preprocessing_and_EDA-2a.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data/data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.max_rows', 200)\n",
    "pd.set_option('display.max_rows', 200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>R_fighter</th>\n",
       "      <td>Henry Cejudo</td>\n",
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       "      <td>Royce Gracie</td>\n",
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       "      <td>Royce Gracie</td>\n",
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       "      <th>B_fighter</th>\n",
       "      <td>Marlon Moraes</td>\n",
       "      <td>Jessica Eye</td>\n",
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       "      <td>Petr Yan</td>\n",
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       "      <td>Angela Hill</td>\n",
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       "      <td>Ray Wizard</td>\n",
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       "      <td>Kevin Rosier</td>\n",
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       "      <td>Zane Frazier</td>\n",
       "      <td>Teila Tuli</td>\n",
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       "    <tr>\n",
       "      <th>Referee</th>\n",
       "      <td>Marc Goddard</td>\n",
       "      <td>Robert Madrigal</td>\n",
       "      <td>Dan Miragliotta</td>\n",
       "      <td>Kevin MacDonald</td>\n",
       "      <td>Dan Miragliotta</td>\n",
       "      <td>Robert Madrigal</td>\n",
       "      <td>Marc Goddard</td>\n",
       "      <td>Kevin MacDonald</td>\n",
       "      <td>Dan Miragliotta</td>\n",
       "      <td>Robert Madrigal</td>\n",
       "      <td>...</td>\n",
       "      <td>John McCarthy</td>\n",
       "      <td>John McCarthy</td>\n",
       "      <td>Joao Alberto Barreto</td>\n",
       "      <td>Joao Alberto Barreto</td>\n",
       "      <td>Joao Alberto Barreto</td>\n",
       "      <td>Joao Alberto Barreto</td>\n",
       "      <td>Joao Alberto Barreto</td>\n",
       "      <td>Joao Alberto Barreto</td>\n",
       "      <td>Joao Alberto Barreto</td>\n",
       "      <td>Joao Alberto Barreto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <td>2019-06-08</td>\n",
       "      <td>2019-06-08</td>\n",
       "      <td>2019-06-08</td>\n",
       "      <td>2019-06-08</td>\n",
       "      <td>2019-06-08</td>\n",
       "      <td>2019-06-08</td>\n",
       "      <td>2019-06-08</td>\n",
       "      <td>2019-06-08</td>\n",
       "      <td>2019-06-08</td>\n",
       "      <td>2019-06-08</td>\n",
       "      <td>...</td>\n",
       "      <td>1994-03-11</td>\n",
       "      <td>1994-03-11</td>\n",
       "      <td>1993-11-12</td>\n",
       "      <td>1993-11-12</td>\n",
       "      <td>1993-11-12</td>\n",
       "      <td>1993-11-12</td>\n",
       "      <td>1993-11-12</td>\n",
       "      <td>1993-11-12</td>\n",
       "      <td>1993-11-12</td>\n",
       "      <td>1993-11-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>location</th>\n",
       "      <td>Chicago, Illinois, USA</td>\n",
       "      <td>Chicago, Illinois, USA</td>\n",
       "      <td>Chicago, Illinois, USA</td>\n",
       "      <td>Chicago, Illinois, USA</td>\n",
       "      <td>Chicago, Illinois, USA</td>\n",
       "      <td>Chicago, Illinois, USA</td>\n",
       "      <td>Chicago, Illinois, USA</td>\n",
       "      <td>Chicago, Illinois, USA</td>\n",
       "      <td>Chicago, Illinois, USA</td>\n",
       "      <td>Chicago, Illinois, USA</td>\n",
       "      <td>...</td>\n",
       "      <td>Denver, Colorado, USA</td>\n",
       "      <td>Denver, Colorado, USA</td>\n",
       "      <td>Denver, Colorado, USA</td>\n",
       "      <td>Denver, Colorado, USA</td>\n",
       "      <td>Denver, Colorado, USA</td>\n",
       "      <td>Denver, Colorado, USA</td>\n",
       "      <td>Denver, Colorado, USA</td>\n",
       "      <td>Denver, Colorado, USA</td>\n",
       "      <td>Denver, Colorado, USA</td>\n",
       "      <td>Denver, Colorado, USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Winner</th>\n",
       "      <td>Red</td>\n",
       "      <td>Red</td>\n",
       "      <td>Red</td>\n",
       "      <td>Blue</td>\n",
       "      <td>Blue</td>\n",
       "      <td>Red</td>\n",
       "      <td>Red</td>\n",
       "      <td>Blue</td>\n",
       "      <td>Blue</td>\n",
       "      <td>Red</td>\n",
       "      <td>...</td>\n",
       "      <td>Red</td>\n",
       "      <td>Red</td>\n",
       "      <td>Red</td>\n",
       "      <td>Red</td>\n",
       "      <td>Red</td>\n",
       "      <td>Red</td>\n",
       "      <td>Red</td>\n",
       "      <td>Red</td>\n",
       "      <td>Red</td>\n",
       "      <td>Red</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>title_bout</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weight_class</th>\n",
       "      <td>Bantamweight</td>\n",
       "      <td>Women's Flyweight</td>\n",
       "      <td>Lightweight</td>\n",
       "      <td>Bantamweight</td>\n",
       "      <td>Heavyweight</td>\n",
       "      <td>Women's Strawweight</td>\n",
       "      <td>Bantamweight</td>\n",
       "      <td>Women's Strawweight</td>\n",
       "      <td>Featherweight</td>\n",
       "      <td>Women's Strawweight</td>\n",
       "      <td>...</td>\n",
       "      <td>Open Weight</td>\n",
       "      <td>Open Weight</td>\n",
       "      <td>Catch Weight</td>\n",
       "      <td>Open Weight</td>\n",
       "      <td>Open Weight</td>\n",
       "      <td>Open Weight</td>\n",
       "      <td>Open Weight</td>\n",
       "      <td>Open Weight</td>\n",
       "      <td>Open Weight</td>\n",
       "      <td>Open Weight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>no_of_rounds</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_current_lose_streak</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_current_win_streak</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_draw</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_BODY_att</th>\n",
       "      <td>9.2</td>\n",
       "      <td>14.6</td>\n",
       "      <td>15.3548</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>19.5</td>\n",
       "      <td>15</td>\n",
       "      <td>16.25</td>\n",
       "      <td>7.25</td>\n",
       "      <td>25.4</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_BODY_landed</th>\n",
       "      <td>6</td>\n",
       "      <td>9.1</td>\n",
       "      <td>11.3226</td>\n",
       "      <td>14</td>\n",
       "      <td>14.5</td>\n",
       "      <td>12.3333</td>\n",
       "      <td>7.41667</td>\n",
       "      <td>11</td>\n",
       "      <td>4.75</td>\n",
       "      <td>17.9</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_CLINCH_att</th>\n",
       "      <td>0.2</td>\n",
       "      <td>11.8</td>\n",
       "      <td>6.74194</td>\n",
       "      <td>13.75</td>\n",
       "      <td>2.5</td>\n",
       "      <td>11.8333</td>\n",
       "      <td>6.08333</td>\n",
       "      <td>17.5</td>\n",
       "      <td>1.75</td>\n",
       "      <td>22.5</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_CLINCH_landed</th>\n",
       "      <td>0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>4.3871</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>7.16667</td>\n",
       "      <td>3.41667</td>\n",
       "      <td>11.25</td>\n",
       "      <td>0.5</td>\n",
       "      <td>16.8</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_DISTANCE_att</th>\n",
       "      <td>62.6</td>\n",
       "      <td>124.7</td>\n",
       "      <td>84.7419</td>\n",
       "      <td>109.5</td>\n",
       "      <td>201</td>\n",
       "      <td>142.333</td>\n",
       "      <td>84.9167</td>\n",
       "      <td>105.75</td>\n",
       "      <td>125</td>\n",
       "      <td>121.1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_DISTANCE_landed</th>\n",
       "      <td>20.6</td>\n",
       "      <td>42.1</td>\n",
       "      <td>38.5806</td>\n",
       "      <td>48.75</td>\n",
       "      <td>59.5</td>\n",
       "      <td>63.8333</td>\n",
       "      <td>34.6667</td>\n",
       "      <td>40</td>\n",
       "      <td>50.75</td>\n",
       "      <td>55.6</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_GROUND_att</th>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>5.51613</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>5.08333</td>\n",
       "      <td>3</td>\n",
       "      <td>8.75</td>\n",
       "      <td>2.6</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_GROUND_landed</th>\n",
       "      <td>2</td>\n",
       "      <td>1.9</td>\n",
       "      <td>3.80645</td>\n",
       "      <td>10.5</td>\n",
       "      <td>0</td>\n",
       "      <td>4.16667</td>\n",
       "      <td>3.41667</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5</td>\n",
       "      <td>1.9</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_HEAD_att</th>\n",
       "      <td>48.6</td>\n",
       "      <td>112</td>\n",
       "      <td>67.6452</td>\n",
       "      <td>116.25</td>\n",
       "      <td>184.5</td>\n",
       "      <td>117.833</td>\n",
       "      <td>66.5833</td>\n",
       "      <td>94.25</td>\n",
       "      <td>122.25</td>\n",
       "      <td>108.3</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_HEAD_landed</th>\n",
       "      <td>11.2</td>\n",
       "      <td>32</td>\n",
       "      <td>23.2581</td>\n",
       "      <td>53.75</td>\n",
       "      <td>45</td>\n",
       "      <td>42.6667</td>\n",
       "      <td>24</td>\n",
       "      <td>29.75</td>\n",
       "      <td>46.5</td>\n",
       "      <td>45.3</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_KD</th>\n",
       "      <td>0.8</td>\n",
       "      <td>0</td>\n",
       "      <td>0.645161</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_LEG_att</th>\n",
       "      <td>7.6</td>\n",
       "      <td>12.3</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>22.8333</td>\n",
       "      <td>14.5</td>\n",
       "      <td>15.75</td>\n",
       "      <td>6</td>\n",
       "      <td>12.5</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_LEG_landed</th>\n",
       "      <td>5.4</td>\n",
       "      <td>10.2</td>\n",
       "      <td>12.1935</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2</td>\n",
       "      <td>20.1667</td>\n",
       "      <td>10.0833</td>\n",
       "      <td>13</td>\n",
       "      <td>5</td>\n",
       "      <td>11.1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_PASS</th>\n",
       "      <td>0.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.935484</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0</td>\n",
       "      <td>1.33333</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_REV</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0967742</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.0833333</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_SIG_STR_att</th>\n",
       "      <td>65.4</td>\n",
       "      <td>138.9</td>\n",
       "      <td>97</td>\n",
       "      <td>136.25</td>\n",
       "      <td>203.5</td>\n",
       "      <td>160.167</td>\n",
       "      <td>96.0833</td>\n",
       "      <td>126.25</td>\n",
       "      <td>135.5</td>\n",
       "      <td>146.2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_SIG_STR_landed</th>\n",
       "      <td>22.6</td>\n",
       "      <td>51.3</td>\n",
       "      <td>46.7742</td>\n",
       "      <td>70.25</td>\n",
       "      <td>61.5</td>\n",
       "      <td>75.1667</td>\n",
       "      <td>41.5</td>\n",
       "      <td>53.75</td>\n",
       "      <td>56.25</td>\n",
       "      <td>74.3</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_SIG_STR_pct</th>\n",
       "      <td>0.466</td>\n",
       "      <td>0.399</td>\n",
       "      <td>0.496129</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.499167</td>\n",
       "      <td>0.5025</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.48</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0.55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_SUB_ATT</th>\n",
       "      <td>0.4</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.354839</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_TD_att</th>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>2.16129</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>2.75</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.8</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_TD_landed</th>\n",
       "      <td>0.2</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.677419</td>\n",
       "      <td>1.25</td>\n",
       "      <td>0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_TD_pct</th>\n",
       "      <td>0.1</td>\n",
       "      <td>0.225</td>\n",
       "      <td>0.295484</td>\n",
       "      <td>0.2875</td>\n",
       "      <td>0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.233333</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.165</td>\n",
       "      <td>0.25</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_TOTAL_STR_att</th>\n",
       "      <td>66.4</td>\n",
       "      <td>158.7</td>\n",
       "      <td>103.71</td>\n",
       "      <td>154.75</td>\n",
       "      <td>204</td>\n",
       "      <td>183.5</td>\n",
       "      <td>102.667</td>\n",
       "      <td>165.5</td>\n",
       "      <td>139.25</td>\n",
       "      <td>159</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>53</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_TOTAL_STR_landed</th>\n",
       "      <td>23.6</td>\n",
       "      <td>69.6</td>\n",
       "      <td>52.5484</td>\n",
       "      <td>86.75</td>\n",
       "      <td>62</td>\n",
       "      <td>95.6667</td>\n",
       "      <td>47.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>59</td>\n",
       "      <td>85.8</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>38</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_longest_win_streak</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_losses</th>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_BODY_att</th>\n",
       "      <td>6.4</td>\n",
       "      <td>13</td>\n",
       "      <td>17.9032</td>\n",
       "      <td>12.25</td>\n",
       "      <td>42.5</td>\n",
       "      <td>12</td>\n",
       "      <td>13.1667</td>\n",
       "      <td>18.75</td>\n",
       "      <td>20.75</td>\n",
       "      <td>29.7</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_BODY_landed</th>\n",
       "      <td>4</td>\n",
       "      <td>9.3</td>\n",
       "      <td>11.871</td>\n",
       "      <td>6</td>\n",
       "      <td>23.5</td>\n",
       "      <td>7.33333</td>\n",
       "      <td>7.25</td>\n",
       "      <td>10.5</td>\n",
       "      <td>13.25</td>\n",
       "      <td>16.3</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_CLINCH_att</th>\n",
       "      <td>1</td>\n",
       "      <td>12.8</td>\n",
       "      <td>8.41935</td>\n",
       "      <td>6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>9.66667</td>\n",
       "      <td>2.66667</td>\n",
       "      <td>8</td>\n",
       "      <td>4.75</td>\n",
       "      <td>21.3</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_CLINCH_landed</th>\n",
       "      <td>0.6</td>\n",
       "      <td>9.6</td>\n",
       "      <td>5.83871</td>\n",
       "      <td>3.75</td>\n",
       "      <td>0.5</td>\n",
       "      <td>7</td>\n",
       "      <td>1.33333</td>\n",
