0</td>\n",
       "      <td>3.0284</td>\n",
       "      <td>16.325</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>51450.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.32353</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1899.0</td>\n",
       "      <td>0.0970</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1015.0</td>\n",
       "      <td>13379.0</td>\n",
       "      <td>13379.0</td>\n",
       "      <td>246906.0</td>\n",
       "      <td>56533.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.384</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.47480</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1690.0</td>\n",
       "      <td>8.7747</td>\n",
       "      <td>10.437</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>122.0</td>\n",
       "      <td>623.0</td>\n",
       "      <td>299.0</td>\n",
       "      <td>1140.0</td>\n",
       "      <td>2043.0</td>\n",
       "      <td>...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.63636</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.94951</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1599.0</td>\n",
       "      <td>0.8601</td>\n",
       "      <td>1.525</td>\n",
       "      <td>1.525</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>878.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>878.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>91.175</td>\n",
       "      <td>0.80000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1859.0</td>\n",
       "      <td>0.0155</td>\n",
       "      <td>0.368</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>424.0</td>\n",
       "      <td>86509.0</td>\n",
       "      <td>12451.0</td>\n",
       "      <td>86635.0</td>\n",
       "      <td>142081.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.34730</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1880.0</td>\n",
       "      <td>2.6101</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19252.0</td>\n",
       "      <td>6342.0</td>\n",
       "      <td>59601.0</td>\n",
       "      <td>86906.0</td>\n",
       "      <td>...</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72.497</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.28708</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1852.0</td>\n",
       "      <td>3.6201</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>799.0</td>\n",
       "      <td>16515.0</td>\n",
       "      <td>16515.0</td>\n",
       "      <td>110651.0</td>\n",
       "      <td>41311.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.75349</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1655.0</td>\n",
       "      <td>3.0268</td>\n",
       "      <td>14.748</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>48.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>198.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1863.0</td>\n",
       "      <td>0.0401</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1487.0</td>\n",
       "      <td>4955.0</td>\n",
       "      <td>4955.0</td>\n",
       "      <td>22902.0</td>\n",
       "      <td>21772.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>96.895</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.40853</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1753.0</td>\n",
       "      <td>0.2251</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1124.0</td>\n",
       "      <td>1124.0</td>\n",
       "      <td>1124.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1124.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1894.0</td>\n",
       "      <td>0.0318</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>4655.0</td>\n",
       "      <td>7433.0</td>\n",
       "      <td>7433.0</td>\n",
       "      <td>25667.0</td>\n",
       "      <td>12345.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.99419</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1803.0</td>\n",
       "      <td>0.3993</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>496.0</td>\n",
       "      <td>10505.0</td>\n",
       "      <td>496.0</td>\n",
       "      <td>991.0</td>\n",
       "      <td>18163.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>91.752</td>\n",
       "      <td>87.306</td>\n",
       "      <td>0.20000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.75289</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1932.0</td>\n",
       "      <td>0.3276</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>6982.0</td>\n",
       "      <td>21569.0</td>\n",
       "      <td>18829.0</td>\n",
       "      <td>187209.0</td>\n",
       "      <td>113813.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.99710</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1714.0</td>\n",
       "      <td>5.1904</td>\n",
       "      <td>0.770</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1889.0</td>\n",
       "      <td>595.0</td>\n",
       "      <td>12574.0</td>\n",
       "      <td>4825.0</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.35714</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.85082</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0457</td>\n",
       "      <td>4.514</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.16667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79970</th>\n",
       "      <td>1834.0</td>\n",
       "      <td>1.2164</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2212.0</td>\n",
       "      <td>5244.0</td>\n",
       "      <td>4203.0</td>\n",
       "      <td>16743.0</td>\n",
       "      <td>13831.0</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97.398</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.58040</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79971</th>\n",
       "      <td>1729.0</td>\n",
       "      <td>1.3696</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>356.0</td>\n",
       "      <td>4218.0</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>18657.0</td>\n",
       "      <td>8921.0</td>\n",
       "      <td>...</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.663</td>\n",
       "      <td>0.09091</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.62632</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79972</th>\n",
       "      <td>1753.0</td>\n",
       "      <td>5.8283</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>180.0</td>\n",
       "      <td>4014.0</td>\n",
       "      <td>617.0</td>\n",
       "      <td>3667.0</td>\n",
       "      <td>9786.0</td>\n",
       "      <td>...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87.094</td>\n",
       "      <td>0.11111</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.59364</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79973</th>\n",
       "      <td>1748.0</td>\n",
       "      <td>1.9635</td>\n",
       "      <td>0.642</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>291.0</td>\n",
       "      <td>3469.0</td>\n",
       "      <td>3469.0</td>\n",
       "      <td>13131.0</td>\n",
       "      <td>14393.0</td>\n",
       "      <td>...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.244</td>\n",
       "      <td>0.44000</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.83809</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79974</th>\n",
       "      <td>1771.0</td>\n",
       "      <td>1.7588</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>66.0</td>\n",
       "      <td>12626.0</td>\n",
       "      <td>6433.0</td>\n",
       "      <td>27946.0</td>\n",
       "      <td>24401.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40.477</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.46863</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79975</th>\n",
       "      <td>1766.0</td>\n",
       "      <td>0.9540</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1140.0</td>\n",
       "      <td>10207.0</td>\n",
       "      <td>10207.0</td>\n",
       "      <td>55001.0</td>\n",
       "      <td>20636.0</td>\n",
       "      <td>...</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.05000</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.54754</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79976</th>\n",
       "      <td>1822.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.853</td>\n",
       "      <td>1.853</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2581.0</td>\n",
       "      <td>13361.0</td>\n",
       "      <td>5946.0</td>\n",
       "      <td>31018.0</td>\n",
       "      <td>76774.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>73.611</td>\n",
       "      <td>44.656</td>\n",
       "      <td>0.03448</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.23177</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79977</th>\n",
       "      <td>1824.0</td>\n",
       "      <td>0.5634</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3964.0</td>\n",
       "      <td>4683.0</td>\n",
       "      <td>4683.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8647.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.67222</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79978</th>\n",
       "      <td>1914.0</td>\n",
       "      <td>0.0544</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3469.0</td>\n",
       "      <td>20424.0</td>\n",
       "      <td>20424.0</td>\n",
       "      <td>78774.0</td>\n",
       "      <td>27856.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79979</th>\n",
       "      <td>1600.0</td>\n",
       "      <td>2.6649</td>\n",
       "      <td>18.282</td>\n",
       "      <td>1.078</td>\n",
       "      <td>2.678</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7205.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>956.0</td>\n",
       "      <td>7360.0</td>\n",
       "      <td>...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>132.335</td>\n",
       "      <td>56.867</td>\n",
       "      <td>0.55263</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.11763</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79980</th>\n",
       "      <td>1822.0</td>\n",
       "      <td>0.5851</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23685.0</td>\n",
       "      <td>23685.0</td>\n",
       "      <td>208174.0</td>\n",
       "      <td>55719.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.81438</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79981</th>\n",
       "      <td>1693.0</td>\n",
       "      <td>0.1828</td>\n",
       "      <td>17.767</td>\n",
       "      <td>2.024</td>\n",
       "      <td>0.000</td>\n",
       "      <td>114.0</td>\n",
       "      <td>27514.0</td>\n",
       "      <td>384.0</td>\n",
       "      <td>2329.0</td>\n",
       "      <td>48080.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>74.814</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.17857</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.53340</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79982</th>\n",
       "      <td>1735.0</td>\n",
       "      <td>3.1701</td>\n",
       "      <td>0.260</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>117.0</td>\n",
       "      <td>892.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>3766.0</td>\n",
       "      <td>1265.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99.026</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.96747</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79983</th>\n",
       "      <td>1671.0</td>\n",
       "      <td>0.1380</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>491.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>491.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.80000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79984</th>\n",
       "      <td>1924.0</td>\n",
       "      <td>0.1221</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2478.0</td>\n",
       "      <td>266683.0</td>\n",
       "      <td>266683.0</td>\n",
       "      <td>405300.0</td>\n",
       "      <td>390558.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70.799</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.75322</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79985</th>\n",
       "      <td>1670.0</td>\n",
       "      <td>0.0347</td>\n",
       "      <td>9.836</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>212.0</td>\n",
       "      <td>7848.0</td>\n",
       "      <td>491.0</td>\n",
       "      <td>29785.0</td>\n",
       "      <td>16226.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78.700</td>\n",
       "      <td>0.13636</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.85771</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79986</th>\n",
       "      <td>1901.0</td>\n",
       "      <td>0.1782</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>4955.0</td>\n",
       "      <td>21753.0</td>\n",
       "      <td>12673.0</td>\n",
       "      <td>70293.0</td>\n",
       "      <td>62980.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61.301</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.86356</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79987</th>\n",
       "      <td>1835.0</td>\n",
       "      <td>0.5372</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29723.0</td>\n",
       "      <td>3964.0</td>\n",
       "      <td>66770.0</td>\n",
       "      <td>85900.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.41685</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79988</th>\n",
       "      <td>1927.0</td>\n",
       "      <td>0.0410</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>30046.0</td>\n",
       "      <td>24165.0</td>\n",
       "      <td>75019.0</td>\n",
       "      <td>88343.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.444</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.53750</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79989</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.50000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79990</th>\n",
       "      <td>1941.0</td>\n",
       "      <td>0.4834</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>10846.0</td>\n",
       "      <td>52806.0</td>\n",
       "      <td>35478.0</td>\n",
       "      <td>136461.0</td>\n",
       "      <td>176240.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.05882</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.84170</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79991</th>\n",
       "      <td>1899.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>7310.0</td>\n",
       "      <td>14519.0</td>\n",
       "      <td>14519.0</td>\n",
       "      <td>5252.0</td>\n",
       "      <td>4949.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.44615</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79992</th>\n",
       "      <td>1761.0</td>\n",
       "      <td>2.0999</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>47.0</td>\n",
       "      <td>13477.0</td>\n",
       "      <td>1814.0</td>\n",
       "      <td>9320.0</td>\n",
       "      <td>2500.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.12500</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.73640</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79993</th>\n",
       "      <td>1700.0</td>\n",
       "      <td>0.3831</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>344.0</td>\n",
       "      <td>344.0</td>\n",
       "      <td>344.0</td>\n",
       "      <td>991.0</td>\n",
       "      <td>344.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.66667</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.97374</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79994</th>\n",
       "      <td>1910.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>4955.0</td>\n",
       "      <td>47306.0</td>\n",
       "      <td>47306.0</td>\n",
       "      <td>88124.0</td>\n",
       "      <td>107148.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.79867</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79995</th>\n",
       "      <td>1736.0</td>\n",
       "      <td>2.1740</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4248.0</td>\n",
       "      <td>1577.0</td>\n",
       "      <td>13379.0</td>\n",
       "      <td>6671.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78.378</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.43829</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79996</th>\n",
       "      <td>1724.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.108</td>\n",
       "      <td>0.768</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64041.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10926.0</td>\n",
       "      <td>84839.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38.325</td>\n",
       "      <td>0.16667</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.57931</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79997</th>\n",
       "      <td>1605.0</td>\n",
       "      <td>0.2901</td>\n",
       "      <td>11.561</td>\n",
       "      <td>0.937</td>\n",
       "      <td>2.976</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2277.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3964.0</td>\n",
       "      <td>5709.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>101.850</td>\n",
       "      <td>93.142</td>\n",
       "      <td>0.50000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.42069</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79998</th>\n",
       "      <td>1780.0</td>\n",
       "      <td>1.1874</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6356.0</td>\n",
       "      <td>4802.0</td>\n",
       "      <td>3206.0</td>\n",
       "      <td>18180.0</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>77.022</td>\n",
       "      <td>0.06061</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.53251</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79999</th>\n",
       "      <td>1727.0</td>\n",
       "      <td>1.9288</td>\n",
       "      <td>1.441</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25773.0</td>\n",
       "      <td>2869.0</td>\n",
       "      <td>132985.0</td>\n",
       "      <td>71788.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>32.400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.07143</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.68482</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>80000 rows × 47 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        mvar1   mvar2   mvar3  mvar4  mvar5    mvar6     mvar7     mvar8  \\\n",
       "0      1696.0  1.6541   0.000  0.000  0.000      0.0    6015.0     322.0   \n",
       "1      1846.0  0.8095   0.000  0.000  0.000    102.0    7532.0    3171.0   \n",
