music_analytics.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Spotify Music Analytics on Mental Health"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-10T12:48:32.678382Z",
     "start_time": "2020-02-10T12:48:20.969439Z"
    }
   },
   "outputs": [],
   "source": [
    "# Import libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from IPython.display import display, HTML\n",
    "\n",
    "from textblob import TextBlob\n",
    "#https://medium.com/@rahulvaish/textblob-and-sentiment-analysis-python-a687e9fabe96 , use this to perform sentiment polarity to derive sentiment classification on lyrics\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Text."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-10T12:49:16.357418Z",
     "start_time": "2020-02-10T12:49:16.353430Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "      <th>amount_music</th>\n",
       "      <th>life_enjoyment</th>\n",
       "      <th>resilience</th>\n",
       "      <th>balanced_life</th>\n",
       "      <th>emotional_flex</th>\n",
       "      <th>self_actualization</th>\n",
       "      <th>song1</th>\n",
       "      <th>...</th>\n",
       "      <th>total_health</th>\n",
       "      <th>energy</th>\n",
       "      <th>dance</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>instrumental</th>\n",
       "      <th>acoustic</th>\n",
       "      <th>popularity</th>\n",
       "      <th>health_categorical</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>05/11/2016 14:34:00</td>\n",
       "      <td>Male</td>\n",
       "      <td>18 - 30</td>\n",
       "      <td>1 - 2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>Too Good Drake</td>\n",
       "      <td>...</td>\n",
       "      <td>21</td>\n",
       "      <td>0.6330</td>\n",
       "      <td>0.655000</td>\n",
       "      <td>0.1100</td>\n",
       "      <td>0.5715</td>\n",
       "      <td>98.3680</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>0.281600</td>\n",
       "      <td>71.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>05/11/2016 14:45:26</td>\n",
       "      <td>Male</td>\n",
       "      <td>18 - 30</td>\n",
       "      <td>1 - 2</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>Put that on my set asap rocky ft skepta</td>\n",
       "      <td>...</td>\n",
       "      <td>25</td>\n",
       "      <td>0.6550</td>\n",
       "      <td>0.526000</td>\n",
       "      <td>0.1160</td>\n",
       "      <td>0.1560</td>\n",
       "      <td>121.1270</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.056600</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>05/11/2016 14:45:41</td>\n",
       "      <td>Female</td>\n",
       "      <td>18 - 30</td>\n",
       "      <td>0 - 1</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Fireproof Coleman Hell</td>\n",
       "      <td>...</td>\n",
       "      <td>23</td>\n",
       "      <td>0.7455</td>\n",
       "      <td>0.742000</td>\n",
       "      <td>0.1835</td>\n",
       "      <td>0.6185</td>\n",
       "      <td>125.0090</td>\n",
       "      <td>0.000023</td>\n",
       "      <td>0.053800</td>\n",
       "      <td>63.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>05/11/2016 14:45:55</td>\n",
       "      <td>Male</td>\n",
       "      <td>18 - 30</td>\n",
       "      <td>2+</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>Eyes Nose Lips TaeYang</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.7390</td>\n",
       "      <td>0.681667</td>\n",
       "      <td>0.1489</td>\n",
       "      <td>0.5960</td>\n",
       "      <td>113.5760</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.348867</td>\n",
       "      <td>60.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>05/11/2016 14:49:15</td>\n",
       "      <td>Female</td>\n",
       "      <td>18 - 30</td>\n",
       "      <td>0 - 1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>Sugar Wanderlust</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>0.5390</td>\n",
       "      <td>0.513000</td>\n",
       "      <td>0.2155</td>\n",
       "      <td>0.2915</td>\n",
       "      <td>122.4605</td>\n",
       "      <td>0.464350</td>\n",
       "      <td>0.599500</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             timestamp  gender      age amount_music  life_enjoyment  \\\n",
       "0  05/11/2016 14:34:00    Male  18 - 30        1 - 2               4   \n",
       "1  05/11/2016 14:45:26    Male  18 - 30        1 - 2               6   \n",
       "2  05/11/2016 14:45:41  Female  18 - 30        0 - 1               5   \n",
       "3  05/11/2016 14:45:55    Male  18 - 30           2+               3   \n",
       "4  05/11/2016 14:49:15  Female  18 - 30        0 - 1               2   \n",
       "\n",
       "   resilience  balanced_life  emotional_flex  self_actualization  \\\n",
       "0           3              5               3                   6   \n",
       "1           6              3               5                   5   \n",
       "2           5              4               4                   5   \n",
       "3           6              5               5                   5   \n",
       "4           5              2               1                   5   \n",
       "\n",
       "                                     song1  ... total_health  energy  \\\n",
       "0                           Too Good Drake  ...           21  0.6330   \n",
       "1  Put that on my set asap rocky ft skepta  ...           25  0.6550   \n",
       "2                   Fireproof Coleman Hell  ...           23  0.7455   \n",
       "3                   Eyes Nose Lips TaeYang  ...           24  0.7390   \n",
       "4                         Sugar Wanderlust  ...           15  0.5390   \n",
       "\n",
       "      dance  liveness  valence     tempo  instrumental  acoustic  popularity  \\\n",
       "0  0.655000    0.1100   0.5715   98.3680      0.000025  0.281600   71.500000   \n",
       "1  0.526000    0.1160   0.1560  121.1270      0.000000  0.056600   65.000000   \n",
       "2  0.742000    0.1835   0.6185  125.0090      0.000023  0.053800   63.500000   \n",
       "3  0.681667    0.1489   0.5960  113.5760      0.000001  0.348867   60.333333   \n",
       "4  0.513000    0.2155   0.2915  122.4605      0.464350  0.599500    3.000000   \n",
       "\n",
       "   health_categorical  \n",
       "0                 1.0  \n",
       "1                 1.0  \n",
       "2                 1.0  \n",
       "3                 1.0  \n",
       "4                 0.0  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read the census data into a DataFrame named census_df\n",
    "spotify_survey_df = pd.read_csv('./data/master.csv')\n",
    "spotify_survey_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature Encoding\n",
    "\n",
    "sklearn only accepts numerical values as input. So we use `LabelEncoder` to encode all features as into numeric values.\n",
    "\n",
    "Documentation: https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.LabelEncoder.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-10T12:47:39.241828Z",
     "start_time": "2020-02-10T12:47:39.237838Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataframe:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "      <th>amount_music</th>\n",
       "      <th>life_enjoyment</th>\n",
       "      <th>resilience</th>\n",
       "      <th>balanced_life</th>\n",
       "      <th>emotional_flex</th>\n",
       "      <th>self_actualization</th>\n",
       "      <th>song1</th>\n",
       "      <th>song2</th>\n",
       "      <th>song3</th>\n",
       "      <th>trauma</th>\n",
       "      <th>id</th>\n",
       "      <th>total_health</th>\n",
       "      <th>energy</th>\n",
       "      <th>dance</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>instrumental</th>\n",
       "      <th>acoustic</th>\n",
       "      <th>popularity</th>\n",
       "      <th>health_categorical</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>193</td>\n",
       "      <td>194</td>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>0.633000</td>\n",
       "      <td>0.655000</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>0.571500</td>\n",
       "      <td>98.368000</td>\n",
       "      <td>2.535000e-05</td>\n",
       "      <td>0.281600</td>\n",
       "      <td>71.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>140</td>\n",
       "      <td>80</td>\n",
       "      <td>125</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>0.655000</td>\n",
       "      <td>0.526000</td>\n",
       "      <td>0.116000</td>\n",
       "      <td>0.156000</td>\n",
       "      <td>121.127000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.056600</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>65</td>\n",
       "      <td>110</td>\n",
       "      <td>184</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>0.745500</td>\n",
       "      <td>0.742000</td>\n",
       "      <td>0.183500</td>\n",
       "      <td>0.618500</td>\n",
       "      <td>125.009000</td>\n",
       "      <td>2.305000e-05</td>\n",
       "      <td>0.053800</td>\n",
       "      <td>63.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>58</td>\n",
       "      <td>118</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>24</td>\n",
       "      <td>0.739000</td>\n",
       "      <td>0.681667</td>\n",
       "      <td>0.148900</td>\n",
       "      <td>0.596000</td>\n",
       "      <td>113.576000</td>\n",
       "      <td>1.280000e-06</td>\n",
       "      <td>0.348867</td>\n",
       "      <td>60.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>175</td>\n",
       "      <td>25</td>\n",
       "      <td>122</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>0.539000</td>\n",
       "      <td>0.513000</td>\n",
       "      <td>0.215500</td>\n",
       "      <td>0.291500</td>\n",
       "      <td>122.460500</td>\n",
       "      <td>4.643500e-01</td>\n",
       "      <td>0.599500</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>107</td>\n",
       "      <td>122</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>22</td>\n",
       "      <td>0.740667</td>\n",
       "      <td>0.511667</td>\n",
       "      <td>0.114500</td>\n",
       "      <td>0.416000</td>\n",
       "      <td>149.958000</td>\n",
       "      <td>3.223000e-05</td>\n",
       "      <td>0.090370</td>\n",
       "      <td>43.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>191</td>\n",
       "      <td>160</td>\n",
       "      <td>133</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>20</td>\n",
       "      <td>0.641000</td>\n",
       "      <td>0.692000</td>\n",
       "      <td>0.188867</td>\n",
       "      <td>0.393667</td>\n",
       "      <td>137.599333</td>\n",
       "      <td>9.554500e-04</td>\n",
       "      <td>0.107807</td>\n",
       "      <td>82.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>154</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>21</td>\n",
       "      <td>0.496000</td>\n",
       "      <td>0.647000</td>\n",
       "      <td>0.211500</td>\n",
       "      <td>0.422000</td>\n",
       "      <td>115.527500</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.822500</td>\n",
       "      <td>72.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>119</td>\n",
       "      <td>105</td>\n",
       "      <td>149</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>0.549333</td>\n",
       "      <td>0.713333</td>\n",
       "      <td>0.174267</td>\n",
       "      <td>0.365333</td>\n",
       "      <td>111.394333</td>\n",
       "      <td>3.705400e-02</td>\n",
       "      <td>0.235263</td>\n",
       "      <td>58.666667</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>92</td>\n",
       "      <td>84</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>20</td>\n",
       "      <td>0.558000</td>\n",
       "      <td>0.515000</td>\n",
       "      <td>0.130433</td>\n",
       "      <td>0.509000</td>\n",
       "      <td>152.126333</td>\n",
       "      <td>7.783333e-04</td>\n",
       "      <td>0.428787</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>106</td>\n",
       "      <td>87</td>\n",
       "      <td>127</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>26</td>\n",
       "      <td>0.584333</td>\n",
       "      <td>0.740667</td>\n",
       "      <td>0.284933</td>\n",
       "      <td>0.394333</td>\n",
       "      <td>102.034667</td>\n",
       "      <td>5.400000e-05</td>\n",
       "      <td>0.468667</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>71</td>\n",
       "      <td>223</td>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>21</td>\n",
       "      <td>0.332000</td>\n",
       "      <td>0.261500</td>\n",
       "      <td>0.209000</td>\n",
       "      <td>0.383500</td>\n",
       "      <td>161.619500</td>\n",
       "      <td>8.330000e-01</td>\n",
       "      <td>0.890000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>115</td>\n",
       "      <td>92</td>\n",
       "      <td>201</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>0.789333</td>\n",
       "      <td>0.500333</td>\n",
       "      <td>0.132167</td>\n",
       "      <td>0.228000</td>\n",
       "      <td>131.532667</td>\n",
       "      <td>2.556797e-01</td>\n",
       "      <td>0.061902</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>127</td>\n",
       "      <td>168</td>\n",
       "      <td>169</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>22</td>\n",
       "      <td>0.677333</td>\n",
       "      <td>0.655333</td>\n",
       "      <td>0.260333</td>\n",
       "      <td>0.346667</td>\n",
       "      <td>105.389000</td>\n",
       "      <td>9.539333e-04</td>\n",
       "      <td>0.049707</td>\n",
       "      <td>76.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>133</td>\n",
       "      <td>103</td>\n",
       "      <td>129</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>26</td>\n",
       "      <td>0.677500</td>\n",
       "      <td>0.812500</td>\n",
       "      <td>0.116100</td>\n",
       "      <td>0.775500</td>\n",
       "      <td>111.560500</td>\n",
       "      <td>3.220000e-05</td>\n",
       "      <td>0.312500</td>\n",
       "      <td>56.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>203</td>\n",
       "      <td>189</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>0.143000</td>\n",
       "      <td>0.175000</td>\n",
       "      <td>0.091500</td>\n",
       "      <td>0.066200</td>\n",
       "      <td>173.330000</td>\n",
       "      <td>9.330000e-01</td>\n",
       "      <td>0.937000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>146</td>\n",
       "      <td>104</td>\n",
       "      <td>109</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>14</td>\n",
       "      <td>0.699000</td>\n",
       "      <td>0.604000</td>\n",
       "      <td>0.341000</td>\n",
       "      <td>0.367000</td>\n",
       "      <td>128.056000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.020800</td>\n",
       "      <td>44.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>219</td>\n",
       "      <td>219</td>\n",
       "      <td>228</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>0.654000</td>\n",
       "      <td>0.645000</td>\n",
       "      <td>0.258000</td>\n",
       "      <td>0.727000</td>\n",
       "      <td>104.842500</td>\n",
       "      <td>2.120000e-03</td>\n",
       "      <td>0.060250</td>\n",
       "      <td>57.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>110</td>\n",
       "      <td>196</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>21</td>\n",
       "      <td>0.548667</td>\n",
       "      <td>0.610333</td>\n",
       "      <td>0.363333</td>\n",
       "      <td>0.412667</td>\n",
       "      <td>97.827667</td>\n",
       "      <td>1.356667e-06</td>\n",
       "      <td>0.368267</td>\n",
       "      <td>77.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>113</td>\n",
       "      <td>60</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>22</td>\n",
       "      <td>0.637000</td>\n",
       "      <td>0.540000</td>\n",
       "      <td>0.143500</td>\n",
       "      <td>0.311500</td>\n",
       "      <td>147.074500</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.051300</td>\n",
       "      <td>68.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>207</td>\n",
       "      <td>166</td>\n",
       "      <td>179</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>0.601000</td>\n",
       "      <td>0.490333</td>\n",
       "      <td>0.260000</td>\n",
       "      <td>0.384400</td>\n",
       "      <td>104.374667</td>\n",
       "      <td>5.646333e-01</td>\n",
       "      <td>0.382100</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>46</td>\n",
       "      <td>30</td>\n",
       "      <td>92</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>16</td>\n",
       "      <td>0.680667</td>\n",
       "      <td>0.529333</td>\n",
       "      <td>0.230000</td>\n",
       "      <td>0.253667</td>\n",
       "      <td>107.044000</td>\n",
       "      <td>2.573967e-03</td>\n",
       "      <td>0.012107</td>\n",
       "      <td>66.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>20</td>\n",
       "      <td>46</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>20</td>\n",
       "      <td>0.545000</td>\n",
       "      <td>0.805500</td>\n",
       "      <td>0.096150</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>96.762500</td>\n",
       "      <td>8.455000e-05</td>\n",
       "      <td>0.167000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>187</td>\n",
       "      <td>3</td>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>19</td>\n",
       "      <td>0.660000</td>\n",
       "      <td>0.557667</td>\n",
       "      <td>0.100700</td>\n",
       "      <td>0.393333</td>\n",
       "      <td>141.500333</td>\n",
       "      <td>1.614433e-04</td>\n",
       "      <td>0.031633</td>\n",
       "      <td>67.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>91</td>\n",
       "      <td>189</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>14</td>\n",
       "      <td>0.858333</td>\n",
       "      <td>0.492000</td>\n",
       "      <td>0.092433</td>\n",
       "      <td>0.184767</td>\n",
       "      <td>128.737667</td>\n",
       "      <td>4.426400e-04</td>\n",
       "      <td>0.010986</td>\n",
       "      <td>53.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>45</td>\n",
       "      <td>120</td>\n",
       "      <td>193</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>23</td>\n",
       "      <td>0.692667</td>\n",
       "      <td>0.629667</td>\n",
       "      <td>0.120833</td>\n",
       "      <td>0.368000</td>\n",
       "      <td>101.204667</td>\n",
       "      <td>6.733333e-07</td>\n",
       "      <td>0.214000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>35</td>\n",
       "      <td>130</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>23</td>\n",
       "      <td>0.736667</td>\n",
       "      <td>0.738667</td>\n",
       "      <td>0.230333</td>\n",
       "      <td>0.505000</td>\n",
       "      <td>101.296000</td>\n",
       "      <td>9.533333e-04</td>\n",
       "      <td>0.032473</td>\n",
       "      <td>79.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>59</td>\n",
       "      <td>75</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>21</td>\n",
       "      <td>0.651667</td>\n",
       "      <td>0.804000</td>\n",
       "      <td>0.140733</td>\n",
       "      <td>0.422000</td>\n",
       "      <td>112.730000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.074600</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>134</td>\n",
       "      <td>119</td>\n",
       "      <td>197</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>17</td>\n",
       "      <td>0.706000</td>\n",
       "      <td>0.819333</td>\n",
       "      <td>0.292300</td>\n",
       "      <td>0.673000</td>\n",
       "      <td>121.275000</td>\n",
       "      <td>1.963337e-01</td>\n",
       "      <td>0.032826</td>\n",
       "      <td>51.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "      <td>43</td>\n",
       "      <td>194</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>17</td>\n",
       "      <td>0.383667</td>\n",
       "      <td>0.526667</td>\n",
       "      <td>0.151333</td>\n",
       "      <td>0.355000</td>\n",
       "      <td>117.888333</td>\n",
       "      <td>6.200000e-01</td>\n",
       "      <td>0.691667</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>25</td>\n",
       "      <td>10</td>\n",
       "      <td>145</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>23</td>\n",
       "      <td>0.553667</td>\n",
       "      <td>0.619333</td>\n",
       "      <td>0.146467</td>\n",
       "      <td>0.611000</td>\n",
       "      <td>141.675000</td>\n",
       "      <td>1.222667e-05</td>\n",
       "      <td>0.287967</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>18</td>\n",
       "      <td>137</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>25</td>\n",
       "      <td>0.793333</td>\n",
       "      <td>0.844333</td>\n",
       "      <td>0.278100</td>\n",
       "      <td>0.701333</td>\n",
       "      <td>110.878667</td>\n",
       "      <td>9.443333e-06</td>\n",
       "      <td>0.077800</td>\n",
       "      <td>53.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>170</td>\n",
       "      <td>171</td>\n",
       "      <td>1</td>\n",
       "      <td>32</td>\n",
       "      <td>17</td>\n",
       "      <td>0.697500</td>\n",
       "      <td>0.599000</td>\n",
       "      <td>0.135500</td>\n",
       "      <td>0.315000</td>\n",
       "      <td>131.935000</td>\n",
       "      <td>1.075034e-01</td>\n",
       "      <td>0.183450</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>33</td>\n",
       "      <td>52</td>\n",
       "      <td>87</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>27</td>\n",
       "      <td>0.567000</td>\n",
       "      <td>0.765500</td>\n",
       "      <td>0.104650</td>\n",
       "      <td>0.539500</td>\n",
       "      <td>97.528500</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.378500</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>147</td>\n",
       "      <td>124</td>\n",
       "      <td>195</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>22</td>\n",
       "      <td>0.663667</td>\n",
       "      <td>0.524333</td>\n",
       "      <td>0.362333</td>\n",
       "      <td>0.545667</td>\n",
       "      <td>111.074667</td>\n",
       "      <td>5.400000e-04</td>\n",
       "      <td>0.324800</td>\n",
       "      <td>62.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>64</td>\n",
       "      <td>74</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>19</td>\n",
       "      <td>0.967667</td>\n",
       "      <td>0.383333</td>\n",
       "      <td>0.368667</td>\n",
       "      <td>0.549000</td>\n",
       "      <td>160.303000</td>\n",
       "      <td>2.997339e-01</td>\n",
       "      <td>0.005795</td>\n",
       "      <td>62.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td>45</td>\n",
       "      <td>120</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>21</td>\n",
       "      <td>0.847000</td>\n",
       "      <td>0.602333</td>\n",
       "      <td>0.072000</td>\n",
       "      <td>0.456333</td>\n",
       "      <td>117.990000</td>\n",
       "      <td>1.940000e-02</td>\n",
       "      <td>0.015347</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>218</td>\n",
       "      <td>227</td>\n",
       "      <td>219</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>22</td>\n",
       "      <td>0.517667</td>\n",
       "      <td>0.594000</td>\n",
       "      <td>0.123333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>139.550333</td>\n",
       "      <td>5.783333e-06</td>\n",
       "      <td>0.133667</td>\n",
       "      <td>75.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>166</td>\n",
       "      <td>140</td>\n",
       "      <td>181</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>15</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.538000</td>\n",
       "      <td>0.367000</td>\n",
       "      <td>0.678000</td>\n",
       "      <td>106.031000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.004250</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>135</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>10</td>\n",
       "      <td>0.633333</td>\n",
       "      <td>0.573333</td>\n",
       "      <td>0.204667</td>\n",
       "      <td>0.485000</td>\n",
       "      <td>122.300333</td>\n",
       "      <td>4.066667e-05</td>\n",
       "      <td>0.379127</td>\n",
       "      <td>69.666667</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>183</td>\n",
       "      <td>192</td>\n",
       "      <td>158</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>22</td>\n",
       "      <td>0.622667</td>\n",
       "      <td>0.744667</td>\n",
       "      <td>0.120333</td>\n",
       "      <td>0.576000</td>\n",
       "      <td>159.931333</td>\n",
       "      <td>3.730000e-05</td>\n",
       "      <td>0.040802</td>\n",
       "      <td>75.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>41</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>195</td>\n",
       "      <td>32</td>\n",
       "      <td>209</td>\n",
       "      <td>0</td>\n",
       "      <td>41</td>\n",
       "      <td>24</td>\n",
       "      <td>0.426667</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>0.118833</td>\n",
       "      <td>0.299333</td>\n",
       "      <td>86.421667</td>\n",
       "      <td>1.699083e-03</td>\n",
       "      <td>0.290733</td>\n",
       "      <td>64.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>109</td>\n",
       "      <td>64</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>6</td>\n",
       "      <td>0.668333</td>\n",
       "      <td>0.647333</td>\n",
       "      <td>0.136867</td>\n",
       "      <td>0.358000</td>\n",
       "      <td>113.345333</td>\n",
       "      <td>1.386948e-01</td>\n",
       "      <td>0.144197</td>\n",
       "      <td>73.333333</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>40</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>0.393333</td>\n",
       "      <td>0.617333</td>\n",
       "      <td>0.101667</td>\n",
       "      <td>0.415333</td>\n",
       "      <td>131.365000</td>\n",
       "      <td>8.696667e-02</td>\n",
       "      <td>0.016377</td>\n",
       "      <td>61.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>32</td>\n",
       "      <td>95</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>44</td>\n",
       "      <td>9</td>\n",
       "      <td>0.618000</td>\n",
       "      <td>0.679000</td>\n",
       "      <td>0.111000</td>\n",
       "      <td>0.450667</td>\n",
       "      <td>97.902000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.173500</td>\n",
       "      <td>81.333333</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>83</td>\n",
       "      <td>90</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>11</td>\n",
       "      <td>0.661000</td>\n",
       "      <td>0.682667</td>\n",
       "      <td>0.167667</td>\n",
       "      <td>0.509333</td>\n",
       "      <td>102.660000</td>\n",
       "      <td>1.373333e-05</td>\n",
       "      <td>0.295333</td>\n",
       "      <td>62.666667</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "      <td>158</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>12</td>\n",
       "      <td>0.666000</td>\n",
       "      <td>0.710333</td>\n",
       "      <td>0.116367</td>\n",
       "      <td>0.488000</td>\n",
       "      <td>147.317667</td>\n",
       "      <td>4.380000e-06</td>\n",
       "      <td>0.094787</td>\n",
       "      <td>78.333333</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>148</td>\n",
       "      <td>44</td>\n",
       "      <td>65</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>21</td>\n",
       "      <td>0.814000</td>\n",
       "      <td>0.644000</td>\n",
       "      <td>0.213000</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>145.041000</td>\n",
       "      <td>1.590000e-06</td>\n",