       "      <td>6.25</td>\n",
       "      <td>2</td>\n",
       "      <td>11.9</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_DISTANCE_att</th>\n",
       "      <td>51.2</td>\n",
       "      <td>101.7</td>\n",
       "      <td>84.5484</td>\n",
       "      <td>94.25</td>\n",
       "      <td>205</td>\n",
       "      <td>95.1667</td>\n",
       "      <td>103.167</td>\n",
       "      <td>101</td>\n",
       "      <td>162.5</td>\n",
       "      <td>168.2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_DISTANCE_landed</th>\n",
       "      <td>17.4</td>\n",
       "      <td>32</td>\n",
       "      <td>38.0645</td>\n",
       "      <td>26.75</td>\n",
       "      <td>89.5</td>\n",
       "      <td>38.3333</td>\n",
       "      <td>41.6667</td>\n",
       "      <td>27</td>\n",
       "      <td>72.5</td>\n",
       "      <td>52</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_GROUND_att</th>\n",
       "      <td>0.6</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1.74194</td>\n",
       "      <td>1.75</td>\n",
       "      <td>0</td>\n",
       "      <td>5.16667</td>\n",
       "      <td>1.66667</td>\n",
       "      <td>4.75</td>\n",
       "      <td>0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_GROUND_landed</th>\n",
       "      <td>0.2</td>\n",
       "      <td>6.9</td>\n",
       "      <td>0.935484</td>\n",
       "      <td>1.25</td>\n",
       "      <td>0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.16667</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_HEAD_att</th>\n",
       "      <td>39.6</td>\n",
       "      <td>97.7</td>\n",
       "      <td>67.6452</td>\n",
       "      <td>82.5</td>\n",
       "      <td>152.5</td>\n",
       "      <td>86.6667</td>\n",
       "      <td>88.8333</td>\n",
       "      <td>90</td>\n",
       "      <td>123.5</td>\n",
       "      <td>149.5</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_HEAD_landed</th>\n",
       "      <td>9.4</td>\n",
       "      <td>30.8</td>\n",
       "      <td>25.4839</td>\n",
       "      <td>21.5</td>\n",
       "      <td>56.5</td>\n",
       "      <td>33.1667</td>\n",
       "      <td>32.3333</td>\n",
       "      <td>23.5</td>\n",
       "      <td>42.75</td>\n",
       "      <td>38.7</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_KD</th>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.225806</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_LEG_att</th>\n",
       "      <td>6.8</td>\n",
       "      <td>11.9</td>\n",
       "      <td>9.16129</td>\n",
       "      <td>7.25</td>\n",
       "      <td>10.5</td>\n",
       "      <td>11.3333</td>\n",
       "      <td>5.5</td>\n",
       "      <td>5</td>\n",
       "      <td>23</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_LEG_landed</th>\n",
       "      <td>4.8</td>\n",
       "      <td>8.4</td>\n",
       "      <td>7.48387</td>\n",
       "      <td>4.25</td>\n",
       "      <td>10</td>\n",
       "      <td>8.33333</td>\n",
       "      <td>4.58333</td>\n",
       "      <td>2.75</td>\n",
       "      <td>18.5</td>\n",
       "      <td>10.1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_PASS</th>\n",
       "      <td>0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.0322581</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.0833333</td>\n",
       "      <td>2.75</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_REV</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0322581</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_SIG_STR_att</th>\n",
       "      <td>52.8</td>\n",
       "      <td>122.6</td>\n",
       "      <td>94.7097</td>\n",
       "      <td>102</td>\n",
       "      <td>205.5</td>\n",
       "      <td>110</td>\n",
       "      <td>107.5</td>\n",
       "      <td>113.75</td>\n",
       "      <td>167.25</td>\n",
       "      <td>191.2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_SIG_STR_landed</th>\n",
       "      <td>18.2</td>\n",
       "      <td>48.5</td>\n",
       "      <td>44.8387</td>\n",
       "      <td>31.75</td>\n",
       "      <td>90</td>\n",
       "      <td>48.8333</td>\n",
       "      <td>44.1667</td>\n",
       "      <td>36.75</td>\n",
       "      <td>74.5</td>\n",
       "      <td>65.1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_SIG_STR_pct</th>\n",
       "      <td>0.236</td>\n",
       "      <td>0.408</td>\n",
       "      <td>0.453226</td>\n",
       "      <td>0.3375</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.426667</td>\n",
       "      <td>0.4025</td>\n",
       "      <td>0.325</td>\n",
       "      <td>0.4125</td>\n",
       "      <td>0.362</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.42</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_SUB_ATT</th>\n",
       "      <td>0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.0967742</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_TD_att</th>\n",
       "      <td>1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.09677</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>6</td>\n",
       "      <td>2.16667</td>\n",
       "      <td>5.5</td>\n",
       "      <td>1</td>\n",
       "      <td>4.7</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_TD_landed</th>\n",
       "      <td>0.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.225806</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0</td>\n",
       "      <td>1.16667</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_TD_pct</th>\n",
       "      <td>0.1</td>\n",
       "      <td>0.231</td>\n",
       "      <td>0.0635484</td>\n",
       "      <td>0.0975</td>\n",
       "      <td>0</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.194167</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.364</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_TOTAL_STR_att</th>\n",
       "      <td>53.8</td>\n",
       "      <td>151.5</td>\n",
       "      <td>100.387</td>\n",
       "      <td>104.75</td>\n",
       "      <td>205.5</td>\n",
       "      <td>131.5</td>\n",
       "      <td>110.333</td>\n",
       "      <td>132.75</td>\n",
       "      <td>168.75</td>\n",
       "      <td>208.6</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "      <td>29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_avg_opp_TOTAL_STR_landed</th>\n",
       "      <td>19.2</td>\n",
       "      <td>75.4</td>\n",
       "      <td>49.7742</td>\n",
       "      <td>34.25</td>\n",
       "      <td>90</td>\n",
       "      <td>68.6667</td>\n",
       "      <td>46.5</td>\n",
       "      <td>53.75</td>\n",
       "      <td>75.75</td>\n",
       "      <td>80.2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_total_rounds_fought</th>\n",
       "      <td>9</td>\n",
       "      <td>29</td>\n",
       "      <td>68</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>18</td>\n",
       "      <td>23</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>26</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_total_time_fought(seconds)</th>\n",
       "      <td>419.4</td>\n",
       "      <td>849</td>\n",
       "      <td>581.871</td>\n",
       "      <td>652</td>\n",
       "      <td>1200</td>\n",
       "      <td>886.5</td>\n",
       "      <td>495.25</td>\n",
       "      <td>716</td>\n",
       "      <td>670.75</td>\n",
       "      <td>763.1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109</td>\n",
       "      <td>260</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_total_title_bouts</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_win_by_Decision_Majority</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_win_by_Decision_Split</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_win_by_Decision_Unanimous</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_win_by_KO/TKO</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_win_by_Submission</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_win_by_TKO_Doctor_Stoppage</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_wins</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_Stance</th>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Switch</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Orthodox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_Height_cms</th>\n",
       "      <td>167.64</td>\n",
       "      <td>167.64</td>\n",
       "      <td>185.42</td>\n",
       "      <td>170.18</td>\n",
       "      <td>180.34</td>\n",
       "      <td>165.1</td>\n",
       "      <td>167.64</td>\n",
       "      <td>165.1</td>\n",
       "      <td>180.34</td>\n",
       "      <td>160.02</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>182.88</td>\n",
       "      <td>195.58</td>\n",
       "      <td>187.96</td>\n",
       "      <td>185.42</td>\n",
       "      <td>193.04</td>\n",
       "      <td>187.96</td>\n",
       "      <td>185.42</td>\n",
       "      <td>195.58</td>\n",
       "      <td>182.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_Reach_cms</th>\n",
       "      <td>170.18</td>\n",
       "      <td>167.64</td>\n",
       "      <td>185.42</td>\n",
       "      <td>170.18</td>\n",
       "      <td>185.42</td>\n",
       "      <td>162.56</td>\n",
       "      <td>165.1</td>\n",
       "      <td>167.64</td>\n",
       "      <td>182.88</td>\n",
       "      <td>162.56</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>182.88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_Weight_lbs</th>\n",
       "      <td>135</td>\n",
       "      <td>125</td>\n",
       "      <td>155</td>\n",
       "      <td>135</td>\n",
       "      <td>250</td>\n",
       "      <td>115</td>\n",
       "      <td>135</td>\n",
       "      <td>115</td>\n",
       "      <td>145</td>\n",
       "      <td>115</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>175</td>\n",
       "      <td>216</td>\n",
       "      <td>185</td>\n",
       "      <td>205</td>\n",
       "      <td>275</td>\n",
       "      <td>225</td>\n",
       "      <td>196</td>\n",
       "      <td>250</td>\n",
       "      <td>430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_current_lose_streak</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_current_win_streak</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_draw</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_BODY_att</th>\n",
       "      <td>21.9</td>\n",
       "      <td>12</td>\n",
       "      <td>13.8667</td>\n",
       "      <td>18.25</td>\n",
       "      <td>7.75</td>\n",
       "      <td>8.75</td>\n",
       "      <td>25.1667</td>\n",
       "      <td>25.2222</td>\n",
       "      <td>8.33333</td>\n",
       "      <td>9.33333</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_BODY_landed</th>\n",
       "      <td>16.4</td>\n",
       "      <td>7.71429</td>\n",
       "      <td>8.66667</td>\n",
       "      <td>10.25</td>\n",
       "      <td>6.75</td>\n",
       "      <td>7.5</td>\n",
       "      <td>18.25</td>\n",
       "      <td>17.5556</td>\n",
       "      <td>6.73333</td>\n",
       "      <td>5.33333</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_CLINCH_att</th>\n",
       "      <td>17</td>\n",
       "      <td>9.28571</td>\n",
       "      <td>2.86667</td>\n",
       "      <td>5.875</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>27.5556</td>\n",
       "      <td>7.2</td>\n",
       "      <td>10.6667</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_CLINCH_landed</th>\n",
       "      <td>11</td>\n",
       "      <td>6.85714</td>\n",
       "      <td>1.73333</td>\n",
       "      <td>4.125</td>\n",
       "      <td>7.25</td>\n",
       "      <td>2.25</td>\n",
       "      <td>11.0833</td>\n",
       "      <td>20.7778</td>\n",
       "      <td>6.4</td>\n",
       "      <td>7.33333</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_DISTANCE_att</th>\n",
       "      <td>75</td>\n",
       "      <td>88.1429</td>\n",
       "      <td>116.133</td>\n",
       "      <td>104.875</td>\n",
       "      <td>50.75</td>\n",
       "      <td>12.75</td>\n",
       "      <td>72.5833</td>\n",
       "      <td>155.778</td>\n",
       "      <td>54.2667</td>\n",
       "      <td>244.333</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_DISTANCE_landed</th>\n",
       "      <td>26.5</td>\n",
       "      <td>36.1429</td>\n",
       "      <td>49.4667</td>\n",
       "      <td>41</td>\n",
       "      <td>24.75</td>\n",
       "      <td>4.75</td>\n",
       "      <td>29.4167</td>\n",
       "      <td>49.7778</td>\n",
       "      <td>21.2</td>\n",
       "      <td>97.6667</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_GROUND_att</th>\n",
       "      <td>9.4</td>\n",
       "      <td>18.4286</td>\n",
       "      <td>5.33333</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>42.25</td>\n",
       "      <td>16.0833</td>\n",
       "      <td>3.77778</td>\n",
       "      <td>6.93333</td>\n",
       "      <td>1.33333</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_GROUND_landed</th>\n",
       "      <td>6.5</td>\n",
       "      <td>16.4286</td>\n",
       "      <td>4.26667</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.5</td>\n",
       "      <td>35.75</td>\n",
       "      <td>11.75</td>\n",
       "      <td>3</td>\n",
       "      <td>4.66667</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_HEAD_att</th>\n",
       "      <td>74.2</td>\n",
       "      <td>84.5714</td>\n",
       "      <td>96.7333</td>\n",
       "      <td>80.5</td>\n",
       "      <td>50.75</td>\n",
       "      <td>44.75</td>\n",
       "      <td>63</td>\n",
       "      <td>149</td>\n",
       "      <td>45.9333</td>\n",
       "      <td>213.667</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_HEAD_landed</th>\n",
       "      <td>23.9</td>\n",
       "      <td>37</td>\n",
       "      <td>35.6</td>\n",
       "      <td>24</td>\n",
       "      <td>22.75</td>\n",
       "      <td>31.25</td>\n",
       "      <td>23.3333</td>\n",
       "      <td>46.7778</td>\n",
       "      <td>15.2667</td>\n",
       "      <td>79</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_KD</th>\n",
       "      <td>0.4</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_LEG_att</th>\n",
       "      <td>5.3</td>\n",
       "      <td>19.2857</td>\n",
       "      <td>13.7333</td>\n",
       "      <td>13</td>\n",
       "      <td>3.75</td>\n",
       "      <td>4.5</td>\n",
       "      <td>14.5</td>\n",
       "      <td>12.8889</td>\n",
       "      <td>14.1333</td>\n",
       "      <td>33.3333</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_LEG_landed</th>\n",
       "      <td>3.7</td>\n",
       "      <td>14.7143</td>\n",
       "      <td>11.2</td>\n",
       "      <td>11.5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>10.6667</td>\n",
       "      <td>9.22222</td>\n",
       "      <td>10.2667</td>\n",
       "      <td>21.3333</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_PASS</th>\n",
       "      <td>1.2</td>\n",
       "      <td>1.71429</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.25</td>\n",
       "      <td>7.75</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.777778</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_REV</th>\n",
       "      <td>0</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0833333</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_SIG_STR_att</th>\n",
       "      <td>101.4</td>\n",
       "      <td>115.857</td>\n",
       "      <td>124.333</td>\n",
       "      <td>111.75</td>\n",