       "2      1745.0  0.4001   0.000  0.000  0.000      NaN    2536.0       NaN   \n",
       "3      1739.0  0.2193   0.000  0.000  0.000   1982.0   26440.0    4955.0   \n",
       "4      1787.0  0.0118   0.225  0.000  0.000   5451.0    5494.0    5494.0   \n",
       "5      1579.0     NaN   3.502  0.000  0.000      NaN       NaN       NaN   \n",
       "6      1818.0  0.4001   0.000  0.000  0.000      NaN    1088.0       NaN   \n",
       "7         NaN     NaN     NaN    NaN    NaN      NaN       NaN       NaN   \n",
       "8      1836.0  0.1358   0.000  0.000  0.000    347.0   38964.0   17828.0   \n",
       "9      1839.0  0.1981   0.000  0.000  0.000    793.0    6131.0    6045.0   \n",
       "10     1903.0  0.0000   0.000  0.000  0.000     22.0   19518.0    9910.0   \n",
       "11     1681.0  1.5888   5.685  3.566  0.000     93.0    3554.0     439.0   \n",
       "12     1841.0  0.5388   0.000  0.000  0.000   1487.0   19449.0   19449.0   \n",
       "13     1794.0  1.9684   0.000  0.000  0.000    856.0    8609.0    8609.0   \n",
       "14     1669.0  3.8558  18.465  6.292  1.200      NaN     142.0       NaN   \n",
       "15     1583.0  3.0284  16.325  0.000  0.000      NaN       NaN       NaN   \n",
       "16     1899.0  0.0970   0.000  0.000  0.000   1015.0   13379.0   13379.0   \n",
       "17     1690.0  8.7747  10.437  0.000  0.000    122.0     623.0     299.0   \n",
       "18     1599.0  0.8601   1.525  1.525  0.000      NaN     878.0       NaN   \n",
       "19     1859.0  0.0155   0.368  0.000  0.000    424.0   86509.0   12451.0   \n",
       "20     1880.0  2.6101   0.000  0.000  0.000      0.0   19252.0    6342.0   \n",
       "21     1852.0  3.6201   0.000  0.000  0.000    799.0   16515.0   16515.0   \n",
       "22     1655.0  3.0268  14.748  0.000  0.000     48.0      48.0      48.0   \n",
       "23     1863.0  0.0401   0.000  0.000  0.000   1487.0    4955.0    4955.0   \n",
       "24     1753.0  0.2251   0.000  0.000  0.000   1124.0    1124.0    1124.0   \n",
       "25     1894.0  0.0318   0.000  0.000  0.000   4655.0    7433.0    7433.0   \n",
       "26     1803.0  0.3993   0.000  0.000  0.000    496.0   10505.0     496.0   \n",
       "27     1932.0  0.3276   0.000  0.000  0.000   6982.0   21569.0   18829.0   \n",
       "28     1714.0  5.1904   0.770  0.000  0.000      0.0    1889.0     595.0   \n",
       "29        NaN  2.0457   4.514  0.000  0.000      NaN       NaN       NaN   \n",
       "...       ...     ...     ...    ...    ...      ...       ...       ...   \n",
       "79970  1834.0  1.2164   0.000  0.000  0.000   2212.0    5244.0    4203.0   \n",
       "79971  1729.0  1.3696   0.000  0.000  0.000    356.0    4218.0    1982.0   \n",
       "79972  1753.0  5.8283   0.000  0.000  0.000    180.0    4014.0     617.0   \n",
       "79973  1748.0  1.9635   0.642  0.000  0.000    291.0    3469.0    3469.0   \n",
       "79974  1771.0  1.7588   0.000  0.000  0.000     66.0   12626.0    6433.0   \n",
       "79975  1766.0  0.9540   0.000  0.000  0.000   1140.0   10207.0   10207.0   \n",
       "79976  1822.0  0.0000   1.853  1.853  0.000   2581.0   13361.0    5946.0   \n",
       "79977  1824.0  0.5634   0.000  0.000  0.000   3964.0    4683.0    4683.0   \n",
       "79978  1914.0  0.0544   0.000  0.000  0.000   3469.0   20424.0   20424.0   \n",
       "79979  1600.0  2.6649  18.282  1.078  2.678      0.0    7205.0       0.0   \n",
       "79980  1822.0  0.5851   0.000  0.000  0.000      0.0   23685.0   23685.0   \n",
       "79981  1693.0  0.1828  17.767  2.024  0.000    114.0   27514.0     384.0   \n",
       "79982  1735.0  3.1701   0.260  0.000  0.000    117.0     892.0     117.0   \n",
       "79983  1671.0  0.1380   0.000  0.000  0.000      NaN     491.0       NaN   \n",
       "79984  1924.0  0.1221   0.000  0.000  0.000   2478.0  266683.0  266683.0   \n",
       "79985  1670.0  0.0347   9.836  0.000  0.000    212.0    7848.0     491.0   \n",
       "79986  1901.0  0.1782   0.000  0.000  0.000   4955.0   21753.0   12673.0   \n",
       "79987  1835.0  0.5372   0.000  0.000  0.000      0.0   29723.0    3964.0   \n",
       "79988  1927.0  0.0410   0.000  0.000  0.000  22000.0   30046.0   24165.0   \n",
       "79989     NaN  0.1451   0.000  0.000  0.000      NaN       NaN       NaN   \n",
       "79990  1941.0  0.4834   0.000  0.000  0.000  10846.0   52806.0   35478.0   \n",
       "79991  1899.0     NaN   0.000  0.000  0.000   7310.0   14519.0   14519.0   \n",
       "79992  1761.0  2.0999   0.000  0.000  0.000     47.0   13477.0    1814.0   \n",
       "79993  1700.0  0.3831   0.000  0.000  0.000    344.0     344.0     344.0   \n",
       "79994  1910.0  0.0000   0.000  0.000  0.000   4955.0   47306.0   47306.0   \n",
       "79995  1736.0  2.1740   0.000  0.000  0.000     11.0    4248.0    1577.0   \n",
       "79996  1724.0  0.0000   1.108  0.768  0.000      NaN   64041.0       NaN   \n",
       "79997  1605.0  0.2901  11.561  0.937  2.976      NaN    2277.0       NaN   \n",
       "79998  1780.0  1.1874   0.000  0.000  0.000      0.0    6356.0    4802.0   \n",
       "79999  1727.0  1.9288   1.441  0.000  0.000      0.0   25773.0    2869.0   \n",
       "\n",
       "          mvar9    mvar10   ...    mvar38  mvar39   mvar40  mvar41   mvar42  \\\n",
       "0       40369.0   18414.0   ...       4.0     1.0   73.780  82.547  0.08696   \n",
       "1       18234.0   13664.0   ...       2.0     0.0   99.129     NaN  0.00000   \n",
       "2           NaN    2536.0   ...       1.0     0.0      NaN  29.290  0.00000   \n",
       "3       20316.0   37013.0   ...       2.0     0.0   96.272     NaN  0.15385   \n",
       "4        7987.0    4696.0   ...       2.0     0.0  115.019     NaN  0.00000   \n",
       "5           NaN       0.0   ...       2.0     NaN      NaN     NaN  1.50000   \n",
       "6        1536.0    1498.0   ...       0.0     0.0   88.171     NaN  0.00000   \n",
       "7           NaN       NaN   ...       NaN     NaN      NaN     NaN      NaN   \n",
       "8       70729.0   65843.0   ...       2.0     0.0      NaN     NaN  0.00000   \n",
       "9       48959.0   31640.0   ...       0.0     0.0      NaN  45.590  0.08824   \n",
       "10      90618.0  110271.0   ...       2.0     0.0      NaN     NaN  0.00000   \n",
       "11       2527.0    7086.0   ...       5.0     1.0      NaN     NaN  0.61111   \n",
       "12       6739.0    6612.0   ...       6.0     0.0      NaN     NaN  0.00000   \n",
       "13      60545.0   24893.0   ...       1.0     0.0      NaN     NaN  0.00000   \n",
       "14         38.0     142.0   ...      15.0     0.0  107.825  98.664  0.56000   \n",
       "15      51450.0       0.0   ...       4.0     0.0      NaN     NaN  0.32353   \n",
       "16     246906.0   56533.0   ...       2.0     0.0   10.384     NaN  0.00000   \n",
       "17       1140.0    2043.0   ...      12.0     0.0      NaN     NaN  0.63636   \n",
       "18          NaN     878.0   ...       1.0     1.0      NaN  91.175  0.80000   \n",
       "19      86635.0  142081.0   ...       2.0     0.0      NaN     NaN  0.00000   \n",
       "20      59601.0   86906.0   ...      14.0     0.0      NaN  72.497  0.00000   \n",
       "21     110651.0   41311.0   ...       2.0     0.0      NaN     NaN  0.00000   \n",
       "22        198.0      48.0   ...       4.0     0.0      NaN     NaN  1.00000   \n",
       "23      22902.0   21772.0   ...       4.0     0.0   96.895     NaN  0.00000   \n",
       "24          0.0    1124.0   ...       1.0     0.0      NaN     NaN      NaN   \n",
       "25      25667.0   12345.0   ...       1.0     0.0      NaN   0.000  0.00000   \n",
       "26        991.0   18163.0   ...       1.0     0.0   91.752  87.306  0.20000   \n",
       "27     187209.0  113813.0   ...       2.0     0.0      NaN     NaN  0.00000   \n",
       "28      12574.0    4825.0   ...       8.0     0.0      NaN     NaN  0.35714   \n",
       "29          NaN       0.0   ...       4.0     NaN      NaN     NaN  1.16667   \n",
       "...         ...       ...   ...       ...     ...      ...     ...      ...   \n",
       "79970   16743.0   13831.0   ...       8.0     0.0      NaN  97.398  0.00000   \n",
       "79971   18657.0    8921.0   ...       7.0     0.0      NaN  83.663  0.09091   \n",
       "79972    3667.0    9786.0   ...      10.0     0.0      NaN  87.094  0.11111   \n",
       "79973   13131.0   14393.0   ...      12.0     0.0      NaN  92.244  0.44000   \n",
       "79974   27946.0   24401.0   ...       4.0     0.0      NaN  40.477  0.00000   \n",
       "79975   55001.0   20636.0   ...      13.0     0.0      NaN     NaN  0.05000   \n",
       "79976   31018.0   76774.0   ...       4.0     0.0   73.611  44.656  0.03448   \n",
       "79977       NaN    8647.0   ...       2.0     0.0      NaN     NaN      NaN   \n",
       "79978   78774.0   27856.0   ...       1.0     0.0      NaN     NaN  0.00000   \n",
       "79979     956.0    7360.0   ...       9.0     1.0  132.335  56.867  0.55263   \n",
       "79980  208174.0   55719.0   ...       3.0     0.0      NaN     NaN  0.00000   \n",
       "79981    2329.0   48080.0   ...       4.0     0.0   74.814     NaN  0.17857   \n",
       "79982    3766.0    1265.0   ...       3.0     0.0      NaN  99.026  0.00000   \n",
       "79983       NaN     491.0   ...       1.0     0.0      NaN     NaN  0.80000   \n",
       "79984  405300.0  390558.0   ...       4.0     0.0      NaN  70.799  0.00000   \n",
       "79985   29785.0   16226.0   ...       5.0     0.0      NaN  78.700  0.13636   \n",
       "79986   70293.0   62980.0   ...       5.0     0.0      NaN  61.301  0.00000   \n",
       "79987   66770.0   85900.0   ...       3.0     0.0      NaN     NaN  0.00000   \n",
       "79988   75019.0   88343.0   ...       3.0     0.0      NaN  19.444  0.00000   \n",
       "79989       NaN       0.0   ...       1.0     NaN      NaN     NaN  1.50000   \n",
       "79990  136461.0  176240.0   ...       1.0     0.0      NaN     NaN  0.05882   \n",
       "79991    5252.0    4949.0   ...       1.0     0.0      NaN     NaN  0.00000   \n",
       "79992    9320.0    2500.0   ...       5.0     0.0      NaN     NaN  0.12500   \n",
       "79993     991.0     344.0   ...       3.0     0.0      NaN     NaN  0.66667   \n",
       "79994   88124.0  107148.0   ...       2.0     0.0      NaN     NaN  0.00000   \n",
       "79995   13379.0    6671.0   ...       4.0     0.0      NaN  78.378  0.00000   \n",
       "79996   10926.0   84839.0   ...       5.0     0.0      NaN  38.325  0.16667   \n",
       "79997    3964.0    5709.0   ...       5.0     2.0  101.850  93.142  0.50000   \n",
       "79998    3206.0   18180.0   ...       8.0     0.0      NaN  77.022  0.06061   \n",
       "79999  132985.0   71788.0   ...       4.0     0.0   32.400     NaN  0.07143   \n",
       "\n",
       "       mvar43   mvar44  mvar45  mvar46  mvar47  \n",
       "0        10.0  0.63899     NaN     0.0       0  \n",
       "1        13.0  0.63836     NaN     NaN       1  \n",
       "2         1.0  1.00000     NaN     0.0       0  \n",
       "3         3.0  0.53241     0.0     0.0       1  \n",
       "4         1.0  0.92665     NaN     NaN       1  \n",
       "5         0.0      NaN     NaN     NaN       0  \n",
       "6         2.0  0.87224     NaN     0.0       0  \n",
       "7         NaN      NaN     NaN     NaN       0  \n",
       "8        10.0  0.89868     0.0     0.0       1  \n",
       "9        14.0  0.33834     NaN     0.0       1  \n",
       "10       17.0  0.80620     0.0     0.0       1  \n",
       "11        7.0  0.81172     0.0     0.0       0  \n",
       "12        5.0  0.98031     NaN     NaN       0  \n",
       "13       13.0  0.35724     NaN     0.0       0  \n",
       "14       11.0  0.29169     NaN     1.0       0  \n",
       "15        2.0      NaN     0.0     NaN       0  \n",
       "16       19.0  0.47480     0.0     0.0       1  \n",
       "17        5.0  0.94951     NaN     0.0       1  \n",
       "18        0.0  1.00000     NaN     0.0       0  \n",
       "19       12.0  0.34730     0.0     0.0       1  \n",
       "20       14.0  0.28708     NaN     0.0       1  \n",
       "21       13.0  0.75349     NaN     NaN       1  \n",
       "22        1.0  1.00000     NaN     NaN       0  \n",
       "23       12.0  0.40853     NaN     0.0       1  \n",
       "24        0.0  1.00000     NaN     NaN       0  \n",
       "25        3.0  0.99419     0.0     0.0       1  \n",
       "26        5.0  0.75289     0.0     0.0       1  \n",
       "27       11.0  0.99710     0.0     0.0       0  \n",
       "28        6.0  0.85082     0.0     0.0       1  \n",
       "29        0.0      NaN     NaN     NaN       1  \n",
       "...       ...      ...     ...     ...     ...  \n",
       "79970     8.0  0.58040     NaN     0.0       0  \n",
       "79971     6.0  0.62632     0.0     0.0       0  \n",
       "79972     9.0  0.59364     NaN     0.0       1  \n",
       "79973    14.0  0.83809     0.0     0.0       1  \n",
       "79974    10.0  0.46863     NaN     0.0       0  \n",
       "79975    14.0  0.54754     NaN     NaN       0  \n",
       "79976    20.0  0.23177     NaN     0.0       0  \n",
       "79977     NaN  0.67222     NaN     NaN       0  \n",
       "79978     8.0  1.00000     0.0     0.0       1  \n",
       "79979    14.0  0.11763     NaN     0.0       1  \n",
       "79980    17.0  0.81438     0.0     NaN       1  \n",
       "79981     5.0  0.53340     NaN     0.0       0  \n",
       "79982     2.0  0.96747     NaN     0.0       0  \n",
       "79983     2.0  1.00000     NaN     NaN       0  \n",
       "79984    13.0  0.75322     0.0     0.0       1  \n",
       "79985    10.0  0.85771     NaN     0.0       1  \n",
       "79986    10.0  0.86356     0.0     0.0       1  \n",
       "79987     9.0  0.41685     0.0     0.0       1  \n",
       "79988     7.0  0.53750     0.0     0.0       1  \n",
       "79989     0.0      NaN     NaN     NaN       1  \n",
       "79990     8.0  0.84170     0.0     0.0       1  \n",
       "79991     3.0  0.44615     NaN     NaN       1  \n",
       "79992     5.0  0.73640     0.0     0.0       0  \n",
       "79993     2.0  0.97374     0.0     0.0       0  \n",
       "79994     4.0  0.79867     NaN     NaN       1  \n",
       "79995     4.0  0.43829     NaN     0.0       0  \n",
       "79996    14.0  0.57931     0.0     0.0       0  \n",
       "79997     4.0  0.42069     NaN     0.0       0  \n",
       "79998     9.0  0.53251     NaN     0.0       1  \n",
       "79999    12.0  0.68482     0.0     0.0       0  \n",
       "\n",
       "[80000 rows x 47 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gameX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mvar1</th>\n",
       "      <th>mvar2</th>\n",
       "      <th>mvar3</th>\n",
       "      <th>mvar4</th>\n",
       "      <th>mvar5</th>\n",
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       "      <th>mvar38</th>\n",
       "      <th>mvar39</th>\n",
       "      <th>mvar40</th>\n",
       "      <th>mvar41</th>\n",
       "      <th>mvar42</th>\n",
       "      <th>mvar43</th>\n",
       "      <th>mvar44</th>\n",
       "      <th>mvar45</th>\n",
       "      <th>mvar46</th>\n",
       "      <th>mvar47</th>\n",
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       "      <td>1.654100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6015.000000</td>\n",
       "      <td>322.00000</td>\n",
       "      <td>40369.000000</td>\n",
       "      <td>18414.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>73.780000</td>\n",
       "      <td>82.547000</td>\n",
       "      <td>0.086960</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.638990</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1846.000000</td>\n",
       "      <td>0.809500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>102.000000</td>\n",
       "      <td>7532.000000</td>\n",
       "      <td>3171.00000</td>\n",
       "      <td>18234.000000</td>\n",
       "      <td>13664.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>99.129000</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>0.638360</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.096135</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1745.000000</td>\n",
       "      <td>0.400100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1606.702372</td>\n",
       "      <td>2536.000000</td>\n",
       "      <td>6773.68666</td>\n",
       "      <td>34097.436013</td>\n",
       "      <td>2536.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>29.290000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1739.000000</td>\n",
       "      <td>0.219300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1982.000000</td>\n",
       "      <td>26440.000000</td>\n",
       "      <td>4955.00000</td>\n",
       "      <td>20316.000000</td>\n",
       "      <td>37013.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>96.272000</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.153850</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.532410</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1787.000000</td>\n",
       "      <td>0.011800</td>\n",
       "      <td>0.225000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>5451.000000</td>\n",
       "      <td>5494.000000</td>\n",
       "      <td>5494.00000</td>\n",
       "      <td>7987.000000</td>\n",
       "      <td>4696.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>115.019000</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.926650</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.096135</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1579.000000</td>\n",
       "      <td>1.105629</td>\n",
       "      <td>3.502000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1606.702372</td>\n",
       "      <td>17595.807537</td>\n",
       "      <td>6773.68666</td>\n",
       "      <td>34097.436013</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.090819</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.705285</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.096135</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1818.000000</td>\n",
       "      <td>0.400100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1606.702372</td>\n",
       "      <td>1088.000000</td>\n",
       "      <td>6773.68666</td>\n",
       "      <td>1536.000000</td>\n",
       "      <td>1498.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>88.171000</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.872240</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1745.971085</td>\n",
       "      <td>1.105629</td>\n",
       "      <td>5.280955</td>\n",
       "      <td>0.474516</td>\n",
       "      <td>1.12472</td>\n",
       "      <td>1606.702372</td>\n",
       "      <td>17595.807537</td>\n",
       "      <td>6773.68666</td>\n",
       "      <td>34097.436013</td>\n",