       "      <td>0.164000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>48</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>120</td>\n",
       "      <td>145</td>\n",
       "      <td>114</td>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "      <td>23</td>\n",
       "      <td>0.916000</td>\n",
       "      <td>0.671000</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>0.803000</td>\n",
       "      <td>126.010000</td>\n",
       "      <td>7.620000e-03</td>\n",
       "      <td>0.028200</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>142</td>\n",
       "      <td>182</td>\n",
       "      <td>152</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>23</td>\n",
       "      <td>0.617000</td>\n",
       "      <td>0.585333</td>\n",
       "      <td>0.138333</td>\n",
       "      <td>0.315000</td>\n",
       "      <td>163.039333</td>\n",
       "      <td>1.813367e-04</td>\n",
       "      <td>0.280667</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>70</td>\n",
       "      <td>147</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "      <td>50</td>\n",
       "      <td>22</td>\n",
       "      <td>0.651333</td>\n",
       "      <td>0.557667</td>\n",
       "      <td>0.083533</td>\n",
       "      <td>0.634000</td>\n",
       "      <td>101.174333</td>\n",
       "      <td>9.100000e-06</td>\n",
       "      <td>0.249783</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>67</td>\n",
       "      <td>130</td>\n",
       "      <td>1</td>\n",
       "      <td>51</td>\n",
       "      <td>25</td>\n",
       "      <td>0.506333</td>\n",
       "      <td>0.381000</td>\n",
       "      <td>0.176667</td>\n",
       "      <td>0.524767</td>\n",
       "      <td>106.713667</td>\n",
       "      <td>5.570024e-01</td>\n",
       "      <td>0.585533</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>52</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>178</td>\n",
       "      <td>66</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>23</td>\n",
       "      <td>0.740000</td>\n",
       "      <td>0.618333</td>\n",
       "      <td>0.174000</td>\n",
       "      <td>0.543667</td>\n",
       "      <td>105.449667</td>\n",
       "      <td>2.122333e-04</td>\n",
       "      <td>0.054100</td>\n",
       "      <td>48.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>161</td>\n",
       "      <td>159</td>\n",
       "      <td>200</td>\n",
       "      <td>1</td>\n",
       "      <td>53</td>\n",
       "      <td>20</td>\n",
       "      <td>0.732333</td>\n",
       "      <td>0.627333</td>\n",
       "      <td>0.164667</td>\n",
       "      <td>0.390000</td>\n",
       "      <td>139.689667</td>\n",
       "      <td>2.516667e-06</td>\n",
       "      <td>0.149717</td>\n",
       "      <td>55.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>52</td>\n",
       "      <td>117</td>\n",
       "      <td>116</td>\n",
       "      <td>1</td>\n",
       "      <td>54</td>\n",
       "      <td>13</td>\n",
       "      <td>0.362000</td>\n",
       "      <td>0.709000</td>\n",
       "      <td>0.109000</td>\n",
       "      <td>0.113000</td>\n",
       "      <td>122.043000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.157000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>55</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>34</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>8</td>\n",
       "      <td>0.944000</td>\n",
       "      <td>0.395000</td>\n",
       "      <td>0.143600</td>\n",
       "      <td>0.401000</td>\n",
       "      <td>151.887000</td>\n",
       "      <td>5.726667e-06</td>\n",
       "      <td>0.005051</td>\n",
       "      <td>55.333333</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>16</td>\n",
       "      <td>146</td>\n",
       "      <td>210</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>19</td>\n",
       "      <td>0.709667</td>\n",
       "      <td>0.579000</td>\n",
       "      <td>0.208467</td>\n",
       "      <td>0.525667</td>\n",
       "      <td>149.412667</td>\n",
       "      <td>2.974557e-01</td>\n",
       "      <td>0.338433</td>\n",
       "      <td>63.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>57</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>188</td>\n",
       "      <td>83</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>14</td>\n",
       "      <td>0.545000</td>\n",
       "      <td>0.707667</td>\n",
       "      <td>0.216100</td>\n",
       "      <td>0.553667</td>\n",
       "      <td>122.946667</td>\n",
       "      <td>1.533333e-04</td>\n",
       "      <td>0.233000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>164</td>\n",
       "      <td>55</td>\n",
       "      <td>106</td>\n",
       "      <td>1</td>\n",
       "      <td>58</td>\n",
       "      <td>13</td>\n",
       "      <td>0.470667</td>\n",
       "      <td>0.478000</td>\n",
       "      <td>0.195333</td>\n",
       "      <td>0.458333</td>\n",
       "      <td>120.997000</td>\n",
       "      <td>3.542800e-04</td>\n",
       "      <td>0.606333</td>\n",
       "      <td>63.333333</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>203</td>\n",
       "      <td>115</td>\n",
       "      <td>160</td>\n",
       "      <td>1</td>\n",
       "      <td>59</td>\n",
       "      <td>23</td>\n",
       "      <td>0.777000</td>\n",
       "      <td>0.662333</td>\n",
       "      <td>0.237333</td>\n",
       "      <td>0.678000</td>\n",
       "      <td>123.373000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.277100</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>65</td>\n",
       "      <td>176</td>\n",
       "      <td>98</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>19</td>\n",
       "      <td>0.658333</td>\n",
       "      <td>0.686000</td>\n",
       "      <td>0.083767</td>\n",
       "      <td>0.560333</td>\n",
       "      <td>148.321000</td>\n",
       "      <td>7.949640e-02</td>\n",
       "      <td>0.070033</td>\n",
       "      <td>63.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>189</td>\n",
       "      <td>127</td>\n",
       "      <td>208</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>27</td>\n",
       "      <td>0.590500</td>\n",
       "      <td>0.745500</td>\n",
       "      <td>0.131700</td>\n",
       "      <td>0.363850</td>\n",
       "      <td>155.958000</td>\n",
       "      <td>3.220000e-05</td>\n",
       "      <td>0.101050</td>\n",
       "      <td>70.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>62</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>131</td>\n",
       "      <td>86</td>\n",
       "      <td>159</td>\n",
       "      <td>1</td>\n",
       "      <td>62</td>\n",
       "      <td>13</td>\n",
       "      <td>0.672000</td>\n",
       "      <td>0.719500</td>\n",
       "      <td>0.301500</td>\n",
       "      <td>0.441500</td>\n",
       "      <td>144.566000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.037850</td>\n",
       "      <td>74.500000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>34</td>\n",
       "      <td>162</td>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "      <td>63</td>\n",
       "      <td>20</td>\n",
       "      <td>0.562333</td>\n",
       "      <td>0.675000</td>\n",
       "      <td>0.113900</td>\n",
       "      <td>0.453333</td>\n",
       "      <td>133.976000</td>\n",
       "      <td>8.433545e-02</td>\n",
       "      <td>0.407000</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>41</td>\n",
       "      <td>11</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>21</td>\n",
       "      <td>0.958333</td>\n",
       "      <td>0.531667</td>\n",
       "      <td>0.304000</td>\n",
       "      <td>0.409000</td>\n",
       "      <td>123.699667</td>\n",
       "      <td>1.423200e-04</td>\n",
       "      <td>0.000367</td>\n",
       "      <td>48.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>65</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>30</td>\n",
       "      <td>121</td>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "      <td>65</td>\n",
       "      <td>13</td>\n",
       "      <td>0.557000</td>\n",
       "      <td>0.746000</td>\n",
       "      <td>0.139800</td>\n",
       "      <td>0.620000</td>\n",
       "      <td>139.993333</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.286333</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>108</td>\n",
       "      <td>99</td>\n",
       "      <td>113</td>\n",
       "      <td>1</td>\n",
       "      <td>66</td>\n",
       "      <td>17</td>\n",
       "      <td>0.688333</td>\n",
       "      <td>0.694000</td>\n",
       "      <td>0.130967</td>\n",
       "      <td>0.579333</td>\n",
       "      <td>112.301333</td>\n",
       "      <td>1.133000e-04</td>\n",
       "      <td>0.234667</td>\n",
       "      <td>53.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>95</td>\n",
       "      <td>169</td>\n",
       "      <td>103</td>\n",
       "      <td>1</td>\n",
       "      <td>67</td>\n",
       "      <td>22</td>\n",
       "      <td>0.781333</td>\n",
       "      <td>0.660333</td>\n",
       "      <td>0.247333</td>\n",
       "      <td>0.813333</td>\n",
       "      <td>167.023000</td>\n",
       "      <td>4.933333e-07</td>\n",
       "      <td>0.357000</td>\n",
       "      <td>61.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>68</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>55</td>\n",
       "      <td>82</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>68</td>\n",
       "      <td>20</td>\n",
       "      <td>0.656000</td>\n",
       "      <td>0.697000</td>\n",
       "      <td>0.221000</td>\n",
       "      <td>0.881000</td>\n",
       "      <td>119.632000</td>\n",
       "      <td>4.660000e-05</td>\n",
       "      <td>0.430000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>69</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>27</td>\n",
       "      <td>187</td>\n",
       "      <td>176</td>\n",
       "      <td>1</td>\n",
       "      <td>69</td>\n",
       "      <td>23</td>\n",
       "      <td>0.671000</td>\n",
       "      <td>0.675000</td>\n",
       "      <td>0.089267</td>\n",
       "      <td>0.459333</td>\n",
       "      <td>108.984000</td>\n",
       "      <td>4.931000e-02</td>\n",
       "      <td>0.030833</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>142</td>\n",
       "      <td>68</td>\n",
       "      <td>1</td>\n",
       "      <td>70</td>\n",
       "      <td>22</td>\n",
       "      <td>0.696333</td>\n",
       "      <td>0.647667</td>\n",
       "      <td>0.196000</td>\n",
       "      <td>0.480000</td>\n",
       "      <td>134.817333</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.104297</td>\n",
       "      <td>60.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>47</td>\n",
       "      <td>15</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>71</td>\n",
       "      <td>22</td>\n",
       "      <td>0.588667</td>\n",
       "      <td>0.622667</td>\n",
       "      <td>0.141333</td>\n",
       "      <td>0.275667</td>\n",
       "      <td>105.739667</td>\n",
       "      <td>9.066667e-04</td>\n",
       "      <td>0.085433</td>\n",
       "      <td>72.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>72</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>156</td>\n",
       "      <td>20</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>72</td>\n",
       "      <td>14</td>\n",
       "      <td>0.703667</td>\n",
       "      <td>0.596333</td>\n",
       "      <td>0.209000</td>\n",
       "      <td>0.463667</td>\n",
       "      <td>118.134333</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.184367</td>\n",
       "      <td>37.333333</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>73</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>90</td>\n",
       "      <td>150</td>\n",
       "      <td>62</td>\n",
       "      <td>0</td>\n",
       "      <td>73</td>\n",
       "      <td>14</td>\n",
       "      <td>0.446000</td>\n",
       "      <td>0.712333</td>\n",
       "      <td>0.141433</td>\n",
       "      <td>0.482000</td>\n",
       "      <td>117.997333</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.360333</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>74</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>51</td>\n",
       "      <td>167</td>\n",
       "      <td>205</td>\n",
       "      <td>1</td>\n",
       "      <td>74</td>\n",
       "      <td>20</td>\n",
       "      <td>0.653000</td>\n",
       "      <td>0.703000</td>\n",
       "      <td>0.131433</td>\n",
       "      <td>0.408667</td>\n",
       "      <td>98.361667</td>\n",
       "      <td>4.766667e-04</td>\n",
       "      <td>0.322187</td>\n",
       "      <td>70.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>75</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>162</td>\n",
       "      <td>163</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>75</td>\n",
       "      <td>19</td>\n",
       "      <td>0.584667</td>\n",
       "      <td>0.635667</td>\n",
       "      <td>0.167333</td>\n",
       "      <td>0.545333</td>\n",
       "      <td>156.392667</td>\n",
       "      <td>2.116667e-06</td>\n",
       "      <td>0.326433</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>76</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>138</td>\n",
       "      <td>52</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>18</td>\n",
       "      <td>0.618333</td>\n",
       "      <td>0.782000</td>\n",
       "      <td>0.094200</td>\n",
       "      <td>0.554000</td>\n",
       "      <td>116.822667</td>\n",
       "      <td>1.696667e-05</td>\n",
       "      <td>0.128700</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>77</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>43</td>\n",
       "      <td>129</td>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "      <td>77</td>\n",
       "      <td>21</td>\n",
       "      <td>0.675333</td>\n",
       "      <td>0.539333</td>\n",
       "      <td>0.083667</td>\n",
       "      <td>0.424667</td>\n",
       "      <td>129.060333</td>\n",
       "      <td>7.402210e-02</td>\n",
       "      <td>0.427667</td>\n",
       "      <td>73.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>78</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>194</td>\n",
       "      <td>148</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>78</td>\n",
       "      <td>15</td>\n",
       "      <td>0.610500</td>\n",
       "      <td>0.543000</td>\n",
       "      <td>0.285500</td>\n",
       "      <td>0.327500</td>\n",
       "      <td>109.216000</td>\n",
       "      <td>2.195000e-06</td>\n",
       "      <td>0.166370</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>79</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>103</td>\n",
       "      <td>100</td>\n",
       "      <td>206</td>\n",
       "      <td>0</td>\n",
       "      <td>79</td>\n",
       "      <td>19</td>\n",
       "      <td>0.609500</td>\n",
       "      <td>0.627000</td>\n",
       "      <td>0.126000</td>\n",
       "      <td>0.348500</td>\n",
       "      <td>143.996000</td>\n",
       "      <td>2.298175e-03</td>\n",
       "      <td>0.095400</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>40</td>\n",
       "      <td>201</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>18</td>\n",
       "      <td>0.658000</td>\n",
       "      <td>0.688000</td>\n",
       "      <td>0.335000</td>\n",
       "      <td>0.280000</td>\n",
       "      <td>75.615000</td>\n",
       "      <td>1.890000e-06</td>\n",
       "      <td>0.105000</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>176</td>\n",
       "      <td>154</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>81</td>\n",
       "      <td>21</td>\n",
       "      <td>0.470333</td>\n",
       "      <td>0.526333</td>\n",
       "      <td>0.134000</td>\n",
       "      <td>0.192333</td>\n",
       "      <td>96.907333</td>\n",
       "      <td>2.982733e-01</td>\n",
       "      <td>0.338533</td>\n",
       "      <td>59.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>151</td>\n",
       "      <td>161</td>\n",
       "      <td>78</td>\n",
       "      <td>0</td>\n",
       "      <td>82</td>\n",
       "      <td>21</td>\n",
       "      <td>0.623667</td>\n",
       "      <td>0.733000</td>\n",
       "      <td>0.109367</td>\n",
       "      <td>0.559667</td>\n",
       "      <td>153.361000</td>\n",
       "      <td>3.173333e-06</td>\n",
       "      <td>0.318000</td>\n",
       "      <td>78.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>83</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>150</td>\n",
       "      <td>172</td>\n",
       "      <td>141</td>\n",
       "      <td>0</td>\n",
       "      <td>83</td>\n",
       "      <td>23</td>\n",
       "      <td>0.842000</td>\n",
       "      <td>0.529667</td>\n",
       "      <td>0.163333</td>\n",
       "      <td>0.537667</td>\n",
       "      <td>127.324000</td>\n",
       "      <td>2.706667e-01</td>\n",
       "      <td>0.045654</td>\n",
       "      <td>64.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>84</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>177</td>\n",
       "      <td>143</td>\n",
       "      <td>128</td>\n",
       "      <td>1</td>\n",
       "      <td>84</td>\n",
       "      <td>22</td>\n",
       "      <td>0.536500</td>\n",
       "      <td>0.896000</td>\n",
       "      <td>0.147000</td>\n",
       "      <td>0.582500</td>\n",
       "      <td>149.032500</td>\n",
       "      <td>3.603000e-05</td>\n",
       "      <td>0.093500</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>49</td>\n",
       "      <td>179</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>85</td>\n",
       "      <td>22</td>\n",
       "      <td>0.525333</td>\n",
       "      <td>0.765667</td>\n",
       "      <td>0.106767</td>\n",
       "      <td>0.489667</td>\n",
       "      <td>132.285667</td>\n",
       "      <td>2.040000e-05</td>\n",
       "      <td>0.252369</td>\n",
       "      <td>79.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "      <td>133</td>\n",
       "      <td>105</td>\n",
       "      <td>0</td>\n",
       "      <td>86</td>\n",
       "      <td>19</td>\n",
       "      <td>0.454667</td>\n",
       "      <td>0.690333</td>\n",
       "      <td>0.199333</td>\n",
       "      <td>0.405667</td>\n",
       "      <td>103.468000</td>\n",
       "      <td>1.590000e-05</td>\n",
       "      <td>0.296533</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>87</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>119</td>\n",
       "      <td>105</td>\n",
       "      <td>149</td>\n",
       "      <td>0</td>\n",
       "      <td>87</td>\n",
       "      <td>13</td>\n",
       "      <td>0.549333</td>\n",
       "      <td>0.713333</td>\n",
       "      <td>0.174267</td>\n",
       "      <td>0.365333</td>\n",
       "      <td>111.394333</td>\n",
       "      <td>3.705400e-02</td>\n",
       "      <td>0.235263</td>\n",
       "      <td>58.666667</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>88</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>145</td>\n",
       "      <td>139</td>\n",
       "      <td>75</td>\n",
       "      <td>1</td>\n",
       "      <td>88</td>\n",
       "      <td>16</td>\n",
       "      <td>0.708000</td>\n",
       "      <td>0.568000</td>\n",
       "      <td>0.078200</td>\n",
       "      <td>0.343500</td>\n",
       "      <td>83.981000</td>\n",
       "      <td>2.650000e-06</td>\n",
       "      <td>0.040150</td>\n",
       "      <td>61.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>89</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>181</td>\n",
       "      <td>190</td>\n",
       "      <td>156</td>\n",
       "      <td>0</td>\n",
       "      <td>89</td>\n",
       "      <td>17</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>0.691667</td>\n",
       "      <td>0.145333</td>\n",
       "      <td>0.618667</td>\n",
       "      <td>151.106667</td>\n",
       "      <td>2.040000e-05</td>\n",
       "      <td>0.223736</td>\n",
       "      <td>77.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>123</td>\n",
       "      <td>136</td>\n",
       "      <td>175</td>\n",
       "      <td>1</td>\n",
       "      <td>90</td>\n",
       "      <td>12</td>\n",
       "      <td>0.698333</td>\n",
       "      <td>0.601333</td>\n",
       "      <td>0.244000</td>\n",
       "      <td>0.332667</td>\n",
       "      <td>107.630333</td>\n",
       "      <td>4.786667e-05</td>\n",
       "      <td>0.077400</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>91</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>204</td>\n",
       "      <td>72</td>\n",
       "      <td>0</td>\n",
       "      <td>91</td>\n",
       "      <td>14</td>\n",
       "      <td>0.677000</td>\n",
       "      <td>0.365000</td>\n",
       "      <td>0.403000</td>\n",
       "      <td>0.261000</td>\n",
       "      <td>147.906000</td>\n",
       "      <td>3.300000e-03</td>\n",
       "      <td>0.011100</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>92</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>66</td>\n",
       "      <td>198</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>92</td>\n",
       "      <td>21</td>\n",
       "      <td>0.686000</td>\n",
       "      <td>0.681000</td>\n",
       "      <td>0.173850</td>\n",
       "      <td>0.198000</td>\n",
       "      <td>124.487500</td>\n",
       "      <td>9.935000e-03</td>\n",
       "      <td>0.200500</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>93</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>141</td>\n",
       "      <td>68</td>\n",
       "      <td>148</td>\n",
       "      <td>0</td>\n",
       "      <td>93</td>\n",
       "      <td>20</td>\n",
       "      <td>0.647000</td>\n",
       "      <td>0.864000</td>\n",
       "      <td>0.099750</td>\n",
       "      <td>0.853000</td>\n",
       "      <td>120.526000</td>\n",
       "      <td>6.500500e-04</td>\n",
       "      <td>0.450500</td>\n",
       "      <td>49.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>94</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>206</td>\n",
       "      <td>77</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>94</td>\n",
       "      <td>17</td>\n",
       "      <td>0.526500</td>\n",
       "      <td>0.723500</td>\n",
       "      <td>0.462000</td>\n",
       "      <td>0.487000</td>\n",
       "      <td>111.042000</td>\n",
       "      <td>2.015000e-06</td>\n",
       "      <td>0.259085</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>95</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>221</td>\n",
       "      <td>215</td>\n",
       "      <td>225</td>\n",
       "      <td>0</td>\n",
       "      <td>95</td>\n",
       "      <td>15</td>\n",
       "      <td>0.512667</td>\n",
       "      <td>0.633333</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>0.408333</td>\n",
       "      <td>108.265000</td>\n",
       "      <td>1.600000e-04</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>70.333333</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>96</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>199</td>\n",
       "      <td>37</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>96</td>\n",
       "      <td>12</td>\n",
       "      <td>0.647000</td>\n",
       "      <td>0.676667</td>\n",
       "      <td>0.208667</td>\n",
       "      <td>0.515000</td>\n",
       "      <td>108.668333</td>\n",
       "      <td>2.616667e-02</td>\n",
       "      <td>0.347037</td>\n",
       "      <td>55.333333</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>97</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>96</td>\n",
       "      <td>98</td>\n",
       "      <td>110</td>\n",
       "      <td>0</td>\n",
       "      <td>97</td>\n",
       "      <td>24</td>\n",
       "      <td>0.604667</td>\n",
       "      <td>0.577667</td>\n",
       "      <td>0.330667</td>\n",
       "      <td>0.404000</td>\n",
       "      <td>110.150667</td>\n",
       "      <td>1.386813e-02</td>\n",
       "      <td>0.160467</td>\n",
       "      <td>52.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>99</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>128</td>\n",
       "      <td>63</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>25</td>\n",
       "      <td>0.886000</td>\n",
       "      <td>0.603000</td>\n",
       "      <td>0.260000</td>\n",
       "      <td>0.395000</td>\n",
       "      <td>126.025000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000450</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>130</td>\n",
       "      <td>36</td>\n",
       "      <td>89</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>19</td>\n",
       "      <td>0.708667</td>\n",
       "      <td>0.738000</td>\n",
       "      <td>0.333967</td>\n",
       "      <td>0.587333</td>\n",
       "      <td>130.973000</td>\n",
       "      <td>9.533333e-04</td>\n",
       "      <td>0.031773</td>\n",
       "      <td>68.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>101</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>169</td>\n",
       "      <td>27</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>101</td>\n",
       "      <td>20</td>\n",
       "      <td>0.740333</td>\n",
       "      <td>0.672333</td>\n",
       "      <td>0.135000</td>\n",
       "      <td>0.484333</td>\n",
       "      <td>132.999333</td>\n",
       "      <td>2.214000e-05</td>\n",
       "      <td>0.082367</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>102</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>118</td>\n",
       "      <td>16</td>\n",
       "      <td>144</td>\n",
       "      <td>0</td>\n",
       "      <td>102</td>\n",
       "      <td>14</td>\n",
       "      <td>0.890000</td>\n",
       "      <td>0.479000</td>\n",
       "      <td>0.370000</td>\n",
       "      <td>0.304333</td>\n",
       "      <td>141.630667</td>\n",
       "      <td>3.542800e-02</td>\n",
       "      <td>0.000398</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>103</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>184</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>103</td>\n",
       "      <td>16</td>\n",
       "      <td>0.439333</td>\n",
       "      <td>0.748333</td>\n",
       "      <td>0.116000</td>\n",
       "      <td>0.378500</td>\n",
       "      <td>131.289000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.484000</td>\n",
       "      <td>64.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>104</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>88</td>\n",
       "      <td>42</td>\n",
       "      <td>146</td>\n",
       "      <td>1</td>\n",
       "      <td>104</td>\n",
       "      <td>17</td>\n",
       "      <td>0.841000</td>\n",
       "      <td>0.547000</td>\n",
       "      <td>0.152767</td>\n",
       "      <td>0.325333</td>\n",
       "      <td>114.456333</td>\n",
       "      <td>6.126847e-01</td>\n",
       "      <td>0.367400</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>105</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>31</td>\n",
       "      <td>157</td>\n",
       "      <td>167</td>\n",
       "      <td>0</td>\n",
       "      <td>105</td>\n",
       "      <td>26</td>\n",
       "      <td>0.529333</td>\n",
       "      <td>0.654333</td>\n",
       "      <td>0.169833</td>\n",
       "      <td>0.512333</td>\n",
       "      <td>115.455000</td>\n",
       "      <td>3.330000e-05</td>\n",
       "      <td>0.465200</td>\n",
       "      <td>75.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>106</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>97</td>\n",
       "      <td>76</td>\n",
       "      <td>112</td>\n",
       "      <td>0</td>\n",
       "      <td>106</td>\n",
       "      <td>14</td>\n",
       "      <td>0.451333</td>\n",
       "      <td>0.478667</td>\n",
       "      <td>0.116667</td>\n",
       "      <td>0.276000</td>\n",
       "      <td>141.873000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.437333</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>107</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>186</td>\n",