       "      <td>62.25</td>\n",
       "      <td>58</td>\n",
       "      <td>102.667</td>\n",
       "      <td>187.111</td>\n",
       "      <td>68.4</td>\n",
       "      <td>256.333</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_SIG_STR_landed</th>\n",
       "      <td>44</td>\n",
       "      <td>59.4286</td>\n",
       "      <td>55.4667</td>\n",
       "      <td>45.75</td>\n",
       "      <td>32.5</td>\n",
       "      <td>42.75</td>\n",
       "      <td>52.25</td>\n",
       "      <td>73.5556</td>\n",
       "      <td>32.2667</td>\n",
       "      <td>105.667</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_SIG_STR_pct</th>\n",
       "      <td>0.466</td>\n",
       "      <td>0.575714</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.36625</td>\n",
       "      <td>0.545</td>\n",
       "      <td>0.6375</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.478</td>\n",
       "      <td>0.403333</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_SUB_ATT</th>\n",
       "      <td>0.1</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_TD_att</th>\n",
       "      <td>5.3</td>\n",
       "      <td>5.14286</td>\n",
       "      <td>0.933333</td>\n",
       "      <td>2.25</td>\n",
       "      <td>0.5</td>\n",
       "      <td>5.5</td>\n",
       "      <td>5.33333</td>\n",
       "      <td>0.777778</td>\n",
       "      <td>3.73333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_TD_landed</th>\n",
       "      <td>1.9</td>\n",
       "      <td>2.42857</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.75</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>1.06667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_TD_pct</th>\n",
       "      <td>0.458</td>\n",
       "      <td>0.601429</td>\n",
       "      <td>0.277333</td>\n",
       "      <td>0.10375</td>\n",
       "      <td>0</td>\n",
       "      <td>0.8175</td>\n",
       "      <td>0.4175</td>\n",
       "      <td>0.0555556</td>\n",
       "      <td>0.301333</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_TOTAL_STR_att</th>\n",
       "      <td>129.9</td>\n",
       "      <td>161.571</td>\n",
       "      <td>133</td>\n",
       "      <td>117.375</td>\n",
       "      <td>63.5</td>\n",
       "      <td>101.5</td>\n",
       "      <td>138.333</td>\n",
       "      <td>211.222</td>\n",
       "      <td>80</td>\n",
       "      <td>260.667</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_TOTAL_STR_landed</th>\n",
       "      <td>69.1</td>\n",
       "      <td>102.857</td>\n",
       "      <td>63.4</td>\n",
       "      <td>50.75</td>\n",
       "      <td>32.75</td>\n",
       "      <td>80.5</td>\n",
       "      <td>85.75</td>\n",
       "      <td>95</td>\n",
       "      <td>43.5333</td>\n",
       "      <td>109</td>\n",
       "      <td>...</td>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_longest_win_streak</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_losses</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_BODY_att</th>\n",
       "      <td>13.3</td>\n",
       "      <td>24.5714</td>\n",
       "      <td>14.4667</td>\n",
       "      <td>20.25</td>\n",
       "      <td>6.25</td>\n",
       "      <td>3</td>\n",
       "      <td>8.91667</td>\n",
       "      <td>26.2222</td>\n",
       "      <td>9</td>\n",
       "      <td>21.3333</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_BODY_landed</th>\n",
       "      <td>8.8</td>\n",
       "      <td>14.1429</td>\n",
       "      <td>8.13333</td>\n",
       "      <td>13.375</td>\n",
       "      <td>4.75</td>\n",
       "      <td>2.25</td>\n",
       "      <td>4.66667</td>\n",
       "      <td>14.6667</td>\n",
       "      <td>5.8</td>\n",
       "      <td>11.3333</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_CLINCH_att</th>\n",
       "      <td>7.5</td>\n",
       "      <td>10.5714</td>\n",
       "      <td>2.8</td>\n",
       "      <td>6.875</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>5.75</td>\n",
       "      <td>20.5556</td>\n",
       "      <td>7.46667</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_CLINCH_landed</th>\n",
       "      <td>5.1</td>\n",
       "      <td>7.85714</td>\n",
       "      <td>0.733333</td>\n",
       "      <td>5.625</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>14.1111</td>\n",
       "      <td>5.13333</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_DISTANCE_att</th>\n",
       "      <td>90.5</td>\n",
       "      <td>98.5714</td>\n",
       "      <td>91.0667</td>\n",
       "      <td>103.125</td>\n",
       "      <td>42.75</td>\n",
       "      <td>5.75</td>\n",
       "      <td>51</td>\n",
       "      <td>133.111</td>\n",
       "      <td>59.8667</td>\n",
       "      <td>175.333</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_DISTANCE_landed</th>\n",
       "      <td>26.8</td>\n",
       "      <td>32.5714</td>\n",
       "      <td>32.2</td>\n",
       "      <td>38.5</td>\n",
       "      <td>16.25</td>\n",
       "      <td>2</td>\n",
       "      <td>12.9167</td>\n",
       "      <td>51.6667</td>\n",
       "      <td>21.2667</td>\n",
       "      <td>53</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_GROUND_att</th>\n",
       "      <td>0.8</td>\n",
       "      <td>6.42857</td>\n",
       "      <td>4.86667</td>\n",
       "      <td>0.875</td>\n",
       "      <td>7.75</td>\n",
       "      <td>2</td>\n",
       "      <td>1.83333</td>\n",
       "      <td>1.66667</td>\n",
       "      <td>3.46667</td>\n",
       "      <td>3.66667</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_GROUND_landed</th>\n",
       "      <td>0.3</td>\n",
       "      <td>4.28571</td>\n",
       "      <td>2.8</td>\n",
       "      <td>0.75</td>\n",
       "      <td>2.75</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.16667</td>\n",
       "      <td>1.55556</td>\n",
       "      <td>2.86667</td>\n",
       "      <td>1.66667</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_HEAD_att</th>\n",
       "      <td>76.1</td>\n",
       "      <td>61.8571</td>\n",
       "      <td>78.2667</td>\n",
       "      <td>77.375</td>\n",
       "      <td>43.25</td>\n",
       "      <td>8</td>\n",
       "      <td>43.4167</td>\n",
       "      <td>110.111</td>\n",
       "      <td>56.1333</td>\n",
       "      <td>160</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_HEAD_landed</th>\n",
       "      <td>17.3</td>\n",
       "      <td>12.4286</td>\n",
       "      <td>23.2</td>\n",
       "      <td>20.375</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>8.91667</td>\n",
       "      <td>38.2222</td>\n",
       "      <td>19.2667</td>\n",
       "      <td>42.3333</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_KD</th>\n",
       "      <td>0.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.266667</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_LEG_att</th>\n",
       "      <td>9.4</td>\n",
       "      <td>29.1429</td>\n",
       "      <td>6</td>\n",
       "      <td>13.25</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0.25</td>\n",
       "      <td>6.25</td>\n",
       "      <td>19</td>\n",
       "      <td>5.66667</td>\n",
       "      <td>7.66667</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_LEG_landed</th>\n",
       "      <td>6.1</td>\n",
       "      <td>18.1429</td>\n",
       "      <td>4.4</td>\n",
       "      <td>11.125</td>\n",
       "      <td>3.75</td>\n",
       "      <td>0.25</td>\n",
       "      <td>4.5</td>\n",
       "      <td>14.4444</td>\n",
       "      <td>4.2</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_PASS</th>\n",
       "      <td>0</td>\n",
       "      <td>1.14286</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>0.933333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_REV</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0833333</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_SIG_STR_att</th>\n",
       "      <td>98.8</td>\n",
       "      <td>115.571</td>\n",
       "      <td>98.7333</td>\n",
       "      <td>110.875</td>\n",
       "      <td>55</td>\n",
       "      <td>11.25</td>\n",
       "      <td>58.5833</td>\n",
       "      <td>155.333</td>\n",
       "      <td>70.8</td>\n",
       "      <td>189</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_SIG_STR_landed</th>\n",
       "      <td>32.2</td>\n",
       "      <td>44.7143</td>\n",
       "      <td>35.7333</td>\n",
       "      <td>44.875</td>\n",
       "      <td>22.5</td>\n",
       "      <td>6.5</td>\n",
       "      <td>18.0833</td>\n",
       "      <td>67.3333</td>\n",
       "      <td>29.2667</td>\n",
       "      <td>60.6667</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_SIG_STR_pct</th>\n",
       "      <td>0.336</td>\n",
       "      <td>0.437143</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.44625</td>\n",
       "      <td>0.3975</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.305833</td>\n",
       "      <td>0.414444</td>\n",
       "      <td>0.402</td>\n",
       "      <td>0.32</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_SUB_ATT</th>\n",
       "      <td>0</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>0.0666667</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.0833333</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>0.466667</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_TD_att</th>\n",
       "      <td>0.9</td>\n",
       "      <td>3.28571</td>\n",
       "      <td>2.86667</td>\n",
       "      <td>2.375</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2.25</td>\n",
       "      <td>4.77778</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_TD_landed</th>\n",
       "      <td>0.1</td>\n",
       "      <td>0.857143</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.08333</td>\n",
       "      <td>0.777778</td>\n",
       "      <td>1.13333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_TD_pct</th>\n",
       "      <td>0.05</td>\n",
       "      <td>0.147143</td>\n",
       "      <td>0.131333</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.251667</td>\n",
       "      <td>0.271111</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.11</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_TOTAL_STR_att</th>\n",
       "      <td>110.5</td>\n",
       "      <td>158.143</td>\n",
       "      <td>102.133</td>\n",
       "      <td>115.125</td>\n",
       "      <td>60.5</td>\n",
       "      <td>38</td>\n",
       "      <td>80.5833</td>\n",
       "      <td>170.778</td>\n",
       "      <td>88.6667</td>\n",
       "      <td>222</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_avg_opp_TOTAL_STR_landed</th>\n",
       "      <td>43.3</td>\n",
       "      <td>82.2857</td>\n",
       "      <td>38.6</td>\n",
       "      <td>48.875</td>\n",
       "      <td>27.75</td>\n",
       "      <td>26.5</td>\n",
       "      <td>37.8333</td>\n",
       "      <td>81.8889</td>\n",
       "      <td>45.2</td>\n",
       "      <td>89.6667</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_total_rounds_fought</th>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>33</td>\n",
       "      <td>20</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>32</td>\n",
       "      <td>25</td>\n",
       "      <td>34</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_total_time_fought(seconds)</th>\n",
       "      <td>742.6</td>\n",
       "      <td>1062</td>\n",
       "      <td>604.4</td>\n",
       "      <td>690.25</td>\n",
       "      <td>440.75</td>\n",
       "      <td>540</td>\n",
       "      <td>750.667</td>\n",
       "      <td>800.111</td>\n",
       "      <td>624.067</td>\n",
       "      <td>900</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>138</td>\n",
       "      <td>26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_total_title_bouts</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_win_by_Decision_Majority</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_win_by_Decision_Split</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_win_by_Decision_Unanimous</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_win_by_KO/TKO</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_win_by_Submission</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_win_by_TKO_Doctor_Stoppage</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_wins</th>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_Stance</th>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Orthodox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_Height_cms</th>\n",
       "      <td>162.56</td>\n",
       "      <td>165.1</td>\n",
       "      <td>180.34</td>\n",
       "      <td>162.56</td>\n",
       "      <td>187.96</td>\n",
       "      <td>165.1</td>\n",
       "      <td>170.18</td>\n",
       "      <td>160.02</td>\n",
       "      <td>172.72</td>\n",
       "      <td>165.1</td>\n",
       "      <td>...</td>\n",
       "      <td>187.96</td>\n",
       "      <td>177.8</td>\n",
       "      <td>185.42</td>\n",
       "      <td>180.34</td>\n",
       "      <td>185.42</td>\n",
       "      <td>195.58</td>\n",
       "      <td>185.42</td>\n",
       "      <td>185.42</td>\n",
       "      <td>193.04</td>\n",
       "      <td>195.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_Reach_cms</th>\n",
       "      <td>162.56</td>\n",
       "      <td>167.64</td>\n",
       "      <td>193.04</td>\n",
       "      <td>172.72</td>\n",
       "      <td>190.5</td>\n",
       "      <td>167.64</td>\n",
       "      <td>180.34</td>\n",
       "      <td>162.56</td>\n",
       "      <td>180.34</td>\n",
       "      <td>160.02</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>182.88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_Weight_lbs</th>\n",
       "      <td>135</td>\n",
       "      <td>125</td>\n",
       "      <td>155</td>\n",
       "      <td>135</td>\n",
       "      <td>264</td>\n",
       "      <td>115</td>\n",
       "      <td>135</td>\n",
       "      <td>115</td>\n",
       "      <td>145</td>\n",
       "      <td>115</td>\n",
       "      <td>...</td>\n",
       "      <td>225</td>\n",
       "      <td>210</td>\n",
       "      <td>175</td>\n",
       "      <td>190</td>\n",
       "      <td>175</td>\n",
       "      <td>216</td>\n",
       "      <td>205</td>\n",
       "      <td>175</td>\n",
       "      <td>275</td>\n",
       "      <td>216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_age</th>\n",
       "      <td>31</td>\n",
       "      <td>32</td>\n",
       "      <td>36</td>\n",
       "      <td>26</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>32</td>\n",
       "      <td>25</td>\n",
       "      <td>31</td>\n",
       "      <td>34</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18</td>\n",
       "      <td>34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_age</th>\n",
       "      <td>32</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>29</td>\n",
       "      <td>26</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>33</td>\n",
       "      <td>37</td>\n",
       "      <td>29</td>\n",
       "      <td>...</td>\n",
       "      <td>30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26</td>\n",
       "      <td>24</td>\n",
       "      <td>26</td>\n",
       "      <td>34</td>\n",
       "      <td>29</td>\n",
       "      <td>26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>145 rows × 5144 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                0                       1     \\\n",