       "      <td>30492.367255</td>\n",
       "      <td>...</td>\n",
       "      <td>4.286422</td>\n",
       "      <td>0.090819</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.335142</td>\n",
       "      <td>6.552777</td>\n",
       "      <td>0.705285</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.096135</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1836.000000</td>\n",
       "      <td>0.135800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>347.000000</td>\n",
       "      <td>38964.000000</td>\n",
       "      <td>17828.00000</td>\n",
       "      <td>70729.000000</td>\n",
       "      <td>65843.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.898680</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1839.000000</td>\n",
       "      <td>0.198100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>793.000000</td>\n",
       "      <td>6131.000000</td>\n",
       "      <td>6045.00000</td>\n",
       "      <td>48959.000000</td>\n",
       "      <td>31640.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>45.590000</td>\n",
       "      <td>0.088240</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>0.338340</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1903.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>19518.000000</td>\n",
       "      <td>9910.00000</td>\n",
       "      <td>90618.000000</td>\n",
       "      <td>110271.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>0.806200</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1681.000000</td>\n",
       "      <td>1.588800</td>\n",
       "      <td>5.685000</td>\n",
       "      <td>3.566000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>3554.000000</td>\n",
       "      <td>439.00000</td>\n",
       "      <td>2527.000000</td>\n",
       "      <td>7086.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.611110</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.811720</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1841.000000</td>\n",
       "      <td>0.538800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1487.000000</td>\n",
       "      <td>19449.000000</td>\n",
       "      <td>19449.00000</td>\n",
       "      <td>6739.000000</td>\n",
       "      <td>6612.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.980310</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.096135</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1794.000000</td>\n",
       "      <td>1.968400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>856.000000</td>\n",
       "      <td>8609.000000</td>\n",
       "      <td>8609.00000</td>\n",
       "      <td>60545.000000</td>\n",
       "      <td>24893.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>0.357240</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1669.000000</td>\n",
       "      <td>3.855800</td>\n",
       "      <td>18.465000</td>\n",
       "      <td>6.292000</td>\n",
       "      <td>1.20000</td>\n",
       "      <td>1606.702372</td>\n",
       "      <td>142.000000</td>\n",
       "      <td>6773.68666</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>142.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>107.825000</td>\n",
       "      <td>98.664000</td>\n",
       "      <td>0.560000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>0.291690</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1583.000000</td>\n",
       "      <td>3.028400</td>\n",
       "      <td>16.325000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1606.702372</td>\n",
       "      <td>17595.807537</td>\n",
       "      <td>6773.68666</td>\n",
       "      <td>51450.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.323530</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.705285</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.096135</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1899.000000</td>\n",
       "      <td>0.097000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1015.000000</td>\n",
       "      <td>13379.000000</td>\n",
       "      <td>13379.00000</td>\n",
       "      <td>246906.000000</td>\n",
       "      <td>56533.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.384000</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>0.474800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1690.000000</td>\n",
       "      <td>8.774700</td>\n",
       "      <td>10.437000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>122.000000</td>\n",
       "      <td>623.000000</td>\n",
       "      <td>299.00000</td>\n",
       "      <td>1140.000000</td>\n",
       "      <td>2043.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.636360</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.949510</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1599.000000</td>\n",
       "      <td>0.860100</td>\n",
       "      <td>1.525000</td>\n",
       "      <td>1.525000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1606.702372</td>\n",
       "      <td>878.000000</td>\n",
       "      <td>6773.68666</td>\n",
       "      <td>34097.436013</td>\n",
       "      <td>878.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>91.175000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1859.000000</td>\n",
       "      <td>0.015500</td>\n",
       "      <td>0.368000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>424.000000</td>\n",
       "      <td>86509.000000</td>\n",
       "      <td>12451.00000</td>\n",
       "      <td>86635.000000</td>\n",
       "      <td>142081.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>0.347300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1880.000000</td>\n",
       "      <td>2.610100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>19252.000000</td>\n",
       "      <td>6342.00000</td>\n",
       "      <td>59601.000000</td>\n",
       "      <td>86906.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.497000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>0.287080</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1852.000000</td>\n",
       "      <td>3.620100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>799.000000</td>\n",
       "      <td>16515.000000</td>\n",
       "      <td>16515.00000</td>\n",
       "      <td>110651.000000</td>\n",
       "      <td>41311.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>0.753490</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.096135</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1655.000000</td>\n",
       "      <td>3.026800</td>\n",
       "      <td>14.748000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>48.00000</td>\n",
       "      <td>198.000000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.096135</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1863.000000</td>\n",
       "      <td>0.040100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1487.000000</td>\n",
       "      <td>4955.000000</td>\n",
       "      <td>4955.00000</td>\n",
       "      <td>22902.000000</td>\n",
       "      <td>21772.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>96.895000</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>0.408530</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1753.000000</td>\n",
       "      <td>0.225100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1124.000000</td>\n",
       "      <td>1124.000000</td>\n",
       "      <td>1124.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1124.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.335142</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.096135</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1894.000000</td>\n",
       "      <td>0.031800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>4655.000000</td>\n",
       "      <td>7433.000000</td>\n",
       "      <td>7433.00000</td>\n",
       "      <td>25667.000000</td>\n",
       "      <td>12345.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.994190</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1803.000000</td>\n",
       "      <td>0.399300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>496.000000</td>\n",
       "      <td>10505.000000</td>\n",
       "      <td>496.00000</td>\n",
       "      <td>991.000000</td>\n",
       "      <td>18163.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>91.752000</td>\n",
       "      <td>87.306000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.752890</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1932.000000</td>\n",
       "      <td>0.327600</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>6982.000000</td>\n",
       "      <td>21569.000000</td>\n",
       "      <td>18829.00000</td>\n",
       "      <td>187209.000000</td>\n",
       "      <td>113813.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>0.997100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1714.000000</td>\n",
       "      <td>5.190400</td>\n",
       "      <td>0.770000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1889.000000</td>\n",
       "      <td>595.00000</td>\n",
       "      <td>12574.000000</td>\n",
       "      <td>4825.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.357140</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.850820</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1745.971085</td>\n",
       "      <td>2.045700</td>\n",
       "      <td>4.514000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1606.702372</td>\n",
       "      <td>17595.807537</td>\n",
       "      <td>6773.68666</td>\n",
       "      <td>34097.436013</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.090819</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>1.166670</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.705285</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.096135</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79970</th>\n",
       "      <td>1834.000000</td>\n",
       "      <td>1.216400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>2212.000000</td>\n",
       "      <td>5244.000000</td>\n",
       "      <td>4203.00000</td>\n",
       "      <td>16743.000000</td>\n",
       "      <td>13831.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>97.398000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.580400</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79971</th>\n",
       "      <td>1729.000000</td>\n",
       "      <td>1.369600</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>356.000000</td>\n",
       "      <td>4218.000000</td>\n",
       "      <td>1982.00000</td>\n",
       "      <td>18657.000000</td>\n",
       "      <td>8921.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>83.663000</td>\n",
       "      <td>0.090910</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.626320</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79972</th>\n",
       "      <td>1753.000000</td>\n",
       "      <td>5.828300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>4014.000000</td>\n",
       "      <td>617.00000</td>\n",
       "      <td>3667.000000</td>\n",
       "      <td>9786.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>87.094000</td>\n",
       "      <td>0.111110</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>0.593640</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79973</th>\n",
       "      <td>1748.000000</td>\n",
       "      <td>1.963500</td>\n",
       "      <td>0.642000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>291.000000</td>\n",
       "      <td>3469.000000</td>\n",
       "      <td>3469.00000</td>\n",
       "      <td>13131.000000</td>\n",
       "      <td>14393.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>92.244000</td>\n",
       "      <td>0.440000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>0.838090</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79974</th>\n",
       "      <td>1771.000000</td>\n",
       "      <td>1.758800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>12626.000000</td>\n",
       "      <td>6433.00000</td>\n",
       "      <td>27946.000000</td>\n",
       "      <td>24401.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>40.477000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.468630</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79975</th>\n",
       "      <td>1766.000000</td>\n",
       "      <td>0.954000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1140.000000</td>\n",
       "      <td>10207.000000</td>\n",
       "      <td>10207.00000</td>\n",
       "      <td>55001.000000</td>\n",
       "      <td>20636.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>0.547540</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.096135</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79976</th>\n",
       "      <td>1822.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.853000</td>\n",
       "      <td>1.853000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>2581.000000</td>\n",
       "      <td>13361.000000</td>\n",
       "      <td>5946.00000</td>\n",
       "      <td>31018.000000</td>\n",
       "      <td>76774.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>73.611000</td>\n",
       "      <td>44.656000</td>\n",
       "      <td>0.034480</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>0.231770</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79977</th>\n",
       "      <td>1824.000000</td>\n",
       "      <td>0.563400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>3964.000000</td>\n",
       "      <td>4683.000000</td>\n",
       "      <td>4683.00000</td>\n",
       "      <td>34097.436013</td>\n",
       "      <td>8647.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.335142</td>\n",
       "      <td>6.552777</td>\n",
       "      <td>0.672220</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.096135</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79978</th>\n",
       "      <td>1914.000000</td>\n",
       "      <td>0.054400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>3469.000000</td>\n",
       "      <td>20424.000000</td>\n",
       "      <td>20424.00000</td>\n",
       "      <td>78774.000000</td>\n",
       "      <td>27856.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79979</th>\n",
       "      <td>1600.000000</td>\n",
       "      <td>2.664900</td>\n",
       "      <td>18.282000</td>\n",
       "      <td>1.078000</td>\n",
       "      <td>2.67800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7205.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>956.000000</td>\n",
       "      <td>7360.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>132.335000</td>\n",
       "      <td>56.867000</td>\n",
       "      <td>0.552630</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>0.117630</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79980</th>\n",
       "      <td>1822.000000</td>\n",
       "      <td>0.585100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>23685.000000</td>\n",
       "      <td>23685.00000</td>\n",
       "      <td>208174.000000</td>\n",
       "      <td>55719.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.497452</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>0.814380</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.096135</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79981</th>\n",
       "      <td>1693.000000</td>\n",
       "      <td>0.182800</td>\n",
       "      <td>17.767000</td>\n",
       "      <td>2.024000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>114.000000</td>\n",
       "      <td>27514.000000</td>\n",
       "      <td>384.00000</td>\n",
       "      <td>2329.000000</td>\n",
       "      <td>48080.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>74.814000</td>\n",
       "      <td>72.096758</td>\n",
       "      <td>0.178570</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.533400</td>\n",
       "      <td>0.070736</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79982</th>\n",
       "      <td>1735.000000</td>\n",
       "      <td>3.170100</td>\n",
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       "    <tr>\n",
       "      <th>79983</th>\n",
       "      <td>1671.000000</td>\n",
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       "    <tr>\n",
       "      <th>79984</th>\n",
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       "    <tr>\n",
       "      <th>79985</th>\n",
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       "    <tr>\n",
       "      <th>79986</th>\n",
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       "    <tr>\n",
       "      <th>79987</th>\n",
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       "    <tr>\n",
       "      <th>79988</th>\n",
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       "      <td>3.000000</td>\n",
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       "      <td>98.497452</td>\n",
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       "    <tr>\n",
       "      <th>79989</th>\n",
       "      <td>1745.971085</td>\n",
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       "      <td>1606.702372</td>\n",
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       "      <td>98.497452</td>\n",
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       "    <tr>\n",
       "      <th>79990</th>\n",
       "      <td>1941.000000</td>\n",
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       "      <td>98.497452</td>\n",
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       "    <tr>\n",
       "      <th>79991</th>\n",
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       "      <td>98.497452</td>\n",
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       "    <tr>\n",
       "      <th>79992</th>\n",
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       "    <tr>\n",
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       "      <th>79994</th>\n",
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       "      <td>98.497452</td>\n",
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       "    <tr>\n",
       "      <th>79995</th>\n",
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       "      <td>...</td>\n",
       "      <td>4.000000</td>\n",
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       "      <td>98.497452</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>79996</th>\n",
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       "      <td>...</td>\n",
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       "      <td>98.497452</td>\n",
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       "    <tr>\n",
       "      <th>79997</th>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>79998</th>\n",
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       "    <tr>\n",