       "      <td>56</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>107</td>\n",
       "      <td>14</td>\n",
       "      <td>0.773333</td>\n",
       "      <td>0.334667</td>\n",
       "      <td>0.122033</td>\n",
       "      <td>0.263000</td>\n",
       "      <td>166.634000</td>\n",
       "      <td>1.099267e-02</td>\n",
       "      <td>0.003586</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>108</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>63</td>\n",
       "      <td>165</td>\n",
       "      <td>180</td>\n",
       "      <td>0</td>\n",
       "      <td>108</td>\n",
       "      <td>13</td>\n",
       "      <td>0.917667</td>\n",
       "      <td>0.496000</td>\n",
       "      <td>0.368667</td>\n",
       "      <td>0.272667</td>\n",
       "      <td>146.667333</td>\n",
       "      <td>1.371100e-01</td>\n",
       "      <td>0.000438</td>\n",
       "      <td>30.333333</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>109</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>102</td>\n",
       "      <td>72</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>109</td>\n",
       "      <td>16</td>\n",
       "      <td>0.719667</td>\n",
       "      <td>0.682667</td>\n",
       "      <td>0.113400</td>\n",
       "      <td>0.809333</td>\n",
       "      <td>113.065667</td>\n",
       "      <td>2.036667e-05</td>\n",
       "      <td>0.092127</td>\n",
       "      <td>49.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>110</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>208</td>\n",
       "      <td>144</td>\n",
       "      <td>183</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>23</td>\n",
       "      <td>0.473000</td>\n",
       "      <td>0.765000</td>\n",
       "      <td>0.391000</td>\n",
       "      <td>0.340000</td>\n",
       "      <td>119.992000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.287000</td>\n",
       "      <td>82.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>111</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>26</td>\n",
       "      <td>132</td>\n",
       "      <td>1</td>\n",
       "      <td>111</td>\n",
       "      <td>30</td>\n",
       "      <td>0.571000</td>\n",
       "      <td>0.743000</td>\n",
       "      <td>0.291000</td>\n",
       "      <td>0.495000</td>\n",
       "      <td>119.054000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>77.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>112</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>38</td>\n",
       "      <td>211</td>\n",
       "      <td>188</td>\n",
       "      <td>1</td>\n",
       "      <td>112</td>\n",
       "      <td>16</td>\n",
       "      <td>0.749000</td>\n",
       "      <td>0.556000</td>\n",
       "      <td>0.177500</td>\n",
       "      <td>0.313500</td>\n",
       "      <td>106.958500</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.260500</td>\n",
       "      <td>56.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>113</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>28</td>\n",
       "      <td>123</td>\n",
       "      <td>111</td>\n",
       "      <td>1</td>\n",
       "      <td>113</td>\n",
       "      <td>20</td>\n",
       "      <td>0.768500</td>\n",
       "      <td>0.637500</td>\n",
       "      <td>0.190900</td>\n",
       "      <td>0.560500</td>\n",
       "      <td>128.025000</td>\n",
       "      <td>1.695000e-06</td>\n",
       "      <td>0.065050</td>\n",
       "      <td>51.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>114</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>82</td>\n",
       "      <td>78</td>\n",
       "      <td>85</td>\n",
       "      <td>1</td>\n",
       "      <td>114</td>\n",
       "      <td>15</td>\n",
       "      <td>0.503000</td>\n",
       "      <td>0.658667</td>\n",
       "      <td>0.093000</td>\n",
       "      <td>0.490000</td>\n",
       "      <td>151.451000</td>\n",
       "      <td>8.033333e-05</td>\n",
       "      <td>0.252000</td>\n",
       "      <td>55.666667</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>115</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>169</td>\n",
       "      <td>71</td>\n",
       "      <td>161</td>\n",
       "      <td>1</td>\n",
       "      <td>115</td>\n",
       "      <td>15</td>\n",
       "      <td>0.716000</td>\n",
       "      <td>0.687667</td>\n",
       "      <td>0.176667</td>\n",
       "      <td>0.608000</td>\n",
       "      <td>148.460333</td>\n",
       "      <td>2.116667e-06</td>\n",
       "      <td>0.269100</td>\n",
       "      <td>78.666667</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>116</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>151</td>\n",
       "      <td>0</td>\n",
       "      <td>116</td>\n",
       "      <td>22</td>\n",
       "      <td>0.664333</td>\n",
       "      <td>0.725667</td>\n",
       "      <td>0.118133</td>\n",
       "      <td>0.532333</td>\n",
       "      <td>117.350667</td>\n",
       "      <td>9.079367e-04</td>\n",
       "      <td>0.037547</td>\n",
       "      <td>64.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>117</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>211</td>\n",
       "      <td>217</td>\n",
       "      <td>217</td>\n",
       "      <td>0</td>\n",
       "      <td>117</td>\n",
       "      <td>23</td>\n",
       "      <td>0.477000</td>\n",
       "      <td>0.747000</td>\n",
       "      <td>0.114000</td>\n",
       "      <td>0.321000</td>\n",
       "      <td>93.440000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.096200</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>118</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>117</td>\n",
       "      <td>180</td>\n",
       "      <td>173</td>\n",
       "      <td>0</td>\n",
       "      <td>118</td>\n",
       "      <td>20</td>\n",
       "      <td>0.692000</td>\n",
       "      <td>0.709667</td>\n",
       "      <td>0.134000</td>\n",
       "      <td>0.403333</td>\n",
       "      <td>132.010333</td>\n",
       "      <td>1.512000e-05</td>\n",
       "      <td>0.085667</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>119</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>174</td>\n",
       "      <td>113</td>\n",
       "      <td>44</td>\n",
       "      <td>1</td>\n",
       "      <td>119</td>\n",
       "      <td>15</td>\n",
       "      <td>0.915000</td>\n",
       "      <td>0.385667</td>\n",
       "      <td>0.231100</td>\n",
       "      <td>0.232000</td>\n",
       "      <td>114.203000</td>\n",
       "      <td>4.935003e-01</td>\n",
       "      <td>0.000733</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>120</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>37</td>\n",
       "      <td>193</td>\n",
       "      <td>204</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>24</td>\n",
       "      <td>0.691000</td>\n",
       "      <td>0.586000</td>\n",
       "      <td>0.143000</td>\n",
       "      <td>0.549500</td>\n",
       "      <td>91.356000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.363500</td>\n",
       "      <td>78.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>121</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>152</td>\n",
       "      <td>128</td>\n",
       "      <td>48</td>\n",
       "      <td>1</td>\n",
       "      <td>121</td>\n",
       "      <td>20</td>\n",
       "      <td>0.564333</td>\n",
       "      <td>0.799333</td>\n",
       "      <td>0.104433</td>\n",
       "      <td>0.348000</td>\n",
       "      <td>121.335667</td>\n",
       "      <td>6.776667e-04</td>\n",
       "      <td>0.131523</td>\n",
       "      <td>78.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>122</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>121</td>\n",
       "      <td>160</td>\n",
       "      <td>199</td>\n",
       "      <td>1</td>\n",
       "      <td>122</td>\n",
       "      <td>23</td>\n",
       "      <td>0.542000</td>\n",
       "      <td>0.638000</td>\n",
       "      <td>0.128500</td>\n",
       "      <td>0.605500</td>\n",
       "      <td>157.032500</td>\n",
       "      <td>6.631750e-04</td>\n",
       "      <td>0.083150</td>\n",
       "      <td>77.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>123</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>127</td>\n",
       "      <td>114</td>\n",
       "      <td>58</td>\n",
       "      <td>1</td>\n",
       "      <td>123</td>\n",
       "      <td>19</td>\n",
       "      <td>0.593000</td>\n",
       "      <td>0.718333</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>0.346000</td>\n",
       "      <td>137.377667</td>\n",
       "      <td>9.702333e-04</td>\n",
       "      <td>0.028473</td>\n",
       "      <td>77.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>124</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>155</td>\n",
       "      <td>213</td>\n",
       "      <td>221</td>\n",
       "      <td>1</td>\n",
       "      <td>124</td>\n",
       "      <td>12</td>\n",
       "      <td>0.396635</td>\n",
       "      <td>0.440500</td>\n",
       "      <td>0.148000</td>\n",
       "      <td>0.354500</td>\n",
       "      <td>138.304500</td>\n",
       "      <td>4.435162e-01</td>\n",
       "      <td>0.500940</td>\n",
       "      <td>42.500000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>125</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>72</td>\n",
       "      <td>61</td>\n",
       "      <td>93</td>\n",
       "      <td>0</td>\n",
       "      <td>125</td>\n",
       "      <td>21</td>\n",
       "      <td>0.753333</td>\n",
       "      <td>0.606667</td>\n",
       "      <td>0.201333</td>\n",
       "      <td>0.606000</td>\n",
       "      <td>138.350000</td>\n",
       "      <td>2.526667e-04</td>\n",
       "      <td>0.199457</td>\n",
       "      <td>62.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>126</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>212</td>\n",
       "      <td>132</td>\n",
       "      <td>95</td>\n",
       "      <td>0</td>\n",
       "      <td>126</td>\n",
       "      <td>27</td>\n",
       "      <td>0.513333</td>\n",
       "      <td>0.583000</td>\n",
       "      <td>0.190100</td>\n",
       "      <td>0.622333</td>\n",
       "      <td>98.674333</td>\n",
       "      <td>1.030000e-04</td>\n",
       "      <td>0.482667</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>127</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>48</td>\n",
       "      <td>141</td>\n",
       "      <td>83</td>\n",
       "      <td>0</td>\n",
       "      <td>127</td>\n",
       "      <td>22</td>\n",
       "      <td>0.571000</td>\n",
       "      <td>0.627333</td>\n",
       "      <td>0.212000</td>\n",
       "      <td>0.439667</td>\n",
       "      <td>112.312000</td>\n",
       "      <td>2.894667e-04</td>\n",
       "      <td>0.114107</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>128</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>124</td>\n",
       "      <td>181</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>128</td>\n",
       "      <td>18</td>\n",
       "      <td>0.716333</td>\n",
       "      <td>0.649333</td>\n",
       "      <td>0.149467</td>\n",
       "      <td>0.472667</td>\n",
       "      <td>116.391667</td>\n",
       "      <td>6.915433e-04</td>\n",
       "      <td>0.073933</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>129</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>22</td>\n",
       "      <td>138</td>\n",
       "      <td>153</td>\n",
       "      <td>1</td>\n",
       "      <td>129</td>\n",
       "      <td>12</td>\n",
       "      <td>0.457000</td>\n",
       "      <td>0.528333</td>\n",
       "      <td>0.084667</td>\n",
       "      <td>0.347667</td>\n",
       "      <td>101.013667</td>\n",
       "      <td>8.833333e-02</td>\n",
       "      <td>0.643000</td>\n",
       "      <td>58.333333</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>130</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>167</td>\n",
       "      <td>197</td>\n",
       "      <td>155</td>\n",
       "      <td>0</td>\n",
       "      <td>130</td>\n",
       "      <td>22</td>\n",
       "      <td>0.530667</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>0.382500</td>\n",
       "      <td>0.360667</td>\n",
       "      <td>138.780667</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.679000</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>131</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>59</td>\n",
       "      <td>126</td>\n",
       "      <td>115</td>\n",
       "      <td>0</td>\n",
       "      <td>131</td>\n",
       "      <td>24</td>\n",
       "      <td>0.508000</td>\n",
       "      <td>0.733000</td>\n",
       "      <td>0.156500</td>\n",
       "      <td>0.428500</td>\n",
       "      <td>162.078000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.059400</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>133</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>44</td>\n",
       "      <td>62</td>\n",
       "      <td>143</td>\n",
       "      <td>1</td>\n",
       "      <td>133</td>\n",
       "      <td>16</td>\n",
       "      <td>0.743000</td>\n",
       "      <td>0.731333</td>\n",
       "      <td>0.111800</td>\n",
       "      <td>0.505000</td>\n",
       "      <td>135.990000</td>\n",
       "      <td>5.589300e-01</td>\n",
       "      <td>0.011197</td>\n",
       "      <td>18.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>134</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>201</td>\n",
       "      <td>191</td>\n",
       "      <td>163</td>\n",
       "      <td>1</td>\n",
       "      <td>134</td>\n",
       "      <td>14</td>\n",
       "      <td>0.530000</td>\n",
       "      <td>0.664000</td>\n",
       "      <td>0.105533</td>\n",
       "      <td>0.421667</td>\n",
       "      <td>108.662333</td>\n",
       "      <td>1.868667e-05</td>\n",
       "      <td>0.323100</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>135</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>222</td>\n",
       "      <td>218</td>\n",
       "      <td>227</td>\n",
       "      <td>0</td>\n",
       "      <td>135</td>\n",
       "      <td>20</td>\n",
       "      <td>0.726667</td>\n",
       "      <td>0.633000</td>\n",
       "      <td>0.089433</td>\n",
       "      <td>0.543333</td>\n",
       "      <td>105.702333</td>\n",
       "      <td>2.849000e-04</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>63.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>136</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>169</td>\n",
       "      <td>155</td>\n",
       "      <td>74</td>\n",
       "      <td>1</td>\n",
       "      <td>136</td>\n",
       "      <td>21</td>\n",
       "      <td>0.641333</td>\n",
       "      <td>0.727667</td>\n",
       "      <td>0.170333</td>\n",
       "      <td>0.392667</td>\n",
       "      <td>137.995667</td>\n",
       "      <td>2.116667e-06</td>\n",
       "      <td>0.091133</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>137</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>210</td>\n",
       "      <td>212</td>\n",
       "      <td>224</td>\n",
       "      <td>1</td>\n",
       "      <td>137</td>\n",
       "      <td>15</td>\n",
       "      <td>0.681000</td>\n",
       "      <td>0.834000</td>\n",
       "      <td>0.281000</td>\n",
       "      <td>0.409000</td>\n",
       "      <td>106.551000</td>\n",
       "      <td>5.750000e-06</td>\n",
       "      <td>0.029625</td>\n",
       "      <td>42.500000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>138</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>136</td>\n",
       "      <td>22</td>\n",
       "      <td>108</td>\n",
       "      <td>0</td>\n",
       "      <td>138</td>\n",
       "      <td>14</td>\n",
       "      <td>0.826333</td>\n",
       "      <td>0.510667</td>\n",
       "      <td>0.107367</td>\n",
       "      <td>0.640000</td>\n",
       "      <td>161.602333</td>\n",
       "      <td>2.493503e-01</td>\n",
       "      <td>0.026781</td>\n",
       "      <td>46.666667</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>139</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>78</td>\n",
       "      <td>18</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>139</td>\n",
       "      <td>8</td>\n",
       "      <td>0.210333</td>\n",
       "      <td>0.446000</td>\n",
       "      <td>0.146000</td>\n",
       "      <td>0.191033</td>\n",
       "      <td>97.657000</td>\n",
       "      <td>3.633333e-07</td>\n",
       "      <td>0.723333</td>\n",
       "      <td>40.666667</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>84</td>\n",
       "      <td>24</td>\n",
       "      <td>81</td>\n",
       "      <td>1</td>\n",
       "      <td>140</td>\n",
       "      <td>17</td>\n",
       "      <td>0.502000</td>\n",
       "      <td>0.444333</td>\n",
       "      <td>0.130533</td>\n",
       "      <td>0.288333</td>\n",
       "      <td>132.318667</td>\n",
       "      <td>7.291097e-02</td>\n",
       "      <td>0.275128</td>\n",
       "      <td>70.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>142</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>69</td>\n",
       "      <td>8</td>\n",
       "      <td>139</td>\n",
       "      <td>0</td>\n",
       "      <td>142</td>\n",
       "      <td>23</td>\n",
       "      <td>0.638667</td>\n",
       "      <td>0.591000</td>\n",
       "      <td>0.137333</td>\n",
       "      <td>0.352467</td>\n",
       "      <td>99.326000</td>\n",
       "      <td>1.926000e-03</td>\n",
       "      <td>0.273333</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>143</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>86</td>\n",
       "      <td>70</td>\n",
       "      <td>166</td>\n",
       "      <td>0</td>\n",
       "      <td>143</td>\n",
       "      <td>21</td>\n",
       "      <td>0.573000</td>\n",
       "      <td>0.322000</td>\n",
       "      <td>0.268333</td>\n",
       "      <td>0.183067</td>\n",
       "      <td>98.194333</td>\n",
       "      <td>4.717043e-02</td>\n",
       "      <td>0.179700</td>\n",
       "      <td>34.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>144</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>160</td>\n",
       "      <td>91</td>\n",
       "      <td>177</td>\n",
       "      <td>1</td>\n",
       "      <td>144</td>\n",
       "      <td>20</td>\n",
       "      <td>0.769000</td>\n",
       "      <td>0.601667</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>0.768667</td>\n",
       "      <td>138.976000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.152367</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>145</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>87</td>\n",
       "      <td>207</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>145</td>\n",
       "      <td>16</td>\n",
       "      <td>0.586000</td>\n",
       "      <td>0.693000</td>\n",
       "      <td>0.362000</td>\n",
       "      <td>0.459000</td>\n",
       "      <td>127.967000</td>\n",
       "      <td>1.330000e-02</td>\n",
       "      <td>0.066700</td>\n",
       "      <td>53.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>146</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>129</td>\n",
       "      <td>9</td>\n",
       "      <td>94</td>\n",
       "      <td>0</td>\n",
       "      <td>146</td>\n",
       "      <td>15</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.744667</td>\n",
       "      <td>0.219333</td>\n",
       "      <td>0.531333</td>\n",
       "      <td>103.000667</td>\n",
       "      <td>1.110000e-03</td>\n",
       "      <td>0.142157</td>\n",
       "      <td>54.333333</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>147</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>89</td>\n",
       "      <td>111</td>\n",
       "      <td>126</td>\n",
       "      <td>0</td>\n",
       "      <td>147</td>\n",
       "      <td>14</td>\n",
       "      <td>0.473000</td>\n",
       "      <td>0.539667</td>\n",
       "      <td>0.144967</td>\n",
       "      <td>0.316000</td>\n",
       "      <td>142.059667</td>\n",
       "      <td>1.862667e-04</td>\n",
       "      <td>0.516233</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>148</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>217</td>\n",
       "      <td>216</td>\n",
       "      <td>220</td>\n",
       "      <td>1</td>\n",
       "      <td>148</td>\n",
       "      <td>17</td>\n",
       "      <td>0.453667</td>\n",
       "      <td>0.637000</td>\n",
       "      <td>0.139333</td>\n",
       "      <td>0.358667</td>\n",
       "      <td>125.008333</td>\n",
       "      <td>2.216676e-01</td>\n",
       "      <td>0.423623</td>\n",
       "      <td>54.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>149</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>157</td>\n",
       "      <td>53</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>149</td>\n",
       "      <td>23</td>\n",
       "      <td>0.544000</td>\n",
       "      <td>0.716500</td>\n",
       "      <td>0.137650</td>\n",
       "      <td>0.282500</td>\n",
       "      <td>100.013000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.305500</td>\n",
       "      <td>75.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>150</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>62</td>\n",
       "      <td>134</td>\n",
       "      <td>185</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>18</td>\n",
       "      <td>0.863000</td>\n",
       "      <td>0.376500</td>\n",
       "      <td>0.189700</td>\n",
       "      <td>0.406000</td>\n",
       "      <td>125.951000</td>\n",
       "      <td>2.474000e-05</td>\n",
       "      <td>0.121525</td>\n",
       "      <td>52.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>151</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>182</td>\n",
       "      <td>14</td>\n",
       "      <td>102</td>\n",
       "      <td>0</td>\n",
       "      <td>151</td>\n",
       "      <td>30</td>\n",
       "      <td>0.518667</td>\n",
       "      <td>0.655667</td>\n",
       "      <td>0.114333</td>\n",
       "      <td>0.312667</td>\n",
       "      <td>160.656333</td>\n",
       "      <td>9.270667e-04</td>\n",
       "      <td>0.035969</td>\n",
       "      <td>74.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>152</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>101</td>\n",
       "      <td>185</td>\n",
       "      <td>134</td>\n",
       "      <td>0</td>\n",
       "      <td>152</td>\n",
       "      <td>26</td>\n",
       "      <td>0.674000</td>\n",
       "      <td>0.715500</td>\n",
       "      <td>0.188550</td>\n",
       "      <td>0.157500</td>\n",
       "      <td>109.995000</td>\n",
       "      <td>4.637215e-01</td>\n",
       "      <td>0.214830</td>\n",
       "      <td>44.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>153</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>38</td>\n",
       "      <td>213</td>\n",
       "      <td>0</td>\n",
       "      <td>153</td>\n",
       "      <td>13</td>\n",
       "      <td>0.640333</td>\n",
       "      <td>0.685333</td>\n",
       "      <td>0.124333</td>\n",
       "      <td>0.520667</td>\n",
       "      <td>108.363667</td>\n",
       "      <td>1.728667e-05</td>\n",
       "      <td>0.215100</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>154</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>81</td>\n",
       "      <td>177</td>\n",
       "      <td>164</td>\n",
       "      <td>0</td>\n",
       "      <td>154</td>\n",
       "      <td>15</td>\n",
       "      <td>0.543000</td>\n",
       "      <td>0.668000</td>\n",
       "      <td>0.068300</td>\n",
       "      <td>0.508500</td>\n",
       "      <td>163.047000</td>\n",
       "      <td>2.769500e-03</td>\n",
       "      <td>0.291600</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>155</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>165</td>\n",
       "      <td>51</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>155</td>\n",
       "      <td>17</td>\n",
       "      <td>0.515667</td>\n",
       "      <td>0.580667</td>\n",
       "      <td>0.447000</td>\n",
       "      <td>0.341000</td>\n",
       "      <td>128.462667</td>\n",
       "      <td>3.048271e-01</td>\n",
       "      <td>0.178600</td>\n",
       "      <td>45.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>156</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>215</td>\n",
       "      <td>224</td>\n",
       "      <td>229</td>\n",
       "      <td>0</td>\n",
       "      <td>156</td>\n",
       "      <td>9</td>\n",
       "      <td>0.585000</td>\n",
       "      <td>0.806500</td>\n",
       "      <td>0.264000</td>\n",
       "      <td>0.227000</td>\n",
       "      <td>120.737500</td>\n",
       "      <td>5.694000e-03</td>\n",
       "      <td>0.008155</td>\n",
       "      <td>61.500000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>157</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>93</td>\n",
       "      <td>195</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>157</td>\n",
       "      <td>12</td>\n",
       "      <td>0.541667</td>\n",
       "      <td>0.821333</td>\n",
       "      <td>0.175667</td>\n",
       "      <td>0.479667</td>\n",
       "      <td>119.032000</td>\n",
       "      <td>7.266667e-05</td>\n",
       "      <td>0.249963</td>\n",
       "      <td>73.333333</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>158</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>21</td>\n",
       "      <td>17</td>\n",
       "      <td>150</td>\n",
       "      <td>1</td>\n",
       "      <td>158</td>\n",
       "      <td>9</td>\n",
       "      <td>0.375667</td>\n",
       "      <td>0.423667</td>\n",
       "      <td>0.163700</td>\n",
       "      <td>0.160333</td>\n",
       "      <td>128.804333</td>\n",
       "      <td>5.333333e-06</td>\n",
       "      <td>0.768333</td>\n",
       "      <td>65.666667</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>159</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>53</td>\n",
       "      <td>49</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>159</td>\n",
       "      <td>21</td>\n",
       "      <td>0.366000</td>\n",
       "      <td>0.812000</td>\n",
       "      <td>0.079300</td>\n",
       "      <td>0.659000</td>\n",
       "      <td>114.093000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.360000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>160</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>61</td>\n",
       "      <td>164</td>\n",
       "      <td>178</td>\n",
       "      <td>0</td>\n",
       "      <td>160</td>\n",
       "      <td>23</td>\n",
       "      <td>0.494000</td>\n",
       "      <td>0.758667</td>\n",
       "      <td>0.147667</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>137.010667</td>\n",
       "      <td>1.101167e-04</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>72.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>161</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>32</td>\n",
       "      <td>160</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>161</td>\n",
       "      <td>16</td>\n",
       "      <td>0.602000</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.107733</td>\n",
       "      <td>0.450000</td>\n",
       "      <td>127.669333</td>\n",
       "      <td>4.506667e-06</td>\n",
       "      <td>0.289333</td>\n",
       "      <td>81.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>162</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>180</td>\n",
       "      <td>171</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>162</td>\n",
       "      <td>16</td>\n",
       "      <td>0.863667</td>\n",
       "      <td>0.666333</td>\n",
       "      <td>0.385000</td>\n",
       "      <td>0.466333</td>\n",
       "      <td>117.617000</td>\n",
       "      <td>1.153333e-04</td>\n",
       "      <td>0.043133</td>\n",