       "R_fighter                               Henry Cejudo    Valentina Shevchenko   \n",
       "B_fighter                              Marlon Moraes             Jessica Eye   \n",
       "Referee                                 Marc Goddard         Robert Madrigal   \n",
       "date                                      2019-06-08              2019-06-08   \n",
       "location                      Chicago, Illinois, USA  Chicago, Illinois, USA   \n",
       "Winner                                           Red                     Red   \n",
       "title_bout                                      True                    True   \n",
       "weight_class                            Bantamweight       Women's Flyweight   \n",
       "no_of_rounds                                       5                       5   \n",
       "B_current_lose_streak                              0                       0   \n",
       "B_current_win_streak                               4                       3   \n",
       "B_draw                                             0                       0   \n",
       "B_avg_BODY_att                                   9.2                    14.6   \n",
       "B_avg_BODY_landed                                  6                     9.1   \n",
       "B_avg_CLINCH_att                                 0.2                    11.8   \n",
       "B_avg_CLINCH_landed                                0                     7.3   \n",
       "B_avg_DISTANCE_att                              62.6                   124.7   \n",
       "B_avg_DISTANCE_landed                           20.6                    42.1   \n",
       "B_avg_GROUND_att                                 2.6                     2.4   \n",
       "B_avg_GROUND_landed                                2                     1.9   \n",
       "B_avg_HEAD_att                                  48.6                     112   \n",
       "B_avg_HEAD_landed                               11.2                      32   \n",
       "B_avg_KD                                         0.8                       0   \n",
       "B_avg_LEG_att                                    7.6                    12.3   \n",
       "B_avg_LEG_landed                                 5.4                    10.2   \n",
       "B_avg_PASS                                       0.4                     0.8   \n",
       "B_avg_REV                                          0                       0   \n",
       "B_avg_SIG_STR_att                               65.4                   138.9   \n",
       "B_avg_SIG_STR_landed                            22.6                    51.3   \n",
       "B_avg_SIG_STR_pct                              0.466                   0.399   \n",
       "B_avg_SUB_ATT                                    0.4                     0.7   \n",
       "B_avg_TD_att                                     0.8                       1   \n",
       "B_avg_TD_landed                                  0.2                     0.5   \n",
       "B_avg_TD_pct                                     0.1                   0.225   \n",
       "B_avg_TOTAL_STR_att                             66.4                   158.7   \n",
       "B_avg_TOTAL_STR_landed                          23.6                    69.6   \n",
       "B_longest_win_streak                               4                       3   \n",
       "B_losses                                           1                       6   \n",
       "B_avg_opp_BODY_att                               6.4                      13   \n",
       "B_avg_opp_BODY_landed                              4                     9.3   \n",
       "B_avg_opp_CLINCH_att                               1                    12.8   \n",
       "B_avg_opp_CLINCH_landed                          0.6                     9.6   \n",
       "B_avg_opp_DISTANCE_att                          51.2                   101.7   \n",
       "B_avg_opp_DISTANCE_landed                       17.4                      32   \n",
       "B_avg_opp_GROUND_att                             0.6                     8.1   \n",
       "B_avg_opp_GROUND_landed                          0.2                     6.9   \n",
       "B_avg_opp_HEAD_att                              39.6                    97.7   \n",
       "B_avg_opp_HEAD_landed                            9.4                    30.8   \n",
       "B_avg_opp_KD                                     0.2                     0.1   \n",
       "B_avg_opp_LEG_att                                6.8                    11.9   \n",
       "B_avg_opp_LEG_landed                             4.8                     8.4   \n",
       "B_avg_opp_PASS                                     0                     1.4   \n",
       "B_avg_opp_REV                                      0                       0   \n",
       "B_avg_opp_SIG_STR_att                           52.8                   122.6   \n",
       "B_avg_opp_SIG_STR_landed                        18.2                    48.5   \n",
       "B_avg_opp_SIG_STR_pct                          0.236                   0.408   \n",
       "B_avg_opp_SUB_ATT                                  0                     0.7   \n",
       "B_avg_opp_TD_att                                   1                     2.3   \n",
       "B_avg_opp_TD_landed                              0.4                     0.9   \n",
       "B_avg_opp_TD_pct                                 0.1                   0.231   \n",
       "B_avg_opp_TOTAL_STR_att                         53.8                   151.5   \n",
       "B_avg_opp_TOTAL_STR_landed                      19.2                    75.4   \n",
       "B_total_rounds_fought                              9                      29   \n",
       "B_total_time_fought(seconds)                   419.4                     849   \n",
       "B_total_title_bouts                                0                       0   \n",
       "B_win_by_Decision_Majority                         0                       0   \n",
       "B_win_by_Decision_Split                            1                       2   \n",
       "B_win_by_Decision_Unanimous                        0                       1   \n",
       "B_win_by_KO/TKO                                    2                       0   \n",
       "B_win_by_Submission                                1                       0   \n",
       "B_win_by_TKO_Doctor_Stoppage                       0                       1   \n",
       "B_wins                                             4                       4   \n",
       "B_Stance                                    Orthodox                Orthodox   \n",
       "B_Height_cms                                  167.64                  167.64   \n",
       "B_Reach_cms                                   170.18                  167.64   \n",
       "B_Weight_lbs                                     135                     125   \n",
       "R_current_lose_streak                              0                       0   \n",
       "R_current_win_streak                               4                       2   \n",
       "R_draw                                             0                       0   \n",
       "R_avg_BODY_att                                  21.9                      12   \n",
       "R_avg_BODY_landed                               16.4                 7.71429   \n",
       "R_avg_CLINCH_att                                  17                 9.28571   \n",
       "R_avg_CLINCH_landed                               11                 6.85714   \n",
       "R_avg_DISTANCE_att                                75                 88.1429   \n",
       "R_avg_DISTANCE_landed                           26.5                 36.1429   \n",
       "R_avg_GROUND_att                                 9.4                 18.4286   \n",
       "R_avg_GROUND_landed                              6.5                 16.4286   \n",
       "R_avg_HEAD_att                                  74.2                 84.5714   \n",
       "R_avg_HEAD_landed                               23.9                      37   \n",
       "R_avg_KD                                         0.4                       0   \n",
       "R_avg_LEG_att                                    5.3                 19.2857   \n",
       "R_avg_LEG_landed                                 3.7                 14.7143   \n",
       "R_avg_PASS                                       1.2                 1.71429   \n",
       "R_avg_REV                                          0                0.142857   \n",
       "R_avg_SIG_STR_att                              101.4                 115.857   \n",
       "R_avg_SIG_STR_landed                              44                 59.4286   \n",
       "R_avg_SIG_STR_pct                              0.466                0.575714   \n",
       "R_avg_SUB_ATT                                    0.1                0.428571   \n",
       "R_avg_TD_att                                     5.3                 5.14286   \n",
       "R_avg_TD_landed                                  1.9                 2.42857   \n",
       "R_avg_TD_pct                                   0.458                0.601429   \n",
       "R_avg_TOTAL_STR_att                            129.9                 161.571   \n",
       "R_avg_TOTAL_STR_landed                          69.1                 102.857   \n",
       "R_longest_win_streak                               4                       2   \n",
       "R_losses                                           2                       2   \n",
       "R_avg_opp_BODY_att                              13.3                 24.5714   \n",
       "R_avg_opp_BODY_landed                            8.8                 14.1429   \n",
       "R_avg_opp_CLINCH_att                             7.5                 10.5714   \n",
       "R_avg_opp_CLINCH_landed                          5.1                 7.85714   \n",
       "R_avg_opp_DISTANCE_att                          90.5                 98.5714   \n",
       "R_avg_opp_DISTANCE_landed                       26.8                 32.5714   \n",
       "R_avg_opp_GROUND_att                             0.8                 6.42857   \n",
       "R_avg_opp_GROUND_landed                          0.3                 4.28571   \n",
       "R_avg_opp_HEAD_att                              76.1                 61.8571   \n",
       "R_avg_opp_HEAD_landed                           17.3                 12.4286   \n",
       "R_avg_opp_KD                                     0.1                       0   \n",
       "R_avg_opp_LEG_att                                9.4                 29.1429   \n",
       "R_avg_opp_LEG_landed                             6.1                 18.1429   \n",
       "R_avg_opp_PASS                                     0                 1.14286   \n",
       "R_avg_opp_REV                                      0                       0   \n",
       "R_avg_opp_SIG_STR_att                           98.8                 115.571   \n",
       "R_avg_opp_SIG_STR_landed                        32.2                 44.7143   \n",
       "R_avg_opp_SIG_STR_pct                          0.336                0.437143   \n",
       "R_avg_opp_SUB_ATT                                  0                0.285714   \n",
       "R_avg_opp_TD_att                                 0.9                 3.28571   \n",
       "R_avg_opp_TD_landed                              0.1                0.857143   \n",
       "R_avg_opp_TD_pct                                0.05                0.147143   \n",
       "R_avg_opp_TOTAL_STR_att                        110.5                 158.143   \n",
       "R_avg_opp_TOTAL_STR_landed                      43.3                 82.2857   \n",
       "R_total_rounds_fought                             27                      25   \n",
       "R_total_time_fought(seconds)                   742.6                    1062   \n",
       "R_total_title_bouts                                3                       2   \n",
       "R_win_by_Decision_Majority                         0                       0   \n",
       "R_win_by_Decision_Split                            2                       1   \n",
       "R_win_by_Decision_Unanimous                        4                       2   \n",
       "R_win_by_KO/TKO                                    2                       0   \n",
       "R_win_by_Submission                                0                       2   \n",
       "R_win_by_TKO_Doctor_Stoppage                       0                       0   \n",
       "R_wins                                             8                       5   \n",
       "R_Stance                                    Orthodox                Southpaw   \n",
       "R_Height_cms                                  162.56                   165.1   \n",
       "R_Reach_cms                                   162.56                  167.64   \n",
       "R_Weight_lbs                                     135                     125   \n",
       "B_age                                             31                      32   \n",
       "R_age                                             32                      31   \n",
       "\n",
       "                                                2                       3     \\\n",
       "R_fighter                              Tony Ferguson           Jimmie Rivera   \n",
       "B_fighter                             Donald Cerrone                Petr Yan   \n",
       "Referee                              Dan Miragliotta         Kevin MacDonald   \n",
       "date                                      2019-06-08              2019-06-08   \n",
       "location                      Chicago, Illinois, USA  Chicago, Illinois, USA   \n",
       "Winner                                           Red                    Blue   \n",
       "title_bout                                     False                   False   \n",
       "weight_class                             Lightweight            Bantamweight   \n",
       "no_of_rounds                                       3                       3   \n",
       "B_current_lose_streak                              0                       0   \n",
       "B_current_win_streak                               3                       4   \n",
       "B_draw                                             0                       0   \n",
       "B_avg_BODY_att                               15.3548                      17   \n",
       "B_avg_BODY_landed                            11.3226                      14   \n",
       "B_avg_CLINCH_att                             6.74194                   13.75   \n",
       "B_avg_CLINCH_landed                           4.3871                      11   \n",
       "B_avg_DISTANCE_att                           84.7419                   109.5   \n",
       "B_avg_DISTANCE_landed                        38.5806                   48.75   \n",
       "B_avg_GROUND_att                             5.51613                      13   \n",
       "B_avg_GROUND_landed                          3.80645                    10.5   \n",
       "B_avg_HEAD_att                               67.6452                  116.25   \n",
       "B_avg_HEAD_landed                            23.2581                   53.75   \n",
       "B_avg_KD                                    0.645161                     0.5   \n",
       "B_avg_LEG_att                                     14                       3   \n",
       "B_avg_LEG_landed                             12.1935                     2.5   \n",