       "      <th>79999</th>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>80000 rows × 47 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             mvar1     mvar2      mvar3     mvar4    mvar5         mvar6  \\\n",
       "0      1696.000000  1.654100   0.000000  0.000000  0.00000      0.000000   \n",
       "1      1846.000000  0.809500   0.000000  0.000000  0.00000    102.000000   \n",
       "2      1745.000000  0.400100   0.000000  0.000000  0.00000   1606.702372   \n",
       "3      1739.000000  0.219300   0.000000  0.000000  0.00000   1982.000000   \n",
       "4      1787.000000  0.011800   0.225000  0.000000  0.00000   5451.000000   \n",
       "5      1579.000000  1.105629   3.502000  0.000000  0.00000   1606.702372   \n",
       "6      1818.000000  0.400100   0.000000  0.000000  0.00000   1606.702372   \n",
       "7      1745.971085  1.105629   5.280955  0.474516  1.12472   1606.702372   \n",
       "8      1836.000000  0.135800   0.000000  0.000000  0.00000    347.000000   \n",
       "9      1839.000000  0.198100   0.000000  0.000000  0.00000    793.000000   \n",
       "10     1903.000000  0.000000   0.000000  0.000000  0.00000     22.000000   \n",
       "11     1681.000000  1.588800   5.685000  3.566000  0.00000     93.000000   \n",
       "12     1841.000000  0.538800   0.000000  0.000000  0.00000   1487.000000   \n",
       "13     1794.000000  1.968400   0.000000  0.000000  0.00000    856.000000   \n",
       "14     1669.000000  3.855800  18.465000  6.292000  1.20000   1606.702372   \n",
       "15     1583.000000  3.028400  16.325000  0.000000  0.00000   1606.702372   \n",
       "16     1899.000000  0.097000   0.000000  0.000000  0.00000   1015.000000   \n",
       "17     1690.000000  8.774700  10.437000  0.000000  0.00000    122.000000   \n",
       "18     1599.000000  0.860100   1.525000  1.525000  0.00000   1606.702372   \n",
       "19     1859.000000  0.015500   0.368000  0.000000  0.00000    424.000000   \n",
       "20     1880.000000  2.610100   0.000000  0.000000  0.00000      0.000000   \n",
       "21     1852.000000  3.620100   0.000000  0.000000  0.00000    799.000000   \n",
       "22     1655.000000  3.026800  14.748000  0.000000  0.00000     48.000000   \n",
       "23     1863.000000  0.040100   0.000000  0.000000  0.00000   1487.000000   \n",
       "24     1753.000000  0.225100   0.000000  0.000000  0.00000   1124.000000   \n",
       "25     1894.000000  0.031800   0.000000  0.000000  0.00000   4655.000000   \n",
       "26     1803.000000  0.399300   0.000000  0.000000  0.00000    496.000000   \n",
       "27     1932.000000  0.327600   0.000000  0.000000  0.00000   6982.000000   \n",
       "28     1714.000000  5.190400   0.770000  0.000000  0.00000      0.000000   \n",
       "29     1745.971085  2.045700   4.514000  0.000000  0.00000   1606.702372   \n",
       "...            ...       ...        ...       ...      ...           ...   \n",
       "79970  1834.000000  1.216400   0.000000  0.000000  0.00000   2212.000000   \n",
       "79971  1729.000000  1.369600   0.000000  0.000000  0.00000    356.000000   \n",
       "79972  1753.000000  5.828300   0.000000  0.000000  0.00000    180.000000   \n",
       "79973  1748.000000  1.963500   0.642000  0.000000  0.00000    291.000000   \n",
       "79974  1771.000000  1.758800   0.000000  0.000000  0.00000     66.000000   \n",
       "79975  1766.000000  0.954000   0.000000  0.000000  0.00000   1140.000000   \n",
       "79976  1822.000000  0.000000   1.853000  1.853000  0.00000   2581.000000   \n",
       "79977  1824.000000  0.563400   0.000000  0.000000  0.00000   3964.000000   \n",
       "79978  1914.000000  0.054400   0.000000  0.000000  0.00000   3469.000000   \n",
       "79979  1600.000000  2.664900  18.282000  1.078000  2.67800      0.000000   \n",
       "79980  1822.000000  0.585100   0.000000  0.000000  0.00000      0.000000   \n",
       "79981  1693.000000  0.182800  17.767000  2.024000  0.00000    114.000000   \n",
       "79982  1735.000000  3.170100   0.260000  0.000000  0.00000    117.000000   \n",
       "79983  1671.000000  0.138000   0.000000  0.000000  0.00000   1606.702372   \n",
       "79984  1924.000000  0.122100   0.000000  0.000000  0.00000   2478.000000   \n",
       "79985  1670.000000  0.034700   9.836000  0.000000  0.00000    212.000000   \n",
       "79986  1901.000000  0.178200   0.000000  0.000000  0.00000   4955.000000   \n",
       "79987  1835.000000  0.537200   0.000000  0.000000  0.00000      0.000000   \n",
       "79988  1927.000000  0.041000   0.000000  0.000000  0.00000  22000.000000   \n",
       "79989  1745.971085  0.145100   0.000000  0.000000  0.00000   1606.702372   \n",
       "79990  1941.000000  0.483400   0.000000  0.000000  0.00000  10846.000000   \n",
       "79991  1899.000000  1.105629   0.000000  0.000000  0.00000   7310.000000   \n",
       "79992  1761.000000  2.099900   0.000000  0.000000  0.00000     47.000000   \n",
       "79993  1700.000000  0.383100   0.000000  0.000000  0.00000    344.000000   \n",
       "79994  1910.000000  0.000000   0.000000  0.000000  0.00000   4955.000000   \n",
       "79995  1736.000000  2.174000   0.000000  0.000000  0.00000     11.000000   \n",
       "79996  1724.000000  0.000000   1.108000  0.768000  0.00000   1606.702372   \n",
       "79997  1605.000000  0.290100  11.561000  0.937000  2.97600   1606.702372   \n",
       "79998  1780.000000  1.187400   0.000000  0.000000  0.00000      0.000000   \n",
       "79999  1727.000000  1.928800   1.441000  0.000000  0.00000      0.000000   \n",
       "\n",
       "               mvar7         mvar8          mvar9         mvar10   ...    \\\n",
       "0        6015.000000     322.00000   40369.000000   18414.000000   ...     \n",
       "1        7532.000000    3171.00000   18234.000000   13664.000000   ...     \n",
       "2        2536.000000    6773.68666   34097.436013    2536.000000   ...     \n",
       "3       26440.000000    4955.00000   20316.000000   37013.000000   ...     \n",
       "4        5494.000000    5494.00000    7987.000000    4696.000000   ...     \n",
       "5       17595.807537    6773.68666   34097.436013       0.000000   ...     \n",
       "6        1088.000000    6773.68666    1536.000000    1498.000000   ...     \n",
       "7       17595.807537    6773.68666   34097.436013   30492.367255   ...     \n",
       "8       38964.000000   17828.00000   70729.000000   65843.000000   ...     \n",
       "9        6131.000000    6045.00000   48959.000000   31640.000000   ...     \n",
       "10      19518.000000    9910.00000   90618.000000  110271.000000   ...     \n",
       "11       3554.000000     439.00000    2527.000000    7086.000000   ...     \n",
       "12      19449.000000   19449.00000    6739.000000    6612.000000   ...     \n",
       "13       8609.000000    8609.00000   60545.000000   24893.000000   ...     \n",
       "14        142.000000    6773.68666      38.000000     142.000000   ...     \n",
       "15      17595.807537    6773.68666   51450.000000       0.000000   ...     \n",
       "16      13379.000000   13379.00000  246906.000000   56533.000000   ...     \n",
       "17        623.000000     299.00000    1140.000000    2043.000000   ...     \n",
       "18        878.000000    6773.68666   34097.436013     878.000000   ...     \n",
       "19      86509.000000   12451.00000   86635.000000  142081.000000   ...     \n",
       "20      19252.000000    6342.00000   59601.000000   86906.000000   ...     \n",
       "21      16515.000000   16515.00000  110651.000000   41311.000000   ...     \n",
       "22         48.000000      48.00000     198.000000      48.000000   ...     \n",
       "23       4955.000000    4955.00000   22902.000000   21772.000000   ...     \n",
       "24       1124.000000    1124.00000       0.000000    1124.000000   ...     \n",
       "25       7433.000000    7433.00000   25667.000000   12345.000000   ...     \n",
       "26      10505.000000     496.00000     991.000000   18163.000000   ...     \n",
       "27      21569.000000   18829.00000  187209.000000  113813.000000   ...     \n",
       "28       1889.000000     595.00000   12574.000000    4825.000000   ...     \n",
       "29      17595.807537    6773.68666   34097.436013       0.000000   ...     \n",
       "...              ...           ...            ...            ...   ...     \n",
       "79970    5244.000000    4203.00000   16743.000000   13831.000000   ...     \n",
       "79971    4218.000000    1982.00000   18657.000000    8921.000000   ...     \n",
       "79972    4014.000000     617.00000    3667.000000    9786.000000   ...     \n",
       "79973    3469.000000    3469.00000   13131.000000   14393.000000   ...     \n",
       "79974   12626.000000    6433.00000   27946.000000   24401.000000   ...     \n",
       "79975   10207.000000   10207.00000   55001.000000   20636.000000   ...     \n",
       "79976   13361.000000    5946.00000   31018.000000   76774.000000   ...     \n",
       "79977    4683.000000    4683.00000   34097.436013    8647.000000   ...     \n",
       "79978   20424.000000   20424.00000   78774.000000   27856.000000   ...     \n",
       "79979    7205.000000       0.00000     956.000000    7360.000000   ...     \n",
       "79980   23685.000000   23685.00000  208174.000000   55719.000000   ...     \n",
       "79981   27514.000000     384.00000    2329.000000   48080.000000   ...     \n",
       "79982     892.000000     117.00000    3766.000000    1265.000000   ...     \n",
       "79983     491.000000    6773.68666   34097.436013     491.000000   ...     \n",
       "79984  266683.000000  266683.00000  405300.000000  390558.000000   ...     \n",
       "79985    7848.000000     491.00000   29785.000000   16226.000000   ...     \n",
       "79986   21753.000000   12673.00000   70293.000000   62980.000000   ...     \n",
       "79987   29723.000000    3964.00000   66770.000000   85900.000000   ...     \n",
       "79988   30046.000000   24165.00000   75019.000000   88343.000000   ...     \n",
       "79989   17595.807537    6773.68666   34097.436013       0.000000   ...     \n",
       "79990   52806.000000   35478.00000  136461.000000  176240.000000   ...     \n",
       "79991   14519.000000   14519.00000    5252.000000    4949.000000   ...     \n",
       "79992   13477.000000    1814.00000    9320.000000    2500.000000   ...     \n",
       "79993     344.000000     344.00000     991.000000     344.000000   ...     \n",
       "79994   47306.000000   47306.00000   88124.000000  107148.000000   ...     \n",
       "79995    4248.000000    1577.00000   13379.000000    6671.000000   ...     \n",
       "79996   64041.000000    6773.68666   10926.000000   84839.000000   ...     \n",
       "79997    2277.000000    6773.68666    3964.000000    5709.000000   ...     \n",
       "79998    6356.000000    4802.00000    3206.000000   18180.000000   ...     \n",
       "79999   25773.000000    2869.00000  132985.000000   71788.000000   ...     \n",
       "\n",
       "          mvar38    mvar39      mvar40     mvar41    mvar42     mvar43  \\\n",
       "0       4.000000  1.000000   73.780000  82.547000  0.086960  10.000000   \n",
       "1       2.000000  0.000000   99.129000  72.096758  0.000000  13.000000   \n",
       "2       1.000000  0.000000   98.497452  29.290000  0.000000   1.000000   \n",
       "3       2.000000  0.000000   96.272000  72.096758  0.153850   3.000000   \n",
       "4       2.000000  0.000000  115.019000  72.096758  0.000000   1.000000   \n",
       "5       2.000000  0.090819   98.497452  72.096758  1.500000   0.000000   \n",
       "6       0.000000  0.000000   88.171000  72.096758  0.000000   2.000000   \n",
       "7       4.286422  0.090819   98.497452  72.096758  0.335142   6.552777   \n",
       "8       2.000000  0.000000   98.497452  72.096758  0.000000  10.000000   \n",
       "9       0.000000  0.000000   98.497452  45.590000  0.088240  14.000000   \n",
       "10      2.000000  0.000000   98.497452  72.096758  0.000000  17.000000   \n",
       "11      5.000000  1.000000   98.497452  72.096758  0.611110   7.000000   \n",
       "12      6.000000  0.000000   98.497452  72.096758  0.000000   5.000000   \n",
       "13      1.000000  0.000000   98.497452  72.096758  0.000000  13.000000   \n",
       "14     15.000000  0.000000  107.825000  98.664000  0.560000  11.000000   \n",
       "15      4.000000  0.000000   98.497452  72.096758  0.323530   2.000000   \n",
       "16      2.000000  0.000000   10.384000  72.096758  0.000000  19.000000   \n",
       "17     12.000000  0.000000   98.497452  72.096758  0.636360   5.000000   \n",
       "18      1.000000  1.000000   98.497452  91.175000  0.800000   0.000000   \n",
       "19      2.000000  0.000000   98.497452  72.096758  0.000000  12.000000   \n",
       "20     14.000000  0.000000   98.497452  72.497000  0.000000  14.000000   \n",
       "21      2.000000  0.000000   98.497452  72.096758  0.000000  13.000000   \n",
       "22      4.000000  0.000000   98.497452  72.096758  1.000000   1.000000   \n",
       "23      4.000000  0.000000   96.895000  72.096758  0.000000  12.000000   \n",
       "24      1.000000  0.000000   98.497452  72.096758  0.335142   0.000000   \n",
       "25      1.000000  0.000000   98.497452   0.000000  0.000000   3.000000   \n",
       "26      1.000000  0.000000   91.752000  87.306000  0.200000   5.000000   \n",
       "27      2.000000  0.000000   98.497452  72.096758  0.000000  11.000000   \n",
       "28      8.000000  0.000000   98.497452  72.096758  0.357140   6.000000   \n",
       "29      4.000000  0.090819   98.497452  72.096758  1.166670   0.000000   \n",
       "...          ...       ...         ...        ...       ...        ...   \n",
       "79970   8.000000  0.000000   98.497452  97.398000  0.000000   8.000000   \n",
       "79971   7.000000  0.000000   98.497452  83.663000  0.090910   6.000000   \n",
       "79972  10.000000  0.000000   98.497452  87.094000  0.111110   9.000000   \n",
       "79973  12.000000  0.000000   98.497452  92.244000  0.440000  14.000000   \n",
       "79974   4.000000  0.000000   98.497452  40.477000  0.000000  10.000000   \n",
       "79975  13.000000  0.000000   98.497452  72.096758  0.050000  14.000000   \n",
       "79976   4.000000  0.000000   73.611000  44.656000  0.034480  20.000000   \n",
       "79977   2.000000  0.000000   98.497452  72.096758  0.335142   6.552777   \n",
       "79978   1.000000  0.000000   98.497452  72.096758  0.000000   8.000000   \n",
       "79979   9.000000  1.000000  132.335000  56.867000  0.552630  14.000000   \n",
       "79980   3.000000  0.000000   98.497452  72.096758  0.000000  17.000000   \n",
       "79981   4.000000  0.000000   74.814000  72.096758  0.178570   5.000000   \n",
       "79982   3.000000  0.000000   98.497452  99.026000  0.000000   2.000000   \n",
       "79983   1.000000  0.000000   98.497452  72.096758  0.800000   2.000000   \n",
       "79984   4.000000  0.000000   98.497452  70.799000  0.000000  13.000000   \n",
       "79985   5.000000  0.000000   98.497452  78.700000  0.136360  10.000000   \n",
       "79986   5.000000  0.000000   98.497452  61.301000  0.000000  10.000000   \n",
       "79987   3.000000  0.000000   98.497452  72.096758  0.000000   9.000000   \n",
       "79988   3.000000  0.000000   98.497452  19.444000  0.000000   7.000000   \n",
       "79989   1.000000  0.090819   98.497452  72.096758  1.500000   0.000000   \n",
       "79990   1.000000  0.000000   98.497452  72.096758  0.058820   8.000000   \n",
       "79991   1.000000  0.000000   98.497452  72.096758  0.000000   3.000000   \n",
       "79992   5.000000  0.000000   98.497452  72.096758  0.125000   5.000000   \n",
       "79993   3.000000  0.000000   98.497452  72.096758  0.666670   2.000000   \n",
       "79994   2.000000  0.000000   98.497452  72.096758  0.000000   4.000000   \n",
       "79995   4.000000  0.000000   98.497452  78.378000  0.000000   4.000000   \n",
       "79996   5.000000  0.000000   98.497452  38.325000  0.166670  14.000000   \n",
       "79997   5.000000  2.000000  101.850000  93.142000  0.500000   4.000000   \n",
       "79998   8.000000  0.000000   98.497452  77.022000  0.060610   9.000000   \n",
       "79999   4.000000  0.000000   32.400000  72.096758  0.071430  12.000000   \n",
       "\n",
       "         mvar44    mvar45    mvar46  mvar47  \n",
       "0      0.638990  0.070736  0.000000       0  \n",
       "1      0.638360  0.070736  0.096135       1  \n",
       "2      1.000000  0.070736  0.000000       0  \n",
       "3      0.532410  0.000000  0.000000       1  \n",
       "4      0.926650  0.070736  0.096135       1  \n",
       "5      0.705285  0.070736  0.096135       0  \n",
       "6      0.872240  0.070736  0.000000       0  \n",
       "7      0.705285  0.070736  0.096135       0  \n",
       "8      0.898680  0.000000  0.000000       1  \n",
       "9      0.338340  0.070736  0.000000       1  \n",
       "10     0.806200  0.000000  0.000000       1  \n",
       "11     0.811720  0.000000  0.000000       0  \n",
       "12     0.980310  0.070736  0.096135       0  \n",
       "13     0.357240  0.070736  0.000000       0  \n",
       "14     0.291690  0.070736  1.000000       0  \n",
       "15     0.705285  0.000000  0.096135       0  \n",
       "16     0.474800  0.000000  0.000000       1  \n",
       "17     0.949510  0.070736  0.000000       1  \n",
       "18     1.000000  0.070736  0.000000       0  \n",
       "19     0.347300  0.000000  0.000000       1  \n",
       "20     0.287080  0.070736  0.000000       1  \n",
       "21     0.753490  0.070736  0.096135       1  \n",
       "22     1.000000  0.070736  0.096135       0  \n",
       "23     0.408530  0.070736  0.000000       1  \n",
       "24     1.000000  0.070736  0.096135       0  \n",
       "25     0.994190  0.000000  0.000000       1  \n",
       "26     0.752890  0.000000  0.000000       1  \n",
       "27     0.997100  0.000000  0.000000       0  \n",
       "28     0.850820  0.000000  0.000000       1  \n",
       "29     0.705285  0.070736  0.096135       1  \n",
       "...         ...       ...       ...     ...  \n",
       "79970  0.580400  0.070736  0.000000       0  \n",
       "79971  0.626320  0.000000  0.000000       0  \n",
       "79972  0.593640  0.070736  0.000000       1  \n",
       "79973  0.838090  0.000000  0.000000       1  \n",
       "79974  0.468630  0.070736  0.000000       0  \n",
       "79975  0.547540  0.070736  0.096135       0  \n",
       "79976  0.231770  0.070736  0.000000       0  \n",
       "79977  0.672220  0.070736  0.096135       0  \n",
       "79978  1.000000  0.000000  0.000000       1  \n",
       "79979  0.117630  0.070736  0.000000       1  \n",
       "79980  0.814380  0.000000  0.096135       1  \n",
       "79981  0.533400  0.070736  0.000000       0  \n",