       "      <td>73.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>163</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>59</td>\n",
       "      <td>151</td>\n",
       "      <td>172</td>\n",
       "      <td>1</td>\n",
       "      <td>163</td>\n",
       "      <td>18</td>\n",
       "      <td>0.605000</td>\n",
       "      <td>0.733000</td>\n",
       "      <td>0.170333</td>\n",
       "      <td>0.565667</td>\n",
       "      <td>139.987333</td>\n",
       "      <td>3.302000e-01</td>\n",
       "      <td>0.067733</td>\n",
       "      <td>31.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>164</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>168</td>\n",
       "      <td>175</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>164</td>\n",
       "      <td>19</td>\n",
       "      <td>0.597333</td>\n",
       "      <td>0.757333</td>\n",
       "      <td>0.116200</td>\n",
       "      <td>0.563000</td>\n",
       "      <td>152.987333</td>\n",
       "      <td>5.253355e-01</td>\n",
       "      <td>0.207667</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>165</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>213</td>\n",
       "      <td>220</td>\n",
       "      <td>226</td>\n",
       "      <td>1</td>\n",
       "      <td>165</td>\n",
       "      <td>23</td>\n",
       "      <td>0.615000</td>\n",
       "      <td>0.827667</td>\n",
       "      <td>0.134767</td>\n",
       "      <td>0.607667</td>\n",
       "      <td>120.016000</td>\n",
       "      <td>2.743333e-06</td>\n",
       "      <td>0.158300</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>166</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>94</td>\n",
       "      <td>93</td>\n",
       "      <td>165</td>\n",
       "      <td>0</td>\n",
       "      <td>166</td>\n",
       "      <td>19</td>\n",
       "      <td>0.798000</td>\n",
       "      <td>0.567333</td>\n",
       "      <td>0.149667</td>\n",
       "      <td>0.590667</td>\n",
       "      <td>108.437333</td>\n",
       "      <td>2.177067e-03</td>\n",
       "      <td>0.018080</td>\n",
       "      <td>59.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>167</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>74</td>\n",
       "      <td>111</td>\n",
       "      <td>137</td>\n",
       "      <td>0</td>\n",
       "      <td>167</td>\n",
       "      <td>16</td>\n",
       "      <td>0.525333</td>\n",
       "      <td>0.534000</td>\n",
       "      <td>0.175300</td>\n",
       "      <td>0.224333</td>\n",
       "      <td>129.492667</td>\n",
       "      <td>2.349333e-04</td>\n",
       "      <td>0.071133</td>\n",
       "      <td>67.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>168</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>205</td>\n",
       "      <td>79</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>168</td>\n",
       "      <td>10</td>\n",
       "      <td>0.578000</td>\n",
       "      <td>0.637333</td>\n",
       "      <td>0.080767</td>\n",
       "      <td>0.538000</td>\n",
       "      <td>117.653000</td>\n",
       "      <td>4.779800e-04</td>\n",
       "      <td>0.162067</td>\n",
       "      <td>77.333333</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>169</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>216</td>\n",
       "      <td>221</td>\n",
       "      <td>214</td>\n",
       "      <td>0</td>\n",
       "      <td>169</td>\n",
       "      <td>20</td>\n",
       "      <td>0.913333</td>\n",
       "      <td>0.397000</td>\n",
       "      <td>0.336867</td>\n",
       "      <td>0.406333</td>\n",
       "      <td>154.295333</td>\n",
       "      <td>2.797353e-01</td>\n",
       "      <td>0.000229</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>170</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>116</td>\n",
       "      <td>57</td>\n",
       "      <td>212</td>\n",
       "      <td>0</td>\n",
       "      <td>170</td>\n",
       "      <td>16</td>\n",
       "      <td>0.556333</td>\n",
       "      <td>0.642000</td>\n",
       "      <td>0.204000</td>\n",
       "      <td>0.452667</td>\n",
       "      <td>122.345000</td>\n",
       "      <td>2.248445e-01</td>\n",
       "      <td>0.278567</td>\n",
       "      <td>48.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>171</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>156</td>\n",
       "      <td>222</td>\n",
       "      <td>1</td>\n",
       "      <td>171</td>\n",
       "      <td>25</td>\n",
       "      <td>0.626000</td>\n",
       "      <td>0.606500</td>\n",
       "      <td>0.166700</td>\n",
       "      <td>0.552500</td>\n",
       "      <td>104.195000</td>\n",
       "      <td>8.950000e-07</td>\n",
       "      <td>0.311300</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>173</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>200</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>173</td>\n",
       "      <td>15</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.593000</td>\n",
       "      <td>0.181000</td>\n",
       "      <td>0.329667</td>\n",
       "      <td>113.599333</td>\n",
       "      <td>2.495867e-03</td>\n",
       "      <td>0.031933</td>\n",
       "      <td>48.666667</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>174</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>149</td>\n",
       "      <td>4</td>\n",
       "      <td>142</td>\n",
       "      <td>1</td>\n",
       "      <td>174</td>\n",
       "      <td>18</td>\n",
       "      <td>0.642000</td>\n",
       "      <td>0.795000</td>\n",
       "      <td>0.164000</td>\n",
       "      <td>0.711000</td>\n",
       "      <td>142.984000</td>\n",
       "      <td>1.437000e-04</td>\n",
       "      <td>0.173500</td>\n",
       "      <td>62.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>175</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>183</td>\n",
       "      <td>136</td>\n",
       "      <td>0</td>\n",
       "      <td>175</td>\n",
       "      <td>14</td>\n",
       "      <td>0.445000</td>\n",
       "      <td>0.781000</td>\n",
       "      <td>0.184000</td>\n",
       "      <td>0.591000</td>\n",
       "      <td>78.998000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.474000</td>\n",
       "      <td>86.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>50</td>\n",
       "      <td>125</td>\n",
       "      <td>186</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>18</td>\n",
       "      <td>0.784667</td>\n",
       "      <td>0.535333</td>\n",
       "      <td>0.145333</td>\n",
       "      <td>0.394333</td>\n",
       "      <td>132.941333</td>\n",
       "      <td>4.302667e-02</td>\n",
       "      <td>0.269667</td>\n",
       "      <td>79.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>177</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>112</td>\n",
       "      <td>33</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>177</td>\n",
       "      <td>27</td>\n",
       "      <td>0.616500</td>\n",
       "      <td>0.785500</td>\n",
       "      <td>0.081400</td>\n",
       "      <td>0.517500</td>\n",
       "      <td>121.918500</td>\n",
       "      <td>1.005000e-03</td>\n",
       "      <td>0.091300</td>\n",
       "      <td>74.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>178</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>114</td>\n",
       "      <td>21</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>178</td>\n",
       "      <td>20</td>\n",
       "      <td>0.597667</td>\n",
       "      <td>0.745667</td>\n",
       "      <td>0.100600</td>\n",
       "      <td>0.492000</td>\n",
       "      <td>123.004000</td>\n",
       "      <td>1.529333e-02</td>\n",
       "      <td>0.498467</td>\n",
       "      <td>45.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>179</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>76</td>\n",
       "      <td>35</td>\n",
       "      <td>73</td>\n",
       "      <td>0</td>\n",
       "      <td>179</td>\n",
       "      <td>19</td>\n",
       "      <td>0.706333</td>\n",
       "      <td>0.558333</td>\n",
       "      <td>0.215667</td>\n",
       "      <td>0.419000</td>\n",
       "      <td>122.107000</td>\n",
       "      <td>3.773333e-01</td>\n",
       "      <td>0.180669</td>\n",
       "      <td>45.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>180</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>97</td>\n",
       "      <td>135</td>\n",
       "      <td>1</td>\n",
       "      <td>180</td>\n",
       "      <td>20</td>\n",
       "      <td>0.602000</td>\n",
       "      <td>0.588500</td>\n",
       "      <td>0.221750</td>\n",
       "      <td>0.332000</td>\n",
       "      <td>123.925000</td>\n",
       "      <td>1.430000e-03</td>\n",
       "      <td>0.178210</td>\n",
       "      <td>79.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>181</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>179</td>\n",
       "      <td>108</td>\n",
       "      <td>190</td>\n",
       "      <td>1</td>\n",
       "      <td>181</td>\n",
       "      <td>21</td>\n",
       "      <td>0.797000</td>\n",
       "      <td>0.295000</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.107000</td>\n",
       "      <td>150.301000</td>\n",
       "      <td>4.270000e-04</td>\n",
       "      <td>0.598000</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>182</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>32</td>\n",
       "      <td>135</td>\n",
       "      <td>202</td>\n",
       "      <td>0</td>\n",
       "      <td>182</td>\n",
       "      <td>16</td>\n",
       "      <td>0.667333</td>\n",
       "      <td>0.673000</td>\n",
       "      <td>0.344667</td>\n",
       "      <td>0.530000</td>\n",
       "      <td>116.341667</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.350400</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>183</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>169</td>\n",
       "      <td>191</td>\n",
       "      <td>138</td>\n",
       "      <td>1</td>\n",
       "      <td>183</td>\n",
       "      <td>27</td>\n",
       "      <td>0.687667</td>\n",
       "      <td>0.744667</td>\n",
       "      <td>0.215333</td>\n",
       "      <td>0.371667</td>\n",
       "      <td>134.986000</td>\n",
       "      <td>1.901667e-05</td>\n",
       "      <td>0.094733</td>\n",
       "      <td>72.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>184</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>73</td>\n",
       "      <td>202</td>\n",
       "      <td>211</td>\n",
       "      <td>0</td>\n",
       "      <td>184</td>\n",
       "      <td>24</td>\n",
       "      <td>0.747000</td>\n",
       "      <td>0.719667</td>\n",
       "      <td>0.292333</td>\n",
       "      <td>0.729333</td>\n",
       "      <td>115.324333</td>\n",
       "      <td>1.900000e-05</td>\n",
       "      <td>0.197497</td>\n",
       "      <td>70.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>185</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>85</td>\n",
       "      <td>131</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>185</td>\n",
       "      <td>18</td>\n",
       "      <td>0.655667</td>\n",
       "      <td>0.721667</td>\n",
       "      <td>0.172267</td>\n",
       "      <td>0.638333</td>\n",
       "      <td>132.931667</td>\n",
       "      <td>9.533333e-07</td>\n",
       "      <td>0.253000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>186</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>60</td>\n",
       "      <td>214</td>\n",
       "      <td>154</td>\n",
       "      <td>0</td>\n",
       "      <td>186</td>\n",
       "      <td>22</td>\n",
       "      <td>0.398500</td>\n",
       "      <td>0.851000</td>\n",
       "      <td>0.152500</td>\n",
       "      <td>0.544000</td>\n",
       "      <td>123.007000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.195500</td>\n",
       "      <td>40.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>187</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>139</td>\n",
       "      <td>29</td>\n",
       "      <td>99</td>\n",
       "      <td>1</td>\n",
       "      <td>187</td>\n",
       "      <td>22</td>\n",
       "      <td>0.798000</td>\n",
       "      <td>0.688500</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>0.695500</td>\n",
       "      <td>101.017500</td>\n",
       "      <td>3.055000e-04</td>\n",
       "      <td>0.050150</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>188</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>171</td>\n",
       "      <td>85</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>188</td>\n",
       "      <td>18</td>\n",
       "      <td>0.569500</td>\n",
       "      <td>0.611000</td>\n",
       "      <td>0.202500</td>\n",
       "      <td>0.455500</td>\n",
       "      <td>89.999000</td>\n",
       "      <td>2.150500e-05</td>\n",
       "      <td>0.169550</td>\n",
       "      <td>81.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>189</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>198</td>\n",
       "      <td>206</td>\n",
       "      <td>168</td>\n",
       "      <td>1</td>\n",
       "      <td>189</td>\n",
       "      <td>20</td>\n",
       "      <td>0.855667</td>\n",
       "      <td>0.493333</td>\n",
       "      <td>0.279667</td>\n",
       "      <td>0.578000</td>\n",
       "      <td>126.230667</td>\n",
       "      <td>2.466667e-01</td>\n",
       "      <td>0.017887</td>\n",
       "      <td>64.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>190</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>192</td>\n",
       "      <td>58</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>190</td>\n",
       "      <td>27</td>\n",
       "      <td>0.555500</td>\n",
       "      <td>0.563000</td>\n",
       "      <td>0.276500</td>\n",
       "      <td>0.266500</td>\n",
       "      <td>138.603000</td>\n",
       "      <td>2.000000e-03</td>\n",
       "      <td>0.063950</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>191</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>153</td>\n",
       "      <td>178</td>\n",
       "      <td>97</td>\n",
       "      <td>1</td>\n",
       "      <td>191</td>\n",
       "      <td>24</td>\n",
       "      <td>0.681000</td>\n",
       "      <td>0.522667</td>\n",
       "      <td>0.379300</td>\n",
       "      <td>0.734000</td>\n",
       "      <td>140.966667</td>\n",
       "      <td>1.701943e-03</td>\n",
       "      <td>0.616667</td>\n",
       "      <td>75.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>192</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>111</td>\n",
       "      <td>0</td>\n",
       "      <td>77</td>\n",
       "      <td>1</td>\n",
       "      <td>192</td>\n",
       "      <td>19</td>\n",
       "      <td>0.555000</td>\n",
       "      <td>0.423000</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.316500</td>\n",
       "      <td>155.549000</td>\n",
       "      <td>3.210000e-03</td>\n",
       "      <td>0.424000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>193</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>159</td>\n",
       "      <td>101</td>\n",
       "      <td>69</td>\n",
       "      <td>0</td>\n",
       "      <td>193</td>\n",
       "      <td>15</td>\n",
       "      <td>0.853333</td>\n",
       "      <td>0.557333</td>\n",
       "      <td>0.177000</td>\n",
       "      <td>0.773333</td>\n",
       "      <td>151.977333</td>\n",
       "      <td>7.700000e-07</td>\n",
       "      <td>0.070437</td>\n",
       "      <td>47.666667</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>194</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>158</td>\n",
       "      <td>31</td>\n",
       "      <td>170</td>\n",
       "      <td>0</td>\n",
       "      <td>194</td>\n",
       "      <td>29</td>\n",
       "      <td>0.824000</td>\n",
       "      <td>0.486000</td>\n",
       "      <td>0.222333</td>\n",
       "      <td>0.300667</td>\n",
       "      <td>159.830000</td>\n",
       "      <td>1.163333e-03</td>\n",
       "      <td>0.013277</td>\n",
       "      <td>66.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>195</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>125</td>\n",
       "      <td>73</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>195</td>\n",
       "      <td>22</td>\n",
       "      <td>0.497500</td>\n",
       "      <td>0.535000</td>\n",
       "      <td>0.098650</td>\n",
       "      <td>0.244500</td>\n",
       "      <td>129.538000</td>\n",
       "      <td>2.399950e-03</td>\n",
       "      <td>0.481000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>196</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>163</td>\n",
       "      <td>39</td>\n",
       "      <td>107</td>\n",
       "      <td>0</td>\n",
       "      <td>196</td>\n",
       "      <td>10</td>\n",
       "      <td>0.736000</td>\n",
       "      <td>0.650000</td>\n",
       "      <td>0.235000</td>\n",
       "      <td>0.612000</td>\n",
       "      <td>159.174000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.051300</td>\n",
       "      <td>84.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>197</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>222</td>\n",
       "      <td>215</td>\n",
       "      <td>0</td>\n",
       "      <td>197</td>\n",
       "      <td>18</td>\n",
       "      <td>0.231500</td>\n",
       "      <td>0.546500</td>\n",
       "      <td>0.116000</td>\n",
       "      <td>0.603000</td>\n",
       "      <td>124.058000</td>\n",
       "      <td>4.435044e-01</td>\n",
       "      <td>0.336500</td>\n",
       "      <td>44.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>198</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>220</td>\n",
       "      <td>225</td>\n",
       "      <td>216</td>\n",
       "      <td>0</td>\n",
       "      <td>198</td>\n",
       "      <td>14</td>\n",
       "      <td>0.539000</td>\n",
       "      <td>0.757500</td>\n",
       "      <td>0.268000</td>\n",
       "      <td>0.364000</td>\n",
       "      <td>122.014500</td>\n",
       "      <td>1.084500e-05</td>\n",
       "      <td>0.213950</td>\n",
       "      <td>66.500000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>199</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>190</td>\n",
       "      <td>96</td>\n",
       "      <td>101</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
       "      <td>26</td>\n",
       "      <td>0.693333</td>\n",
       "      <td>0.579000</td>\n",
       "      <td>0.118500</td>\n",
       "      <td>0.459667</td>\n",
       "      <td>140.684333</td>\n",
       "      <td>1.773340e-01</td>\n",
       "      <td>0.072437</td>\n",
       "      <td>55.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>200</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>144</td>\n",
       "      <td>188</td>\n",
       "      <td>115</td>\n",
       "      <td>0</td>\n",
       "      <td>200</td>\n",
       "      <td>19</td>\n",
       "      <td>0.552667</td>\n",
       "      <td>0.642000</td>\n",
       "      <td>0.112667</td>\n",
       "      <td>0.219667</td>\n",
       "      <td>145.573667</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.127000</td>\n",
       "      <td>70.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>201</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>170</td>\n",
       "      <td>52</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>201</td>\n",
       "      <td>19</td>\n",
       "      <td>0.594667</td>\n",
       "      <td>0.707667</td>\n",
       "      <td>0.116767</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>125.350667</td>\n",
       "      <td>9.087833e-04</td>\n",
       "      <td>0.193667</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>202</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>169</td>\n",
       "      <td>149</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>202</td>\n",
       "      <td>17</td>\n",
       "      <td>0.614000</td>\n",
       "      <td>0.603000</td>\n",
       "      <td>0.114033</td>\n",
       "      <td>0.425000</td>\n",
       "      <td>127.729333</td>\n",
       "      <td>6.278333e-05</td>\n",
       "      <td>0.262667</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>203</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>122</td>\n",
       "      <td>174</td>\n",
       "      <td>121</td>\n",
       "      <td>0</td>\n",
       "      <td>203</td>\n",
       "      <td>17</td>\n",
       "      <td>0.441000</td>\n",
       "      <td>0.483000</td>\n",
       "      <td>0.088350</td>\n",
       "      <td>0.512000</td>\n",
       "      <td>62.808500</td>\n",
       "      <td>4.800000e-03</td>\n",
       "      <td>0.219500</td>\n",
       "      <td>72.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>204</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>172</td>\n",
       "      <td>12</td>\n",
       "      <td>147</td>\n",
       "      <td>1</td>\n",
       "      <td>204</td>\n",
       "      <td>19</td>\n",
       "      <td>0.843000</td>\n",
       "      <td>0.708000</td>\n",
       "      <td>0.799000</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>148.140000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.397000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>205</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>39</td>\n",
       "      <td>112</td>\n",
       "      <td>198</td>\n",
       "      <td>0</td>\n",
       "      <td>205</td>\n",
       "      <td>25</td>\n",
       "      <td>0.764667</td>\n",
       "      <td>0.624333</td>\n",
       "      <td>0.221000</td>\n",
       "      <td>0.538000</td>\n",
       "      <td>125.630333</td>\n",
       "      <td>3.533333e-03</td>\n",
       "      <td>0.131067</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>206</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>197</td>\n",
       "      <td>94</td>\n",
       "      <td>162</td>\n",
       "      <td>1</td>\n",
       "      <td>206</td>\n",
       "      <td>27</td>\n",
       "      <td>0.846667</td>\n",
       "      <td>0.620333</td>\n",
       "      <td>0.170967</td>\n",
       "      <td>0.475000</td>\n",
       "      <td>124.775000</td>\n",
       "      <td>5.400000e-07</td>\n",
       "      <td>0.118753</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>207</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>77</td>\n",
       "      <td>116</td>\n",
       "      <td>191</td>\n",
       "      <td>1</td>\n",
       "      <td>207</td>\n",
       "      <td>25</td>\n",
       "      <td>0.713000</td>\n",
       "      <td>0.570000</td>\n",
       "      <td>0.196533</td>\n",
       "      <td>0.364000</td>\n",
       "      <td>147.663000</td>\n",
       "      <td>4.600000e-07</td>\n",
       "      <td>0.135967</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>208</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>54</td>\n",
       "      <td>23</td>\n",
       "      <td>117</td>\n",
       "      <td>1</td>\n",
       "      <td>208</td>\n",
       "      <td>21</td>\n",
       "      <td>0.663500</td>\n",
       "      <td>0.692000</td>\n",
       "      <td>0.252300</td>\n",
       "      <td>0.372500</td>\n",
       "      <td>105.507000</td>\n",
       "      <td>7.020350e-04</td>\n",
       "      <td>0.272900</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>209</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>196</td>\n",
       "      <td>47</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>209</td>\n",
       "      <td>24</td>\n",
       "      <td>0.587333</td>\n",
       "      <td>0.516333</td>\n",
       "      <td>0.184000</td>\n",
       "      <td>0.396333</td>\n",
       "      <td>111.392333</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.233700</td>\n",
       "      <td>72.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>210</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>132</td>\n",
       "      <td>102</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>210</td>\n",
       "      <td>21</td>\n",
       "      <td>0.614933</td>\n",
       "      <td>0.483333</td>\n",
       "      <td>0.342333</td>\n",
       "      <td>0.406667</td>\n",
       "      <td>110.187667</td>\n",
       "      <td>8.486667e-05</td>\n",
       "      <td>0.297973</td>\n",
       "      <td>43.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>211</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>209</td>\n",
       "      <td>226</td>\n",
       "      <td>223</td>\n",
       "      <td>1</td>\n",
       "      <td>211</td>\n",
       "      <td>21</td>\n",
       "      <td>0.706000</td>\n",
       "      <td>0.736000</td>\n",
       "      <td>0.180333</td>\n",
       "      <td>0.580667</td>\n",
       "      <td>122.664000</td>\n",
       "      <td>4.700000e-07</td>\n",
       "      <td>0.098800</td>\n",
       "      <td>63.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>212</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>204</td>\n",
       "      <td>28</td>\n",
       "      <td>182</td>\n",
       "      <td>0</td>\n",
       "      <td>212</td>\n",
       "      <td>16</td>\n",
       "      <td>0.847333</td>\n",
       "      <td>0.518333</td>\n",
       "      <td>0.110700</td>\n",
       "      <td>0.514000</td>\n",
       "      <td>136.657667</td>\n",
       "      <td>1.646667e-03</td>\n",
       "      <td>0.111397</td>\n",
       "      <td>34.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>213</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>75</td>\n",
       "      <td>65</td>\n",
       "      <td>131</td>\n",
       "      <td>0</td>\n",
       "      <td>213</td>\n",
       "      <td>18</td>\n",
       "      <td>0.768500</td>\n",
       "      <td>0.828500</td>\n",
       "      <td>0.237600</td>\n",
       "      <td>0.538000</td>\n",
       "      <td>108.036000</td>\n",
       "      <td>5.900000e-06</td>\n",
       "      <td>0.391500</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>214</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>67</td>\n",
       "      <td>5</td>\n",
       "      <td>76</td>\n",
       "      <td>1</td>\n",
       "      <td>214</td>\n",
       "      <td>17</td>\n",
       "      <td>0.684667</td>\n",
       "      <td>0.680667</td>\n",
       "      <td>0.123867</td>\n",
       "      <td>0.510000</td>\n",
       "      <td>97.023667</td>\n",
       "      <td>2.956667e-06</td>\n",
       "      <td>0.203000</td>\n",
       "      <td>67.333333</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>215</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>24</td>\n",
       "      <td>89</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>215</td>\n",
       "      <td>23</td>\n",
       "      <td>0.909000</td>\n",
       "      <td>0.464000</td>\n",
       "      <td>0.245500</td>\n",
       "      <td>0.571000</td>\n",
       "      <td>141.978000</td>\n",
       "      <td>3.900000e-06</td>\n",
       "      <td>0.002096</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>216</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>56</td>\n",
       "      <td>59</td>\n",
       "      <td>123</td>\n",
       "      <td>0</td>\n",
       "      <td>216</td>\n",
       "      <td>26</td>\n",
       "      <td>0.305500</td>\n",
       "      <td>0.593000</td>\n",
       "      <td>0.171000</td>\n",
       "      <td>0.407500</td>\n",
       "      <td>112.257000</td>\n",
       "      <td>5.950000e-02</td>\n",
       "      <td>0.167500</td>\n",
       "      <td>48.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>217</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>184</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>24</td>\n",
       "      <td>0.561667</td>\n",
       "      <td>0.643667</td>\n",
       "      <td>0.101700</td>\n",
       "      <td>0.494667</td>\n",
       "      <td>114.234333</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.369333</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>218</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>137</td>\n",
       "      <td>205</td>\n",
       "      <td>192</td>\n",
       "      <td>1</td>\n",