       "B_avg_PASS                                  0.935484                     0.5   \n",
       "B_avg_REV                                  0.0967742                    0.25   \n",
       "B_avg_SIG_STR_att                                 97                  136.25   \n",
       "B_avg_SIG_STR_landed                         46.7742                   70.25   \n",
       "B_avg_SIG_STR_pct                           0.496129                    0.55   \n",
       "B_avg_SUB_ATT                               0.354839                    0.25   \n",
       "B_avg_TD_att                                 2.16129                     2.5   \n",
       "B_avg_TD_landed                             0.677419                    1.25   \n",
       "B_avg_TD_pct                                0.295484                  0.2875   \n",
       "B_avg_TOTAL_STR_att                           103.71                  154.75   \n",
       "B_avg_TOTAL_STR_landed                       52.5484                   86.75   \n",
       "B_longest_win_streak                               8                       4   \n",
       "B_losses                                           8                       0   \n",
       "B_avg_opp_BODY_att                           17.9032                   12.25   \n",
       "B_avg_opp_BODY_landed                         11.871                       6   \n",
       "B_avg_opp_CLINCH_att                         8.41935                       6   \n",
       "B_avg_opp_CLINCH_landed                      5.83871                    3.75   \n",
       "B_avg_opp_DISTANCE_att                       84.5484                   94.25   \n",
       "B_avg_opp_DISTANCE_landed                    38.0645                   26.75   \n",
       "B_avg_opp_GROUND_att                         1.74194                    1.75   \n",
       "B_avg_opp_GROUND_landed                     0.935484                    1.25   \n",
       "B_avg_opp_HEAD_att                           67.6452                    82.5   \n",
       "B_avg_opp_HEAD_landed                        25.4839                    21.5   \n",
       "B_avg_opp_KD                                0.225806                    0.25   \n",
       "B_avg_opp_LEG_att                            9.16129                    7.25   \n",
       "B_avg_opp_LEG_landed                         7.48387                    4.25   \n",
       "B_avg_opp_PASS                             0.0322581                       0   \n",
       "B_avg_opp_REV                              0.0322581                       0   \n",
       "B_avg_opp_SIG_STR_att                        94.7097                     102   \n",
       "B_avg_opp_SIG_STR_landed                     44.8387                   31.75   \n",
       "B_avg_opp_SIG_STR_pct                       0.453226                  0.3375   \n",
       "B_avg_opp_SUB_ATT                          0.0967742                       0   \n",
       "B_avg_opp_TD_att                             2.09677                     4.5   \n",
       "B_avg_opp_TD_landed                         0.225806                    0.75   \n",
       "B_avg_opp_TD_pct                           0.0635484                  0.0975   \n",
       "B_avg_opp_TOTAL_STR_att                      100.387                  104.75   \n",
       "B_avg_opp_TOTAL_STR_landed                   49.7742                   34.25   \n",
       "B_total_rounds_fought                             68                       9   \n",
       "B_total_time_fought(seconds)                 581.871                     652   \n",
       "B_total_title_bouts                                1                       0   \n",
       "B_win_by_Decision_Majority                         0                       0   \n",
       "B_win_by_Decision_Split                            0                       0   \n",
       "B_win_by_Decision_Unanimous                        7                       2   \n",
       "B_win_by_KO/TKO                                   10                       2   \n",
       "B_win_by_Submission                                6                       0   \n",
       "B_win_by_TKO_Doctor_Stoppage                       0                       0   \n",
       "B_wins                                            23                       4   \n",
       "B_Stance                                    Orthodox                  Switch   \n",
       "B_Height_cms                                  185.42                  170.18   \n",
       "B_Reach_cms                                   185.42                  170.18   \n",
       "B_Weight_lbs                                     155                     135   \n",
       "R_current_lose_streak                              0                       1   \n",
       "R_current_win_streak                              11                       0   \n",
       "R_draw                                             0                       0   \n",
       "R_avg_BODY_att                               13.8667                   18.25   \n",
       "R_avg_BODY_landed                            8.66667                   10.25   \n",
       "R_avg_CLINCH_att                             2.86667                   5.875   \n",
       "R_avg_CLINCH_landed                          1.73333                   4.125   \n",
       "R_avg_DISTANCE_att                           116.133                 104.875   \n",
       "R_avg_DISTANCE_landed                        49.4667                      41   \n",
       "R_avg_GROUND_att                             5.33333                       1   \n",
       "R_avg_GROUND_landed                          4.26667                   0.625   \n",
       "R_avg_HEAD_att                               96.7333                    80.5   \n",
       "R_avg_HEAD_landed                               35.6                      24   \n",
       "R_avg_KD                                         0.2                   0.375   \n",
       "R_avg_LEG_att                                13.7333                      13   \n",
       "R_avg_LEG_landed                                11.2                    11.5   \n",
       "R_avg_PASS                                  0.333333                   0.125   \n",
       "R_avg_REV                                   0.133333                       0   \n",
       "R_avg_SIG_STR_att                            124.333                  111.75   \n",
       "R_avg_SIG_STR_landed                         55.4667                   45.75   \n",
       "R_avg_SIG_STR_pct                               0.43                 0.36625   \n",
       "R_avg_SUB_ATT                                      1                       0   \n",
       "R_avg_TD_att                                0.933333                    2.25   \n",
       "R_avg_TD_landed                                  0.4                   0.625   \n",
       "R_avg_TD_pct                                0.277333                 0.10375   \n",
       "R_avg_TOTAL_STR_att                              133                 117.375   \n",
       "R_avg_TOTAL_STR_landed                          63.4                   50.75   \n",
       "R_longest_win_streak                              11                       5   \n",
       "R_losses                                           1                       2   \n",
       "R_avg_opp_BODY_att                           14.4667                   20.25   \n",
       "R_avg_opp_BODY_landed                        8.13333                  13.375   \n",
       "R_avg_opp_CLINCH_att                             2.8                   6.875   \n",
       "R_avg_opp_CLINCH_landed                     0.733333                   5.625   \n",
       "R_avg_opp_DISTANCE_att                       91.0667                 103.125   \n",
       "R_avg_opp_DISTANCE_landed                       32.2                    38.5   \n",
       "R_avg_opp_GROUND_att                         4.86667                   0.875   \n",
       "R_avg_opp_GROUND_landed                          2.8                    0.75   \n",
       "R_avg_opp_HEAD_att                           78.2667                  77.375   \n",
       "R_avg_opp_HEAD_landed                           23.2                  20.375   \n",
       "R_avg_opp_KD                                0.266667                   0.125   \n",
       "R_avg_opp_LEG_att                                  6                   13.25   \n",
       "R_avg_opp_LEG_landed                             4.4                  11.125   \n",
       "R_avg_opp_PASS                              0.333333                       0   \n",
       "R_avg_opp_REV                               0.133333                       0   \n",
       "R_avg_opp_SIG_STR_att                        98.7333                 110.875   \n",
       "R_avg_opp_SIG_STR_landed                     35.7333                  44.875   \n",
       "R_avg_opp_SIG_STR_pct                           0.34                 0.44625   \n",
       "R_avg_opp_SUB_ATT                          0.0666667                       0   \n",
       "R_avg_opp_TD_att                             2.86667                   2.375   \n",
       "R_avg_opp_TD_landed                         0.666667                       0   \n",
       "R_avg_opp_TD_pct                            0.131333                       0   \n",
       "R_avg_opp_TOTAL_STR_att                      102.133                 115.125   \n",
       "R_avg_opp_TOTAL_STR_landed                      38.6                  48.875   \n",
       "R_total_rounds_fought                             33                      20   \n",
       "R_total_time_fought(seconds)                   604.4                  690.25   \n",
       "R_total_title_bouts                                2                       0   \n",
       "R_win_by_Decision_Majority                         0                       0   \n",
       "R_win_by_Decision_Split                            1                       1   \n",
       "R_win_by_Decision_Unanimous                        3                       4   \n",
       "R_win_by_KO/TKO                                    3                       1   \n",
       "R_win_by_Submission                                6                       0   \n",
       "R_win_by_TKO_Doctor_Stoppage                       1                       0   \n",
       "R_wins                                            14                       6   \n",
       "R_Stance                                    Orthodox                Orthodox   \n",
       "R_Height_cms                                  180.34                  162.56   \n",
       "R_Reach_cms                                   193.04                  172.72   \n",
       "R_Weight_lbs                                     155                     135   \n",
       "B_age                                             36                      26   \n",
       "R_age                                             35                      29   \n",
       "\n",
       "                                                4                       5     \\\n",
       "R_fighter                                Tai Tuivasa          Tatiana Suarez   \n",
       "B_fighter                              Blagoy Ivanov           Nina Ansaroff   \n",
       "Referee                              Dan Miragliotta         Robert Madrigal   \n",
       "date                                      2019-06-08              2019-06-08   \n",
       "location                      Chicago, Illinois, USA  Chicago, Illinois, USA   \n",
       "Winner                                          Blue                     Red   \n",
       "title_bout                                     False                   False   \n",
       "weight_class                             Heavyweight     Women's Strawweight   \n",
       "no_of_rounds                                       3                       3   \n",
       "B_current_lose_streak                              0                       0   \n",
       "B_current_win_streak                               1                       4   \n",
       "B_draw                                             0                       0   \n",
       "B_avg_BODY_att                                    17                    19.5   \n",
       "B_avg_BODY_landed                               14.5                 12.3333   \n",
       "B_avg_CLINCH_att                                 2.5                 11.8333   \n",
       "B_avg_CLINCH_landed                                2                 7.16667   \n",
       "B_avg_DISTANCE_att                               201                 142.333   \n",
       "B_avg_DISTANCE_landed                           59.5                 63.8333   \n",
       "B_avg_GROUND_att                                   0                       6   \n",
       "B_avg_GROUND_landed                                0                 4.16667   \n",
       "B_avg_HEAD_att                                 184.5                 117.833   \n",
       "B_avg_HEAD_landed                                 45                 42.6667   \n",
       "B_avg_KD                                           0                       0   \n",
       "B_avg_LEG_att                                      2                 22.8333   \n",
       "B_avg_LEG_landed                                   2                 20.1667   \n",
       "B_avg_PASS                                         0                 1.33333   \n",
       "B_avg_REV                                          0                0.166667   \n",
       "B_avg_SIG_STR_att                              203.5                 160.167   \n",
       "B_avg_SIG_STR_landed                            61.5                 75.1667   \n",
       "B_avg_SIG_STR_pct                               0.31                    0.47   \n",
       "B_avg_SUB_ATT                                      0                0.666667   \n",
       "B_avg_TD_att                                       0                0.833333   \n",
       "B_avg_TD_landed                                    0                0.333333   \n",
       "B_avg_TD_pct                                       0                    0.25   \n",
       "B_avg_TOTAL_STR_att                              204                   183.5   \n",
       "B_avg_TOTAL_STR_landed                            62                 95.6667   \n",
       "B_longest_win_streak                               1                       4   \n",
       "B_losses                                           1                       2   \n",
       "B_avg_opp_BODY_att                              42.5                      12   \n",
       "B_avg_opp_BODY_landed                           23.5                 7.33333   \n",
       "B_avg_opp_CLINCH_att                             0.5                 9.66667   \n",
       "B_avg_opp_CLINCH_landed                          0.5                       7   \n",
       "B_avg_opp_DISTANCE_att                           205                 95.1667   \n",
       "B_avg_opp_DISTANCE_landed                       89.5                 38.3333   \n",
       "B_avg_opp_GROUND_att                               0                 5.16667   \n",
       "B_avg_opp_GROUND_landed                            0                     3.5   \n",
       "B_avg_opp_HEAD_att                             152.5                 86.6667   \n",
       "B_avg_opp_HEAD_landed                           56.5                 33.1667   \n",
       "B_avg_opp_KD                                       0                       0   \n",
       "B_avg_opp_LEG_att                               10.5                 11.3333   \n",