       "79982  0.967470  0.070736  0.000000       0  \n",
       "79983  1.000000  0.070736  0.096135       0  \n",
       "79984  0.753220  0.000000  0.000000       1  \n",
       "79985  0.857710  0.070736  0.000000       1  \n",
       "79986  0.863560  0.000000  0.000000       1  \n",
       "79987  0.416850  0.000000  0.000000       1  \n",
       "79988  0.537500  0.000000  0.000000       1  \n",
       "79989  0.705285  0.070736  0.096135       1  \n",
       "79990  0.841700  0.000000  0.000000       1  \n",
       "79991  0.446150  0.070736  0.096135       1  \n",
       "79992  0.736400  0.000000  0.000000       0  \n",
       "79993  0.973740  0.000000  0.000000       0  \n",
       "79994  0.798670  0.070736  0.096135       1  \n",
       "79995  0.438290  0.070736  0.000000       0  \n",
       "79996  0.579310  0.000000  0.000000       0  \n",
       "79997  0.420690  0.070736  0.000000       0  \n",
       "79998  0.532510  0.070736  0.000000       1  \n",
       "79999  0.684820  0.000000  0.000000       0  \n",
       "\n",
       "[80000 rows x 47 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Missing values median\n",
    "gameX.fillna(gameX.mean(),inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#scoring funtion\n",
    "def scoring(yhat0, y):\n",
    "    \n",
    "    y = np.array(y)\n",
    "    y.sort()\n",
    "    \n",
    "    pointsMax = 0\n",
    "    thresh=0\n",
    "    \n",
    "#     print(\"yhat0 type\", type(yhat0))\n",
    "#     print(\"yhat0 shape\", type(yhat0.shape))\n",
    "    \n",
    "#     print(\"y type\", type(y))\n",
    "#     print(\"y shape\", type(y.shape))\n",
    "    \n",
    "    for thresh in np.arange(0.1, 0.9, 0.1):\n",
    "        points = 0\n",
    "        budget = 50000\n",
    "        yhat = np.array(yhat0>thresh, dtype=yhat0.dtype)\n",
    "        for i in range(len(y)):\n",
    "            if y[i] == 0:\n",
    "                if yhat[i] == 0:\n",
    "                    points+=100\n",
    "                    budget-=5\n",
    "                else:\n",
    "                    budget-=10\n",
    "            else:\n",
    "                if yhat[i]==0:\n",
    "                    points-=50\n",
    "                    budget-=10\n",
    "                else:\n",
    "                    points+=100\n",
    "                    budget-=10\n",
    "            if budget<=0:\n",
    "                break\n",
    "        if pointsMax<points:\n",
    "            pointsMax=points\n",
    "            threshMax = thresh\n",
    "            \n",
    "        print(thresh, \" \", points)\n",
    "            \n",
    "    return pointsMax, threshMax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#KFold Stratified CV\n",
    "from sklearn import model_selection\n",
    "cv = model_selection.StratifiedKFold(n_splits=10, shuffle=True, random_state=100)\n",
    "# from sklearn.ensemble import RandomForestClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time: 16.004218101501465\n",
      "time: 47.17545938491821\n",
      "time: 93.57778739929199\n",
      "time: 115.83656454086304\n",
      "time: 159.94265723228455\n",
      "time: 226.48981857299805\n",
      "time: 254.82224106788635\n",
      "time: 310.64532709121704\n",
      "time: 395.0833158493042\n",
      "time: 430.1385591030121\n",
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      "time: 34228.30460333824\n",
      "time: 34852.40290808678\n",
      "time: 35798.64357662201\n",
      "Max n: 150\n",
      "Max m: 10\n",
      "Max d: 0\n",
      "Max points 589825.0\n",
      "time: 35798.644317150116\n"
     ]
    }
   ],
   "source": [
    "#RF\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "import time\n",
    "\n",
    "t=time.time()\n",
    "xtrain = gameX\n",
    "ytrain = gameY\n",
    "# for splits in (10):\n",
    "    \n",
    "\n",
    "cv = model_selection.StratifiedKFold(n_splits=4, shuffle=True, random_state=1)\n",
    "\n",
    "\n",
    "\n",
    "ranScore=0\n",
    "nMax=0\n",
    "mMax=0\n",
    "rMax = 0\n",
    "\n",
    "ranCV=[]\n",
    "tempRanCV=[]\n",
    "error=0\n",
    "scoreCVSmall=0\n",
    "tempScoreCV=0\n",
    "scoreCV=0\n",
    "testScore=0\n",
    "trainScore=0\n",
    "dMax=0\n",
    "splitsMax=0\n",
    "\n",
    "\n",
    "for m in range(1,40,1):\n",
    "    for n  in range(50,200,50):\n",
    "        scoreCVSmall=0\n",
    "        tempRanCV=[]\n",
    "        for traincv, testcv in cv.split(xtrain,ytrain):\n",
    "            ran = RandomForestClassifier(max_features = m,n_estimators = n,random_state = 1).fit(xtrain.iloc[traincv],ytrain.iloc[traincv])\n",
    "            scoreCVSmall += scoring(ran.predict_proba(xtrain.iloc[testcv])[:, 1], ytrain.iloc[testcv])[0]\n",
    "            tempRanCV.append(ran)\n",
    "        tempScoreCV = scoreCVSmall/cv.n_splits\n",
    "        \n",
    "        print('time:', time.time()-t)\n",
    "        \n",
    "        if(tempScoreCV >= scoreCV):\n",
    "            scoreCV = tempScoreCV\n",
    "            nMax = n\n",
    "            mMax = m\n",
    "            rMax = ran\n",
    "            ranCV = tempRanCV\n",
    "            \n",
    "\n",
    "\n",
    "\n",
    "print('Max n:',nMax)\n",
    "print('Max m:',mMax)\n",
    "print('Max d:',dMax)\n",
    "print(\"Max points\", tempScoreCV)\n",
    "# print(splits,'-fold CV')\n",
    "\n",
    "print('time:', time.time()-t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ranMax=RandomForestClassifier(max_features=mMax,n_estimators=nMax,random_state=1).fit(xtrain.iloc[traincv],ytrain.iloc[traincv])\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(80000, 2)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ranMax.predict_proba(gameX).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "       [ 0.45333333,  0.54666667]])"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ranMax.predict_proba(gameX)[0:100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ranMax=RandomForestClassifier(max_features=mMax,n_estimators=2,random_state=1).fit(gameX, gameY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
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       "       [ 0.96      ,  0.04      ],\n",
       "       [ 1.        ,  0.        ],\n",
       "       [ 0.93333333,  0.06666667],\n",
       "       [ 0.96      ,  0.04      ],\n",
       "       [ 0.88      ,  0.12      ],\n",
       "       [ 0.45333333,  0.54666667]])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ranMax.predict_proba(gameX)[:100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.08448113,  0.05052388,  0.02857921,  0.00916441,  0.00720002,\n",
       "        0.04402508,  0.02893176,  0.03377017,  0.02898684,  0.02978529,\n",
       "        0.02756212,  0.01886827,  0.01911616,  0.0252002 ,  0.02466977,\n",
       "        0.00393497,  0.00498016,  0.00512397,  0.00793736,  0.00819532,\n",
       "        0.02275296,  0.01960058,  0.01617677,  0.02342126,  0.03198065,\n",
       "        0.02269081,  0.0207696 ,  0.026081  ,  0.03143436,  0.01977108,\n",
       "        0.01643528,  0.02717749,  0.03019865,  0.00689421,  0.0053227 ,\n",
       "        0.01946666,  0.01251355,  0.02043677,  0.00309371,  0.01201933,\n",
       "        0.01338869,  0.04042049,  0.01700729,  0.02238809,  0.00190833,\n",
       "        0.00212589,  0.02348772])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ranMax.feature_importances_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1,\n",
       "       0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1,\n",
       "       0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0,\n",
       "       1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0,\n",
       "       1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ranMax.predict(gameX)[:200]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.951125"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ranMax.score(gameX, gameY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "76090"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum(ranMax.predict(gameX)==gameY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7537875"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "60303/80000\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(ranMax.predict(gameX))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "80000"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(ranMax.predict(gameX))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# def scoring(yhat0, y):\n",
    "    \n",
    "#     pointsMax = 0\n",
    "#     thresh=0\n",
    "    \n",
    "#     for thresh in np.arange(0.1, 0.9, 0.1):\n",
    "#         points = 0\n",
    "#         budget = 50000\n",
    "#         yhat = np.array(yhat0>thresh, dtype=yhat0.dtype)\n",
    "#         for i in range(len(y)):\n",
    "#             if y[i] == 0:\n",
    "#                 if yhat[i] == 0:\n",
    "#                     points+=100\n",
    "#                     budget-=5\n",
    "#                 else:\n",
    "#                     budget-=10\n",
    "#             else:\n",
    "#                 if yhat[i]==0:\n",
    "#                     points-=50\n",
    "#                     budget-=10\n",
    "#                 else:\n",
    "#                     points+=100\n",
    "#                     budget-=10\n",
    "#             if budget<=0:\n",
    "#                 break\n",
    "#         if pointsMax<=points:\n",
    "#             pointsMax=points\n",
    "#             threshMax = thresh\n",
    "            \n",
    "#         print(thresh, \" \", points)\n",
    "            \n",
    "#     return pointsMax, threshMax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn import model_selection\n",
    "\n",
    "xtrain, xtest, ytrain, ytest = model_selection.train_test_split(gameX,gameY, test_size=0.25, stratify = gameY, random_state=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "import time\n",
    "\n",
    "ranMax=RandomForestClassifier(max_features=10,n_estimators=200,random_state=1).fit(xtrain, ytrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.1   388500\n",
      "0.2   561500\n",
      "0.3   606000\n",
      "0.4   609600\n",
      "0.5   609600\n",
      "0.6   611600\n",
      "0.7   659100\n",
      "0.8   788300\n",
      "(788300, 0.80000000000000004)\n",
      "7.618123292922974\n"
     ]
    }
   ],
   "source": [
    "#train score\n",
    "t=time.time()\n",
    "print(scoring(ranMax.predict_proba(xtrain)[:, 1], ytrain))\n",
    "print(time.time()-t)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.1   388600\n",
      "0.2   562200\n",
      "0.3   605200\n",
      "0.4   609600\n",
      "0.5   609600\n",
      "0.6   610600\n",
      "0.7   658000\n",
      "0.8   785600\n",
      "(785600, 0.80000000000000004)\n",
      "7.937786102294922\n"
     ]
    }
   ],
   "source": [
    "#train score\n",
    "t=time.time()\n",
    "print(scoring(ranMax.predict_proba(xtrain)[:, 1], ytrain))\n",
    "print(time.time()-t)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.1   203900\n",
      "0.2   341600\n",
      "0.3   473400\n",
      "0.4   602800\n",
      "0.5   720600\n",
      "0.6   825400\n",
      "0.7   909600\n",
      "0.8   966600\n",
      "(966600, 0.80000000000000004)\n",
      "2.5971951484680176\n"
     ]
    }
   ],
   "source": [
    "#test score\n",
    "t=time.time()\n",
    "print(scoring(ranMax.predict_proba(xtest)[:, 1], ytest))\n",
    "print(time.time()-t)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.1   203900\n",
      "0.2   329600\n",
      "0.3   475700\n",
      "0.4   602400\n",
      "0.5   719800\n",
      "0.6   824000\n",
      "0.7   906200\n",
      "0.8   963200\n",
      "(963200, 0.80000000000000004)\n",
      "2.716977834701538\n"
     ]
    }
   ],
   "source": [
    "#test score\n",
    "t=time.time()\n",
    "print(scoring(ranMax.predict_proba(xtest)[:, 1], ytest))\n",
    "print(time.time()-t)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.08365585,  0.04985197,  0.02762233,  0.00926399,  0.0072983 ,\n",
       "        0.02042122,  0.02666485,  0.02346833,  0.02337153,  0.02856343,\n",
       "        0.02542953,  0.01796468,  0.0184445 ,  0.02478192,  0.02380932,\n",
       "        0.01131906,  0.02176369,  0.02535717,  0.00754274,  0.00768708,\n",
       "        0.02171792,  0.01898842,  0.01536114,  0.0348127 ,  0.03021121,\n",
       "        0.02161864,  0.01999819,  0.02388646,  0.03219454,  0.01980167,\n",
       "        0.01610572,  0.02536096,  0.02971825,  0.00681585,  0.0067064 ,\n",
       "        0.01936649,  0.01243387,  0.02129361,  0.00419933,  0.01306384,\n",
       "        0.01325668,  0.03603033,  0.01561853,  0.0222459 ,  0.0067116 ,\n",
       "        0.00548787,  0.02271239])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ranMax.feature_importances_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ranMax=RandomForestClassifier(max_features=10,n_estimators=200,random_state=1).fit(gameX, gameY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Leaderboard\n",
    "clf = ranMax\n",
    "\n",
    "leader_csv = pd.read_csv('./data/Leaderboard_dataset.csv',na_values=[\"NA\", \"na\", \"missing\"])\n",
    "leaderDf = pd.DataFrame(leader_csv)\n",
    "\n",
    "\n",
    "\n",
    "leaderAppID = leaderDf['application_key']\n",
    "del leaderDf['application_key']\n",
    "\n",
    "\n",
    "\n",
    "leaderX = leaderDf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#one hot encoding C=0 L=1\n",
    "leaderX.loc[leaderX.loc[:, \"mvar47\"]=='C', \"mvar47\"] = 0\n",
    "leaderX.loc[leaderX.loc[:, \"mvar47\"]=='L', \"mvar47\"] = 1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mvar1</th>\n",
       "      <th>mvar2</th>\n",
       "      <th>mvar3</th>\n",
       "      <th>mvar4</th>\n",
       "      <th>mvar5</th>\n",
       "      <th>mvar6</th>\n",
       "      <th>mvar7</th>\n",
       "      <th>mvar8</th>\n",
       "      <th>mvar9</th>\n",
       "      <th>mvar10</th>\n",
       "      <th>...</th>\n",
       "      <th>mvar38</th>\n",
       "      <th>mvar39</th>\n",
       "      <th>mvar40</th>\n",
       "      <th>mvar41</th>\n",
       "      <th>mvar42</th>\n",
       "      <th>mvar43</th>\n",
       "      <th>mvar44</th>\n",
       "      <th>mvar45</th>\n",
       "      <th>mvar46</th>\n",
       "      <th>mvar47</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1753.0</td>\n",
       "      <td>0.500100</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>206.000000</td>\n",
       "      <td>19179.000000</td>\n",
       "      <td>206.000000</td>\n",
       "      <td>14221.000000</td>\n",
       "      <td>19438.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>20.551000</td>\n",
       "      <td>0.42105</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.856610</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1894.0</td>\n",
       "      <td>1.970100</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>297.000000</td>\n",
       "      <td>19820.000000</td>\n",
       "      <td>19820.000000</td>\n",
       "      <td>176895.000000</td>\n",
       "      <td>66346.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>63.047000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.943910</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1774.0</td>\n",
       "      <td>0.171800</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>197.000000</td>\n",
       "      <td>2563.000000</td>\n",
       "      <td>877.000000</td>\n",
       "      <td>8869.000000</td>\n",
       "      <td>3637.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>83.797000</td>\n",
       "      <td>0.33333</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.764670</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1586.0</td>\n",
       "      <td>0.112300</td>\n",
       "      <td>5.299</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1624.069192</td>\n",
       "      <td>17750.368864</td>\n",
       "      <td>6753.202313</td>\n",
       "      <td>33825.554662</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.089912</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>1.50000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.702558</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.092712</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1832.0</td>\n",
       "      <td>1.444200</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>179.000000</td>\n",
       "      <td>7577.000000</td>\n",
       "      <td>179.000000</td>\n",
       "      <td>21059.000000</td>\n",
       "      <td>20306.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>96.05200</td>\n",
       "      <td>66.665000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.791900</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1838.0</td>\n",
       "      <td>0.054400</td>\n",
       "      <td>0.241</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>882.000000</td>\n",
       "      <td>14039.000000</td>\n",
       "      <td>10976.000000</td>\n",
       "      <td>278941.000000</td>\n",
       "      <td>74030.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>77.780000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.924620</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1743.0</td>\n",
       "      <td>1.075300</td>\n",
       "      <td>0.272</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>397.000000</td>\n",
       "      <td>16141.000000</td>\n",
       "      <td>3568.000000</td>\n",
       "      <td>69482.000000</td>\n",
       "      <td>56755.0</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>67.159000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.713470</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1935.0</td>\n",
       "      <td>0.560100</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>496.000000</td>\n",
       "      <td>44919.000000</td>\n",
       "      <td>17115.000000</td>\n",
       "      <td>124814.000000</td>\n",
       "      <td>124167.0</td>\n",
       "      <td>...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.924030</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1885.0</td>\n",
       "      <td>0.081100</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>7369.000000</td>\n",
       "      <td>19264.000000</td>\n",
       "      <td>19264.000000</td>\n",
       "      <td>59956.000000</td>\n",
       "      <td>26633.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.897600</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.092712</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1730.0</td>\n",
       "      <td>0.744400</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2103.000000</td>\n",
       "      <td>582.000000</td>\n",
       "      <td>16429.000000</td>\n",
       "      <td>9197.0</td>\n",