       "      <td>218</td>\n",
       "      <td>23</td>\n",
       "      <td>0.443000</td>\n",
       "      <td>0.678500</td>\n",
       "      <td>0.104800</td>\n",
       "      <td>0.279500</td>\n",
       "      <td>93.500000</td>\n",
       "      <td>2.320000e-04</td>\n",
       "      <td>0.606500</td>\n",
       "      <td>73.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>219</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>23</td>\n",
       "      <td>186</td>\n",
       "      <td>53</td>\n",
       "      <td>1</td>\n",
       "      <td>219</td>\n",
       "      <td>20</td>\n",
       "      <td>0.876333</td>\n",
       "      <td>0.610333</td>\n",
       "      <td>0.126933</td>\n",
       "      <td>0.529000</td>\n",
       "      <td>132.267000</td>\n",
       "      <td>4.302667e-02</td>\n",
       "      <td>0.122200</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>220</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>220</td>\n",
       "      <td>20</td>\n",
       "      <td>0.643333</td>\n",
       "      <td>0.648333</td>\n",
       "      <td>0.093133</td>\n",
       "      <td>0.403333</td>\n",
       "      <td>112.669667</td>\n",
       "      <td>2.037733e-02</td>\n",
       "      <td>0.070867</td>\n",
       "      <td>53.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>221</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>57</td>\n",
       "      <td>48</td>\n",
       "      <td>196</td>\n",
       "      <td>0</td>\n",
       "      <td>221</td>\n",
       "      <td>29</td>\n",
       "      <td>0.315000</td>\n",
       "      <td>0.278500</td>\n",
       "      <td>0.069600</td>\n",
       "      <td>0.060350</td>\n",
       "      <td>90.598000</td>\n",
       "      <td>9.175000e-01</td>\n",
       "      <td>0.922000</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>222</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>173</td>\n",
       "      <td>106</td>\n",
       "      <td>157</td>\n",
       "      <td>1</td>\n",
       "      <td>222</td>\n",
       "      <td>9</td>\n",
       "      <td>0.726333</td>\n",
       "      <td>0.675000</td>\n",
       "      <td>0.219667</td>\n",
       "      <td>0.483300</td>\n",
       "      <td>143.776667</td>\n",
       "      <td>2.156667e-04</td>\n",
       "      <td>0.072713</td>\n",
       "      <td>76.666667</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>223</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>104</td>\n",
       "      <td>88</td>\n",
       "      <td>119</td>\n",
       "      <td>0</td>\n",
       "      <td>223</td>\n",
       "      <td>17</td>\n",
       "      <td>0.559667</td>\n",
       "      <td>0.620667</td>\n",
       "      <td>0.143933</td>\n",
       "      <td>0.413333</td>\n",
       "      <td>121.968333</td>\n",
       "      <td>9.441900e-04</td>\n",
       "      <td>0.291250</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>224</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>169</td>\n",
       "      <td>152</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>224</td>\n",
       "      <td>21</td>\n",
       "      <td>0.688667</td>\n",
       "      <td>0.618333</td>\n",
       "      <td>0.181000</td>\n",
       "      <td>0.403333</td>\n",
       "      <td>129.674667</td>\n",
       "      <td>2.116667e-06</td>\n",
       "      <td>0.094933</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>225</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>126</td>\n",
       "      <td>173</td>\n",
       "      <td>203</td>\n",
       "      <td>1</td>\n",
       "      <td>225</td>\n",
       "      <td>19</td>\n",
       "      <td>0.685667</td>\n",
       "      <td>0.604667</td>\n",
       "      <td>0.195667</td>\n",
       "      <td>0.408867</td>\n",
       "      <td>115.113333</td>\n",
       "      <td>3.070100e-01</td>\n",
       "      <td>0.233633</td>\n",
       "      <td>44.666667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>226</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>202</td>\n",
       "      <td>199</td>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "      <td>226</td>\n",
       "      <td>17</td>\n",
       "      <td>0.372700</td>\n",
       "      <td>0.459000</td>\n",
       "      <td>0.199550</td>\n",
       "      <td>0.196000</td>\n",
       "      <td>99.476500</td>\n",
       "      <td>1.475000e-04</td>\n",
       "      <td>0.524000</td>\n",
       "      <td>59.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>228</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>29</td>\n",
       "      <td>81</td>\n",
       "      <td>96</td>\n",
       "      <td>1</td>\n",
       "      <td>228</td>\n",
       "      <td>19</td>\n",
       "      <td>0.670000</td>\n",
       "      <td>0.545000</td>\n",
       "      <td>0.150200</td>\n",
       "      <td>0.451333</td>\n",
       "      <td>94.828000</td>\n",
       "      <td>3.550700e-03</td>\n",
       "      <td>0.132373</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>229</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>19</td>\n",
       "      <td>174</td>\n",
       "      <td>0</td>\n",
       "      <td>229</td>\n",
       "      <td>18</td>\n",
       "      <td>0.758000</td>\n",
       "      <td>0.617000</td>\n",
       "      <td>0.541500</td>\n",
       "      <td>0.518500</td>\n",
       "      <td>154.999500</td>\n",
       "      <td>1.293175e-03</td>\n",
       "      <td>0.116650</td>\n",
       "      <td>59.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>230</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>200</td>\n",
       "      <td>69</td>\n",
       "      <td>88</td>\n",
       "      <td>0</td>\n",
       "      <td>230</td>\n",
       "      <td>23</td>\n",
       "      <td>0.519500</td>\n",
       "      <td>0.555000</td>\n",
       "      <td>0.113350</td>\n",
       "      <td>0.321000</td>\n",
       "      <td>112.020500</td>\n",
       "      <td>1.250000e-03</td>\n",
       "      <td>0.523000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>231</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>100</td>\n",
       "      <td>153</td>\n",
       "      <td>91</td>\n",
       "      <td>1</td>\n",
       "      <td>231</td>\n",
       "      <td>15</td>\n",
       "      <td>0.635500</td>\n",
       "      <td>0.520500</td>\n",
       "      <td>0.210300</td>\n",
       "      <td>0.498500</td>\n",
       "      <td>115.990000</td>\n",
       "      <td>1.635000e-02</td>\n",
       "      <td>0.015955</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>232</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>143</td>\n",
       "      <td>107</td>\n",
       "      <td>52</td>\n",
       "      <td>1</td>\n",
       "      <td>232</td>\n",
       "      <td>23</td>\n",
       "      <td>0.738333</td>\n",
       "      <td>0.686000</td>\n",
       "      <td>0.283033</td>\n",
       "      <td>0.778667</td>\n",
       "      <td>99.346667</td>\n",
       "      <td>6.003667e-02</td>\n",
       "      <td>0.017473</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>233</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>214</td>\n",
       "      <td>7</td>\n",
       "      <td>218</td>\n",
       "      <td>0</td>\n",
       "      <td>233</td>\n",
       "      <td>8</td>\n",
       "      <td>0.633000</td>\n",
       "      <td>0.800333</td>\n",
       "      <td>0.392467</td>\n",
       "      <td>0.638000</td>\n",
       "      <td>119.664333</td>\n",
       "      <td>4.833333e-06</td>\n",
       "      <td>0.047067</td>\n",
       "      <td>75.333333</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>234</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>42</td>\n",
       "      <td>208</td>\n",
       "      <td>124</td>\n",
       "      <td>1</td>\n",
       "      <td>234</td>\n",
       "      <td>27</td>\n",
       "      <td>0.521333</td>\n",
       "      <td>0.549000</td>\n",
       "      <td>0.140700</td>\n",
       "      <td>0.591333</td>\n",
       "      <td>112.479333</td>\n",
       "      <td>3.218433e-03</td>\n",
       "      <td>0.236667</td>\n",
       "      <td>53.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for column in spotify_survey_df.columns:\n",
    "    if spotify_survey_df[column].dtype == type(object):\n",
    "        le = preprocessing.LabelEncoder()\n",
    "        spotify_survey_df[column] = le.fit_transform(spotify_survey_df[column])\n",
    "        \n",
    "#removing NaN values on rows. Alternative perform mean on column values but actually it doesnt realy value add much, so its better to remove.\n",
    "spotify_survey_df = spotify_survey_df.dropna()\n",
    "\n",
    "print(\"Dataframe:\")\n",
    "display(HTML(spotify_survey_df.to_html()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train-Test Split"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Assign the features to `X` and the target to `y`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataframe:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_health</th>\n",
       "      <th>energy</th>\n",
       "      <th>dance</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>instrumental</th>\n",
       "      <th>acoustic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>21</td>\n",
       "      <td>0.633000</td>\n",
       "      <td>0.655000</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>0.571500</td>\n",
       "      <td>98.368000</td>\n",
       "      <td>2.535000e-05</td>\n",
       "      <td>0.281600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>25</td>\n",
       "      <td>0.655000</td>\n",
       "      <td>0.526000</td>\n",
       "      <td>0.116000</td>\n",
       "      <td>0.156000</td>\n",
       "      <td>121.127000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.056600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>23</td>\n",
       "      <td>0.745500</td>\n",
       "      <td>0.742000</td>\n",
       "      <td>0.183500</td>\n",
       "      <td>0.618500</td>\n",
       "      <td>125.009000</td>\n",
       "      <td>2.305000e-05</td>\n",
       "      <td>0.053800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>24</td>\n",
       "      <td>0.739000</td>\n",
       "      <td>0.681667</td>\n",
       "      <td>0.148900</td>\n",
       "      <td>0.596000</td>\n",
       "      <td>113.576000</td>\n",
       "      <td>1.280000e-06</td>\n",
       "      <td>0.348867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>15</td>\n",
       "      <td>0.539000</td>\n",
       "      <td>0.513000</td>\n",
       "      <td>0.215500</td>\n",
       "      <td>0.291500</td>\n",
       "      <td>122.460500</td>\n",
       "      <td>4.643500e-01</td>\n",
       "      <td>0.599500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>22</td>\n",
       "      <td>0.740667</td>\n",
       "      <td>0.511667</td>\n",
       "      <td>0.114500</td>\n",
       "      <td>0.416000</td>\n",
       "      <td>149.958000</td>\n",
       "      <td>3.223000e-05</td>\n",
       "      <td>0.090370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>20</td>\n",
       "      <td>0.641000</td>\n",
       "      <td>0.692000</td>\n",
       "      <td>0.188867</td>\n",
       "      <td>0.393667</td>\n",
       "      <td>137.599333</td>\n",
       "      <td>9.554500e-04</td>\n",
       "      <td>0.107807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>21</td>\n",
       "      <td>0.496000</td>\n",
       "      <td>0.647000</td>\n",
       "      <td>0.211500</td>\n",
       "      <td>0.422000</td>\n",
       "      <td>115.527500</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.822500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>13</td>\n",
       "      <td>0.549333</td>\n",
       "      <td>0.713333</td>\n",
       "      <td>0.174267</td>\n",
       "      <td>0.365333</td>\n",
       "      <td>111.394333</td>\n",
       "      <td>3.705400e-02</td>\n",
       "      <td>0.235263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>20</td>\n",
       "      <td>0.558000</td>\n",
       "      <td>0.515000</td>\n",
       "      <td>0.130433</td>\n",
       "      <td>0.509000</td>\n",
       "      <td>152.126333</td>\n",
       "      <td>7.783333e-04</td>\n",
       "      <td>0.428787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>26</td>\n",
       "      <td>0.584333</td>\n",
       "      <td>0.740667</td>\n",
       "      <td>0.284933</td>\n",
       "      <td>0.394333</td>\n",
       "      <td>102.034667</td>\n",
       "      <td>5.400000e-05</td>\n",
       "      <td>0.468667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>21</td>\n",
       "      <td>0.332000</td>\n",
       "      <td>0.261500</td>\n",
       "      <td>0.209000</td>\n",
       "      <td>0.383500</td>\n",
       "      <td>161.619500</td>\n",
       "      <td>8.330000e-01</td>\n",
       "      <td>0.890000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>15</td>\n",
       "      <td>0.789333</td>\n",
       "      <td>0.500333</td>\n",
       "      <td>0.132167</td>\n",
       "      <td>0.228000</td>\n",
       "      <td>131.532667</td>\n",
       "      <td>2.556797e-01</td>\n",
       "      <td>0.061902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>22</td>\n",
       "      <td>0.677333</td>\n",
       "      <td>0.655333</td>\n",
       "      <td>0.260333</td>\n",
       "      <td>0.346667</td>\n",
       "      <td>105.389000</td>\n",
       "      <td>9.539333e-04</td>\n",
       "      <td>0.049707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>26</td>\n",
       "      <td>0.677500</td>\n",
       "      <td>0.812500</td>\n",
       "      <td>0.116100</td>\n",
       "      <td>0.775500</td>\n",
       "      <td>111.560500</td>\n",
       "      <td>3.220000e-05</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>10</td>\n",
       "      <td>0.143000</td>\n",
       "      <td>0.175000</td>\n",
       "      <td>0.091500</td>\n",
       "      <td>0.066200</td>\n",
       "      <td>173.330000</td>\n",
       "      <td>9.330000e-01</td>\n",
       "      <td>0.937000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>14</td>\n",
       "      <td>0.699000</td>\n",
       "      <td>0.604000</td>\n",
       "      <td>0.341000</td>\n",
       "      <td>0.367000</td>\n",
       "      <td>128.056000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.020800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>19</td>\n",
       "      <td>0.654000</td>\n",
       "      <td>0.645000</td>\n",
       "      <td>0.258000</td>\n",
       "      <td>0.727000</td>\n",
       "      <td>104.842500</td>\n",
       "      <td>2.120000e-03</td>\n",
       "      <td>0.060250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>21</td>\n",
       "      <td>0.548667</td>\n",
       "      <td>0.610333</td>\n",
       "      <td>0.363333</td>\n",
       "      <td>0.412667</td>\n",
       "      <td>97.827667</td>\n",
       "      <td>1.356667e-06</td>\n",
       "      <td>0.368267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>22</td>\n",
       "      <td>0.637000</td>\n",
       "      <td>0.540000</td>\n",
       "      <td>0.143500</td>\n",
       "      <td>0.311500</td>\n",
       "      <td>147.074500</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.051300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>25</td>\n",
       "      <td>0.601000</td>\n",
       "      <td>0.490333</td>\n",
       "      <td>0.260000</td>\n",
       "      <td>0.384400</td>\n",
       "      <td>104.374667</td>\n",
       "      <td>5.646333e-01</td>\n",
       "      <td>0.382100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>16</td>\n",
       "      <td>0.680667</td>\n",
       "      <td>0.529333</td>\n",
       "      <td>0.230000</td>\n",
       "      <td>0.253667</td>\n",
       "      <td>107.044000</td>\n",
       "      <td>2.573967e-03</td>\n",
       "      <td>0.012107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>20</td>\n",
       "      <td>0.545000</td>\n",
       "      <td>0.805500</td>\n",
       "      <td>0.096150</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>96.762500</td>\n",
       "      <td>8.455000e-05</td>\n",
       "      <td>0.167000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>19</td>\n",
       "      <td>0.660000</td>\n",
       "      <td>0.557667</td>\n",
       "      <td>0.100700</td>\n",
       "      <td>0.393333</td>\n",
       "      <td>141.500333</td>\n",
       "      <td>1.614433e-04</td>\n",
       "      <td>0.031633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>14</td>\n",
       "      <td>0.858333</td>\n",
       "      <td>0.492000</td>\n",
       "      <td>0.092433</td>\n",
       "      <td>0.184767</td>\n",
       "      <td>128.737667</td>\n",
       "      <td>4.426400e-04</td>\n",
       "      <td>0.010986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>23</td>\n",
       "      <td>0.692667</td>\n",
       "      <td>0.629667</td>\n",
       "      <td>0.120833</td>\n",
       "      <td>0.368000</td>\n",
       "      <td>101.204667</td>\n",
       "      <td>6.733333e-07</td>\n",
       "      <td>0.214000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>23</td>\n",
       "      <td>0.736667</td>\n",
       "      <td>0.738667</td>\n",
       "      <td>0.230333</td>\n",
       "      <td>0.505000</td>\n",
       "      <td>101.296000</td>\n",
       "      <td>9.533333e-04</td>\n",
       "      <td>0.032473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>21</td>\n",
       "      <td>0.651667</td>\n",
       "      <td>0.804000</td>\n",
       "      <td>0.140733</td>\n",
       "      <td>0.422000</td>\n",
       "      <td>112.730000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.074600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>17</td>\n",
       "      <td>0.706000</td>\n",
       "      <td>0.819333</td>\n",
       "      <td>0.292300</td>\n",
       "      <td>0.673000</td>\n",
       "      <td>121.275000</td>\n",
       "      <td>1.963337e-01</td>\n",
       "      <td>0.032826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>17</td>\n",
       "      <td>0.383667</td>\n",
       "      <td>0.526667</td>\n",
       "      <td>0.151333</td>\n",
       "      <td>0.355000</td>\n",
       "      <td>117.888333</td>\n",
       "      <td>6.200000e-01</td>\n",
       "      <td>0.691667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>23</td>\n",
       "      <td>0.553667</td>\n",
       "      <td>0.619333</td>\n",
       "      <td>0.146467</td>\n",
       "      <td>0.611000</td>\n",
       "      <td>141.675000</td>\n",
       "      <td>1.222667e-05</td>\n",
       "      <td>0.287967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>25</td>\n",
       "      <td>0.793333</td>\n",
       "      <td>0.844333</td>\n",
       "      <td>0.278100</td>\n",
       "      <td>0.701333</td>\n",
       "      <td>110.878667</td>\n",
       "      <td>9.443333e-06</td>\n",
       "      <td>0.077800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>17</td>\n",
       "      <td>0.697500</td>\n",
       "      <td>0.599000</td>\n",
       "      <td>0.135500</td>\n",
       "      <td>0.315000</td>\n",
       "      <td>131.935000</td>\n",
       "      <td>1.075034e-01</td>\n",
       "      <td>0.183450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>27</td>\n",
       "      <td>0.567000</td>\n",
       "      <td>0.765500</td>\n",
       "      <td>0.104650</td>\n",
       "      <td>0.539500</td>\n",
       "      <td>97.528500</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.378500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>22</td>\n",
       "      <td>0.663667</td>\n",
       "      <td>0.524333</td>\n",
       "      <td>0.362333</td>\n",
       "      <td>0.545667</td>\n",
       "      <td>111.074667</td>\n",
       "      <td>5.400000e-04</td>\n",
       "      <td>0.324800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>19</td>\n",
       "      <td>0.967667</td>\n",
       "      <td>0.383333</td>\n",
       "      <td>0.368667</td>\n",
       "      <td>0.549000</td>\n",
       "      <td>160.303000</td>\n",
       "      <td>2.997339e-01</td>\n",
       "      <td>0.005795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>21</td>\n",
       "      <td>0.847000</td>\n",
       "      <td>0.602333</td>\n",
       "      <td>0.072000</td>\n",
       "      <td>0.456333</td>\n",
       "      <td>117.990000</td>\n",
       "      <td>1.940000e-02</td>\n",
       "      <td>0.015347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>22</td>\n",
       "      <td>0.517667</td>\n",
       "      <td>0.594000</td>\n",
       "      <td>0.123333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>139.550333</td>\n",
       "      <td>5.783333e-06</td>\n",
       "      <td>0.133667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>15</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.538000</td>\n",
       "      <td>0.367000</td>\n",
       "      <td>0.678000</td>\n",
       "      <td>106.031000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.004250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>10</td>\n",
       "      <td>0.633333</td>\n",
       "      <td>0.573333</td>\n",
       "      <td>0.204667</td>\n",
       "      <td>0.485000</td>\n",
       "      <td>122.300333</td>\n",
       "      <td>4.066667e-05</td>\n",
       "      <td>0.379127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>22</td>\n",
       "      <td>0.622667</td>\n",
       "      <td>0.744667</td>\n",
       "      <td>0.120333</td>\n",
       "      <td>0.576000</td>\n",
       "      <td>159.931333</td>\n",
       "      <td>3.730000e-05</td>\n",
       "      <td>0.040802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>24</td>\n",
       "      <td>0.426667</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>0.118833</td>\n",
       "      <td>0.299333</td>\n",
       "      <td>86.421667</td>\n",
       "      <td>1.699083e-03</td>\n",
       "      <td>0.290733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>6</td>\n",
       "      <td>0.668333</td>\n",
       "      <td>0.647333</td>\n",
       "      <td>0.136867</td>\n",
       "      <td>0.358000</td>\n",
       "      <td>113.345333</td>\n",
       "      <td>1.386948e-01</td>\n",
       "      <td>0.144197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>20</td>\n",
       "      <td>0.393333</td>\n",
       "      <td>0.617333</td>\n",
       "      <td>0.101667</td>\n",
       "      <td>0.415333</td>\n",
       "      <td>131.365000</td>\n",
       "      <td>8.696667e-02</td>\n",
       "      <td>0.016377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>9</td>\n",
       "      <td>0.618000</td>\n",
       "      <td>0.679000</td>\n",
       "      <td>0.111000</td>\n",
       "      <td>0.450667</td>\n",
       "      <td>97.902000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.173500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>11</td>\n",
       "      <td>0.661000</td>\n",
       "      <td>0.682667</td>\n",
       "      <td>0.167667</td>\n",
       "      <td>0.509333</td>\n",
       "      <td>102.660000</td>\n",
       "      <td>1.373333e-05</td>\n",
       "      <td>0.295333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>12</td>\n",
       "      <td>0.666000</td>\n",
       "      <td>0.710333</td>\n",
       "      <td>0.116367</td>\n",
       "      <td>0.488000</td>\n",
       "      <td>147.317667</td>\n",
       "      <td>4.380000e-06</td>\n",
       "      <td>0.094787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>21</td>\n",
       "      <td>0.814000</td>\n",
       "      <td>0.644000</td>\n",
       "      <td>0.213000</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>145.041000</td>\n",
       "      <td>1.590000e-06</td>\n",
       "      <td>0.164000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>23</td>\n",
       "      <td>0.916000</td>\n",
       "      <td>0.671000</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>0.803000</td>\n",
       "      <td>126.010000</td>\n",
       "      <td>7.620000e-03</td>\n",
       "      <td>0.028200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>23</td>\n",
       "      <td>0.617000</td>\n",
       "      <td>0.585333</td>\n",
       "      <td>0.138333</td>\n",
       "      <td>0.315000</td>\n",
       "      <td>163.039333</td>\n",
       "      <td>1.813367e-04</td>\n",
       "      <td>0.280667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>22</td>\n",
       "      <td>0.651333</td>\n",
       "      <td>0.557667</td>\n",
       "      <td>0.083533</td>\n",
       "      <td>0.634000</td>\n",
       "      <td>101.174333</td>\n",
       "      <td>9.100000e-06</td>\n",
       "      <td>0.249783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>25</td>\n",
       "      <td>0.506333</td>\n",
       "      <td>0.381000</td>\n",
       "      <td>0.176667</td>\n",
       "      <td>0.524767</td>\n",
       "      <td>106.713667</td>\n",
       "      <td>5.570024e-01</td>\n",
       "      <td>0.585533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>23</td>\n",
       "      <td>0.740000</td>\n",
       "      <td>0.618333</td>\n",
       "      <td>0.174000</td>\n",
       "      <td>0.543667</td>\n",
       "      <td>105.449667</td>\n",
       "      <td>2.122333e-04</td>\n",
       "      <td>0.054100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>20</td>\n",
       "      <td>0.732333</td>\n",
       "      <td>0.627333</td>\n",
       "      <td>0.164667</td>\n",
       "      <td>0.390000</td>\n",
       "      <td>139.689667</td>\n",
       "      <td>2.516667e-06</td>\n",
       "      <td>0.149717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>13</td>\n",
       "      <td>0.362000</td>\n",
       "      <td>0.709000</td>\n",
       "      <td>0.109000</td>\n",
       "      <td>0.113000</td>\n",
       "      <td>122.043000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.157000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>8</td>\n",
       "      <td>0.944000</td>\n",
       "      <td>0.395000</td>\n",
       "      <td>0.143600</td>\n",
       "      <td>0.401000</td>\n",
       "      <td>151.887000</td>\n",
       "      <td>5.726667e-06</td>\n",
       "      <td>0.005051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>19</td>\n",
       "      <td>0.709667</td>\n",
       "      <td>0.579000</td>\n",
       "      <td>0.208467</td>\n",
       "      <td>0.525667</td>\n",
       "      <td>149.412667</td>\n",
       "      <td>2.974557e-01</td>\n",
       "      <td>0.338433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>14</td>\n",
       "      <td>0.545000</td>\n",
       "      <td>0.707667</td>\n",
       "      <td>0.216100</td>\n",
       "      <td>0.553667</td>\n",
       "      <td>122.946667</td>\n",
       "      <td>1.533333e-04</td>\n",
       "      <td>0.233000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>13</td>\n",
       "      <td>0.470667</td>\n",
       "      <td>0.478000</td>\n",
       "      <td>0.195333</td>\n",
       "      <td>0.458333</td>\n",
       "      <td>120.997000</td>\n",
       "      <td>3.542800e-04</td>\n",
       "      <td>0.606333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>23</td>\n",
       "      <td>0.777000</td>\n",
       "      <td>0.662333</td>\n",
       "      <td>0.237333</td>\n",
       "      <td>0.678000</td>\n",
       "      <td>123.373000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.277100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>19</td>\n",
       "      <td>0.658333</td>\n",
       "      <td>0.686000</td>\n",
       "      <td>0.083767</td>\n",
       "      <td>0.560333</td>\n",
       "      <td>148.321000</td>\n",
       "      <td>7.949640e-02</td>\n",
       "      <td>0.070033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>27</td>\n",
       "      <td>0.590500</td>\n",
       "      <td>0.745500</td>\n",
       "      <td>0.131700</td>\n",
       "      <td>0.363850</td>\n",
       "      <td>155.958000</td>\n",
       "      <td>3.220000e-05</td>\n",
       "      <td>0.101050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>13</td>\n",
       "      <td>0.672000</td>\n",
       "      <td>0.719500</td>\n",