       "B_avg_opp_LEG_landed                              10                 8.33333   \n",
       "B_avg_opp_PASS                                     0                     1.5   \n",
       "B_avg_opp_REV                                      0                0.166667   \n",
       "B_avg_opp_SIG_STR_att                          205.5                     110   \n",
       "B_avg_opp_SIG_STR_landed                          90                 48.8333   \n",
       "B_avg_opp_SIG_STR_pct                           0.43                0.426667   \n",
       "B_avg_opp_SUB_ATT                                  0                       0   \n",
       "B_avg_opp_TD_att                                 0.5                       6   \n",
       "B_avg_opp_TD_landed                                0                 1.16667   \n",
       "B_avg_opp_TD_pct                                   0                    0.14   \n",
       "B_avg_opp_TOTAL_STR_att                        205.5                   131.5   \n",
       "B_avg_opp_TOTAL_STR_landed                        90                 68.6667   \n",
       "B_total_rounds_fought                              8                      18   \n",
       "B_total_time_fought(seconds)                    1200                   886.5   \n",
       "B_total_title_bouts                                0                       0   \n",
       "B_win_by_Decision_Majority                         0                       0   \n",
       "B_win_by_Decision_Split                            0                       0   \n",
       "B_win_by_Decision_Unanimous                        1                       3   \n",
       "B_win_by_KO/TKO                                    0                       0   \n",
       "B_win_by_Submission                                0                       1   \n",
       "B_win_by_TKO_Doctor_Stoppage                       0                       0   \n",
       "B_wins                                             1                       4   \n",
       "B_Stance                                    Southpaw                Orthodox   \n",
       "B_Height_cms                                  180.34                   165.1   \n",
       "B_Reach_cms                                   185.42                  162.56   \n",
       "B_Weight_lbs                                     250                     115   \n",
       "R_current_lose_streak                              1                       0   \n",
       "R_current_win_streak                               0                       4   \n",
       "R_draw                                             0                       0   \n",
       "R_avg_BODY_att                                  7.75                    8.75   \n",
       "R_avg_BODY_landed                               6.75                     7.5   \n",
       "R_avg_CLINCH_att                                  11                       3   \n",
       "R_avg_CLINCH_landed                             7.25                    2.25   \n",
       "R_avg_DISTANCE_att                             50.75                   12.75   \n",
       "R_avg_DISTANCE_landed                          24.75                    4.75   \n",
       "R_avg_GROUND_att                                 0.5                   42.25   \n",
       "R_avg_GROUND_landed                              0.5                   35.75   \n",
       "R_avg_HEAD_att                                 50.75                   44.75   \n",
       "R_avg_HEAD_landed                              22.75                   31.25   \n",
       "R_avg_KD                                         0.5                       0   \n",
       "R_avg_LEG_att                                   3.75                     4.5   \n",
       "R_avg_LEG_landed                                   3                       4   \n",
       "R_avg_PASS                                      0.25                    7.75   \n",
       "R_avg_REV                                          0                       0   \n",
       "R_avg_SIG_STR_att                              62.25                      58   \n",
       "R_avg_SIG_STR_landed                            32.5                   42.75   \n",
       "R_avg_SIG_STR_pct                              0.545                  0.6375   \n",
       "R_avg_SUB_ATT                                      0                     0.5   \n",
       "R_avg_TD_att                                     0.5                     5.5   \n",
       "R_avg_TD_landed                                    0                     4.5   \n",
       "R_avg_TD_pct                                       0                  0.8175   \n",
       "R_avg_TOTAL_STR_att                             63.5                   101.5   \n",
       "R_avg_TOTAL_STR_landed                         32.75                    80.5   \n",
       "R_longest_win_streak                               3                       4   \n",
       "R_losses                                           1                       0   \n",
       "R_avg_opp_BODY_att                              6.25                       3   \n",
       "R_avg_opp_BODY_landed                           4.75                    2.25   \n",
       "R_avg_opp_CLINCH_att                             4.5                     3.5   \n",
       "R_avg_opp_CLINCH_landed                          3.5                       3   \n",
       "R_avg_opp_DISTANCE_att                         42.75                    5.75   \n",
       "R_avg_opp_DISTANCE_landed                      16.25                       2   \n",
       "R_avg_opp_GROUND_att                            7.75                       2   \n",
       "R_avg_opp_GROUND_landed                         2.75                     1.5   \n",
       "R_avg_opp_HEAD_att                             43.25                       8   \n",
       "R_avg_opp_HEAD_landed                             14                       4   \n",
       "R_avg_opp_KD                                    0.25                       0   \n",
       "R_avg_opp_LEG_att                                5.5                    0.25   \n",
       "R_avg_opp_LEG_landed                            3.75                    0.25   \n",
       "R_avg_opp_PASS                                  0.75                       0   \n",
       "R_avg_opp_REV                                      0                     0.5   \n",
       "R_avg_opp_SIG_STR_att                             55                   11.25   \n",
       "R_avg_opp_SIG_STR_landed                        22.5                     6.5   \n",
       "R_avg_opp_SIG_STR_pct                         0.3975                    0.54   \n",
       "R_avg_opp_SUB_ATT                                  0                    0.75   \n",
       "R_avg_opp_TD_att                                   1                     0.5   \n",
       "R_avg_opp_TD_landed                                0                       0   \n",
       "R_avg_opp_TD_pct                                   0                       0   \n",
       "R_avg_opp_TOTAL_STR_att                         60.5                      38   \n",
       "R_avg_opp_TOTAL_STR_landed                     27.75                    26.5   \n",
       "R_total_rounds_fought                              7                       8   \n",
       "R_total_time_fought(seconds)                  440.75                     540   \n",
       "R_total_title_bouts                                0                       1   \n",
       "R_win_by_Decision_Majority                         0                       0   \n",
       "R_win_by_Decision_Split                            0                       0   \n",
       "R_win_by_Decision_Unanimous                        1                       1   \n",
       "R_win_by_KO/TKO                                    2                       1   \n",
       "R_win_by_Submission                                0                       2   \n",
       "R_win_by_TKO_Doctor_Stoppage                       0                       0   \n",
       "R_wins                                             3                       4   \n",
       "R_Stance                                    Southpaw                     NaN   \n",
       "R_Height_cms                                  187.96                   165.1   \n",
       "R_Reach_cms                                    190.5                  167.64   \n",
       "R_Weight_lbs                                     264                     115   \n",
       "B_age                                             32                      33   \n",
       "R_age                                             26                      28   \n",
       "\n",
       "                                                6                       7     \\\n",
       "R_fighter                          Aljamain Sterling   Karolina Kowalkiewicz   \n",
       "B_fighter                               Pedro Munhoz            Alexa Grasso   \n",
       "Referee                                 Marc Goddard         Kevin MacDonald   \n",
       "date                                      2019-06-08              2019-06-08   \n",
       "location                      Chicago, Illinois, USA  Chicago, Illinois, USA   \n",
       "Winner                                           Red                    Blue   \n",
       "title_bout                                     False                   False   \n",
       "weight_class                            Bantamweight     Women's Strawweight   \n",
       "no_of_rounds                                       3                       3   \n",
       "B_current_lose_streak                              0                       1   \n",
       "B_current_win_streak                               3                       0   \n",
       "B_draw                                             0                       0   \n",
       "B_avg_BODY_att                                    15                   16.25   \n",
       "B_avg_BODY_landed                            7.41667                      11   \n",
       "B_avg_CLINCH_att                             6.08333                    17.5   \n",
       "B_avg_CLINCH_landed                          3.41667                   11.25   \n",
       "B_avg_DISTANCE_att                           84.9167                  105.75   \n",
       "B_avg_DISTANCE_landed                        34.6667                      40   \n",
       "B_avg_GROUND_att                             5.08333                       3   \n",
       "B_avg_GROUND_landed                          3.41667                     2.5   \n",
       "B_avg_HEAD_att                               66.5833                   94.25   \n",
       "B_avg_HEAD_landed                                 24                   29.75   \n",
       "B_avg_KD                                    0.416667                       0   \n",
       "B_avg_LEG_att                                   14.5                   15.75   \n",
       "B_avg_LEG_landed                             10.0833                      13   \n",
       "B_avg_PASS                                  0.583333                    0.25   \n",
       "B_avg_REV                                  0.0833333                    0.25   \n",
       "B_avg_SIG_STR_att                            96.0833                  126.25   \n",
       "B_avg_SIG_STR_landed                            41.5                   53.75   \n",
       "B_avg_SIG_STR_pct                           0.499167                  0.5025   \n",
       "B_avg_SUB_ATT                               0.666667                    0.25   \n",
       "B_avg_TD_att                                    2.75                     0.5   \n",
       "B_avg_TD_landed                             0.583333                    0.25   \n",
       "B_avg_TD_pct                                0.233333                   0.125   \n",
       "B_avg_TOTAL_STR_att                          102.667                   165.5   \n",
       "B_avg_TOTAL_STR_landed                          47.5                    87.5   \n",
       "B_longest_win_streak                               4                       1   \n",
       "B_losses                                           4                       2   \n",
       "B_avg_opp_BODY_att                           13.1667                   18.75   \n",
       "B_avg_opp_BODY_landed                           7.25                    10.5   \n",
       "B_avg_opp_CLINCH_att                         2.66667                       8   \n",
       "B_avg_opp_CLINCH_landed                      1.33333                    6.25   \n",
       "B_avg_opp_DISTANCE_att                       103.167                     101   \n",
       "B_avg_opp_DISTANCE_landed                    41.6667                      27   \n",
       "B_avg_opp_GROUND_att                         1.66667                    4.75   \n",
       "B_avg_opp_GROUND_landed                      1.16667                     3.5   \n",
       "B_avg_opp_HEAD_att                           88.8333                      90   \n",
       "B_avg_opp_HEAD_landed                        32.3333                    23.5   \n",
       "B_avg_opp_KD                                       0                       0   \n",
       "B_avg_opp_LEG_att                                5.5                       5   \n",
       "B_avg_opp_LEG_landed                         4.58333                    2.75   \n",
       "B_avg_opp_PASS                             0.0833333                    2.75   \n",
       "B_avg_opp_REV                                      0                    0.25   \n",
       "B_avg_opp_SIG_STR_att                          107.5                  113.75   \n",
       "B_avg_opp_SIG_STR_landed                     44.1667                   36.75   \n",
       "B_avg_opp_SIG_STR_pct                         0.4025                   0.325   \n",
       "B_avg_opp_SUB_ATT                                  0                    0.25   \n",
       "B_avg_opp_TD_att                             2.16667                     5.5   \n",
       "B_avg_opp_TD_landed                              0.5                       2   \n",
       "B_avg_opp_TD_pct                            0.194167                    0.38   \n",
       "B_avg_opp_TOTAL_STR_att                      110.333                  132.75   \n",
       "B_avg_opp_TOTAL_STR_landed                      46.5                   53.75   \n",
       "B_total_rounds_fought                             23                      10   \n",
       "B_total_time_fought(seconds)                  495.25                     716   \n",
       "B_total_title_bouts                                0                       0   \n",
       "B_win_by_Decision_Majority                         0                       0   \n",
       "B_win_by_Decision_Split                            0                       1   \n",
       "B_win_by_Decision_Unanimous                        2                       1   \n",
       "B_win_by_KO/TKO                                    3                       0   \n",
       "B_win_by_Submission                                3                       0   \n",
       "B_win_by_TKO_Doctor_Stoppage                       0                       0   \n",
       "B_wins                                             8                       2   \n",
       "B_Stance                                    Orthodox                Orthodox   \n",
       "B_Height_cms                                  167.64                   165.1   \n",
       "B_Reach_cms                                    165.1                  167.64   \n",