       "      <td>...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.05882</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.405290</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1731.0</td>\n",
       "      <td>0.509700</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2433.000000</td>\n",
       "      <td>8673.000000</td>\n",
       "      <td>8673.000000</td>\n",
       "      <td>6739.000000</td>\n",
       "      <td>7388.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.23529</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.642420</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.092712</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1755.0</td>\n",
       "      <td>0.301300</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>261.000000</td>\n",
       "      <td>4051.000000</td>\n",
       "      <td>261.000000</td>\n",
       "      <td>297.000000</td>\n",
       "      <td>261.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.33333</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.991420</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1739.0</td>\n",
       "      <td>2.290900</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7620.000000</td>\n",
       "      <td>7620.000000</td>\n",
       "      <td>64983.000000</td>\n",
       "      <td>14067.0</td>\n",
       "      <td>...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>0.05882</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.441670</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1562.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>34.611</td>\n",
       "      <td>3.7845</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1624.069192</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>6753.202313</td>\n",
       "      <td>198.000000</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>124.91000</td>\n",
       "      <td>99.934000</td>\n",
       "      <td>0.87500</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.845920</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1798.0</td>\n",
       "      <td>5.082500</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>259.000000</td>\n",
       "      <td>3359.000000</td>\n",
       "      <td>2973.000000</td>\n",
       "      <td>22099.000000</td>\n",
       "      <td>13507.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>76.881000</td>\n",
       "      <td>0.05882</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.433650</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1684.0</td>\n",
       "      <td>1.547900</td>\n",
       "      <td>1.338</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1624.069192</td>\n",
       "      <td>17750.368864</td>\n",
       "      <td>6753.202313</td>\n",
       "      <td>33825.554662</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.089912</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>1.50000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.702558</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.092712</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1789.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.428</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2478.000000</td>\n",
       "      <td>13874.000000</td>\n",
       "      <td>13874.000000</td>\n",
       "      <td>98011.000000</td>\n",
       "      <td>56200.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.05000</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.512310</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.092712</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1862.0</td>\n",
       "      <td>0.240100</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1487.000000</td>\n",
       "      <td>12310.000000</td>\n",
       "      <td>3964.000000</td>\n",
       "      <td>7928.000000</td>\n",
       "      <td>26564.0</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>77.419000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.566850</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1767.0</td>\n",
       "      <td>0.300100</td>\n",
       "      <td>1.514</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>991.000000</td>\n",
       "      <td>2478.000000</td>\n",
       "      <td>2478.000000</td>\n",
       "      <td>8790.000000</td>\n",
       "      <td>6065.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.10000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.702558</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.092712</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1802.0</td>\n",
       "      <td>0.636400</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>18759.000000</td>\n",
       "      <td>10905.000000</td>\n",
       "      <td>51037.000000</td>\n",
       "      <td>58544.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>58.972000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.594090</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1780.0</td>\n",
       "      <td>1.955900</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>191.000000</td>\n",
       "      <td>12525.000000</td>\n",
       "      <td>12525.000000</td>\n",
       "      <td>18932.000000</td>\n",
       "      <td>14602.0</td>\n",
       "      <td>...</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.927520</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1714.0</td>\n",
       "      <td>2.266400</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>1671.000000</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>396.000000</td>\n",
       "      <td>2582.0</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>91.666000</td>\n",
       "      <td>0.37500</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.348360</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1923.0</td>\n",
       "      <td>0.088000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5946.000000</td>\n",
       "      <td>53893.000000</td>\n",
       "      <td>24739.000000</td>\n",
       "      <td>128435.000000</td>\n",
       "      <td>125679.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>90.429000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.885540</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1743.0</td>\n",
       "      <td>1.720800</td>\n",
       "      <td>2.295</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>159.000000</td>\n",
       "      <td>3621.000000</td>\n",
       "      <td>2323.000000</td>\n",
       "      <td>9018.000000</td>\n",
       "      <td>9649.0</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>82.323000</td>\n",
       "      <td>0.10000</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.594420</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1700.0</td>\n",
       "      <td>1.660500</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1037.000000</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>892.000000</td>\n",
       "      <td>1235.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.20000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.948260</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1922.0</td>\n",
       "      <td>1.118127</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>4524.000000</td>\n",
       "      <td>15530.000000</td>\n",
       "      <td>14819.000000</td>\n",
       "      <td>116154.000000</td>\n",
       "      <td>100684.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.915500</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1777.0</td>\n",
       "      <td>0.412000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>369.000000</td>\n",
       "      <td>6201.000000</td>\n",
       "      <td>6201.000000</td>\n",
       "      <td>66477.000000</td>\n",
       "      <td>34053.0</td>\n",
       "      <td>...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.03846</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.151590</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.092712</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1811.0</td>\n",
       "      <td>0.911700</td>\n",
       "      <td>0.410</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.410</td>\n",
       "      <td>297.000000</td>\n",
       "      <td>27717.000000</td>\n",
       "      <td>9815.000000</td>\n",
       "      <td>110001.000000</td>\n",
       "      <td>69683.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>74.996000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.566710</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1658.0</td>\n",
       "      <td>2.382900</td>\n",
       "      <td>37.127</td>\n",
       "      <td>10.3678</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>396.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6566.000000</td>\n",
       "      <td>4068.0</td>\n",
       "      <td>...</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.57692</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.353390</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1827.0</td>\n",
       "      <td>0.280100</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>678.000000</td>\n",
       "      <td>1189.000000</td>\n",
       "      <td>1189.000000</td>\n",
       "      <td>892.000000</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.092712</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24970</th>\n",
       "      <td>1734.0</td>\n",
       "      <td>0.927900</td>\n",
       "      <td>0.520</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>256.000000</td>\n",
       "      <td>11643.000000</td>\n",
       "      <td>1524.000000</td>\n",
       "      <td>16748.000000</td>\n",
       "      <td>25359.0</td>\n",
       "      <td>...</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.380780</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24971</th>\n",
       "      <td>1849.0</td>\n",
       "      <td>1.830500</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2251.000000</td>\n",
       "      <td>33275.000000</td>\n",
       "      <td>7505.000000</td>\n",
       "      <td>44843.000000</td>\n",
       "      <td>47453.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>91.701000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.921110</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24972</th>\n",
       "      <td>1739.0</td>\n",
       "      <td>1.525100</td>\n",
       "      <td>2.727</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2.727</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>2129.000000</td>\n",
       "      <td>720.000000</td>\n",
       "      <td>5896.000000</td>\n",
       "      <td>5206.0</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>109.25100</td>\n",
       "      <td>94.127000</td>\n",
       "      <td>0.36842</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.529030</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24973</th>\n",
       "      <td>1642.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.353</td>\n",
       "      <td>1.2114</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1624.069192</td>\n",
       "      <td>6290.000000</td>\n",
       "      <td>6753.202313</td>\n",
       "      <td>33825.554662</td>\n",
       "      <td>6290.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>37.890000</td>\n",
       "      <td>0.83333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24974</th>\n",
       "      <td>1709.0</td>\n",
       "      <td>3.680100</td>\n",
       "      <td>7.583</td>\n",
       "      <td>3.1371</td>\n",
       "      <td>0.000</td>\n",
       "      <td>297.000000</td>\n",
       "      <td>8132.000000</td>\n",
       "      <td>297.000000</td>\n",
       "      <td>1041.000000</td>\n",
       "      <td>6960.0</td>\n",
       "      <td>...</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>81.02900</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.59459</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.426800</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24975</th>\n",
       "      <td>1890.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1982.000000</td>\n",
       "      <td>15162.000000</td>\n",
       "      <td>15162.000000</td>\n",
       "      <td>68181.000000</td>\n",
       "      <td>43334.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.04300</td>\n",
       "      <td>55.197000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.271430</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24976</th>\n",
       "      <td>1727.0</td>\n",
       "      <td>1.844800</td>\n",
       "      <td>15.181</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2234.000000</td>\n",
       "      <td>2754.000000</td>\n",
       "      <td>2234.000000</td>\n",
       "      <td>2676.000000</td>\n",
       "      <td>6539.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.66667</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.878900</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24977</th>\n",
       "      <td>1789.0</td>\n",
       "      <td>1.299400</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>364.000000</td>\n",
       "      <td>17838.000000</td>\n",
       "      <td>17838.000000</td>\n",
       "      <td>8424.000000</td>\n",
       "      <td>22307.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>109.30700</td>\n",
       "      <td>75.052000</td>\n",
       "      <td>0.15385</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.696940</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24978</th>\n",
       "      <td>1706.0</td>\n",
       "      <td>0.499700</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>297.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>546.000000</td>\n",
       "      <td>643.0</td>\n",
       "      <td>...</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.66667</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24979</th>\n",
       "      <td>1638.0</td>\n",
       "      <td>4.680200</td>\n",
       "      <td>16.751</td>\n",
       "      <td>2.6642</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1624.069192</td>\n",
       "      <td>7937.000000</td>\n",
       "      <td>6753.202313</td>\n",
       "      <td>3032.000000</td>\n",
       "      <td>10489.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>102.70900</td>\n",
       "      <td>13.882000</td>\n",
       "      <td>0.50000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.726400</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24980</th>\n",
       "      <td>1855.0</td>\n",
       "      <td>1.996500</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>350.000000</td>\n",
       "      <td>30203.000000</td>\n",
       "      <td>22656.000000</td>\n",
       "      <td>168999.000000</td>\n",
       "      <td>166720.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.741060</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.092712</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24981</th>\n",
       "      <td>1790.0</td>\n",
       "      <td>0.205000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>237.000000</td>\n",
       "      <td>18018.000000</td>\n",
       "      <td>13297.000000</td>\n",
       "      <td>3914.000000</td>\n",
       "      <td>1305.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.20000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.415820</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24982</th>\n",
       "      <td>1546.0</td>\n",
       "      <td>0.349100</td>\n",
       "      <td>50.803</td>\n",
       "      <td>4.2695</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1624.069192</td>\n",
       "      <td>17750.368864</td>\n",
       "      <td>6753.202313</td>\n",
       "      <td>3330.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.70370</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24983</th>\n",
       "      <td>1777.0</td>\n",
       "      <td>3.962900</td>\n",
       "      <td>0.968</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>23707.000000</td>\n",
       "      <td>23707.000000</td>\n",
       "      <td>33432.000000</td>\n",
       "      <td>19640.0</td>\n",
       "      <td>...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>80.934000</td>\n",
       "      <td>0.04000</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.647520</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24984</th>\n",
       "      <td>1943.0</td>\n",
       "      <td>1.118127</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>24775.000000</td>\n",
       "      <td>24775.000000</td>\n",
       "      <td>80772.000000</td>\n",
       "      <td>69483.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.970680</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.092712</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24985</th>\n",
       "      <td>1691.0</td>\n",
       "      <td>0.166300</td>\n",
       "      <td>1.979</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9591.000000</td>\n",
       "      <td>2627.000000</td>\n",
       "      <td>46903.000000</td>\n",
       "      <td>30402.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>84.80100</td>\n",
       "      <td>63.855000</td>\n",
       "      <td>0.03448</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.434410</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24986</th>\n",
       "      <td>1681.0</td>\n",
       "      <td>0.173900</td>\n",
       "      <td>9.006</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>6.568</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3004.000000</td>\n",
       "      <td>2251.000000</td>\n",
       "      <td>6818.000000</td>\n",
       "      <td>7783.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>96.30900</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.71429</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.889080</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24987</th>\n",
       "      <td>1723.0</td>\n",
       "      <td>1.057000</td>\n",
       "      <td>0.285</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>248.000000</td>\n",
       "      <td>28479.000000</td>\n",
       "      <td>28479.000000</td>\n",
       "      <td>16352.000000</td>\n",
       "      <td>3117.0</td>\n",
       "      <td>...</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.723440</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24988</th>\n",
       "      <td>1693.0</td>\n",
       "      <td>1.214500</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>991.000000</td>\n",
       "      <td>118.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.366190</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.092712</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24989</th>\n",
       "      <td>1592.0</td>\n",
       "      <td>6.480500</td>\n",
       "      <td>5.250</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.204</td>\n",