       "      <td>0.301500</td>\n",
       "      <td>0.441500</td>\n",
       "      <td>144.566000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.037850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>20</td>\n",
       "      <td>0.562333</td>\n",
       "      <td>0.675000</td>\n",
       "      <td>0.113900</td>\n",
       "      <td>0.453333</td>\n",
       "      <td>133.976000</td>\n",
       "      <td>8.433545e-02</td>\n",
       "      <td>0.407000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>21</td>\n",
       "      <td>0.958333</td>\n",
       "      <td>0.531667</td>\n",
       "      <td>0.304000</td>\n",
       "      <td>0.409000</td>\n",
       "      <td>123.699667</td>\n",
       "      <td>1.423200e-04</td>\n",
       "      <td>0.000367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>13</td>\n",
       "      <td>0.557000</td>\n",
       "      <td>0.746000</td>\n",
       "      <td>0.139800</td>\n",
       "      <td>0.620000</td>\n",
       "      <td>139.993333</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.286333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>17</td>\n",
       "      <td>0.688333</td>\n",
       "      <td>0.694000</td>\n",
       "      <td>0.130967</td>\n",
       "      <td>0.579333</td>\n",
       "      <td>112.301333</td>\n",
       "      <td>1.133000e-04</td>\n",
       "      <td>0.234667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>22</td>\n",
       "      <td>0.781333</td>\n",
       "      <td>0.660333</td>\n",
       "      <td>0.247333</td>\n",
       "      <td>0.813333</td>\n",
       "      <td>167.023000</td>\n",
       "      <td>4.933333e-07</td>\n",
       "      <td>0.357000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>20</td>\n",
       "      <td>0.656000</td>\n",
       "      <td>0.697000</td>\n",
       "      <td>0.221000</td>\n",
       "      <td>0.881000</td>\n",
       "      <td>119.632000</td>\n",
       "      <td>4.660000e-05</td>\n",
       "      <td>0.430000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>23</td>\n",
       "      <td>0.671000</td>\n",
       "      <td>0.675000</td>\n",
       "      <td>0.089267</td>\n",
       "      <td>0.459333</td>\n",
       "      <td>108.984000</td>\n",
       "      <td>4.931000e-02</td>\n",
       "      <td>0.030833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>22</td>\n",
       "      <td>0.696333</td>\n",
       "      <td>0.647667</td>\n",
       "      <td>0.196000</td>\n",
       "      <td>0.480000</td>\n",
       "      <td>134.817333</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.104297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>22</td>\n",
       "      <td>0.588667</td>\n",
       "      <td>0.622667</td>\n",
       "      <td>0.141333</td>\n",
       "      <td>0.275667</td>\n",
       "      <td>105.739667</td>\n",
       "      <td>9.066667e-04</td>\n",
       "      <td>0.085433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>14</td>\n",
       "      <td>0.703667</td>\n",
       "      <td>0.596333</td>\n",
       "      <td>0.209000</td>\n",
       "      <td>0.463667</td>\n",
       "      <td>118.134333</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.184367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>14</td>\n",
       "      <td>0.446000</td>\n",
       "      <td>0.712333</td>\n",
       "      <td>0.141433</td>\n",
       "      <td>0.482000</td>\n",
       "      <td>117.997333</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.360333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>20</td>\n",
       "      <td>0.653000</td>\n",
       "      <td>0.703000</td>\n",
       "      <td>0.131433</td>\n",
       "      <td>0.408667</td>\n",
       "      <td>98.361667</td>\n",
       "      <td>4.766667e-04</td>\n",
       "      <td>0.322187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>19</td>\n",
       "      <td>0.584667</td>\n",
       "      <td>0.635667</td>\n",
       "      <td>0.167333</td>\n",
       "      <td>0.545333</td>\n",
       "      <td>156.392667</td>\n",
       "      <td>2.116667e-06</td>\n",
       "      <td>0.326433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>18</td>\n",
       "      <td>0.618333</td>\n",
       "      <td>0.782000</td>\n",
       "      <td>0.094200</td>\n",
       "      <td>0.554000</td>\n",
       "      <td>116.822667</td>\n",
       "      <td>1.696667e-05</td>\n",
       "      <td>0.128700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>21</td>\n",
       "      <td>0.675333</td>\n",
       "      <td>0.539333</td>\n",
       "      <td>0.083667</td>\n",
       "      <td>0.424667</td>\n",
       "      <td>129.060333</td>\n",
       "      <td>7.402210e-02</td>\n",
       "      <td>0.427667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>15</td>\n",
       "      <td>0.610500</td>\n",
       "      <td>0.543000</td>\n",
       "      <td>0.285500</td>\n",
       "      <td>0.327500</td>\n",
       "      <td>109.216000</td>\n",
       "      <td>2.195000e-06</td>\n",
       "      <td>0.166370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>19</td>\n",
       "      <td>0.609500</td>\n",
       "      <td>0.627000</td>\n",
       "      <td>0.126000</td>\n",
       "      <td>0.348500</td>\n",
       "      <td>143.996000</td>\n",
       "      <td>2.298175e-03</td>\n",
       "      <td>0.095400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>18</td>\n",
       "      <td>0.658000</td>\n",
       "      <td>0.688000</td>\n",
       "      <td>0.335000</td>\n",
       "      <td>0.280000</td>\n",
       "      <td>75.615000</td>\n",
       "      <td>1.890000e-06</td>\n",
       "      <td>0.105000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>21</td>\n",
       "      <td>0.470333</td>\n",
       "      <td>0.526333</td>\n",
       "      <td>0.134000</td>\n",
       "      <td>0.192333</td>\n",
       "      <td>96.907333</td>\n",
       "      <td>2.982733e-01</td>\n",
       "      <td>0.338533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>21</td>\n",
       "      <td>0.623667</td>\n",
       "      <td>0.733000</td>\n",
       "      <td>0.109367</td>\n",
       "      <td>0.559667</td>\n",
       "      <td>153.361000</td>\n",
       "      <td>3.173333e-06</td>\n",
       "      <td>0.318000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>23</td>\n",
       "      <td>0.842000</td>\n",
       "      <td>0.529667</td>\n",
       "      <td>0.163333</td>\n",
       "      <td>0.537667</td>\n",
       "      <td>127.324000</td>\n",
       "      <td>2.706667e-01</td>\n",
       "      <td>0.045654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>22</td>\n",
       "      <td>0.536500</td>\n",
       "      <td>0.896000</td>\n",
       "      <td>0.147000</td>\n",
       "      <td>0.582500</td>\n",
       "      <td>149.032500</td>\n",
       "      <td>3.603000e-05</td>\n",
       "      <td>0.093500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>22</td>\n",
       "      <td>0.525333</td>\n",
       "      <td>0.765667</td>\n",
       "      <td>0.106767</td>\n",
       "      <td>0.489667</td>\n",
       "      <td>132.285667</td>\n",
       "      <td>2.040000e-05</td>\n",
       "      <td>0.252369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>19</td>\n",
       "      <td>0.454667</td>\n",
       "      <td>0.690333</td>\n",
       "      <td>0.199333</td>\n",
       "      <td>0.405667</td>\n",
       "      <td>103.468000</td>\n",
       "      <td>1.590000e-05</td>\n",
       "      <td>0.296533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>13</td>\n",
       "      <td>0.549333</td>\n",
       "      <td>0.713333</td>\n",
       "      <td>0.174267</td>\n",
       "      <td>0.365333</td>\n",
       "      <td>111.394333</td>\n",
       "      <td>3.705400e-02</td>\n",
       "      <td>0.235263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>16</td>\n",
       "      <td>0.708000</td>\n",
       "      <td>0.568000</td>\n",
       "      <td>0.078200</td>\n",
       "      <td>0.343500</td>\n",
       "      <td>83.981000</td>\n",
       "      <td>2.650000e-06</td>\n",
       "      <td>0.040150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>17</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>0.691667</td>\n",
       "      <td>0.145333</td>\n",
       "      <td>0.618667</td>\n",
       "      <td>151.106667</td>\n",
       "      <td>2.040000e-05</td>\n",
       "      <td>0.223736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>12</td>\n",
       "      <td>0.698333</td>\n",
       "      <td>0.601333</td>\n",
       "      <td>0.244000</td>\n",
       "      <td>0.332667</td>\n",
       "      <td>107.630333</td>\n",
       "      <td>4.786667e-05</td>\n",
       "      <td>0.077400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>14</td>\n",
       "      <td>0.677000</td>\n",
       "      <td>0.365000</td>\n",
       "      <td>0.403000</td>\n",
       "      <td>0.261000</td>\n",
       "      <td>147.906000</td>\n",
       "      <td>3.300000e-03</td>\n",
       "      <td>0.011100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>21</td>\n",
       "      <td>0.686000</td>\n",
       "      <td>0.681000</td>\n",
       "      <td>0.173850</td>\n",
       "      <td>0.198000</td>\n",
       "      <td>124.487500</td>\n",
       "      <td>9.935000e-03</td>\n",
       "      <td>0.200500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>20</td>\n",
       "      <td>0.647000</td>\n",
       "      <td>0.864000</td>\n",
       "      <td>0.099750</td>\n",
       "      <td>0.853000</td>\n",
       "      <td>120.526000</td>\n",
       "      <td>6.500500e-04</td>\n",
       "      <td>0.450500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>17</td>\n",
       "      <td>0.526500</td>\n",
       "      <td>0.723500</td>\n",
       "      <td>0.462000</td>\n",
       "      <td>0.487000</td>\n",
       "      <td>111.042000</td>\n",
       "      <td>2.015000e-06</td>\n",
       "      <td>0.259085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>15</td>\n",
       "      <td>0.512667</td>\n",
       "      <td>0.633333</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>0.408333</td>\n",
       "      <td>108.265000</td>\n",
       "      <td>1.600000e-04</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>12</td>\n",
       "      <td>0.647000</td>\n",
       "      <td>0.676667</td>\n",
       "      <td>0.208667</td>\n",
       "      <td>0.515000</td>\n",
       "      <td>108.668333</td>\n",
       "      <td>2.616667e-02</td>\n",
       "      <td>0.347037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>24</td>\n",
       "      <td>0.604667</td>\n",
       "      <td>0.577667</td>\n",
       "      <td>0.330667</td>\n",
       "      <td>0.404000</td>\n",
       "      <td>110.150667</td>\n",
       "      <td>1.386813e-02</td>\n",
       "      <td>0.160467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>25</td>\n",
       "      <td>0.886000</td>\n",
       "      <td>0.603000</td>\n",
       "      <td>0.260000</td>\n",
       "      <td>0.395000</td>\n",
       "      <td>126.025000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>19</td>\n",
       "      <td>0.708667</td>\n",
       "      <td>0.738000</td>\n",
       "      <td>0.333967</td>\n",
       "      <td>0.587333</td>\n",
       "      <td>130.973000</td>\n",
       "      <td>9.533333e-04</td>\n",
       "      <td>0.031773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>20</td>\n",
       "      <td>0.740333</td>\n",
       "      <td>0.672333</td>\n",
       "      <td>0.135000</td>\n",
       "      <td>0.484333</td>\n",
       "      <td>132.999333</td>\n",
       "      <td>2.214000e-05</td>\n",
       "      <td>0.082367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>14</td>\n",
       "      <td>0.890000</td>\n",
       "      <td>0.479000</td>\n",
       "      <td>0.370000</td>\n",
       "      <td>0.304333</td>\n",
       "      <td>141.630667</td>\n",
       "      <td>3.542800e-02</td>\n",
       "      <td>0.000398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>16</td>\n",
       "      <td>0.439333</td>\n",
       "      <td>0.748333</td>\n",
       "      <td>0.116000</td>\n",
       "      <td>0.378500</td>\n",
       "      <td>131.289000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.484000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>17</td>\n",
       "      <td>0.841000</td>\n",
       "      <td>0.547000</td>\n",
       "      <td>0.152767</td>\n",
       "      <td>0.325333</td>\n",
       "      <td>114.456333</td>\n",
       "      <td>6.126847e-01</td>\n",
       "      <td>0.367400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>26</td>\n",
       "      <td>0.529333</td>\n",
       "      <td>0.654333</td>\n",
       "      <td>0.169833</td>\n",
       "      <td>0.512333</td>\n",
       "      <td>115.455000</td>\n",
       "      <td>3.330000e-05</td>\n",
       "      <td>0.465200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>14</td>\n",
       "      <td>0.451333</td>\n",
       "      <td>0.478667</td>\n",
       "      <td>0.116667</td>\n",
       "      <td>0.276000</td>\n",
       "      <td>141.873000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.437333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>14</td>\n",
       "      <td>0.773333</td>\n",
       "      <td>0.334667</td>\n",
       "      <td>0.122033</td>\n",
       "      <td>0.263000</td>\n",
       "      <td>166.634000</td>\n",
       "      <td>1.099267e-02</td>\n",
       "      <td>0.003586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>13</td>\n",
       "      <td>0.917667</td>\n",
       "      <td>0.496000</td>\n",
       "      <td>0.368667</td>\n",
       "      <td>0.272667</td>\n",
       "      <td>146.667333</td>\n",
       "      <td>1.371100e-01</td>\n",
       "      <td>0.000438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>16</td>\n",
       "      <td>0.719667</td>\n",
       "      <td>0.682667</td>\n",
       "      <td>0.113400</td>\n",
       "      <td>0.809333</td>\n",
       "      <td>113.065667</td>\n",
       "      <td>2.036667e-05</td>\n",
       "      <td>0.092127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>23</td>\n",
       "      <td>0.473000</td>\n",
       "      <td>0.765000</td>\n",
       "      <td>0.391000</td>\n",
       "      <td>0.340000</td>\n",
       "      <td>119.992000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.287000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>30</td>\n",
       "      <td>0.571000</td>\n",
       "      <td>0.743000</td>\n",
       "      <td>0.291000</td>\n",
       "      <td>0.495000</td>\n",
       "      <td>119.054000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.240000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>16</td>\n",
       "      <td>0.749000</td>\n",
       "      <td>0.556000</td>\n",
       "      <td>0.177500</td>\n",
       "      <td>0.313500</td>\n",
       "      <td>106.958500</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.260500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>20</td>\n",
       "      <td>0.768500</td>\n",
       "      <td>0.637500</td>\n",
       "      <td>0.190900</td>\n",
       "      <td>0.560500</td>\n",
       "      <td>128.025000</td>\n",
       "      <td>1.695000e-06</td>\n",
       "      <td>0.065050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>15</td>\n",
       "      <td>0.503000</td>\n",
       "      <td>0.658667</td>\n",
       "      <td>0.093000</td>\n",
       "      <td>0.490000</td>\n",
       "      <td>151.451000</td>\n",
       "      <td>8.033333e-05</td>\n",
       "      <td>0.252000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>15</td>\n",
       "      <td>0.716000</td>\n",
       "      <td>0.687667</td>\n",
       "      <td>0.176667</td>\n",
       "      <td>0.608000</td>\n",
       "      <td>148.460333</td>\n",
       "      <td>2.116667e-06</td>\n",
       "      <td>0.269100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>22</td>\n",
       "      <td>0.664333</td>\n",
       "      <td>0.725667</td>\n",
       "      <td>0.118133</td>\n",
       "      <td>0.532333</td>\n",
       "      <td>117.350667</td>\n",
       "      <td>9.079367e-04</td>\n",
       "      <td>0.037547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>23</td>\n",
       "      <td>0.477000</td>\n",
       "      <td>0.747000</td>\n",
       "      <td>0.114000</td>\n",
       "      <td>0.321000</td>\n",
       "      <td>93.440000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.096200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>20</td>\n",
       "      <td>0.692000</td>\n",
       "      <td>0.709667</td>\n",
       "      <td>0.134000</td>\n",
       "      <td>0.403333</td>\n",
       "      <td>132.010333</td>\n",
       "      <td>1.512000e-05</td>\n",
       "      <td>0.085667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>15</td>\n",
       "      <td>0.915000</td>\n",
       "      <td>0.385667</td>\n",
       "      <td>0.231100</td>\n",
       "      <td>0.232000</td>\n",
       "      <td>114.203000</td>\n",
       "      <td>4.935003e-01</td>\n",
       "      <td>0.000733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>24</td>\n",
       "      <td>0.691000</td>\n",
       "      <td>0.586000</td>\n",
       "      <td>0.143000</td>\n",
       "      <td>0.549500</td>\n",
       "      <td>91.356000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.363500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>20</td>\n",
       "      <td>0.564333</td>\n",
       "      <td>0.799333</td>\n",
       "      <td>0.104433</td>\n",
       "      <td>0.348000</td>\n",
       "      <td>121.335667</td>\n",
       "      <td>6.776667e-04</td>\n",
       "      <td>0.131523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>23</td>\n",
       "      <td>0.542000</td>\n",
       "      <td>0.638000</td>\n",
       "      <td>0.128500</td>\n",
       "      <td>0.605500</td>\n",
       "      <td>157.032500</td>\n",
       "      <td>6.631750e-04</td>\n",
       "      <td>0.083150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>19</td>\n",
       "      <td>0.593000</td>\n",
       "      <td>0.718333</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>0.346000</td>\n",
       "      <td>137.377667</td>\n",
       "      <td>9.702333e-04</td>\n",
       "      <td>0.028473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>12</td>\n",
       "      <td>0.396635</td>\n",
       "      <td>0.440500</td>\n",
       "      <td>0.148000</td>\n",
       "      <td>0.354500</td>\n",
       "      <td>138.304500</td>\n",
       "      <td>4.435162e-01</td>\n",
       "      <td>0.500940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>21</td>\n",
       "      <td>0.753333</td>\n",
       "      <td>0.606667</td>\n",
       "      <td>0.201333</td>\n",
       "      <td>0.606000</td>\n",
       "      <td>138.350000</td>\n",
       "      <td>2.526667e-04</td>\n",
       "      <td>0.199457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>27</td>\n",
       "      <td>0.513333</td>\n",
       "      <td>0.583000</td>\n",
       "      <td>0.190100</td>\n",
       "      <td>0.622333</td>\n",
       "      <td>98.674333</td>\n",
       "      <td>1.030000e-04</td>\n",
       "      <td>0.482667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>22</td>\n",
       "      <td>0.571000</td>\n",
       "      <td>0.627333</td>\n",
       "      <td>0.212000</td>\n",
       "      <td>0.439667</td>\n",
       "      <td>112.312000</td>\n",
       "      <td>2.894667e-04</td>\n",
       "      <td>0.114107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>18</td>\n",
       "      <td>0.716333</td>\n",
       "      <td>0.649333</td>\n",
       "      <td>0.149467</td>\n",
       "      <td>0.472667</td>\n",
       "      <td>116.391667</td>\n",
       "      <td>6.915433e-04</td>\n",
       "      <td>0.073933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>12</td>\n",
       "      <td>0.457000</td>\n",
       "      <td>0.528333</td>\n",
       "      <td>0.084667</td>\n",
       "      <td>0.347667</td>\n",
       "      <td>101.013667</td>\n",
       "      <td>8.833333e-02</td>\n",
       "      <td>0.643000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>22</td>\n",
       "      <td>0.530667</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>0.382500</td>\n",
       "      <td>0.360667</td>\n",
       "      <td>138.780667</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.679000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>24</td>\n",
       "      <td>0.508000</td>\n",
       "      <td>0.733000</td>\n",
       "      <td>0.156500</td>\n",
       "      <td>0.428500</td>\n",
       "      <td>162.078000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.059400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>16</td>\n",
       "      <td>0.743000</td>\n",
       "      <td>0.731333</td>\n",
       "      <td>0.111800</td>\n",
       "      <td>0.505000</td>\n",
       "      <td>135.990000</td>\n",
       "      <td>5.589300e-01</td>\n",
       "      <td>0.011197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>14</td>\n",
       "      <td>0.530000</td>\n",
       "      <td>0.664000</td>\n",
       "      <td>0.105533</td>\n",
       "      <td>0.421667</td>\n",
       "      <td>108.662333</td>\n",
       "      <td>1.868667e-05</td>\n",
       "      <td>0.323100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>20</td>\n",
       "      <td>0.726667</td>\n",
       "      <td>0.633000</td>\n",
       "      <td>0.089433</td>\n",
       "      <td>0.543333</td>\n",
       "      <td>105.702333</td>\n",
       "      <td>2.849000e-04</td>\n",
       "      <td>0.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>21</td>\n",
       "      <td>0.641333</td>\n",
       "      <td>0.727667</td>\n",
       "      <td>0.170333</td>\n",
       "      <td>0.392667</td>\n",
       "      <td>137.995667</td>\n",
       "      <td>2.116667e-06</td>\n",
       "      <td>0.091133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>15</td>\n",
       "      <td>0.681000</td>\n",
       "      <td>0.834000</td>\n",
       "      <td>0.281000</td>\n",
       "      <td>0.409000</td>\n",
       "      <td>106.551000</td>\n",
       "      <td>5.750000e-06</td>\n",
       "      <td>0.029625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>14</td>\n",
       "      <td>0.826333</td>\n",
       "      <td>0.510667</td>\n",
       "      <td>0.107367</td>\n",
       "      <td>0.640000</td>\n",
       "      <td>161.602333</td>\n",
       "      <td>2.493503e-01</td>\n",
       "      <td>0.026781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>8</td>\n",
       "      <td>0.210333</td>\n",
       "      <td>0.446000</td>\n",
       "      <td>0.146000</td>\n",
       "      <td>0.191033</td>\n",
       "      <td>97.657000</td>\n",
       "      <td>3.633333e-07</td>\n",
       "      <td>0.723333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>17</td>\n",
       "      <td>0.502000</td>\n",
       "      <td>0.444333</td>\n",
       "      <td>0.130533</td>\n",
       "      <td>0.288333</td>\n",
       "      <td>132.318667</td>\n",
       "      <td>7.291097e-02</td>\n",
       "      <td>0.275128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>23</td>\n",
       "      <td>0.638667</td>\n",
       "      <td>0.591000</td>\n",
       "      <td>0.137333</td>\n",
       "      <td>0.352467</td>\n",
       "      <td>99.326000</td>\n",
       "      <td>1.926000e-03</td>\n",
       "      <td>0.273333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>21</td>\n",
       "      <td>0.573000</td>\n",
       "      <td>0.322000</td>\n",
       "      <td>0.268333</td>\n",
       "      <td>0.183067</td>\n",
       "      <td>98.194333</td>\n",
       "      <td>4.717043e-02</td>\n",
       "      <td>0.179700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>20</td>\n",
       "      <td>0.769000</td>\n",
       "      <td>0.601667</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>0.768667</td>\n",
       "      <td>138.976000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.152367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>16</td>\n",
       "      <td>0.586000</td>\n",
       "      <td>0.693000</td>\n",
       "      <td>0.362000</td>\n",
       "      <td>0.459000</td>\n",
       "      <td>127.967000</td>\n",
       "      <td>1.330000e-02</td>\n",
       "      <td>0.066700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>15</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.744667</td>\n",
       "      <td>0.219333</td>\n",
       "      <td>0.531333</td>\n",
       "      <td>103.000667</td>\n",
       "      <td>1.110000e-03</td>\n",
       "      <td>0.142157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>14</td>\n",
       "      <td>0.473000</td>\n",
       "      <td>0.539667</td>\n",
       "      <td>0.144967</td>\n",
       "      <td>0.316000</td>\n",
       "      <td>142.059667</td>\n",
       "      <td>1.862667e-04</td>\n",
       "      <td>0.516233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>17</td>\n",
       "      <td>0.453667</td>\n",
       "      <td>0.637000</td>\n",
       "      <td>0.139333</td>\n",
       "      <td>0.358667</td>\n",
       "      <td>125.008333</td>\n",
       "      <td>2.216676e-01</td>\n",
       "      <td>0.423623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>23</td>\n",
       "      <td>0.544000</td>\n",
       "      <td>0.716500</td>\n",
       "      <td>0.137650</td>\n",
       "      <td>0.282500</td>\n",
       "      <td>100.013000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.305500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>18</td>\n",
       "      <td>0.863000</td>\n",
       "      <td>0.376500</td>\n",
       "      <td>0.189700</td>\n",
       "      <td>0.406000</td>\n",
       "      <td>125.951000</td>\n",
       "      <td>2.474000e-05</td>\n",
       "      <td>0.121525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>30</td>\n",
       "      <td>0.518667</td>\n",
       "      <td>0.655667</td>\n",
       "      <td>0.114333</td>\n",
       "      <td>0.312667</td>\n",
       "      <td>160.656333</td>\n",
       "      <td>9.270667e-04</td>\n",
       "      <td>0.035969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>26</td>\n",
       "      <td>0.674000</td>\n",
       "      <td>0.715500</td>\n",
       "      <td>0.188550</td>\n",
       "      <td>0.157500</td>\n",
       "      <td>109.995000</td>\n",
       "      <td>4.637215e-01</td>\n",
       "      <td>0.214830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>13</td>\n",
       "      <td>0.640333</td>\n",
       "      <td>0.685333</td>\n",
       "      <td>0.124333</td>\n",
       "      <td>0.520667</td>\n",
       "      <td>108.363667</td>\n",
       "      <td>1.728667e-05</td>\n",
       "      <td>0.215100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>15</td>\n",
       "      <td>0.543000</td>\n",
       "      <td>0.668000</td>\n",
       "      <td>0.068300</td>\n",
       "      <td>0.508500</td>\n",
       "      <td>163.047000</td>\n",
       "      <td>2.769500e-03</td>\n",
       "      <td>0.291600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>17</td>\n",
       "      <td>0.515667</td>\n",
       "      <td>0.580667</td>\n",
       "      <td>0.447000</td>\n",
       "      <td>0.341000</td>\n",
       "      <td>128.462667</td>\n",
       "      <td>3.048271e-01</td>\n",
       "      <td>0.178600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>9</td>\n",
       "      <td>0.585000</td>\n",
       "      <td>0.806500</td>\n",
       "      <td>0.264000</td>\n",
       "      <td>0.227000</td>\n",
       "      <td>120.737500</td>\n",
       "      <td>5.694000e-03</td>\n",
       "      <td>0.008155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>12</td>\n",
       "      <td>0.541667</td>\n",
       "      <td>0.821333</td>\n",
       "      <td>0.175667</td>\n",
       "      <td>0.479667</td>\n",
       "      <td>119.032000</td>\n",
       "      <td>7.266667e-05</td>\n",