       "B_Weight_lbs                                     135                     115   \n",
       "R_current_lose_streak                              0                       2   \n",
       "R_current_win_streak                               3                       0   \n",
       "R_draw                                             0                       0   \n",
       "R_avg_BODY_att                               25.1667                 25.2222   \n",
       "R_avg_BODY_landed                              18.25                 17.5556   \n",
       "R_avg_CLINCH_att                                  14                 27.5556   \n",
       "R_avg_CLINCH_landed                          11.0833                 20.7778   \n",
       "R_avg_DISTANCE_att                           72.5833                 155.778   \n",
       "R_avg_DISTANCE_landed                        29.4167                 49.7778   \n",
       "R_avg_GROUND_att                             16.0833                 3.77778   \n",
       "R_avg_GROUND_landed                            11.75                       3   \n",
       "R_avg_HEAD_att                                    63                     149   \n",
       "R_avg_HEAD_landed                            23.3333                 46.7778   \n",
       "R_avg_KD                                           0                       0   \n",
       "R_avg_LEG_att                                   14.5                 12.8889   \n",
       "R_avg_LEG_landed                             10.6667                 9.22222   \n",
       "R_avg_PASS                                       1.5                0.777778   \n",
       "R_avg_REV                                  0.0833333                0.111111   \n",
       "R_avg_SIG_STR_att                            102.667                 187.111   \n",
       "R_avg_SIG_STR_landed                           52.25                 73.5556   \n",
       "R_avg_SIG_STR_pct                               0.49                    0.38   \n",
       "R_avg_SUB_ATT                                   0.75                       0   \n",
       "R_avg_TD_att                                 5.33333                0.777778   \n",
       "R_avg_TD_landed                                 1.75                0.111111   \n",
       "R_avg_TD_pct                                  0.4175               0.0555556   \n",
       "R_avg_TOTAL_STR_att                          138.333                 211.222   \n",
       "R_avg_TOTAL_STR_landed                         85.75                      95   \n",
       "R_longest_win_streak                               4                       3   \n",
       "R_losses                                           3                       4   \n",
       "R_avg_opp_BODY_att                           8.91667                 26.2222   \n",
       "R_avg_opp_BODY_landed                        4.66667                 14.6667   \n",
       "R_avg_opp_CLINCH_att                            5.75                 20.5556   \n",
       "R_avg_opp_CLINCH_landed                            4                 14.1111   \n",
       "R_avg_opp_DISTANCE_att                            51                 133.111   \n",
       "R_avg_opp_DISTANCE_landed                    12.9167                 51.6667   \n",
       "R_avg_opp_GROUND_att                         1.83333                 1.66667   \n",
       "R_avg_opp_GROUND_landed                      1.16667                 1.55556   \n",
       "R_avg_opp_HEAD_att                           43.4167                 110.111   \n",
       "R_avg_opp_HEAD_landed                        8.91667                 38.2222   \n",
       "R_avg_opp_KD                                    0.25                0.111111   \n",
       "R_avg_opp_LEG_att                               6.25                      19   \n",
       "R_avg_opp_LEG_landed                             4.5                 14.4444   \n",
       "R_avg_opp_PASS                              0.833333                0.555556   \n",
       "R_avg_opp_REV                              0.0833333                0.111111   \n",
       "R_avg_opp_SIG_STR_att                        58.5833                 155.333   \n",
       "R_avg_opp_SIG_STR_landed                     18.0833                 67.3333   \n",
       "R_avg_opp_SIG_STR_pct                       0.305833                0.414444   \n",
       "R_avg_opp_SUB_ATT                          0.0833333                0.222222   \n",
       "R_avg_opp_TD_att                                2.25                 4.77778   \n",
       "R_avg_opp_TD_landed                          1.08333                0.777778   \n",
       "R_avg_opp_TD_pct                            0.251667                0.271111   \n",
       "R_avg_opp_TOTAL_STR_att                      80.5833                 170.778   \n",
       "R_avg_opp_TOTAL_STR_landed                   37.8333                 81.8889   \n",
       "R_total_rounds_fought                             32                      25   \n",
       "R_total_time_fought(seconds)                 750.667                 800.111   \n",
       "R_total_title_bouts                                0                       1   \n",
       "R_win_by_Decision_Majority                         0                       0   \n",
       "R_win_by_Decision_Split                            0                       2   \n",
       "R_win_by_Decision_Unanimous                        5                       3   \n",
       "R_win_by_KO/TKO                                    1                       0   \n",
       "R_win_by_Submission                                3                       0   \n",
       "R_win_by_TKO_Doctor_Stoppage                       0                       0   \n",
       "R_wins                                             9                       5   \n",
       "R_Stance                                    Orthodox                Orthodox   \n",
       "R_Height_cms                                  170.18                  160.02   \n",
       "R_Reach_cms                                   180.34                  162.56   \n",
       "R_Weight_lbs                                     135                     115   \n",
       "B_age                                             32                      25   \n",
       "R_age                                             29                      33   \n",
       "\n",
       "                                                8                       9     \\\n",
       "R_fighter                              Ricardo Lamas             Yan Xiaonan   \n",
       "B_fighter                              Calvin Kattar             Angela Hill   \n",
       "Referee                              Dan Miragliotta         Robert Madrigal   \n",
       "date                                      2019-06-08              2019-06-08   \n",
       "location                      Chicago, Illinois, USA  Chicago, Illinois, USA   \n",
       "Winner                                          Blue                     Red   \n",
       "title_bout                                     False                   False   \n",
       "weight_class                           Featherweight     Women's Strawweight   \n",
       "no_of_rounds                                       3                       3   \n",
       "B_current_lose_streak                              0                       0   \n",
       "B_current_win_streak                               1                       1   \n",
       "B_draw                                             0                       0   \n",
       "B_avg_BODY_att                                  7.25                    25.4   \n",
       "B_avg_BODY_landed                               4.75                    17.9   \n",
       "B_avg_CLINCH_att                                1.75                    22.5   \n",
       "B_avg_CLINCH_landed                              0.5                    16.8   \n",
       "B_avg_DISTANCE_att                               125                   121.1   \n",
       "B_avg_DISTANCE_landed                          50.75                    55.6   \n",
       "B_avg_GROUND_att                                8.75                     2.6   \n",
       "B_avg_GROUND_landed                                5                     1.9   \n",
       "B_avg_HEAD_att                                122.25                   108.3   \n",
       "B_avg_HEAD_landed                               46.5                    45.3   \n",
       "B_avg_KD                                         0.5                     0.2   \n",
       "B_avg_LEG_att                                      6                    12.5   \n",
       "B_avg_LEG_landed                                   5                    11.1   \n",
       "B_avg_PASS                                         0                     0.1   \n",
       "B_avg_REV                                          0                     0.1   \n",
       "B_avg_SIG_STR_att                              135.5                   146.2   \n",
       "B_avg_SIG_STR_landed                           56.25                    74.3   \n",
       "B_avg_SIG_STR_pct                               0.42                    0.48   \n",
       "B_avg_SUB_ATT                                      0                       0   \n",
       "B_avg_TD_att                                     1.5                     0.8   \n",
       "B_avg_TD_landed                                  0.5                     0.3   \n",
       "B_avg_TD_pct                                   0.165                    0.25   \n",
       "B_avg_TOTAL_STR_att                           139.25                     159   \n",
       "B_avg_TOTAL_STR_landed                            59                    85.8   \n",
       "B_longest_win_streak                               2                       1   \n",
       "B_losses                                           1                       6   \n",
       "B_avg_opp_BODY_att                             20.75                    29.7   \n",
       "B_avg_opp_BODY_landed                          13.25                    16.3   \n",
       "B_avg_opp_CLINCH_att                            4.75                    21.3   \n",
       "B_avg_opp_CLINCH_landed                            2                    11.9   \n",
       "B_avg_opp_DISTANCE_att                         162.5                   168.2   \n",
       "B_avg_opp_DISTANCE_landed                       72.5                      52   \n",
       "B_avg_opp_GROUND_att                               0                     1.7   \n",
       "B_avg_opp_GROUND_landed                            0                     1.2   \n",
       "B_avg_opp_HEAD_att                             123.5                   149.5   \n",
       "B_avg_opp_HEAD_landed                          42.75                    38.7   \n",
       "B_avg_opp_KD                                       0                       0   \n",
       "B_avg_opp_LEG_att                                 23                      12   \n",
       "B_avg_opp_LEG_landed                            18.5                    10.1   \n",
       "B_avg_opp_PASS                                     0                       1   \n",
       "B_avg_opp_REV                                      0                       0   \n",
       "B_avg_opp_SIG_STR_att                         167.25                   191.2   \n",
       "B_avg_opp_SIG_STR_landed                        74.5                    65.1   \n",
       "B_avg_opp_SIG_STR_pct                         0.4125                   0.362   \n",
       "B_avg_opp_SUB_ATT                                  0                     0.2   \n",
       "B_avg_opp_TD_att                                   1                     4.7   \n",
       "B_avg_opp_TD_landed                             0.25                     1.2   \n",
       "B_avg_opp_TD_pct                               0.125                   0.364   \n",
       "B_avg_opp_TOTAL_STR_att                       168.75                   208.6   \n",
       "B_avg_opp_TOTAL_STR_landed                     75.75                    80.2   \n",
       "B_total_rounds_fought                             10                      26   \n",
       "B_total_time_fought(seconds)                  670.75                   763.1   \n",
       "B_total_title_bouts                                0                       0   \n",
       "B_win_by_Decision_Majority                         0                       0   \n",
       "B_win_by_Decision_Split                            0                       0   \n",
       "B_win_by_Decision_Unanimous                        1                       4   \n",
       "B_win_by_KO/TKO                                    2                       0   \n",
       "B_win_by_Submission                                0                       0   \n",
       "B_win_by_TKO_Doctor_Stoppage                       0                       0   \n",
       "B_wins                                             3                       4   \n",
       "B_Stance                                    Orthodox                Orthodox   \n",
       "B_Height_cms                                  180.34                  160.02   \n",
       "B_Reach_cms                                   182.88                  162.56   \n",
       "B_Weight_lbs                                     145                     115   \n",
       "R_current_lose_streak                              0                       0   \n",
       "R_current_win_streak                               1                       3   \n",
       "R_draw                                             0                       0   \n",
       "R_avg_BODY_att                               8.33333                 9.33333   \n",
       "R_avg_BODY_landed                            6.73333                 5.33333   \n",
       "R_avg_CLINCH_att                                 7.2                 10.6667   \n",
       "R_avg_CLINCH_landed                              6.4                 7.33333   \n",
       "R_avg_DISTANCE_att                           54.2667                 244.333   \n",
       "R_avg_DISTANCE_landed                           21.2                 97.6667   \n",
       "R_avg_GROUND_att                             6.93333                 1.33333   \n",
       "R_avg_GROUND_landed                          4.66667                0.666667   \n",
       "R_avg_HEAD_att                               45.9333                 213.667   \n",
       "R_avg_HEAD_landed                            15.2667                      79   \n",
       "R_avg_KD                                    0.133333                       0   \n",
       "R_avg_LEG_att                                14.1333                 33.3333   \n",
       "R_avg_LEG_landed                             10.2667                 21.3333   \n",
       "R_avg_PASS                                  0.666667                       0   \n",
       "R_avg_REV                                        0.4                       0   \n",
       "R_avg_SIG_STR_att                               68.4                 256.333   \n",
       "R_avg_SIG_STR_landed                         32.2667                 105.667   \n",
       "R_avg_SIG_STR_pct                              0.478                0.403333   \n",
       "R_avg_SUB_ATT                               0.666667                       0   \n",
       "R_avg_TD_att                                 3.73333                0.333333   \n",
       "R_avg_TD_landed                              1.06667                       0   \n",