       "      <td>1624.069192</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6753.202313</td>\n",
       "      <td>33825.554662</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.506490</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.092712</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24990</th>\n",
       "      <td>1641.0</td>\n",
       "      <td>0.660100</td>\n",
       "      <td>8.614</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1624.069192</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6753.202313</td>\n",
       "      <td>33825.554662</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.092712</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24991</th>\n",
       "      <td>1740.0</td>\n",
       "      <td>0.390100</td>\n",
       "      <td>4.322</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>490.000000</td>\n",
       "      <td>29460.000000</td>\n",
       "      <td>9449.000000</td>\n",
       "      <td>42047.000000</td>\n",
       "      <td>31583.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.20000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.889570</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24992</th>\n",
       "      <td>1651.0</td>\n",
       "      <td>2.490900</td>\n",
       "      <td>1.335</td>\n",
       "      <td>0.9108</td>\n",
       "      <td>0.000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3163.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1982.000000</td>\n",
       "      <td>3167.0</td>\n",
       "      <td>...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>82.382000</td>\n",
       "      <td>0.61538</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.937450</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24993</th>\n",
       "      <td>1729.0</td>\n",
       "      <td>1.360100</td>\n",
       "      <td>0.218</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5675.000000</td>\n",
       "      <td>167.000000</td>\n",
       "      <td>15071.000000</td>\n",
       "      <td>10305.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.23810</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.718660</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24994</th>\n",
       "      <td>1730.0</td>\n",
       "      <td>1.670100</td>\n",
       "      <td>5.554</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>104.000000</td>\n",
       "      <td>5692.000000</td>\n",
       "      <td>496.000000</td>\n",
       "      <td>4410.000000</td>\n",
       "      <td>8125.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>79.485000</td>\n",
       "      <td>0.30769</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.933120</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24995</th>\n",
       "      <td>1715.0</td>\n",
       "      <td>12.000200</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1624.069192</td>\n",
       "      <td>991.000000</td>\n",
       "      <td>6753.202313</td>\n",
       "      <td>8751.000000</td>\n",
       "      <td>1814.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.07692</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.702558</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24996</th>\n",
       "      <td>1800.0</td>\n",
       "      <td>0.055100</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5946.000000</td>\n",
       "      <td>14867.000000</td>\n",
       "      <td>9613.000000</td>\n",
       "      <td>46490.000000</td>\n",
       "      <td>44722.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.05882</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.998590</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24997</th>\n",
       "      <td>1686.0</td>\n",
       "      <td>1.330100</td>\n",
       "      <td>2.025</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2.025</td>\n",
       "      <td>1624.069192</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6753.202313</td>\n",
       "      <td>4582.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124.17100</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.30000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.775190</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.092712</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24998</th>\n",
       "      <td>1826.0</td>\n",
       "      <td>1.118127</td>\n",
       "      <td>0.428</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3568.000000</td>\n",
       "      <td>26277.000000</td>\n",
       "      <td>9058.000000</td>\n",
       "      <td>72739.000000</td>\n",
       "      <td>86797.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>50.119000</td>\n",
       "      <td>0.03333</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.403430</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24999</th>\n",
       "      <td>1916.0</td>\n",
       "      <td>0.139400</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>18889.000000</td>\n",
       "      <td>18889.000000</td>\n",
       "      <td>18889.000000</td>\n",
       "      <td>28343.000000</td>\n",
       "      <td>51174.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.49114</td>\n",
       "      <td>71.990942</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.996630</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25000 rows × 47 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        mvar1      mvar2   mvar3    mvar4  mvar5         mvar6         mvar7  \\\n",
       "0      1753.0   0.500100   0.000   0.0000  0.000    206.000000  19179.000000   \n",
       "1      1894.0   1.970100   0.000   0.0000  0.000    297.000000  19820.000000   \n",
       "2      1774.0   0.171800   0.000   0.0000  0.000    197.000000   2563.000000   \n",
       "3      1586.0   0.112300   5.299   0.0000  0.000   1624.069192  17750.368864   \n",
       "4      1832.0   1.444200   0.000   0.0000  0.000    179.000000   7577.000000   \n",
       "5      1838.0   0.054400   0.241   0.0000  0.000    882.000000  14039.000000   \n",
       "6      1743.0   1.075300   0.272   0.0000  0.000    397.000000  16141.000000   \n",
       "7      1935.0   0.560100   0.000   0.0000  0.000    496.000000  44919.000000   \n",
       "8      1885.0   0.081100   0.000   0.0000  0.000   7369.000000  19264.000000   \n",
       "9      1730.0   0.744400   0.000   0.0000  0.000      0.000000   2103.000000   \n",
       "10     1731.0   0.509700   0.000   0.0000  0.000   2433.000000   8673.000000   \n",
       "11     1755.0   0.301300   0.000   0.0000  0.000    261.000000   4051.000000   \n",
       "12     1739.0   2.290900   0.000   0.0000  0.000      0.000000   7620.000000   \n",
       "13     1562.0   0.000000  34.611   3.7845  0.000   1624.069192     18.000000   \n",
       "14     1798.0   5.082500   0.000   0.0000  0.000    259.000000   3359.000000   \n",
       "15     1684.0   1.547900   1.338   0.0000  0.000   1624.069192  17750.368864   \n",
       "16     1789.0   0.000000   1.428   0.0000  0.000   2478.000000  13874.000000   \n",
       "17     1862.0   0.240100   0.000   0.0000  0.000   1487.000000  12310.000000   \n",
       "18     1767.0   0.300100   1.514   0.0000  0.000    991.000000   2478.000000   \n",
       "19     1802.0   0.636400   0.000   0.0000  0.000     96.000000  18759.000000   \n",
       "20     1780.0   1.955900   0.000   0.0000  0.000    191.000000  12525.000000   \n",
       "21     1714.0   2.266400   0.000   0.0000  0.000     31.000000   1671.000000   \n",
       "22     1923.0   0.088000   0.000   0.0000  0.000   5946.000000  53893.000000   \n",
       "23     1743.0   1.720800   2.295   0.0000  0.000    159.000000   3621.000000   \n",
       "24     1700.0   1.660500   0.000   0.0000  0.000      0.000000   1037.000000   \n",
       "25     1922.0   1.118127   0.000   0.0000  0.000   4524.000000  15530.000000   \n",
       "26     1777.0   0.412000   0.000   0.0000  0.000    369.000000   6201.000000   \n",
       "27     1811.0   0.911700   0.410   0.0000  0.410    297.000000  27717.000000   \n",
       "28     1658.0   2.382900  37.127  10.3678  0.000      0.000000    396.000000   \n",
       "29     1827.0   0.280100   0.000   0.0000  0.000    678.000000   1189.000000   \n",
       "...       ...        ...     ...      ...    ...           ...           ...   \n",
       "24970  1734.0   0.927900   0.520   0.0000  0.000    256.000000  11643.000000   \n",
       "24971  1849.0   1.830500   0.000   0.0000  0.000   2251.000000  33275.000000   \n",
       "24972  1739.0   1.525100   2.727   0.0000  2.727      8.000000   2129.000000   \n",
       "24973  1642.0   0.000000   3.353   1.2114  0.000   1624.069192   6290.000000   \n",
       "24974  1709.0   3.680100   7.583   3.1371  0.000    297.000000   8132.000000   \n",
       "24975  1890.0   0.000000   0.000   0.0000  0.000   1982.000000  15162.000000   \n",
       "24976  1727.0   1.844800  15.181   0.0000  0.000   2234.000000   2754.000000   \n",
       "24977  1789.0   1.299400   0.000   0.0000  0.000    364.000000  17838.000000   \n",
       "24978  1706.0   0.499700   0.000   0.0000  0.000     98.000000    297.000000   \n",
       "24979  1638.0   4.680200  16.751   2.6642  0.000   1624.069192   7937.000000   \n",
       "24980  1855.0   1.996500   0.000   0.0000  0.000    350.000000  30203.000000   \n",
       "24981  1790.0   0.205000   0.000   0.0000  0.000    237.000000  18018.000000   \n",
       "24982  1546.0   0.349100  50.803   4.2695  0.000   1624.069192  17750.368864   \n",
       "24983  1777.0   3.962900   0.968   0.0000  0.000     14.000000  23707.000000   \n",
       "24984  1943.0   1.118127   0.000   0.0000  0.000      0.000000  24775.000000   \n",
       "24985  1691.0   0.166300   1.979   0.0000  0.000      0.000000   9591.000000   \n",
       "24986  1681.0   0.173900   9.006   0.0000  6.568      0.000000   3004.000000   \n",
       "24987  1723.0   1.057000   0.285   0.0000  0.000    248.000000  28479.000000   \n",
       "24988  1693.0   1.214500   0.000   0.0000  0.000     18.000000    100.000000   \n",
       "24989  1592.0   6.480500   5.250   0.0000  1.204   1624.069192      0.000000   \n",
       "24990  1641.0   0.660100   8.614   0.0000  0.000   1624.069192      0.000000   \n",
       "24991  1740.0   0.390100   4.322   0.0000  0.000    490.000000  29460.000000   \n",
       "24992  1651.0   2.490900   1.335   0.9108  0.000      4.000000   3163.000000   \n",
       "24993  1729.0   1.360100   0.218   0.0000  0.000      0.000000   5675.000000   \n",
       "24994  1730.0   1.670100   5.554   0.0000  0.000    104.000000   5692.000000   \n",
       "24995  1715.0  12.000200   0.000   0.0000  0.000   1624.069192    991.000000   \n",
       "24996  1800.0   0.055100   0.000   0.0000  0.000   5946.000000  14867.000000   \n",
       "24997  1686.0   1.330100   2.025   0.0000  2.025   1624.069192      0.000000   \n",
       "24998  1826.0   1.118127   0.428   0.0000  0.000   3568.000000  26277.000000   \n",
       "24999  1916.0   0.139400   0.000   0.0000  0.000  18889.000000  18889.000000   \n",
       "\n",
       "              mvar8          mvar9    mvar10   ...    mvar38    mvar39  \\\n",
       "0        206.000000   14221.000000   19438.0   ...       1.0  0.000000   \n",
       "1      19820.000000  176895.000000   66346.0   ...       3.0  0.000000   \n",
       "2        877.000000    8869.000000    3637.0   ...       1.0  0.000000   \n",
       "3       6753.202313   33825.554662       0.0   ...       1.0  0.089912   \n",
       "4        179.000000   21059.000000   20306.0   ...       3.0  0.000000   \n",
       "5      10976.000000  278941.000000   74030.0   ...       4.0  0.000000   \n",
       "6       3568.000000   69482.000000   56755.0   ...       6.0  0.000000   \n",
       "7      17115.000000  124814.000000  124167.0   ...       9.0  0.000000   \n",
       "8      19264.000000   59956.000000   26633.0   ...       1.0  0.000000   \n",
       "9        582.000000   16429.000000    9197.0   ...       9.0  0.000000   \n",
       "10      8673.000000    6739.000000    7388.0   ...       2.0  0.000000   \n",
       "11       261.000000     297.000000     261.0   ...       3.0  0.000000   \n",
       "12      7620.000000   64983.000000   14067.0   ...      11.0  0.000000   \n",
       "13      6753.202313     198.000000      18.0   ...       7.0  1.000000   \n",
       "14      2973.000000   22099.000000   13507.0   ...       5.0  0.000000   \n",
       "15      6753.202313   33825.554662       0.0   ...       3.0  0.089912   \n",
       "16     13874.000000   98011.000000   56200.0   ...       4.0  0.000000   \n",
       "17      3964.000000    7928.000000   26564.0   ...       6.0  0.000000   \n",
       "18      2478.000000    8790.000000    6065.0   ...       1.0  0.000000   \n",
       "19     10905.000000   51037.000000   58544.0   ...       3.0  0.000000   \n",
       "20     12525.000000   18932.000000   14602.0   ...       7.0  0.000000   \n",
       "21        57.000000     396.000000    2582.0   ...       6.0  0.000000   \n",
       "22     24739.000000  128435.000000  125679.0   ...       2.0  0.000000   \n",
       "23      2323.000000    9018.000000    9649.0   ...       8.0  0.000000   \n",
       "24        46.000000     892.000000    1235.0   ...       5.0  0.000000   \n",
       "25     14819.000000  116154.000000  100684.0   ...       3.0  0.000000   \n",
       "26      6201.000000   66477.000000   34053.0   ...      12.0  0.000000   \n",
       "27      9815.000000  110001.000000   69683.0   ...       3.0  0.000000   \n",
       "28         0.000000    6566.000000    4068.0   ...      14.0  0.000000   \n",
       "29      1189.000000     892.000000    2065.0   ...       3.0  0.000000   \n",
       "...             ...            ...       ...   ...       ...       ...   \n",
       "24970   1524.000000   16748.000000   25359.0   ...       7.0  0.000000   \n",
       "24971   7505.000000   44843.000000   47453.0   ...       2.0  0.000000   \n",
       "24972    720.000000    5896.000000    5206.0   ...       6.0  0.000000   \n",
       "24973   6753.202313   33825.554662    6290.0   ...       1.0  0.000000   \n",
       "24974    297.000000    1041.000000    6960.0   ...      32.0  0.000000   \n",
       "24975  15162.000000   68181.000000   43334.0   ...       2.0  0.000000   \n",
       "24976   2234.000000    2676.000000    6539.0   ...       4.0  0.000000   \n",
       "24977  17838.000000    8424.000000   22307.0   ...       5.0  0.000000   \n",
       "24978     98.000000     546.000000     643.0   ...       7.0  0.000000   \n",
       "24979   6753.202313    3032.000000   10489.0   ...       3.0  1.000000   \n",
       "24980  22656.000000  168999.000000  166720.0   ...       2.0  0.000000   \n",
       "24981  13297.000000    3914.000000    1305.0   ...       5.0  0.000000   \n",
       "24982   6753.202313    3330.000000       0.0   ...       8.0  0.000000   \n",
       "24983  23707.000000   33432.000000   19640.0   ...      12.0  0.000000   \n",
       "24984  24775.000000   80772.000000   69483.0   ...       0.0  0.000000   \n",
       "24985   2627.000000   46903.000000   30402.0   ...       5.0  0.000000   \n",
       "24986   2251.000000    6818.000000    7783.0   ...       1.0  1.000000   \n",
       "24987  28479.000000   16352.000000    3117.0   ...       7.0  0.000000   \n",
       "24988    100.000000     991.000000     118.0   ...       3.0  0.000000   \n",
       "24989   6753.202313   33825.554662       0.0   ...       3.0  0.000000   \n",
       "24990   6753.202313   33825.554662       0.0   ...       3.0  0.000000   \n",
       "24991   9449.000000   42047.000000   31583.0   ...       3.0  0.000000   \n",
       "24992      4.000000    1982.000000    3167.0   ...      10.0  0.000000   \n",
       "24993    167.000000   15071.000000   10305.0   ...       5.0  0.000000   \n",
       "24994    496.000000    4410.000000    8125.0   ...       5.0  0.000000   \n",
       "24995   6753.202313    8751.000000    1814.0   ...       1.0  0.000000   \n",
       "24996   9613.000000   46490.000000   44722.0   ...       4.0  0.000000   \n",
       "24997   6753.202313    4582.000000       0.0   ...       0.0  0.000000   \n",
       "24998   9058.000000   72739.000000   86797.0   ...       2.0  0.000000   \n",
       "24999  18889.000000   28343.000000   51174.0   ...       0.0  0.000000   \n",
       "\n",
       "          mvar40      mvar41   mvar42  mvar43    mvar44   mvar45    mvar46  \\\n",
       "0       98.49114   20.551000  0.42105     3.0  0.856610  0.07128  0.000000   \n",
       "1       98.49114   63.047000  0.00000    15.0  0.943910  0.00000  0.000000   \n",
       "2       98.49114   83.797000  0.33333     3.0  0.764670  0.00000  0.000000   \n",
       "3       98.49114   71.990942  1.50000     0.0  0.702558  0.07128  0.092712   \n",
       "4       96.05200   66.665000  0.00000    23.0  0.791900  0.00000  0.000000   \n",
       "5       98.49114   77.780000  0.00000    21.0  0.924620  0.00000  0.000000   \n",
       "6       98.49114   67.159000  0.00000    14.0  0.713470  0.00000  0.000000   \n",
       "7       98.49114   71.990942  0.00000    15.0  0.924030  0.00000  0.000000   \n",
       "8       98.49114   71.990942  0.00000     5.0  0.897600  0.00000  0.092712   \n",
       "9       98.49114   71.990942  0.05882    14.0  0.405290  0.07128  0.000000   \n",
       "10      98.49114   71.990942  0.23529     1.0  0.642420  0.00000  0.092712   \n",
       "11      98.49114   71.990942  0.33333     2.0  0.991420  0.07128  0.000000   \n",
       "12      98.49114   95.000000  0.05882    16.0  0.441670  0.07128  0.000000   \n",
       "13     124.91000   99.934000  0.87500     1.0  0.845920  1.00000  1.000000   \n",
       "14      98.49114   76.881000  0.05882    13.0  0.433650  0.00000  0.000000   \n",
       "15      98.49114   71.990942  1.50000     0.0  0.702558  0.07128  0.092712   \n",
       "16      98.49114   71.990942  0.05000    13.0  0.512310  0.07128  0.092712   \n",
       "17      98.49114   77.419000  0.00000     7.0  0.566850  0.00000  0.000000   \n",
       "18      98.49114   71.990942  0.10000     3.0  0.702558  0.07128  0.092712   \n",
       "19      98.49114   58.972000  0.00000     9.0  0.594090  0.00000  0.000000   \n",
       "20      98.49114  100.000000  0.00000     7.0  0.927520  0.00000  0.000000   \n",
       "21      98.49114   91.666000  0.37500     5.0  0.348360  0.07128  0.000000   \n",
       "22      98.49114   90.429000  0.00000     9.0  0.885540  0.00000  0.000000   \n",
       "23      98.49114   82.323000  0.10000     9.0  0.594420  0.07128  0.000000   \n",
       "24      98.49114   71.990942  0.20000     5.0  0.948260  0.07128  0.000000   \n",
       "25      98.49114   71.990942  0.00000    12.0  0.915500  0.00000  0.000000   \n",