       "      <td>0.249963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>9</td>\n",
       "      <td>0.375667</td>\n",
       "      <td>0.423667</td>\n",
       "      <td>0.163700</td>\n",
       "      <td>0.160333</td>\n",
       "      <td>128.804333</td>\n",
       "      <td>5.333333e-06</td>\n",
       "      <td>0.768333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>21</td>\n",
       "      <td>0.366000</td>\n",
       "      <td>0.812000</td>\n",
       "      <td>0.079300</td>\n",
       "      <td>0.659000</td>\n",
       "      <td>114.093000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.360000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>23</td>\n",
       "      <td>0.494000</td>\n",
       "      <td>0.758667</td>\n",
       "      <td>0.147667</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>137.010667</td>\n",
       "      <td>1.101167e-04</td>\n",
       "      <td>0.190000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>16</td>\n",
       "      <td>0.602000</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.107733</td>\n",
       "      <td>0.450000</td>\n",
       "      <td>127.669333</td>\n",
       "      <td>4.506667e-06</td>\n",
       "      <td>0.289333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>16</td>\n",
       "      <td>0.863667</td>\n",
       "      <td>0.666333</td>\n",
       "      <td>0.385000</td>\n",
       "      <td>0.466333</td>\n",
       "      <td>117.617000</td>\n",
       "      <td>1.153333e-04</td>\n",
       "      <td>0.043133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>18</td>\n",
       "      <td>0.605000</td>\n",
       "      <td>0.733000</td>\n",
       "      <td>0.170333</td>\n",
       "      <td>0.565667</td>\n",
       "      <td>139.987333</td>\n",
       "      <td>3.302000e-01</td>\n",
       "      <td>0.067733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>19</td>\n",
       "      <td>0.597333</td>\n",
       "      <td>0.757333</td>\n",
       "      <td>0.116200</td>\n",
       "      <td>0.563000</td>\n",
       "      <td>152.987333</td>\n",
       "      <td>5.253355e-01</td>\n",
       "      <td>0.207667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>23</td>\n",
       "      <td>0.615000</td>\n",
       "      <td>0.827667</td>\n",
       "      <td>0.134767</td>\n",
       "      <td>0.607667</td>\n",
       "      <td>120.016000</td>\n",
       "      <td>2.743333e-06</td>\n",
       "      <td>0.158300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>19</td>\n",
       "      <td>0.798000</td>\n",
       "      <td>0.567333</td>\n",
       "      <td>0.149667</td>\n",
       "      <td>0.590667</td>\n",
       "      <td>108.437333</td>\n",
       "      <td>2.177067e-03</td>\n",
       "      <td>0.018080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>16</td>\n",
       "      <td>0.525333</td>\n",
       "      <td>0.534000</td>\n",
       "      <td>0.175300</td>\n",
       "      <td>0.224333</td>\n",
       "      <td>129.492667</td>\n",
       "      <td>2.349333e-04</td>\n",
       "      <td>0.071133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>10</td>\n",
       "      <td>0.578000</td>\n",
       "      <td>0.637333</td>\n",
       "      <td>0.080767</td>\n",
       "      <td>0.538000</td>\n",
       "      <td>117.653000</td>\n",
       "      <td>4.779800e-04</td>\n",
       "      <td>0.162067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>20</td>\n",
       "      <td>0.913333</td>\n",
       "      <td>0.397000</td>\n",
       "      <td>0.336867</td>\n",
       "      <td>0.406333</td>\n",
       "      <td>154.295333</td>\n",
       "      <td>2.797353e-01</td>\n",
       "      <td>0.000229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>16</td>\n",
       "      <td>0.556333</td>\n",
       "      <td>0.642000</td>\n",
       "      <td>0.204000</td>\n",
       "      <td>0.452667</td>\n",
       "      <td>122.345000</td>\n",
       "      <td>2.248445e-01</td>\n",
       "      <td>0.278567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>25</td>\n",
       "      <td>0.626000</td>\n",
       "      <td>0.606500</td>\n",
       "      <td>0.166700</td>\n",
       "      <td>0.552500</td>\n",
       "      <td>104.195000</td>\n",
       "      <td>8.950000e-07</td>\n",
       "      <td>0.311300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>15</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.593000</td>\n",
       "      <td>0.181000</td>\n",
       "      <td>0.329667</td>\n",
       "      <td>113.599333</td>\n",
       "      <td>2.495867e-03</td>\n",
       "      <td>0.031933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>18</td>\n",
       "      <td>0.642000</td>\n",
       "      <td>0.795000</td>\n",
       "      <td>0.164000</td>\n",
       "      <td>0.711000</td>\n",
       "      <td>142.984000</td>\n",
       "      <td>1.437000e-04</td>\n",
       "      <td>0.173500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>14</td>\n",
       "      <td>0.445000</td>\n",
       "      <td>0.781000</td>\n",
       "      <td>0.184000</td>\n",
       "      <td>0.591000</td>\n",
       "      <td>78.998000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.474000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>18</td>\n",
       "      <td>0.784667</td>\n",
       "      <td>0.535333</td>\n",
       "      <td>0.145333</td>\n",
       "      <td>0.394333</td>\n",
       "      <td>132.941333</td>\n",
       "      <td>4.302667e-02</td>\n",
       "      <td>0.269667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>27</td>\n",
       "      <td>0.616500</td>\n",
       "      <td>0.785500</td>\n",
       "      <td>0.081400</td>\n",
       "      <td>0.517500</td>\n",
       "      <td>121.918500</td>\n",
       "      <td>1.005000e-03</td>\n",
       "      <td>0.091300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>20</td>\n",
       "      <td>0.597667</td>\n",
       "      <td>0.745667</td>\n",
       "      <td>0.100600</td>\n",
       "      <td>0.492000</td>\n",
       "      <td>123.004000</td>\n",
       "      <td>1.529333e-02</td>\n",
       "      <td>0.498467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>19</td>\n",
       "      <td>0.706333</td>\n",
       "      <td>0.558333</td>\n",
       "      <td>0.215667</td>\n",
       "      <td>0.419000</td>\n",
       "      <td>122.107000</td>\n",
       "      <td>3.773333e-01</td>\n",
       "      <td>0.180669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>20</td>\n",
       "      <td>0.602000</td>\n",
       "      <td>0.588500</td>\n",
       "      <td>0.221750</td>\n",
       "      <td>0.332000</td>\n",
       "      <td>123.925000</td>\n",
       "      <td>1.430000e-03</td>\n",
       "      <td>0.178210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>21</td>\n",
       "      <td>0.797000</td>\n",
       "      <td>0.295000</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.107000</td>\n",
       "      <td>150.301000</td>\n",
       "      <td>4.270000e-04</td>\n",
       "      <td>0.598000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>16</td>\n",
       "      <td>0.667333</td>\n",
       "      <td>0.673000</td>\n",
       "      <td>0.344667</td>\n",
       "      <td>0.530000</td>\n",
       "      <td>116.341667</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.350400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>27</td>\n",
       "      <td>0.687667</td>\n",
       "      <td>0.744667</td>\n",
       "      <td>0.215333</td>\n",
       "      <td>0.371667</td>\n",
       "      <td>134.986000</td>\n",
       "      <td>1.901667e-05</td>\n",
       "      <td>0.094733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>24</td>\n",
       "      <td>0.747000</td>\n",
       "      <td>0.719667</td>\n",
       "      <td>0.292333</td>\n",
       "      <td>0.729333</td>\n",
       "      <td>115.324333</td>\n",
       "      <td>1.900000e-05</td>\n",
       "      <td>0.197497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>18</td>\n",
       "      <td>0.655667</td>\n",
       "      <td>0.721667</td>\n",
       "      <td>0.172267</td>\n",
       "      <td>0.638333</td>\n",
       "      <td>132.931667</td>\n",
       "      <td>9.533333e-07</td>\n",
       "      <td>0.253000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>22</td>\n",
       "      <td>0.398500</td>\n",
       "      <td>0.851000</td>\n",
       "      <td>0.152500</td>\n",
       "      <td>0.544000</td>\n",
       "      <td>123.007000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.195500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>22</td>\n",
       "      <td>0.798000</td>\n",
       "      <td>0.688500</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>0.695500</td>\n",
       "      <td>101.017500</td>\n",
       "      <td>3.055000e-04</td>\n",
       "      <td>0.050150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>18</td>\n",
       "      <td>0.569500</td>\n",
       "      <td>0.611000</td>\n",
       "      <td>0.202500</td>\n",
       "      <td>0.455500</td>\n",
       "      <td>89.999000</td>\n",
       "      <td>2.150500e-05</td>\n",
       "      <td>0.169550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>20</td>\n",
       "      <td>0.855667</td>\n",
       "      <td>0.493333</td>\n",
       "      <td>0.279667</td>\n",
       "      <td>0.578000</td>\n",
       "      <td>126.230667</td>\n",
       "      <td>2.466667e-01</td>\n",
       "      <td>0.017887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>27</td>\n",
       "      <td>0.555500</td>\n",
       "      <td>0.563000</td>\n",
       "      <td>0.276500</td>\n",
       "      <td>0.266500</td>\n",
       "      <td>138.603000</td>\n",
       "      <td>2.000000e-03</td>\n",
       "      <td>0.063950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>24</td>\n",
       "      <td>0.681000</td>\n",
       "      <td>0.522667</td>\n",
       "      <td>0.379300</td>\n",
       "      <td>0.734000</td>\n",
       "      <td>140.966667</td>\n",
       "      <td>1.701943e-03</td>\n",
       "      <td>0.616667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>19</td>\n",
       "      <td>0.555000</td>\n",
       "      <td>0.423000</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.316500</td>\n",
       "      <td>155.549000</td>\n",
       "      <td>3.210000e-03</td>\n",
       "      <td>0.424000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>15</td>\n",
       "      <td>0.853333</td>\n",
       "      <td>0.557333</td>\n",
       "      <td>0.177000</td>\n",
       "      <td>0.773333</td>\n",
       "      <td>151.977333</td>\n",
       "      <td>7.700000e-07</td>\n",
       "      <td>0.070437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>29</td>\n",
       "      <td>0.824000</td>\n",
       "      <td>0.486000</td>\n",
       "      <td>0.222333</td>\n",
       "      <td>0.300667</td>\n",
       "      <td>159.830000</td>\n",
       "      <td>1.163333e-03</td>\n",
       "      <td>0.013277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>22</td>\n",
       "      <td>0.497500</td>\n",
       "      <td>0.535000</td>\n",
       "      <td>0.098650</td>\n",
       "      <td>0.244500</td>\n",
       "      <td>129.538000</td>\n",
       "      <td>2.399950e-03</td>\n",
       "      <td>0.481000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>10</td>\n",
       "      <td>0.736000</td>\n",
       "      <td>0.650000</td>\n",
       "      <td>0.235000</td>\n",
       "      <td>0.612000</td>\n",
       "      <td>159.174000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.051300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>18</td>\n",
       "      <td>0.231500</td>\n",
       "      <td>0.546500</td>\n",
       "      <td>0.116000</td>\n",
       "      <td>0.603000</td>\n",
       "      <td>124.058000</td>\n",
       "      <td>4.435044e-01</td>\n",
       "      <td>0.336500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>14</td>\n",
       "      <td>0.539000</td>\n",
       "      <td>0.757500</td>\n",
       "      <td>0.268000</td>\n",
       "      <td>0.364000</td>\n",
       "      <td>122.014500</td>\n",
       "      <td>1.084500e-05</td>\n",
       "      <td>0.213950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>26</td>\n",
       "      <td>0.693333</td>\n",
       "      <td>0.579000</td>\n",
       "      <td>0.118500</td>\n",
       "      <td>0.459667</td>\n",
       "      <td>140.684333</td>\n",
       "      <td>1.773340e-01</td>\n",
       "      <td>0.072437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>19</td>\n",
       "      <td>0.552667</td>\n",
       "      <td>0.642000</td>\n",
       "      <td>0.112667</td>\n",
       "      <td>0.219667</td>\n",
       "      <td>145.573667</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.127000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>19</td>\n",
       "      <td>0.594667</td>\n",
       "      <td>0.707667</td>\n",
       "      <td>0.116767</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>125.350667</td>\n",
       "      <td>9.087833e-04</td>\n",
       "      <td>0.193667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>17</td>\n",
       "      <td>0.614000</td>\n",
       "      <td>0.603000</td>\n",
       "      <td>0.114033</td>\n",
       "      <td>0.425000</td>\n",
       "      <td>127.729333</td>\n",
       "      <td>6.278333e-05</td>\n",
       "      <td>0.262667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>17</td>\n",
       "      <td>0.441000</td>\n",
       "      <td>0.483000</td>\n",
       "      <td>0.088350</td>\n",
       "      <td>0.512000</td>\n",
       "      <td>62.808500</td>\n",
       "      <td>4.800000e-03</td>\n",
       "      <td>0.219500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>19</td>\n",
       "      <td>0.843000</td>\n",
       "      <td>0.708000</td>\n",
       "      <td>0.799000</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>148.140000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.397000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>25</td>\n",
       "      <td>0.764667</td>\n",
       "      <td>0.624333</td>\n",
       "      <td>0.221000</td>\n",
       "      <td>0.538000</td>\n",
       "      <td>125.630333</td>\n",
       "      <td>3.533333e-03</td>\n",
       "      <td>0.131067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>27</td>\n",
       "      <td>0.846667</td>\n",
       "      <td>0.620333</td>\n",
       "      <td>0.170967</td>\n",
       "      <td>0.475000</td>\n",
       "      <td>124.775000</td>\n",
       "      <td>5.400000e-07</td>\n",
       "      <td>0.118753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>25</td>\n",
       "      <td>0.713000</td>\n",
       "      <td>0.570000</td>\n",
       "      <td>0.196533</td>\n",
       "      <td>0.364000</td>\n",
       "      <td>147.663000</td>\n",
       "      <td>4.600000e-07</td>\n",
       "      <td>0.135967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>21</td>\n",
       "      <td>0.663500</td>\n",
       "      <td>0.692000</td>\n",
       "      <td>0.252300</td>\n",
       "      <td>0.372500</td>\n",
       "      <td>105.507000</td>\n",
       "      <td>7.020350e-04</td>\n",
       "      <td>0.272900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>24</td>\n",
       "      <td>0.587333</td>\n",
       "      <td>0.516333</td>\n",
       "      <td>0.184000</td>\n",
       "      <td>0.396333</td>\n",
       "      <td>111.392333</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.233700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>21</td>\n",
       "      <td>0.614933</td>\n",
       "      <td>0.483333</td>\n",
       "      <td>0.342333</td>\n",
       "      <td>0.406667</td>\n",
       "      <td>110.187667</td>\n",
       "      <td>8.486667e-05</td>\n",
       "      <td>0.297973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>21</td>\n",
       "      <td>0.706000</td>\n",
       "      <td>0.736000</td>\n",
       "      <td>0.180333</td>\n",
       "      <td>0.580667</td>\n",
       "      <td>122.664000</td>\n",
       "      <td>4.700000e-07</td>\n",
       "      <td>0.098800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>16</td>\n",
       "      <td>0.847333</td>\n",
       "      <td>0.518333</td>\n",
       "      <td>0.110700</td>\n",
       "      <td>0.514000</td>\n",
       "      <td>136.657667</td>\n",
       "      <td>1.646667e-03</td>\n",
       "      <td>0.111397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>18</td>\n",
       "      <td>0.768500</td>\n",
       "      <td>0.828500</td>\n",
       "      <td>0.237600</td>\n",
       "      <td>0.538000</td>\n",
       "      <td>108.036000</td>\n",
       "      <td>5.900000e-06</td>\n",
       "      <td>0.391500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>17</td>\n",
       "      <td>0.684667</td>\n",
       "      <td>0.680667</td>\n",
       "      <td>0.123867</td>\n",
       "      <td>0.510000</td>\n",
       "      <td>97.023667</td>\n",
       "      <td>2.956667e-06</td>\n",
       "      <td>0.203000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>23</td>\n",
       "      <td>0.909000</td>\n",
       "      <td>0.464000</td>\n",
       "      <td>0.245500</td>\n",
       "      <td>0.571000</td>\n",
       "      <td>141.978000</td>\n",
       "      <td>3.900000e-06</td>\n",
       "      <td>0.002096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>26</td>\n",
       "      <td>0.305500</td>\n",
       "      <td>0.593000</td>\n",
       "      <td>0.171000</td>\n",
       "      <td>0.407500</td>\n",
       "      <td>112.257000</td>\n",
       "      <td>5.950000e-02</td>\n",
       "      <td>0.167500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>24</td>\n",
       "      <td>0.561667</td>\n",
       "      <td>0.643667</td>\n",
       "      <td>0.101700</td>\n",
       "      <td>0.494667</td>\n",
       "      <td>114.234333</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.369333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>23</td>\n",
       "      <td>0.443000</td>\n",
       "      <td>0.678500</td>\n",
       "      <td>0.104800</td>\n",
       "      <td>0.279500</td>\n",
       "      <td>93.500000</td>\n",
       "      <td>2.320000e-04</td>\n",
       "      <td>0.606500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>20</td>\n",
       "      <td>0.876333</td>\n",
       "      <td>0.610333</td>\n",
       "      <td>0.126933</td>\n",
       "      <td>0.529000</td>\n",
       "      <td>132.267000</td>\n",
       "      <td>4.302667e-02</td>\n",
       "      <td>0.122200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>20</td>\n",
       "      <td>0.643333</td>\n",
       "      <td>0.648333</td>\n",
       "      <td>0.093133</td>\n",
       "      <td>0.403333</td>\n",
       "      <td>112.669667</td>\n",
       "      <td>2.037733e-02</td>\n",
       "      <td>0.070867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>29</td>\n",
       "      <td>0.315000</td>\n",
       "      <td>0.278500</td>\n",
       "      <td>0.069600</td>\n",
       "      <td>0.060350</td>\n",
       "      <td>90.598000</td>\n",
       "      <td>9.175000e-01</td>\n",
       "      <td>0.922000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>9</td>\n",
       "      <td>0.726333</td>\n",
       "      <td>0.675000</td>\n",
       "      <td>0.219667</td>\n",
       "      <td>0.483300</td>\n",
       "      <td>143.776667</td>\n",
       "      <td>2.156667e-04</td>\n",
       "      <td>0.072713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>17</td>\n",
       "      <td>0.559667</td>\n",
       "      <td>0.620667</td>\n",
       "      <td>0.143933</td>\n",
       "      <td>0.413333</td>\n",
       "      <td>121.968333</td>\n",
       "      <td>9.441900e-04</td>\n",
       "      <td>0.291250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>21</td>\n",
       "      <td>0.688667</td>\n",
       "      <td>0.618333</td>\n",
       "      <td>0.181000</td>\n",
       "      <td>0.403333</td>\n",
       "      <td>129.674667</td>\n",
       "      <td>2.116667e-06</td>\n",
       "      <td>0.094933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>19</td>\n",
       "      <td>0.685667</td>\n",
       "      <td>0.604667</td>\n",
       "      <td>0.195667</td>\n",
       "      <td>0.408867</td>\n",
       "      <td>115.113333</td>\n",
       "      <td>3.070100e-01</td>\n",
       "      <td>0.233633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>17</td>\n",
       "      <td>0.372700</td>\n",
       "      <td>0.459000</td>\n",
       "      <td>0.199550</td>\n",
       "      <td>0.196000</td>\n",
       "      <td>99.476500</td>\n",
       "      <td>1.475000e-04</td>\n",
       "      <td>0.524000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>19</td>\n",
       "      <td>0.670000</td>\n",
       "      <td>0.545000</td>\n",
       "      <td>0.150200</td>\n",
       "      <td>0.451333</td>\n",
       "      <td>94.828000</td>\n",
       "      <td>3.550700e-03</td>\n",
       "      <td>0.132373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>18</td>\n",
       "      <td>0.758000</td>\n",
       "      <td>0.617000</td>\n",
       "      <td>0.541500</td>\n",
       "      <td>0.518500</td>\n",
       "      <td>154.999500</td>\n",
       "      <td>1.293175e-03</td>\n",
       "      <td>0.116650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>23</td>\n",
       "      <td>0.519500</td>\n",
       "      <td>0.555000</td>\n",
       "      <td>0.113350</td>\n",
       "      <td>0.321000</td>\n",
       "      <td>112.020500</td>\n",
       "      <td>1.250000e-03</td>\n",
       "      <td>0.523000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>15</td>\n",
       "      <td>0.635500</td>\n",
       "      <td>0.520500</td>\n",
       "      <td>0.210300</td>\n",
       "      <td>0.498500</td>\n",
       "      <td>115.990000</td>\n",
       "      <td>1.635000e-02</td>\n",
       "      <td>0.015955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>23</td>\n",
       "      <td>0.738333</td>\n",
       "      <td>0.686000</td>\n",
       "      <td>0.283033</td>\n",
       "      <td>0.778667</td>\n",
       "      <td>99.346667</td>\n",
       "      <td>6.003667e-02</td>\n",
       "      <td>0.017473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>8</td>\n",
       "      <td>0.633000</td>\n",
       "      <td>0.800333</td>\n",
       "      <td>0.392467</td>\n",
       "      <td>0.638000</td>\n",
       "      <td>119.664333</td>\n",
       "      <td>4.833333e-06</td>\n",
       "      <td>0.047067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>27</td>\n",
       "      <td>0.521333</td>\n",
       "      <td>0.549000</td>\n",
       "      <td>0.140700</td>\n",
       "      <td>0.591333</td>\n",
       "      <td>112.479333</td>\n",
       "      <td>3.218433e-03</td>\n",
       "      <td>0.236667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# features\n",
    "X = spotify_survey_df.iloc[: , [14,15,16,17,18,19,20,21]]\n",
    "\n",
    "# classifier\n",
    "y = spotify_survey_df['health_categorical']\n",
    "\n",
    "\n",
    "print(\"Dataframe:\")\n",
    "display(HTML(X.to_html()))\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a training set containing a random sample of 80% of the observations, and a test set with the remaining 20%. Set the `random_state` to `424`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-10T13:10:16.445290Z",
     "start_time": "2020-02-10T13:10:16.381318Z"
    }
   },
   "outputs": [],
   "source": [
    "# split into training and test set\n",
    "X_train, X_test, y_train, y_test = train_test_split(X,y,test_size =0.2,random_state =424)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Performing EDA on Current Data\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Classification using Decision Tree\n",
    "\n",
    "Decision Tree results are weird. Not appropriate model\n",
    "\n",
    "Documentation: https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeClassifier.html#sklearn.tree.DecisionTreeClassifier.fit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-10T12:59:28.910702Z",
     "start_time": "2020-02-10T12:59:28.896739Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='entropy',\n",
       "                       max_depth=2, max_features=None, max_leaf_nodes=None,\n",
       "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                       min_samples_leaf=1, min_samples_split=2,\n",
       "                       min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                       random_state=424, splitter='best')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# initialise Decision Tree\n",
    "dtree = DecisionTreeClassifier(criterion='entropy', max_depth=2, random_state=424)\n",
    "\n",
    "# train model\n",
    "dtree.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the decision tree using `plot_tree`. How many leaf nodes does the tree have? *Answer: 4 leaf nodes*\n",
    "\n",
    "Documentation: https://scikit-learn.org/stable/modules/generated/sklearn.tree.plot_tree.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import plot_tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(167.4, 163.07999999999998, 'X[0] <= 15.5\\nentropy = 0.911\\nsamples = 46\\nvalue = [15, 31]'),\n",
       " Text(83.7, 54.360000000000014, 'entropy = 0.0\\nsamples = 15\\nvalue = [15, 0]'),\n",