       "26      98.49114   71.990942  0.03846    23.0  0.151590  0.07128  0.092712   \n",
       "27      98.49114   74.996000  0.00000    15.0  0.566710  0.00000  0.000000   \n",
       "28      98.49114   71.990942  0.57692     8.0  0.353390  0.07128  2.000000   \n",
       "29      98.49114   71.990942  0.00000     2.0  1.000000  0.07128  0.092712   \n",
       "...          ...         ...      ...     ...       ...      ...       ...   \n",
       "24970   98.49114   71.990942  0.00000    10.0  0.380780  0.07128  0.000000   \n",
       "24971   98.49114   91.701000  0.00000     4.0  0.921110  0.00000  0.000000   \n",
       "24972  109.25100   94.127000  0.36842    12.0  0.529030  0.07128  0.000000   \n",
       "24973   98.49114   37.890000  0.83333     0.0  1.000000  0.07128  0.000000   \n",
       "24974   81.02900   71.990942  0.59459    11.0  0.426800  0.07128  2.000000   \n",
       "24975   98.04300   55.197000  0.00000    15.0  0.271430  0.07128  0.000000   \n",
       "24976   98.49114   71.990942  0.66667     5.0  0.878900  0.00000  0.000000   \n",
       "24977  109.30700   75.052000  0.15385     8.0  0.696940  0.00000  0.000000   \n",
       "24978   98.49114   71.990942  0.66667     4.0  1.000000  0.07128  0.000000   \n",
       "24979  102.70900   13.882000  0.50000     4.0  0.726400  0.07128  0.000000   \n",
       "24980   98.49114   71.990942  0.00000    12.0  0.741060  0.00000  0.092712   \n",
       "24981   98.49114   71.990942  0.20000     2.0  0.415820  0.07128  0.000000   \n",
       "24982   98.49114   71.990942  0.70370     2.0  1.000000  1.00000  1.000000   \n",
       "24983   98.49114   80.934000  0.04000    15.0  0.647520  0.07128  0.000000   \n",
       "24984   98.49114   71.990942  0.00000     6.0  0.970680  0.00000  0.092712   \n",
       "24985   84.80100   63.855000  0.03448    14.0  0.434410  0.07128  0.000000   \n",
       "24986   96.30900   71.990942  0.71429     2.0  0.889080  0.00000  0.000000   \n",
       "24987   98.49114   71.990942  0.00000     6.0  0.723440  0.07128  0.000000   \n",
       "24988   98.49114   71.990942  0.00000     3.0  0.366190  0.07128  0.092712   \n",
       "24989  100.00000   71.990942  1.00000     1.0  0.506490  0.07128  0.092712   \n",
       "24990  100.00000   71.990942  1.00000     1.0  1.000000  0.07128  0.092712   \n",
       "24991   98.49114   71.990942  0.20000     4.0  0.889570  1.00000  0.000000   \n",
       "24992   98.49114   82.382000  0.61538     3.0  0.937450  0.07128  0.000000   \n",
       "24993   98.49114   71.990942  0.23810    13.0  0.718660  0.07128  0.000000   \n",
       "24994   98.49114   79.485000  0.30769     4.0  0.933120  0.07128  0.000000   \n",
       "24995   98.49114   71.990942  0.07692     4.0  0.702558  0.07128  0.000000   \n",
       "24996   98.49114   71.990942  0.05882     8.0  0.998590  0.00000  0.000000   \n",
       "24997  124.17100   71.990942  0.30000     2.0  0.775190  0.07128  0.092712   \n",
       "24998   98.49114   50.119000  0.03333    11.0  0.403430  0.07128  0.000000   \n",
       "24999   98.49114   71.990942  0.00000     5.0  0.996630  0.00000  0.000000   \n",
       "\n",
       "       mvar47  \n",
       "0           1  \n",
       "1           0  \n",
       "2           0  \n",
       "3           0  \n",
       "4           1  \n",
       "5           1  \n",
       "6           1  \n",
       "7           1  \n",
       "8           1  \n",
       "9           0  \n",
       "10          0  \n",
       "11          0  \n",
       "12          0  \n",
       "13          0  \n",
       "14          0  \n",
       "15          0  \n",
       "16          1  \n",
       "17          0  \n",
       "18          0  \n",
       "19          0  \n",
       "20          0  \n",
       "21          0  \n",
       "22          0  \n",
       "23          0  \n",
       "24          1  \n",
       "25          1  \n",
       "26          0  \n",
       "27          0  \n",
       "28          0  \n",
       "29          0  \n",
       "...       ...  \n",
       "24970       1  \n",
       "24971       1  \n",
       "24972       0  \n",
       "24973       0  \n",
       "24974       0  \n",
       "24975       0  \n",
       "24976       0  \n",
       "24977       1  \n",
       "24978       0  \n",
       "24979       0  \n",
       "24980       1  \n",
       "24981       0  \n",
       "24982       0  \n",
       "24983       1  \n",
       "24984       0  \n",
       "24985       0  \n",
       "24986       0  \n",
       "24987       0  \n",
       "24988       0  \n",
       "24989       0  \n",
       "24990       1  \n",
       "24991       1  \n",
       "24992       1  \n",
       "24993       0  \n",
       "24994       0  \n",
       "24995       0  \n",
       "24996       1  \n",
       "24997       1  \n",
       "24998       0  \n",
       "24999       0  \n",
       "\n",
       "[25000 rows x 47 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Missing values median\n",
    "leaderX.fillna(leaderX.mean(),inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pred = clf.predict_proba(leaderX)[:, 1]\n",
    "# pred.sort()\n",
    "# pred = pd.DataFrame(pred)\n",
    "# pred = pred.sort_values(by = 0,kind = 'mergesort',ascending = True)\n",
    "\n",
    "pred = pd.DataFrame({'0':leaderAppID,  '1': pred })\n",
    "\n",
    "\n",
    "# pred['application_key'] = leaderAppID\n",
    "# pred = pred.sort_values(by = 0,kind = 'mergesort',ascending = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>350053</td>\n",
       "      <td>0.115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>350054</td>\n",
       "      <td>0.030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>350055</td>\n",
       "      <td>0.140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>350056</td>\n",
       "      <td>0.730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>350057</td>\n",
       "      <td>0.155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>350058</td>\n",
       "      <td>0.070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>350059</td>\n",
       "      <td>0.075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>350060</td>\n",
       "      <td>0.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>350061</td>\n",
       "      <td>0.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>350062</td>\n",
       "      <td>0.290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>350063</td>\n",
       "      <td>0.085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>350064</td>\n",
       "      <td>0.330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>350065</td>\n",
       "      <td>0.455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>350066</td>\n",
       "      <td>0.785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>350067</td>\n",
       "      <td>0.270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>350068</td>\n",
       "      <td>0.515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>350069</td>\n",
       "      <td>0.015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>350070</td>\n",
       "      <td>0.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>350071</td>\n",
       "      <td>0.245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>350072</td>\n",
       "      <td>0.045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>350073</td>\n",
       "      <td>0.345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>350074</td>\n",
       "      <td>0.495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>350075</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>350076</td>\n",
       "      <td>0.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>350077</td>\n",
       "      <td>0.365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>350078</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>350079</td>\n",
       "      <td>0.130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>350080</td>\n",
       "      <td>0.060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>350081</td>\n",
       "      <td>0.740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>350082</td>\n",
       "      <td>0.095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24970</th>\n",
       "      <td>375023</td>\n",
       "      <td>0.135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24971</th>\n",
       "      <td>375024</td>\n",
       "      <td>0.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24972</th>\n",
       "      <td>375025</td>\n",
       "      <td>0.465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24973</th>\n",
       "      <td>375026</td>\n",
       "      <td>0.595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24974</th>\n",
       "      <td>375027</td>\n",
       "      <td>0.525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24975</th>\n",
       "      <td>375028</td>\n",
       "      <td>0.010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24976</th>\n",
       "      <td>375029</td>\n",
       "      <td>0.245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24977</th>\n",
       "      <td>375030</td>\n",
       "      <td>0.070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24978</th>\n",
       "      <td>375031</td>\n",
       "      <td>0.340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24979</th>\n",
       "      <td>375032</td>\n",
       "      <td>0.550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24980</th>\n",
       "      <td>375033</td>\n",
       "      <td>0.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24981</th>\n",
       "      <td>375034</td>\n",
       "      <td>0.170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24982</th>\n",
       "      <td>375035</td>\n",
       "      <td>0.680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24983</th>\n",
       "      <td>375036</td>\n",
       "      <td>0.235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24984</th>\n",
       "      <td>375037</td>\n",
       "      <td>0.030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24985</th>\n",
       "      <td>375038</td>\n",
       "      <td>0.335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24986</th>\n",
       "      <td>375039</td>\n",
       "      <td>0.265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24987</th>\n",
       "      <td>375040</td>\n",
       "      <td>0.235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24988</th>\n",
       "      <td>375041</td>\n",
       "      <td>0.450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24989</th>\n",
       "      <td>375042</td>\n",
       "      <td>0.830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24990</th>\n",
       "      <td>375043</td>\n",
       "      <td>0.410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24991</th>\n",
       "      <td>375044</td>\n",
       "      <td>0.070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24992</th>\n",
       "      <td>375045</td>\n",
       "      <td>0.425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24993</th>\n",
       "      <td>375046</td>\n",
       "      <td>0.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24994</th>\n",
       "      <td>375047</td>\n",
       "      <td>0.305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24995</th>\n",
       "      <td>375048</td>\n",
       "      <td>0.475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24996</th>\n",
       "      <td>375049</td>\n",
       "      <td>0.045</td>\n",
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       "    <tr>\n",
       "      <th>24997</th>\n",
       "      <td>375050</td>\n",
       "      <td>0.280</td>\n",
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       "    <tr>\n",
       "      <th>24998</th>\n",
       "      <td>375051</td>\n",
       "      <td>0.105</td>\n",
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       "    <tr>\n",
       "      <th>24999</th>\n",
       "      <td>375052</td>\n",
       "      <td>0.005</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25000 rows × 2 columns</p>\n",
       "</div>"
      ],
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       "            0      1\n",
       "0      350053  0.115\n",
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       "10     350063  0.085\n",
       "11     350064  0.330\n",
       "12     350065  0.455\n",
       "13     350066  0.785\n",
       "14     350067  0.270\n",
       "15     350068  0.515\n",
       "16     350069  0.015\n",
       "17     350070  0.100\n",
       "18     350071  0.245\n",
       "19     350072  0.045\n",
       "20     350073  0.345\n",
       "21     350074  0.495\n",
       "22     350075  0.000\n",
       "23     350076  0.175\n",
       "24     350077  0.365\n",
       "25     350078  0.000\n",
       "26     350079  0.130\n",
       "27     350080  0.060\n",
       "28     350081  0.740\n",
       "29     350082  0.095\n",
       "...       ...    ...\n",
       "24970  375023  0.135\n",
       "24971  375024  0.100\n",
       "24972  375025  0.465\n",
       "24973  375026  0.595\n",
       "24974  375027  0.525\n",
       "24975  375028  0.010\n",
       "24976  375029  0.245\n",
       "24977  375030  0.070\n",
       "24978  375031  0.340\n",
       "24979  375032  0.550\n",
       "24980  375033  0.005\n",
       "24981  375034  0.170\n",
       "24982  375035  0.680\n",
       "24983  375036  0.235\n",
       "24984  375037  0.030\n",
       "24985  375038  0.335\n",
       "24986  375039  0.265\n",
       "24987  375040  0.235\n",
       "24988  375041  0.450\n",
       "24989  375042  0.830\n",
       "24990  375043  0.410\n",
       "24991  375044  0.070\n",
       "24992  375045  0.425\n",
       "24993  375046  0.300\n",
       "24994  375047  0.305\n",
       "24995  375048  0.475\n",
       "24996  375049  0.045\n",
       "24997  375050  0.280\n",
       "24998  375051  0.105\n",
       "24999  375052  0.005\n",
       "\n",
       "[25000 rows x 2 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <th>21641</th>\n",
       "      <td>371694</td>\n",
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       "    <tr>\n",
       "      <th>6722</th>\n",
       "      <td>356775</td>\n",
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       "    <tr>\n",
       "      <th>23073</th>\n",
       "      <td>373126</td>\n",
       "      <td>0.935</td>\n",
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       "    <tr>\n",
       "      <th>3470</th>\n",
       "      <td>353523</td>\n",
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       "      <th>15110</th>\n",
       "      <td>365163</td>\n",
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       "      <td>368503</td>\n",
       "      <td>0.940</td>\n",
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       "      <th>1353</th>\n",
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       "      <td>366862</td>\n",
       "      <td>0.945</td>\n",
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       "      <th>6679</th>\n",
       "      <td>356732</td>\n",
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       "      <th>5367</th>\n",
       "      <td>355420</td>\n",
       "      <td>0.955</td>\n",
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       "      <th>22944</th>\n",
       "      <td>372997</td>\n",
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       "    <tr>\n",
       "      <th>14484</th>\n",
       "      <td>364537</td>\n",
       "      <td>0.960</td>\n",
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       "    <tr>\n",
       "      <th>17917</th>\n",
       "      <td>367970</td>\n",
       "      <td>0.960</td>\n",
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       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>350751</td>\n",
       "      <td>0.960</td>\n",
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       "    <tr>\n",
       "      <th>5339</th>\n",
       "      <td>355392</td>\n",
       "      <td>0.965</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25000 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            0      1\n",
       "630    350683  0.000\n",
       "22521  372574  0.000\n",
       "9570   359623  0.000\n",
       "14007  364060  0.000\n",
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       "9655   359708  0.000\n",
       "2858   352911  0.000\n",
       "15457  365510  0.000\n",
       "18912  368965  0.000\n",
       "656    350709  0.000\n",
       "15456  365509  0.000\n",
       "3890   353943  0.000\n",
       "5736   355789  0.000\n",
       "660    350713  0.000\n",
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       "4576   354629  0.000\n",
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       "18906  368959  0.000\n",
       "12242  362295  0.000\n",
       "4625   354678  0.000\n",
       "...       ...    ...\n",
       "14383  364436  0.920\n",
       "10151  360204  0.920\n",
       "23388  373441  0.925\n",
       "16115  366168  0.925\n",
       "19906  369959  0.925\n",
       "8742   358795  0.925\n",
       "15888  365941  0.930\n",
       "19601  369654  0.930\n",
       "10355  360408  0.930\n",
       "676    350729  0.930\n",
       "20325  370378  0.930\n",
       "22376  372429  0.930\n",
       "21641  371694  0.930\n",
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       "22944  372997  0.960\n",
       "9542   359595  0.960\n",
       "14484  364537  0.960\n",
       "17917  367970  0.960\n",
       "698    350751  0.960\n",
       "5339   355392  0.965\n",
       "\n",
       "[25000 rows x 2 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred = pred.sort_values('1')\n",
    "pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "THRESHOLD: 0.5\n"
     ]
    }
   ],
   "source": [
    "thresh = 0.5\n",
    "print(\"THRESHOLD:\", thresh)\n",
    "pred = np.array(pred)\n",
    "pred[pred[:, 1]>thresh, 1] = 1\n",
    "pred[pred[:, 1]<=thresh, 1] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "submit = pd.DataFrame(pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "submit = submit.astype('int64')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
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       "</div>"
      ],
      "text/plain": [
       "            0  1\n",
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       "28     362295  0\n",
       "29     354678  0\n",
       "...       ... ..\n",
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       "\n",
       "[25000 rows x 2 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "submit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "submit.to_csv('flabbergasted_IITGuwahati_29.csv',header = False, index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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