       " Text(251.10000000000002, 54.360000000000014, 'entropy = 0.0\\nsamples = 31\\nvalue = [0, 31]')]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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v4siRI8jKyoK5uTnCw8Ohr6+PsWPHVvo91JSaSs7p6emJX3/9FVKpFGfPnsWJEyfQpUsX/N///R++/vpr3Lx5U+VnxeonDrpaxMTEBM2bN8eNGzc01obSN3uA4nYBQHp6ujx7r0x6ejoA1cH/8ePHaNu2rUJZRkaGyvoTJkzAwYMHsWfPHgwbNgy//PILhgwZAgsLC7XaHR0djejoaLXqAsDMmTOVbiKWVpPJOTt37owff/xRqXzSpEkwMzPjJTEbEA66WsTDwwPR0dF48uSJ2sGmMgRBqNLVr2w449y5c/Dz81PYJ7t7X3LIQ+bcuXNKQwwxMTEq6w8cOBAtWrRAeHg4Xr9+jcLCQoSEhKjdxujoaLWHIoDiBdwrCrp9+vRBWFgYoqKiMGLECIV9kZGR8jpVdenSJSQnJ2PixIkq/7Nj9ZSmB5Ub0oYKbqQdOHCAAFBgYCDl5OQo7T99+rTCz7J5uqpAxU0zCwsL8vX1VVm/vNQ9JWcvlMz5lZ2dTS4uLuXOXkhPT5eXlzV7QUZ2Y8nGxkblbAaxVTY5Z15eHt24cYPu3LmjUJ6Tk0P5+fkKZZmZmdS5c2cyNDSk27dvl9kGvpFW/za+0tUiw4YNwz//+U9s2rQJFy5cQL9+/dCsWTPcvXsXFy9exO3bt2XBu0p8fHxw8OBBBAcHw9nZGYIg4OOPP65wXNLc3Bxr167Fhx9+iM6dO2PUqFHQ19fH//73P9y9exdLly5FmzZtlF7XuXNnuLm5YeTIkQCAvXv3IiMjA1u2bFF5lTlhwgSsXLkSDx8+xLx586Crq1vl91oTDAwMsGnTJgwePBg9e/bE2LFjQVT8GDAAbNy4UaH+/fv30b59e3h7eysMdcTHx2P48OEICAhAy5YtkZGRgUOHDuH58+fYvXu30hBFYmIiVq5cCQB49OgRAODIkSO4d+8egOIblJMmTZLXP3funHythdu3bwMAduzYgXPnzgEoXqx+yJAhNfWxsOrSdNRvSBvUfCItIiKCvL29ydTUlCQSCTk5OdGwYcMoIiJCoV5lr3Tv3btHgwcPJjMzMxIEQeUTaeU5duwY9e3blxo3bkyGhobUrVs3pbnARIpPpEmlUrK3tyd9fX166623Kky06OnpSQDo+vXr5dYTk7rJOWVJOUv/Tu7cuUOBgYHUokULatSoETVr1oyGDx9eZoLP8p4gVPV7lV3dlrWpmyQUfKUrysaZI0TUUDJHhIaGYsmSJUhNTVVIB1SR3NxctGjRAq1bt0ZcXFztNZCpxJkjxMGTA5nW+O677/D06VOFr86M1Tc8pss0btOmTUhNTcXmzZvRsmVLjB8/XtNNYqzWcNBlGhcWFoYHDx6gU6dO2LRpEyQSiaabxFit4TFdETWUMV1WN/GYrjh4TJcxxkTEQZcxxkTEQZdpDUdHR/j4+Gi6GYzVKg66jImosLAQ3bp1gyAIKpe+lMnIyMCMGTPQqlUrGBgYoHnz5ujfv7/K7CGsbuHZC4yJaM2aNRWuInf9+nX4+vri+fPneO+99zB69Gg8ffoUly5dwq+//gpfX1+RWstqAwddxkSSnJyMzz//HMuXL8ecOXNU1snNzcXw4cOhq6uLK1euKC2NWVBQIEZTWS3i4YU6bteuXejRoweaNm0KIyMjODo6YsyYMfJMEwCQlpaGhQsXwt3dHebm5jA0NETHjh3x9ddfo6ioSOmYgiAgODgYV69eRf/+/WFiYgIrKyvMnj1b/ke/detWdOjQARKJBO3atcPBgweVjuPj4wNHR0dkZmYiKCgIlpaWMDY2hr+/P+Lj49V+j3fu3MGECRNga2sLAwMDtGrVCv/617+UkjkWFhZi/fr16Ny5M5o0aQITExO0bt0aEyZMwOPHj9U+X22ZPHky2rVrh08++aTMOnv27MGNGzewcuVKpYAL/L1APau7+DdYh/3nP//BJ598AhcXF4wbNw6Ghoa4e/cuoqKiMGrUKLi4uAAAfv75Z2zZsgX+/v7w9fVFfn4+Tp8+jTlz5iApKQmbNm1SOnZKSgr69u2LXr16YcqUKThz5gzWrFkDQRBgZWWFsLAwDB48GH5+foiIiMCIESOQkJCAdu3aKRwnLy8P/fr1AxFh0qRJePToEfbs2QNvb2+cPXsWXbp0Kfc9Xrt2Dd7e3nj+/DkGDx4MR0dH/PHHH1i+fDkuXLiAn3/+Wb4W7bx587BmzRp06dIFkyZNgo6ODtLS0nDgwAHMmDFDo9kZtm3bhtOnTyMuLq7c1dMOHDgAQRAwdOhQJCQk4MSJEygsLIS7uzt8fX153d16gB+OEFFNPxzh7u6OjIwMJCUlwdDQUF5eUFCAnJwceXaGR48ewczMTOFJLyLC5MmTsW3bNqSkpCgsTCP7w96wYQOmTZsmP2a3bt2QmJgICwsLxMTEwMHBAUDx0oUeHh6YNm0aNmzYID+Oj48PTp8+jYCAABw/flwebE6ePAl/f394eXkppDB3dHSEo6OjwrKIXbt2xa1btxATE6Ow8PmaNWswe/Zs7Nq1S57Sp2nTpnB2dkZcXJxCzrHXr18DgMJnpEptZJ8AgIcPH6JDhw4IDg7GmjVrABR/xr1795YvvyjTsmVL5OfnY+rUqVi2bBlK9hcvLy/8+OOPaNq0qdptrAx+OEIkml7mrCFtUHNpR3V16dKFnJycKC8vr0qvj4+PJwC0Y8cOhXIA1Lp1a6WU4bJMvkuXLlU6lrOzM/Xt21ehzNvbmwBQbGysUn1/f38CQGlpafKy0ktVXrx4scwFvAsLC8nKyoqGDh0qLzM3N6c+ffqU+57LUxsZhYmIhg0bRnZ2dgpZngFQ7969leoaGBiQrq4u6evr04YNG+jJkyeUnJxMI0eOJAAK77emgZd2FGXj4YU6bMSIEfjss8/QqVMnjBkzBn5+fvD09IS+vr5S3d27d2Pr1q34/fff8ezZM9l/AgCKr8RK69ixo9JXWRsbGwCAm5ubUn1ra2s8ePBAqbxRo0bw9PRUKu/duzeioqJw9epV+RVzaRcuXABQnAlZVaZfPT093Lp1S/7ziBEjsHXrVnh6emL48OHw8/NDly5d1F4MvTYyCv/www/44YcfcPjwYTRu3LjC+kVFRSgsLMTMmTPl3zKaNm2K77//HhcuXMDBgwdx586dMj8zpv046NZhCxcuRJMmTbB582ZIpVJIpVKYmprKv5o2atQIALBixQosWrQIDg4OGDp0KKytraGvr4/s7GysXbsWubm5SsdWlWhSFrzKykCcn5+vVG5hYaEyvbiqrMClZWVlAQD27dtXZp2S/8GsW7cOdnZ2CA8Px4IFC+TnmTt3LubNm1fmMWrLq1ev8NFHHyEwMBD/+Mc/1HqNqakpMjMz5anoZfT19REQEIBvvvkGv/32GwfdOoyDbh0mCAKmT5+O6dOn4/79+4iKisKGDRsQFhYGfX19LF26FAUFBVi5ciXc3NwQGxurMK4ZFxeHtWvX1mobnzx5gqKiIqXAW1ZW4JJkWYgjIiIwatSoCs+lr6+PxYsXY/HixUhOTsaJEyewdu1azJ8/HxYWFpgwYUK5r6/pMd3Hjx/j4cOH8ptjpcXExEAQBIX0Pi4uLsjMzFSZQkl2LtkYNaubOOjWE7a2tvjggw8wfPhwWFpa4siRI1i6dCkyMzPx4sUL9OvXT+lGkiwzb23Kz8/HhQsX0KNHD5XnVpVFWMbDwwNA8X8O6gTdkpydneHs7IwBAwbAyckJR44cUSvo1mRGYRMTE0ycOFHlvm3btqF58+Z49913FaaGeXt7IzY2FomJiUpp32UPVdjb26vdRqaFND2o3JA21PCNtNLZgYmI7t+/T3p6etS9e3ciIiooKCCJREK9evVSuDF28+ZNsrS0VJlDCyrycBH9nYvr1KlTSvu8vb3JwcFBqQwABQQEKGT2jYqKUnkjqfSNtKKiInJzcyMDAwM6c+aM0jkzMzMpISGBiIoz954/f16pTlxcHAGgUaNGKe3TJFXvn6j496Knp0dubm4KN97Onz9POjo6ZGtrW+Ubp+q0ibTg76S+b3ylW4e99957sLCwQPfu3WFvb4/s7GwcOnQIBQUFmDFjBoDicdhJkyZh/fr16NatG3x9ffHgwQMcPnwYAQEBKh9qqEk2NjbIyMiAu7s7Bg4ciEePHiEiIgLGxsZYt25dua8VBAG7du2Cr68vvL290b9/f7i6uuL169dITk5GdHQ0Pv30U3lZjx498NZbb6FLly6wtbVFeno6fvjhBzRq1Eh+U0rbtWnTBqGhoVi8eDE6d+6MQYMGISsrC/v374eOjg62bNkiH6tndZSmo35D2lDDV7obN26kd955h1q2bEn6+vpkY2NDAwYMoMjISIV6b968oUWLFpGTkxMZGBhQu3btaM2aNZSSklLrV7oODg70+PFjGj9+PFlYWJChoSH5+vrSxYsXlY5RVnbje/fu0UcffUROTk6kr69PFhYW1LVrV1q8eDGlpKQQEVFeXh59+eWX5OfnRzY2NqSvr092dnYUGBio8lyahjKudGW+//576tq1KxkaGlKTJk3o7bffppiYmFpvE2nB30l93/jhCBE1tMwRPj4+SEtLQ1pamqabwtTAD0eIg9deYIwxEXHQZYwxEXHQZYwxEfGYroga2pguq1t4TFccfKXLGGMi4qDLGGMi4qDLGGMi4qDbgMjS59RHaWlpEARBvg0ZMkTTTdKYuXPnKnwWlVnEh9U+DrqsXvH29oZUKsXo0aMVyq9cuYKFCxfC398fpqamEAQBixcvLvM4wcHBCoGr5DZ37txqtTE1NRWTJ09G586dYWlpCYlEAhcXF4SEhCjktpPJyMjAF198gSFDhsDW1rbC9O39+/eHVCrF4MGDq9VOVjt47QVWr/j4+KhciPzQoUMICwuDoaEh7Ozsyl3HtySpVKpU1qtXr2q18ebNmzhw4AB69+6NPn36wNjYGLdu3cKuXbuwd+9enDx5UmFVtuvXr2Px4sXQ1dVFhw4dVC4WX1L//v3Rv39/hIeH48cff6xWW1nN46DLGoQRI0Zg6NChcHV1xblz5+Dr66vW62o6kwQA+Pn5ITMzU2mN3ejoaPj6+kIqleKXX36Rl7dv3x5nz56Fu7s7jIyMODllHcfDC1okMjISgiCU+Ye+fPlyCIKAn376CQCQk5OD1atXw9vbG9bW1jAwMICjoyNmzJghz7pQkfLGeR0dHeHj46NUrm5KdG3i6uoKNzc3rUhhrq+vrzJw+vj4wNzcHCkpKQrlzZs3h5eXF4yMjMRqIqtFmu+BTM7X1xfNmzfH3r17VQbeiIgING3aFP379wcA/Pnnn/jss8/g6+uLwMBAGBkZ4erVq1i3bh3Onj2L8+fPw8DAoEbbWJmU6PXBrl27cOfOHZiamqJXr14VpoyvjosXLyIrKwt9+/attXMwzeOgq0V0dXUxcuRIrFu3DleuXEHnzp3l+xISEnDt2jVMnjxZvp6qnZ0d7t+/j2bNmikcZ+fOnRg/fjwiIiIQFBRUo2384IMPkJubi0uXLqlMib5nzx55SvSypKWlITw8XO1zDhkyROGzENO4ceMUfh4wYAB27twJCwuLah/7+vXr2LdvH/Lz85GcnIzDhw/D2toaK1asqPaxmRbT9NqSDWmDGuvpxsTEEACaP3++QvmiRYsIAJ08ebLCYxQVFVGTJk2U1sQtb81bVaqbEr0sp06dqlSq89Ip4lVJTU1VuTZweedX9T5kduzYQYcOHaL79+/Tq1ev6PLlyzR06FACQP7+/hWeQx379+9XeJ+tWrWiy5cvV/g6VLAWr0x56x+XdVzSgr+T+r7xla6W6dmzJxwcHLBv3z6EhYXJy/fu3QsbGxt4e3sr1I+Li8OqVasQGxuLx48fo6CgQL5PVWr16qhsSvSy+Pj4yP4T0lrBwcEKP3fp0gUHDhyAr68voqKi8Ouvv1Z7FsPw4cNBRHj9+jVu3LiBpUuXonfv3oiIiMB7771XrWMz7cVBV8sIgoDRo0cjLCwMsbGx6NmzJy5duoTbt29j5syZCll1T58+jYCAABgaGmLAgAFwdHSUJ5/897//rTK1enVUNiV6fSMIAoKCgnD69GmcP3++2kFXxtDQEO7u7vjf//4Hd3d3TJw4EX/++UUwMSgAACAASURBVKdSIlFWP3DQ1UJjxoxBWFgY9uzZg549eyIiIkJeXlJYWBj09PQQHx+P1q1by8uJCKtWrVLrXDo6OgpXxyWVnsta2ZToZalLY7qlWVpaAgBevXpV48fW09ODj48P1q1bh8TExFq9acc0h4OuFnJzc0P79u2xf/9+fP3119i3bx9atWoFT09PhXopKSno0KGDQsAFgN9++w2vX79W61xmZmbIyMhAYWEhdHV15eV37txRmnZWnZToJaWlpVUq1bmjo6PWBN1Lly4BABwcHGrl+LIHH7RhahurHTxPV0uNHj0ajx49wooVK3D37l2lx1qB4tkLSUlJyMjIkJc9f/4cn3zyidrn6dq1K/Lz87Fnzx55WX5+vspHXXv27Ak3Nzds3LgRZ8+eVdr/5MkTXLt2rcJzysZ01d1Kj6/WtqdPn+Lu3btK5fHx8fjqq69gbGyMd955R2Gfj48PBEFQKx/c77//jqKiIqXyyMhIHD58GLa2tnB1da1y+5l24/9OtdSYMWMglUqxbNky+c+lTZ06FZGRkXB3d0dgYCByc3Nx/Phx2NjYoEWLFmqdJyQkBKtWrcKECRNw4sQJmJmZISoqCsbGxrCxsVGoW5mU6NomMTERK1euBAA8evQIAHDkyBHcu3cPAODl5YVJkyYBKJ7/3K1bN3h5eaFNmzYwNTXFzZs35Q+lbN++XT7MICO7MajOFapUKsXFixfRs2dPODo6Ij8/HwkJCTh58iQMDAywbds2hbF7QPnGXlJSkrzM0tISq1evrsSnwTRK09MnGtKGSqZg79q1KwEgV1fXMut8//331LFjR5JIJNSiRQv66KOP6NmzZyrTmZc1PSwuLo569+5NBgYGZGlpSVOmTCnzGETqpUQXW0VTxiqaplZyel16ejpNnjyZOnXqRObm5qSnp0fW1tYUGBhIsbGxKo9vaWlJnp6earX1yJEjNHLkSHJyciJDQ0MyMDAgZ2dnmjRpEt24cUPla8pre1lT/njKmHZuGm9AQ9oqG3SZ+iozT7emJSYmEgCKiIgQ/dzl4aCrnRuP6bJ6ZcmSJaKvpxsTEwN7e3sMHz5ctHOWR7aebkhIiKabwlTgMV1WL5iZmSksw9iuXTvRzj1hwgRMmDBBtPNVpH///mjcuLH85/q6cH1dxdmARcTZgJk242zA4uDhBcYYExEHXcYYExEHXcYYExEHXcYYExEHXcYYExEHXcYYExHP0xWRRCJJFwShuabbwZgqEokkXdNtaAh4ni5TIghCEwAXAXxBRN9puj11jSAIHgCOA+hNRBWn0mANCgddpkAoTuW7D8BTIpqi6fbUVYIgTAHwEYAeRFTzK56zOouDLlMgCMJMAONRfJX2RtPtqav++s/rv3/9GMSPIjIZDrpMThCE3gB+QPHVWaqm21PXCYJgBCAOwHoi2qLp9jDtwEGXAQAEQbACEA9gKhH9pOn21BeCILQBEANgIBFd0nR7mObxlDEGQRB0AewG8B0H3Jr11420fwLYLwhCU023h2keB90GRhCExoIglP69LwEgAPhcA02q94jofwAOAvi+9GcvCIKJZlrFNIWDbsPzEwB5al1BEAYBCAIwhogKNdaq+m8BAFMAn8oKBEHQA5D61zcN1kBw0G1A/vrj7grg9l8/OwHYDmA0EWWU91pWPUSUD2AUgOmCIPT7q6wAQBaAtppsGxMXB92GpS2Ah0T0XBAECYD/AfiSiGI03K4GgYjuA3gfxcMMLf8qvgzAXXOtYmLjoNuwuKP4jxwA1gJI/utfJhIiOgXgPwD2CYKgDw66DQ4H3YbFHcBlQRA+AOADYBIRkSAIjoIgLBEEwVizzau/BEFY8NfjwQAQBuAJgFXgoNvgcNBtWNwBPAXwFYBAANaCIOxA8fxcPQD8BFrtyQRwUBCE4wB6AvgAwHsA7AF0UTGjhNVT/HBEA/HXH3UWgMcAvgXgBqAfgHUA1hFRlgab1yAIgmCA4mD7KYA7ACIALAeQB8CbiG5rsHlMJBx0GwhBEFoDSATwJwAjAF8D2ERELzTasAbor6liYwAsAtAIQEsUD/V8r9GGMVHwV5qGozeAAhRf2bYiolUccDWDiAr+CrCuABYCeAGgv2ZbxcTCV7oNiCAIAq92pZ34d9NwcNBljDERVSldj6Gh4aM3b95w2hlW6yQSSfrr16+tK/Ma7p9MLFXpn1W60uVvQkwsgiCAiIRKvob7JxNFVfon30hjjDERcdBljDERcdBljDERcdBljDERcdBljDERcdBljDERcdBljDERcdBljDER1augKwgCgoODNd2MOufkyZPw8fGBiYkJzMzMMGjQIPz++++VOgYRYfPmzejYsSMkEglsbGwwefJkZGZm1lKr6xbum1VTL/smEVV6K36Z9gFAQUFBmm5GnXLkyBHS0dEhc3Nzmj59Ok2bNo3MzMzIyMiILl26pPZx5s+fTwCoTZs2NG/ePBo9ejTp6upS27ZtKSsrq8rt+6uv1fn+yX2z8rS9bxJVsX9W9gWkpZ2aiDt2ZeXm5lLLli3JyMiIEhMT5eUJCQkkkUioe/fuah3njz/+IB0dHerYsSO9evVKXr5t2zYCQAsWLKhyGznoNkx1oW8S1aGgu23bNurWrRsZGxuTiYkJ9evXj3799Veleg4ODuTt7U3379+n0aNHy/+XGzBgAN26dUte79SpUwRA5ZaamkpEREFBQQSAXr16RXPmzCE7OzvS0dGhgwcPyo9z7Ngx8vb2JhMTEzIyMiJPT0/atWuXUrukUikBoKSkJAoNDSV7e3syMDCgjh070u7duxXqTpo0iQBQQkKCys+iXbt21KxZM8rLy6vKR1ktR48eJQA0ZcoUpX0hISEEgK5du1bhcebOnUsAaM+ePQrlRUVF1KpVK2revDkVFhZWqY1iB13um3/jvlmxOhF0p0yZQgCoffv2NH36dJo6dSpZW1uTvr4+nTx5UqGug4MDderUiZycnMjT05NmzZpFw4YNIwBkb28v/58rNTVV3tnc3NxIKpXKN9nXB1nH7t+/Pzk6OtI///lP+uijj+j06dNEVPzHJggCWVhY0LRp02jmzJnUsmVLAkBLly5VaJfsXAMHDiRra2uaMWMGzZgxg5o3b04AaMuWLfK6sbGxBIDmzp2r9FmcP3+eANCsWbOq/HlWx4IFCwgA7du3T2nfrl27CABt3ry5wuN0796dAFBGRobSvg8//JAAKFytVIaYQZf75t+4b6pH64Pu4cOHCQCFhIRQQUGBvDwzM5OcnJyobdu2VFRUJC93cHAgADRjxgyF8tDQUAJAO3fuVPoAyvoKJ+vYHh4e9OzZM4V9T58+JWNjY7K0tKQ///xTodzZ2Zl0dXXp5s2b8nJZx7axsaFHjx7Jyx8+fEhWVlbUuHFjhbGiDh06kLW1tcJ7JiKaOnUqAaDff/+9vI+NiIqvmEr+wVa0qTNWFRgYSAAoPj5eaZ/sj27evHkVHsfCwoJMTExU7lu5ciUBoJ9++qnC46giVtDlvsl9syq0PugOGjSIDAwM6MWLF0r71q9fr/RLdnBwIGNjY3r58qVC3bS0NAJAs2fPVvoAKurYR48eVdq3fft2AkChoaFK+2RjPyX3yTr2l19+qVR/2bJlBIDCw8PlZatXr1Y695s3b8jc3Jzc3d1Vtrc02TnV3WRfXcsTEBAg/ypa2vXr1wkATZ48ucLjNGrUiGxtbVXu27hxIwFQ+mqrLrGCLvdN7ptVUZX+WaVFzKvqwoULMDU1xerVq5X2JSUlAQBu3bqFTp06ycvbtGkDY2Njhbq2trYAgOzs7Eq3wcPDQ6ns6tWrAIA+ffoo7fP29laoU5KXl5dSWe/evZXqjx8/Hp9++inCw8MxaNAgAMDhw4eRlZWFJUuWqNXu0NBQhIaGqlWXVR73Te6bYhE16GZlZaGgoKDcX+arV68Ufm7SpIlSHT294mYXFhZWug1WVlZKZS9eFOdnbN5cOdmArOz58+dK+5o1a1bm8UvWt7KywrvvvosjR44gKysL5ubmCA8Ph76+PsaOHVvp91BTZJ+tqvcmKzM1NVXrOKqOUdnjaBL3Te6bYhE16JqYmKB58+a4ceOGmKdVIAjKi7ybmJgAANLT0+Hq6qqwLz09HYDqP7DHjx+jbdu2CmUZGRkq60+YMAEHDx7Enj17MGzYMPzyyy8YMmQILCws1Gp3dHQ0oqOj1aoLADNnzoSZmVm5dVq3bg0ASE5Ohru7u8K+5ORkAICzs3OF52rdujXi4uLw+PFjpT/2yhxHk7hvct8Ui6hB18PDA9HR0Xjy5Inav9DKEAShSlcYsq+M586dg5+fn8K+s2fPKtQp6dy5c0pf42JiYlTWHzhwIFq0aIHw8HC8fv0ahYWFCAkJUbuN0dHRan/dA4Dg4OAKO3afPn0QFhaGqKgojBgxQmFfZGSkvE5F+vTpg7i4OERFRWH06NHyciJCVFQUmjdvDhcXF7XbrgncN7lviqayg8BUjRtpBw4cIAAUGBhIOTk5SvtlU2RkZHMhyxrALn1jwsLCgnx9fVXWl92sUKXkHeJ79+7Jy7Ozs8nFxaXcO8Tp6eny8rLuEMssXLhQ/jpVd4zF9ubNG5UT0K9du0aGhobk6empUD8vL49u3LhBd+7cUSivaAL6/Pnzq9xGiHQjjfsm982qqFL/rOwLqBpBl4jon//8JwEgOzs7CgkJofnz59OYMWOodevWSh2vsh07MDCQdHR0KCgoiJYuXUrLli2j7OxsIiq/YxMRffvttyQIAllaWtL06dNp1qxZZGdnV+25kCXdunVLfgdXnekuYijrUUtDQ0OlRy1TU1MJgMrfybx58wgAtW3bVuFRyzZt2tSZx4C5b3LfrKw6EXSJiCIiIsjb25tMTU1JIpGQk5MTDRs2jCIiIhTqVbZj37t3jwYPHkxmZmYkCILC9JSKOjZR8VM/ffv2pcaNG5OhoSF169ZNab4lkeJTP1KplOzt7UlfX5/eeustlU8JleTp6UkA6Pr16+XWE1NUVBT17dtX/hTWwIED6bffflOqV17HLioqoo0bN5KrqysZGBhQ8+bNadKkSSonpVeGmEGXiPsm983KqUr/5BTsVRAaGoolS5YgNTUVjo6Oar8uNzcXLVq0kA/us4pxCvbK4b4pLk7BruW+++47PH36FJMmTdJ0UxhTwH1TPKLOXmioNm3ahNTUVGzevBktW7bE+PHjNd0kxgBw39QEDroiCAsLw4MHD9CpUyds2rQJEolE001iDAD3TU3gMV2m1XhMl2kzHtNljDEtx0GXMcZExEG3mhwdHeHj46PpZjCmhPumduKgy1T6z3/+g/Hjx6Ndu3bQ0dGBIAgoKChQWTctLQ2CIJS5vXz5UuTWs/rq6dOn+Pjjj+Hp6QkrKysYGBjAyckJI0aMwOXLl5Xq5+TkYPXq1Rg5ciScnJwgCAJatmypgZb/jWcvMJU++eQTAICDgwNMTU3VWh/W29tb5ZWVvr5+TTePNVAZGRkIDw9Hr1694OHhAVNTU9y5cwc//vgjDh48iP3792Po0KEK9efNmwdBEODi4qIVszM46DKVjh07hm7dusHS0hI+Pj44ffp0ha/x8fHhxaxZrWrdujWysrLk6xbLJCYmokuXLli4cKFC0LW0tERkZKQ8QDs6Opb5jU0sGhle2LVrF3r06IGmTZvCyMgIjo6OGDNmjHyFfqD4K+vChQvh7u4Oc3NzGBoaomPHjvj6669RVFSkdExBEBAcHIyrV6+if//+MDExgZWVFWbPni3/kLdu3YoOHTpAIpGgXbt2OHjwoNJxfHx84OjoiMzMTAQFBcHS0hLGxsbw9/dHfHy82u/xzp07mDBhAmxtbWFgYIBWrVrhX//6F968eaNQr7CwEOvXr0fnzp3RpEkTmJiYoHXr1pgwYQIeP36s9vlq2sCBA2Fpaamx82sK982/aWPf1NPTUwq4ANCuXTu0b98eqampCuWNGzeGv7+/di2iX9nFGqiaC4qsXbuWAJCLiwt9/PHH8pWcrKysFFJOb9q0iczMzCgwMJBmz55NH3/8MXXq1IkA0NSpU1UuPNGnTx8yNTWlgQMH0pw5c6hbt27yfFUrV64kc3NzCg4OpunTp5OFhQXp6urSjRs3FI7j7e1NNjY25ObmRp06daIFCxZQUFAQ6evrk7GxMV2+fFmhvqqFTxISEsjCwoIaNWpEw4cPp7lz59Lbb79NQHHG15KJDGfNmkUAqEuXLjRr1iyaM2cOBQYGUpMmTVQu7KEJ3t7eBIDy8/NV7pctNjJmzBj6+uuvaeXKlbR//36lJItVAREXvOG+Wff6pkxqaioZGxuTm5tbufUcHBzKzJlWFVXpn6I/HOHu7o6MjAwkJSXB0NBQXl5QUICcnBz5qvaPHj2CmZmZwhgMEWHy5MnYtm0bUlJSFBb0kK26v2HDBkybNk1+zG7duiExMREWFhaIiYmBg4MDACA+Ph4eHh6YNm0aNmzYID+O7Kt0QEAAjh8/Dl1dXQDAyZMn4e/vDy8vL/ni0UDxHWJHR0eFlfO7du2KW7duISYmRmHB6DVr1mD27NnYtWuXPBVK06ZN4ezsjLi4OOjo/P3F4/Xr1wCg8BmpUhur9pcm+0zy8/NVXmWkpaXByclJqdzU1BQbN26sVtoXMR+O4L5Zd/rmgwcPsHXrVhQWFuLu3bs4dOgQioqKcOTIEXnuOFVkwwv37t1Tu13lqUr/FP1Kt0uXLuTk5ER5eXlVen18fDwBoB07diiUA6DWrVsr/E9N9HcG1NLrjhIROTs7U9++fRXKZFd1sbGxSvX9/f0JAKWlpcnLSl9NXLx4kQDQokWLlF5fWFhIVlZWNHToUHmZubk59enTp9z3XJ7ayMRaWkVXuunp6bRkyRL6448/6OXLl3T//n3atm0bWVpako6ODkVHR1f5/UHEK13um3Wnb8rei2xr1qwZnThxosLXacOVrug30kaMGIHPPvsMnTp1wpgxY+Dn5wdPT0+Vd7h3796NrVu34vfff8ezZ89kf1AAgIcPHyrV79ixo1KeKRsbGwCAm5ubUn1ra2s8ePBAqbxRo0bw9PRUKu/duzeioqJw9epV+VVJaRcuXABQnEFW1U0lPT093Lp1S/7ziBEjsHXrVnh6emL48OHw8/NDly5d5FcxFdGGTKxWVlb4/PPP5T8bGxtjwoQJcHR0hL+/P7744otyrz60BffNutM3PTw8QETIy8tDcnIyvvrqKwwYMADr16/H1KlTa+WcNUX0oLtw4UI0adIEmzdvhlQqhVQqhampKaZOnYply5ahUaNGAIAVK1Zg0aJFcHBwwNChQ2FtbQ19fX1kZ2dj7dq1yM3NVTq2qgR9sg5SVubW/Px8pXILCwuFr1MyqrKplpaVlQUA2LdvX5l1Sv4Rr1u3DnZ2dggPD8eCBQvk55k7dy7mzZtX5jHqAj8/P9jb2+P8+fOabopauG/Wvb6pr6+P9u3b49tvv8WDBw8wc+ZM/OMf/4Ctra2mm1Ym0YOuIAiYPn06pk+fjvv37yMqKgobNmxAWFgY9PX1sXTpUhQUFGDlypVwc3NDbGyswthRXFwc1q5dW6ttfPLkCYqKipQ6d1nZVEuSZW+NiIjAqFGjKjyXvr4+Fi9ejMWLFyM5ORknTpzA2rVrMX/+fFhYWGDChAnlvl6MMd3qsLS0xP3790U7X3Vw31RU1/pmv379cPz4cVy4cEFh2pi20eg8XVtbW3zwwQcYPnw4LC0tceTIESxduhSZmZl48eIF+vXrpzRYL8toWpvy8/Nx4cIF9OjRQ+W5VWVflfHw8ABQ/AeoTscuydnZGc7OzhgwYACcnJxw5MgRtTp2TWdirSkvX75EYmIi7O3tRTlfTeK+qagu9E3ZcIyqm73aRPR5umfOnFEqy87ORn5+PgwMDAAAzZo1g0QiQWxsrMJY2a1bt/Dll1+K0s7PP/9cIWX2yZMnERUVhd69e5c5ZgYAPXv2hJubGzZu3KhwJ1nmyZMnuHbtGoDiFCmqUqPIrlpkn0d5QkNDKzWIX5kULuq6evWqwu8JAPLy8jB9+nTk5OQopdDWVtw3tb9vXrt2DXl5eUrlf/zxB7755hsYGRkppZ7XNqL/l/Dee+/BwsIC3bt3h729PbKzs3Ho0CEUFBRgxowZAIrHuiZNmoT169ejW7du8PX1xYMHD3D48GEEBASonDhek2xsbJCRkQF3d3cMHDgQjx49QkREBIyNjbFu3bpyXysIAnbt2gVfX194e3ujf//+cHV1xevXr5GcnIzo6Gh8+umn8rIePXrgrbfeQpcuXWBra4v09HT88MMPaNSokXx6kSasXLkSiYmJACD/d+LEifKbQatXr5Y/PPH555/j8uXL6NWrF+zs7PD8+XOcPHkSt2/fhru7OxYvXqyZN1FJ3De1v29+88032LlzJ7y8vODo6AhdXV3cunULx48fBxHh22+/hbm5ucJr5s6di8zMTABAZmYmiAjBwcHy/eHh4SK+A4g/ZWzjxo30zjvvUMuWLUlfX59sbGxowIABFBkZqVDvzZs3tGjRInJyciIDAwNq164drVmzhlJSUggASaVShfpQkYGViGjHjh0EgE6dOqW0z9vbmxwcHFSWPX78mMaPH08WFhZkaGhIvr6+dPHiRaVjlJUV9t69e/TRRx+Rk5MT6evrk4WFBXXt2pUWL15MKSkpRESUl5dHX375Jfn5+ZGNjQ3p6+uTnZ0dBQYGqjyXmGTTk8raSk7v2blzJw0YMIBatmxJBgYGZGRkRJ07d6YvvviCcnJyqtUOiDhljPum9vfNs2fP0gcffEAuLi7UuHFj0tfXJ3t7exozZgzFxcWpfI2Dg0O5fbk6qtI/OXNEKT4+PkhLS0NaWpqmm8LAmSNK4r6pfThzBGOMaTkOuowxJiIOuowxJiIe02Vajcd0mTbjMV3GGNNyHHQZY0xEdTLoylbQr49KJ3kcMmSIpptUY9avX6/w3kSflC4C7pt109GjRxXeW22u3Fcng25D4O3tDalUitGjRyuUX7lyBQsXLpSnIBEEodwnvoKDg8vM0jt37twaaev+/fvh6ekJIyMjWFpaYtSoUSrnknp6ekIqlSIoKKhGzss0o6y+CQCvXr3CvHnzYG9vD4lEAhcXF6xYsaLaeckKCwsxZ84ceHl5wcbGBgYGBrCzs8M777yDU6dOqXxNZTJat2nTBlKpVJ6QtTZp98oQDVhZSR4PHTqEsLAwGBoayh+5VYdUKlUq69WrV3WbiU2bNmHatGmwtbXF1KlT8ezZM+zevRvR0dG4cOGCwloAnp6e8PT0RHR0NP773/9W+9xMM8rqm/n5+Xj77bcRExMDX19fjB07FufPn8eiRYtw9epVREREVPmc+fn52LhxI7p37y5/XPvhw4f48ccf4efnh7Vr18of1ZapTEbrNm3aIDQ0FGlpabW+UhwH3TpmxIgRGDp0KFxdXXHu3Dn4+vqq9bra+Lr0+PFjzJs3D9bW1rh8+bJ8TdexY8ciICAACxYsqNYfGqtbvvnmG8TExGDixIn49ttv5eVBQUH47rvvEBwcjAEDBlTp2BKJBNnZ2UoL7aSnp8PNzQ2LFy/G1KlTFdYDrkpGazHUyvBCZGRkueMiy5cvhyAI+OmnnwAAOTk5WL16Nby9vWFtbQ0DAwM4OjpixowZ8oWXK1LeWJqjoyN8fHyUytXNiqpNXF1d4ebmphXL1+3btw+vXr3CJ598Ig+4AODv7w8fHx/88MMP5V5daAL3zdqzY8cOCIKApUuXKpTLft6+fXu1jq9qZbPmzZujV69eePHihVKGYm3NaF0rQdfX1xfNmzfH3r17Ve6PiIhA06ZN0b9/fwDAn3/+ic8++wwSiQSBgYGYMWMG2rZti3Xr1sHPz0/lSvzVde3aNXTt2hU7d+5Er169MGPGDLRp0wbLly/H4MGDlZYqrOt27dqFFStWYMOGDfjtt99q5Jiy5QH9/f2V9vXr1w/5+fkqlwfUJO6btSMnJwfx8fFo3749WrRoobDPwcEBLi4uKpeTrK6srCxcvHgRTZs2lac/0na1crmkq6uLkSNHYt26dbhy5Qo6d+4s35eQkIBr165h8uTJ8vQndnZ2uH//Ppo1a6ZwnJ07d2L8+PGIiIio8ZsvH3zwAXJzc3Hp0iWVWVH37NlTYRbbtLS0St2BHzJkiMJnIaZx48Yp/DxgwADs3LkTFhYWVT7m7du3ARQvcF2arCw5ObnKx68N3DdVq27fTElJARGp7AtAcX/4+eef8erVKxgbG1f5PDk5OVi1ahWKiorw6NEjHD58GE+fPsX333+vMo2RVqrssmSk5tJ5MTExBIDmz5+vUL5o0SICQCdPnqzwGEVFRdSkSROlZfHKW/ZOlepmRS3LqVOnKpXttHSWWFVSU1NVLg9Y3vlVvQ+ZHTt20KFDh+j+/fv06tUrunz5Mg0dOpQAkL+/f4XnKI+Li0uZWYKPHTtGAGjFihVltludzwO1sLQj982a75uyz/T9999X+dqRI0cSAHrw4EGF5ynP48ePFdptbGxMu3btqvB1FWW0lqnM3x9R1fpnrQ0M9uzZEw4ODti3bx/CwsLk5Xv37oWNjY1Sdti4uDisWrUKsbGxePz4scLUDlXZVaujsllRy+Lj46OVX/VKKrlYMwB06dIFBw4cgK+vL6KiovDrr7/WyCyGuoT7Zt1laWkJIkJBQQH+/PNPfPvttxg3bhyuXbuGL774QtPNU0utBV1BEDB69GiEhYUhNjYWPXv2xKVLl3D79m3MnDlT4avA6dOnERAQAENDQwwYMACOjo7y/FP//ve/a3zcrLJZUesbQRAQFBSE06dP4/z581UOurIkiM+fP0fTpk0V9smmspmamlavsbWA+2bNK9kXVJGVl5c4szL09PTQqlUrrFixAtnZ2VixYgWGDBmCbt261cjxa1Ot3gIfM2YMwsLCsGfPwFbRHAAABVVJREFUHvTs2VM+fWjMmDEK9cLCwqCnp4f4+Hi0bt1aXk5EWLVqlVrn0tHRKXPic+mOUNmsqGWpS2O6pcnu6r569arKx2jdujXi4+ORnJysFHRlY7lljfFpGvdNRdXtm61atYIgCGWO4ScnJ8Pa2rpa47ll6devHzZt2oRz585x0HVzc0P79u2xf/9+fP3119i3bx9atWoFT09PhXopKSno0KGDQqcGgN9++w2vX79W61xmZmbIyMhAYWEhdHV15eV37txRmtpTnayoJaWlpVUq26mjo6PWBN1Lly4BQLmJDCvSp08f7N27F1FRUUqdPTIyEo0aNUL37t2r1c7awn1TUXX7ppGREbp27Yr4+Hg8ePBAYQbDnTt3kJSUVGsJSutKFmCZWr/dN3r0aDx69AgrVqzA3bt3VT46aGdnh6SkJHmmUaD4CqAyj+R17doV+fn52LNnj7wsPz9f5aOulcmKWh7ZuJm6W+nx1dr29OlT3L17V6k8Pj4eX331FYyNjfHOO+8o7PPx8YEgCGqlhBk5ciSMjY3xn//8R+F3FxUVhejoaAwdOlS0dO9VwX2zZvtmSEgIiAiff/65Qrns55CQEIXy0NBQtdfgSEpKwsuXL5XK7927h1WrVkFHRwf9+vWreuNFVOv/NYwZMwZSqRTLli2T/1za1KlTERkZCXd3dwQGBiI3NxfHjx+HjY2N0py/soSEhGDVqlWYMGECTpw4ATMzM0RFRcHY2Fhp/l5lsqJqm8TERKxcuRIA8OjRIwDAkSNHcO/ePQCAl5cXJk2aBKB4jmm3bt3g5eWFNm3awNTUFDdv3pRP/N++fbvS5HHZzRd1rhqaNWuGVatWYfr06XB3d8eoUaOQnZ2NPXv2wNLSUu2v35rCfbNmffjhh9i9eze2bduGlJQUdO/eHbGxsTh9+jRGjhyJgQMHKtSvTF/76aef8K9//Qt9+/aFk5MTjIyMkJqaiqNHj+LNmzcIDQ1F+/btFV5TmYzWoqrsdAeqQrbVrl27EgBydXUts873339PHTt2JIlEQi1atKCPPvqInj17pjKjaVlTcOLi4qh3795kYGBAlpaWNGXKlDKPQaReVlSxVTRlpaKpQCWnMKWnp9PkyZOpU6dOZG5uTnp6emRtbU2BgYEUGxur8viWlpbk6elZqTbv3buXPDw8SCKRkLm5OY0YMaLcz0/TU8ZK4r6pPnWmU7148YLmzJkjz6js7OxMy5cvp7y8PKW6gYGBZGhoSJmZmRWe++rVqzRlyhTq0KEDmZqakp6eHtnY2NDgwYPpl19+UfmaymS0rsx7LKlK/bOyL6AqBF2mvsr+0mtSYmIiAaCIiIhaPY82BV2mvprum9bW1jR16tQaOVZNESPo1pFHOBqeJUuWiL5maUxMDOzt7TF8+PBaOb5sPV11F+lh2qkm+mZKSgrS09Mxa9asGmxZ1cnW03Vycqr1c3GONC2TnZ2Nf//73/Kf27Vrp/IGT1104cIFHDt2TP6zOtOUOEea9qjPffPWrVvYvXu3/GcfHx+VCxGVVqX+yUGXaTMOukybcWJKxhjTchx0GWNMRBx0GWNMRBx0GWNMRBx0GWNMRBx0GWNMRFVae0EikaQLgtC8phvDWGkSiSS9Kq/h/snEUJX+WaV5uowxxqqGhxcYY0xEHHQZY0xEHHQZY0xEHHQZY0xEHHQZY0xEHHQZY0xEHHQZY0xEHHQZY0xEHHQZY0xEHHQZY0xEHHQZY0xEHHQZY0xEHHQZY0xEHHQZY0xEHHQZY0xEHHQZY0xEHHQZY0xEHHQZY0xEHHQZY0xEHHQZY0xEHHQZY0xE/x/4Zqqs3mRVDwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_tree(dtree.fit(X_test, y_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get predictions of the test set using `predict`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-10T13:08:16.057435Z",
     "start_time": "2020-02-10T13:08:16.053444Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Actual</th>\n",
       "      <th>Predicted</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Actual  Predicted\n",
       "79      1.0        1.0\n",
       "86      1.0        1.0\n",
       "199     1.0        1.0\n",
       "229     1.0        1.0\n",
       "146     0.0        0.0\n",
       "178     1.0        1.0\n",
       "208     1.0        1.0\n",
       "4       0.0        0.0\n",
       "108     0.0        0.0\n",
       "31      1.0        1.0"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get predictions \n",
    "predictions = dtree.predict(X_test)\n",
    "\n",
    "# compare results\n",
    "pd.DataFrame({'Actual': y_test, 'Predicted': predictions}) \\\n",
    "    .sample(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Retrieve the confusion matrix using `confusion_matrix` and print the results obtained.\n",
    "\n",
    "Documentation:  https://scikit-learn.org/stable/modules/generated/sklearn.metrics.confusion_matrix.html\n",
    "\n",
    "Get the true negatives (TN), false negatives (FN), true positives (TP) and false positives (FP) from the confusion matrix. What is the accuracy in the test set? What is the f1-score (f measure) of the test set?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[15,  0],\n",
       "       [ 0, 31]])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get the confusion matrix\n",
    "conf_matrix = confusion_matrix(y_test, predictions)\n",
    "conf_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Retrieve TN, FN, TP and FP\n",
    "tn = conf_matrix[0][0]\n",
    "fn = conf_matrix[1][0]\n",
    "tp = conf_matrix[1][1]\n",
    "fp = conf_matrix[0][1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compute accuracy and f1 score with the TN, FN, TP and FP values. (Refer to week 5 slides). \n",
    "Another ref: https://towardsdatascience.com/accuracy-recall-precision-f-score-specificity-which-to-optimize-on-867d3f11124"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Accuracy = (TP+TN)/(TP+FP+FN+TN)\n",
    "accuracy = (tp+tn)/(tp+fp+fn+tn)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 1.0\n",
      "Precision: 1.0\n",
      "Recall: 1.0\n",
      "F-Score: 1.0\n"
     ]
    }
   ],
   "source": [
    "#Precision = TP/(TP+FP)\n",
    "precision = tp/(tp+fp)\n",
    "\n",
    "#Recall = TP/(TP+FN)\n",
    "recall = tp/(tp+fn)\n",
    "\n",
    "#F1 Score = 2*(Recall * Precision) / (Recall + Precision)\n",
    "f1_score = 2*(recall*precision)/(recall+precision)\n",
    "\n",
    "print(\"Accuracy:\", accuracy)\n",
    "print(\"Precision:\", precision)\n",
    "print(\"Recall:\", recall)\n",
    "print(\"F-Score:\", f1_score)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Classification using Random Forest\n",
    "\n",
    "Random classification results to a weird perfect result.\n",
    "\n",
    "Documentation: https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None,\n",
       "                       criterion='gini', max_depth=None, max_features='auto',\n",
       "                       max_leaf_nodes=None, max_samples=None,\n",
       "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                       min_samples_leaf=1, min_samples_split=2,\n",
       "                       min_weight_fraction_leaf=0.0, n_estimators=100,\n",
       "                       n_jobs=None, oob_score=False, random_state=424,\n",
       "                       verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Your code here\n",
    "\n",
    "#import library\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "# initialise classifier, default n_estimator: 100\n",
    "rf_classifier = RandomForestClassifier(n_estimators=100, random_state=424)\n",
    "\n",
    "# train model\n",
    "rf_classifier.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Actual</th>\n",
       "      <th>Predicted</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Actual  Predicted\n",
       "42      0.0        0.0\n",
       "25      1.0        1.0\n",
       "79      1.0        1.0\n",
       "196     0.0        0.0\n",
       "24      0.0        0.0\n",
       "114     0.0        0.0\n",
       "95      0.0        0.0\n",
       "146     0.0        0.0\n",
       "228     1.0        1.0\n",
       "21      1.0        1.0"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get predictions \n",
    "rf_predictions = rf_classifier.predict(X_test)\n",
    "\n",
    "# compare results\n",
    "pd.DataFrame({'Actual': y_test, 'Predicted': rf_predictions}) \\\n",
    "    .sample(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[15  0]\n",
      " [ 0 31]]\n",
      "\n",
      "======= USING MANUAL FORMULA ========\n",
      "Accuracy: 1.0\n",
      "Precision: 1.0\n",
      "Recall: 1.0\n",
      "F-Score: 1.0\n",
      "\n",
      "======= USING SKLEARN METRICS LIBRARY ========\n",
      "Accuracy: 1.0\n",
      "Precision: 1.0\n",
      "Recall: 1.0\n",
      "F-Score: 1.0\n"
     ]
    }
   ],
   "source": [
    "# Get the confusion matrix\n",
    "rf_conf_matrix = confusion_matrix(y_test, rf_predictions)\n",
    "print(rf_conf_matrix)\n",
    "\n",
    "# Retrieve TN, FN, TP and FP\n",
    "rf_tn = rf_conf_matrix[0][0]\n",
    "rf_fn = rf_conf_matrix[1][0]\n",
    "rf_tp = rf_conf_matrix[1][1]\n",
    "rf_fp = rf_conf_matrix[0][1]\n",
    "\n",
    "\n",
    "#Accuracy = (TP+TN)/(TP+FP+FN+TN)\n",
    "rf_accuracy = (rf_tp+rf_tn)/(rf_tp+rf_fp+rf_fn+rf_tn)\n",
    "\n",
    "#Precision = TP/(TP+FP)\n",
    "rf_precision = rf_tp/(rf_tp+rf_fp)\n",
    "\n",
    "#Recall = TP/(TP+FN)\n",
    "rf_recall = rf_tp/(rf_tp+rf_fn)\n",
    "\n",
    "#F1 Score = 2*(Recall * Precision) / (Recall + Precision)\n",
    "rf_f1_score = 2*(rf_recall*rf_precision)/(rf_recall+rf_precision)\n",
    "\n",
    "\n",
    "print(\"\\n======= USING MANUAL FORMULA ========\")\n",
    "print(\"Accuracy:\", rf_accuracy)\n",
    "print(\"Precision:\", rf_precision)\n",
    "print(\"Recall:\", rf_recall)\n",
    "print(\"F-Score:\", rf_f1_score)\n",
    "\n",
    "from sklearn import metrics\n",
    "\n",
    "print(\"\\n======= USING SKLEARN METRICS LIBRARY ========\")\n",
    "print(\"Accuracy:\",metrics.accuracy_score(y_test, rf_predictions))\n",
    "print(\"Precision:\",metrics.precision_score(y_test, rf_predictions))\n",
    "print(\"Recall:\",metrics.recall_score(y_test, rf_predictions))\n",
    "print(\"F-Score:\",metrics.f1_score(y_test, rf_predictions))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Classification using Feed-Forward Neural Network\n",
    "\n",
    "Neural Network results to 67% accuracy.\n",
    "\n",
    "Documentation: https://scikit-learn.org/stable/modules/generated/sklearn.neural_network.MLPClassifier.html\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MLPClassifier(activation='relu', alpha=0.0001, batch_size='auto', beta_1=0.9,\n",
       "              beta_2=0.999, early_stopping=False, epsilon=1e-08,\n",
       "              hidden_layer_sizes=(10, 10, 10), learning_rate='constant',\n",
       "              learning_rate_init=0.001, max_fun=15000, max_iter=1000,\n",
       "              momentum=0.9, n_iter_no_change=10, nesterovs_momentum=True,\n",
       "              power_t=0.5, random_state=None, shuffle=True, solver='adam',\n",
       "              tol=0.0001, validation_fraction=0.1, verbose=False,\n",
       "              warm_start=False)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.neural_network import MLPClassifier\n",
    "mlp = MLPClassifier(hidden_layer_sizes=(10, 10, 10), max_iter=1000)\n",
    "mlp.fit(X_train, y_train.values.ravel())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Actual</th>\n",
       "      <th>Predicted</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Actual  Predicted\n",
       "4       0.0        0.0\n",
       "77      1.0        1.0\n",
       "189     1.0        1.0\n",
       "222     0.0        0.0\n",
       "174     1.0        1.0\n",
       "163     1.0        1.0\n",
       "90      0.0        0.0\n",
       "54      0.0        0.0\n",
       "140     1.0        1.0\n",
       "233     0.0        0.0\n",
       "114     0.0        0.0\n",
       "153     0.0        0.0\n",
       "31      1.0        1.0\n",
       "23      1.0        1.0\n",
       "229     1.0        1.0\n",
       "228     1.0        1.0\n",
       "133     1.0        0.0\n",
       "121     1.0        1.0\n",
       "61      1.0        1.0\n",
       "86      1.0        1.0"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nn_predictions = mlp.predict(X_test)\n",
    "# compare results\n",
    "pd.DataFrame({'Actual': y_test, 'Predicted': nn_predictions}) \\\n",
    "    .sample(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[15  0]\n",
      " [ 0 31]]\n",
      "\n",
      "======= USING MANUAL FORMULA ========\n",
      "Accuracy: 0.9130434782608695\n",
      "Precision: 0.9090909090909091\n",
      "Recall: 0.967741935483871\n",
      "F-Score: 0.9374999999999999\n",
      "\n",
      "======= USING SKLEARN METRICS LIBRARY ========\n",
      "Accuracy: 0.9130434782608695\n",
      "Precision: 0.9090909090909091\n",
      "Recall: 0.967741935483871\n",
      "F-Score: 0.9374999999999999\n"
     ]
    }
   ],
   "source": [
    "# Get the confusion matrix\n",
    "nn_conf_matrix = confusion_matrix(y_test, nn_predictions)\n",
    "print(rf_conf_matrix)\n",
    "\n",
    "# Retrieve TN, FN, TP and FP\n",
    "nn_tn = nn_conf_matrix[0][0]\n",
    "nn_fn = nn_conf_matrix[1][0]\n",
    "nn_tp = nn_conf_matrix[1][1]\n",
    "nn_fp = nn_conf_matrix[0][1]\n",
    "\n",
    "\n",
    "#Accuracy = (TP+TN)/(TP+FP+FN+TN)\n",
    "nn_accuracy = (nn_tp+nn_tn)/(nn_tp+nn_fp+nn_fn+nn_tn)\n",
    "\n",
    "#Precision = TP/(TP+FP)\n",
    "nn_precision = nn_tp/(nn_tp + nn_fp)\n",
    "\n",
    "#Recall = TP/(TP+FN)\n",
    "nn_recall = nn_tp/(nn_tp+ nn_fn)\n",
    "\n",
    "#F1 Score = 2*(Recall * Precision) / (Recall + Precision)\n",
    "nn_f1_score = 2*(nn_recall*nn_precision)/(nn_recall+nn_precision)\n",
    "\n",
    "\n",
    "print(\"\\n======= USING MANUAL FORMULA ========\")\n",
    "print(\"Accuracy:\", nn_accuracy)\n",
    "print(\"Precision:\", nn_precision)\n",
    "print(\"Recall:\", nn_recall)\n",
    "print(\"F-Score:\", nn_f1_score)\n",
    "\n",
    "from sklearn import metrics\n",
    "\n",
    "print(\"\\n======= USING SKLEARN METRICS LIBRARY ========\")\n",
    "print(\"Accuracy:\",metrics.accuracy_score(y_test, nn_predictions))\n",
    "print(\"Precision:\",metrics.precision_score(y_test, nn_predictions))\n",
    "print(\"Recall:\",metrics.recall_score(y_test, nn_predictions))\n",
    "print(\"F-Score:\",metrics.f1_score(y_test, nn_predictions))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Classification using Naive Bayes Classifier\n",
    "\n",
    "\n",
    "\n",
    "Documentation: https://www.datacamp.com/community/tutorials/naive-bayes-scikit-learn\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.8478260869565217\n",
      "Precision: 0.875\n",
      "Recall: 0.9032258064516129\n"
     ]
    }
   ],
   "source": [
    "#Import NB model\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "\n",
    "from sklearn import svm\n",
    "\n",
    "#Create a Gaussian Classifier\n",
    "gnb = GaussianNB()\n",
    "\n",
    "#Train the model using the training sets\n",
    "gnb.fit(X_train, y_train)\n",
    "\n",
    "\n",
    "#Predict the response for test dataset\n",
    "y_pred = gnb.predict(X_test)\n",
    "\n",
    "\n",
    "# Model Accuracy: how often is the classifier correct?\n",
    "print(\"Accuracy:\",metrics.accuracy_score(y_test, y_pred))\n",
    "\n",
    "# Model Precision: what percentage of positive tuples are labeled as such?\n",
    "print(\"Precision:\",metrics.precision_score(y_test, y_pred))\n",
    "\n",
    "# Model Recall: what percentage of positive tuples are labelled as such?\n",
    "print(\"Recall:\",metrics.recall_score(y_test, y_pred))"
   ]
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