       "R_avg_TD_pct                                0.301333                       0   \n",
       "R_avg_TOTAL_STR_att                               80                 260.667   \n",
       "R_avg_TOTAL_STR_landed                       43.5333                     109   \n",
       "R_longest_win_streak                               4                       3   \n",
       "R_losses                                           5                       0   \n",
       "R_avg_opp_BODY_att                                 9                 21.3333   \n",
       "R_avg_opp_BODY_landed                            5.8                 11.3333   \n",
       "R_avg_opp_CLINCH_att                         7.46667                      10   \n",
       "R_avg_opp_CLINCH_landed                      5.13333                       6   \n",
       "R_avg_opp_DISTANCE_att                       59.8667                 175.333   \n",
       "R_avg_opp_DISTANCE_landed                    21.2667                      53   \n",
       "R_avg_opp_GROUND_att                         3.46667                 3.66667   \n",
       "R_avg_opp_GROUND_landed                      2.86667                 1.66667   \n",
       "R_avg_opp_HEAD_att                           56.1333                     160   \n",
       "R_avg_opp_HEAD_landed                        19.2667                 42.3333   \n",
       "R_avg_opp_KD                                     0.2                       0   \n",
       "R_avg_opp_LEG_att                            5.66667                 7.66667   \n",
       "R_avg_opp_LEG_landed                             4.2                       7   \n",
       "R_avg_opp_PASS                              0.933333                0.666667   \n",
       "R_avg_opp_REV                                      0                       0   \n",
       "R_avg_opp_SIG_STR_att                           70.8                     189   \n",
       "R_avg_opp_SIG_STR_landed                     29.2667                 60.6667   \n",
       "R_avg_opp_SIG_STR_pct                          0.402                    0.32   \n",
       "R_avg_opp_SUB_ATT                           0.466667                       0   \n",
       "R_avg_opp_TD_att                                   2                       2   \n",
       "R_avg_opp_TD_landed                          1.13333                0.666667   \n",
       "R_avg_opp_TD_pct                                0.38                    0.11   \n",
       "R_avg_opp_TOTAL_STR_att                      88.6667                     222   \n",
       "R_avg_opp_TOTAL_STR_landed                      45.2                 89.6667   \n",
       "R_total_rounds_fought                             34                       9   \n",
       "R_total_time_fought(seconds)                 624.067                     900   \n",
       "R_total_title_bouts                                1                       0   \n",
       "R_win_by_Decision_Majority                         0                       0   \n",
       "R_win_by_Decision_Split                            0                       0   \n",
       "R_win_by_Decision_Unanimous                        3                       3   \n",
       "R_win_by_KO/TKO                                    4                       0   \n",
       "R_win_by_Submission                                3                       0   \n",
       "R_win_by_TKO_Doctor_Stoppage                       0                       0   \n",
       "R_wins                                            10                       3   \n",
       "R_Stance                                    Orthodox                Orthodox   \n",
       "R_Height_cms                                  172.72                   165.1   \n",
       "R_Reach_cms                                   180.34                  160.02   \n",
       "R_Weight_lbs                                     145                     115   \n",
       "B_age                                             31                      34   \n",
       "R_age                                             37                      29   \n",
       "\n",
       "                                      ...                             5134  \\\n",
       "R_fighter                             ...                    Patrick Smith   \n",
       "B_fighter                             ...                       Ray Wizard   \n",
       "Referee                               ...                    John McCarthy   \n",
       "date                                  ...                       1994-03-11   \n",
       "location                              ...            Denver, Colorado, USA   \n",
       "Winner                                ...                              Red   \n",
       "title_bout                            ...                            False   \n",
       "weight_class                          ...                      Open Weight   \n",
       "no_of_rounds                          ...                                1   \n",
       "B_current_lose_streak                 ...                                0   \n",
       "B_current_win_streak                  ...                                0   \n",
       "B_draw                                ...                                0   \n",
       "B_avg_BODY_att                        ...                              NaN   \n",
       "B_avg_BODY_landed                     ...                              NaN   \n",
       "B_avg_CLINCH_att                      ...                              NaN   \n",
       "B_avg_CLINCH_landed                   ...                              NaN   \n",
       "B_avg_DISTANCE_att                    ...                              NaN   \n",
       "B_avg_DISTANCE_landed                 ...                              NaN   \n",
       "B_avg_GROUND_att                      ...                              NaN   \n",
       "B_avg_GROUND_landed                   ...                              NaN   \n",
       "B_avg_HEAD_att                        ...                              NaN   \n",
       "B_avg_HEAD_landed                     ...                              NaN   \n",
       "B_avg_KD                              ...                              NaN   \n",
       "B_avg_LEG_att                         ...                              NaN   \n",
       "B_avg_LEG_landed                      ...                              NaN   \n",
       "B_avg_PASS                            ...                              NaN   \n",
       "B_avg_REV                             ...                              NaN   \n",
       "B_avg_SIG_STR_att                     ...                              NaN   \n",
       "B_avg_SIG_STR_landed                  ...                              NaN   \n",
       "B_avg_SIG_STR_pct                     ...                              NaN   \n",
       "B_avg_SUB_ATT                         ...                              NaN   \n",
       "B_avg_TD_att                          ...                              NaN   \n",
       "B_avg_TD_landed                       ...                              NaN   \n",
       "B_avg_TD_pct                          ...                              NaN   \n",
       "B_avg_TOTAL_STR_att                   ...                              NaN   \n",
       "B_avg_TOTAL_STR_landed                ...                              NaN   \n",
       "B_longest_win_streak                  ...                                0   \n",
       "B_losses                              ...                                0   \n",
       "B_avg_opp_BODY_att                    ...                              NaN   \n",
       "B_avg_opp_BODY_landed                 ...                              NaN   \n",
       "B_avg_opp_CLINCH_att                  ...                              NaN   \n",
       "B_avg_opp_CLINCH_landed               ...                              NaN   \n",
       "B_avg_opp_DISTANCE_att                ...                              NaN   \n",
       "B_avg_opp_DISTANCE_landed             ...                              NaN   \n",
       "B_avg_opp_GROUND_att                  ...                              NaN   \n",
       "B_avg_opp_GROUND_landed               ...                              NaN   \n",
       "B_avg_opp_HEAD_att                    ...                              NaN   \n",
       "B_avg_opp_HEAD_landed                 ...                              NaN   \n",
       "B_avg_opp_KD                          ...                              NaN   \n",
       "B_avg_opp_LEG_att                     ...                              NaN   \n",
       "B_avg_opp_LEG_landed                  ...                              NaN   \n",
       "B_avg_opp_PASS                        ...                              NaN   \n",
       "B_avg_opp_REV                         ...                              NaN   \n",
       "B_avg_opp_SIG_STR_att                 ...                              NaN   \n",
       "B_avg_opp_SIG_STR_landed              ...                              NaN   \n",
       "B_avg_opp_SIG_STR_pct                 ...                              NaN   \n",
       "B_avg_opp_SUB_ATT                     ...                              NaN   \n",
       "B_avg_opp_TD_att                      ...                              NaN   \n",
       "B_avg_opp_TD_landed                   ...                              NaN   \n",
       "B_avg_opp_TD_pct                      ...                              NaN   \n",
       "B_avg_opp_TOTAL_STR_att               ...                              NaN   \n",
       "B_avg_opp_TOTAL_STR_landed            ...                              NaN   \n",
       "B_total_rounds_fought                 ...                                0   \n",
       "B_total_time_fought(seconds)          ...                              NaN   \n",
       "B_total_title_bouts                   ...                                0   \n",
       "B_win_by_Decision_Majority            ...                                0   \n",
       "B_win_by_Decision_Split               ...                                0   \n",
       "B_win_by_Decision_Unanimous           ...                                0   \n",
       "B_win_by_KO/TKO                       ...                                0   \n",
       "B_win_by_Submission                   ...                                0   \n",
       "B_win_by_TKO_Doctor_Stoppage          ...                                0   \n",
       "B_wins                                ...                                0   \n",
       "B_Stance                              ...                              NaN   \n",
       "B_Height_cms                          ...                              NaN   \n",
       "B_Reach_cms                           ...                              NaN   \n",
       "B_Weight_lbs                          ...                              NaN   \n",
       "R_current_lose_streak                 ...                                1   \n",
       "R_current_win_streak                  ...                                0   \n",
       "R_draw                                ...                                0   \n",
       "R_avg_BODY_att                        ...                                1   \n",
       "R_avg_BODY_landed                     ...                                1   \n",
       "R_avg_CLINCH_att                      ...                                1   \n",
       "R_avg_CLINCH_landed                   ...                                1   \n",
       "R_avg_DISTANCE_att                    ...                                1   \n",
       "R_avg_DISTANCE_landed                 ...                                1   \n",
       "R_avg_GROUND_att                      ...                                6   \n",
       "R_avg_GROUND_landed                   ...                                2   \n",
       "R_avg_HEAD_att                        ...                                4   \n",
       "R_avg_HEAD_landed                     ...                                1   \n",
       "R_avg_KD                              ...                                0   \n",
       "R_avg_LEG_att                         ...                                3   \n",
       "R_avg_LEG_landed                      ...                                2   \n",
       "R_avg_PASS                            ...                                0   \n",
       "R_avg_REV                             ...                                0   \n",
       "R_avg_SIG_STR_att                     ...                                8   \n",
       "R_avg_SIG_STR_landed                  ...                                4   \n",
       "R_avg_SIG_STR_pct                     ...                              0.5   \n",
       "R_avg_SUB_ATT                         ...                                0   \n",
       "R_avg_TD_att                          ...                                0   \n",
       "R_avg_TD_landed                       ...                                0   \n",
       "R_avg_TD_pct                          ...                                0   \n",
       "R_avg_TOTAL_STR_att                   ...                               20   \n",
       "R_avg_TOTAL_STR_landed                ...                               16   \n",
       "R_longest_win_streak                  ...                                0   \n",
       "R_losses                              ...                                1   \n",
       "R_avg_opp_BODY_att                    ...                                0   \n",
       "R_avg_opp_BODY_landed                 ...                                0   \n",
       "R_avg_opp_CLINCH_att                  ...                                0   \n",
       "R_avg_opp_CLINCH_landed               ...                                0   \n",
       "R_avg_opp_DISTANCE_att                ...                                0   \n",
       "R_avg_opp_DISTANCE_landed             ...                                0   \n",
       "R_avg_opp_GROUND_att                  ...                                1   \n",
       "R_avg_opp_GROUND_landed               ...                                1   \n",
       "R_avg_opp_HEAD_att                    ...                                1   \n",
       "R_avg_opp_HEAD_landed                 ...                                1   \n",
       "R_avg_opp_KD                          ...                                0   \n",
       "R_avg_opp_LEG_att                     ...                                0   \n",
       "R_avg_opp_LEG_landed                  ...                                0   \n",
       "R_avg_opp_PASS                        ...                                0   \n",
       "R_avg_opp_REV                         ...                                0   \n",
       "R_avg_opp_SIG_STR_att                 ...                                1   \n",
       "R_avg_opp_SIG_STR_landed              ...                                1   \n",
       "R_avg_opp_SIG_STR_pct                 ...                                1   \n",
       "R_avg_opp_SUB_ATT                     ...                                2   \n",
       "R_avg_opp_TD_att                      ...                                2   \n",
       "R_avg_opp_TD_landed                   ...                                1   \n",
       "R_avg_opp_TD_pct                      ...                              0.5   \n",
       "R_avg_opp_TOTAL_STR_att               ...                                4   \n",
       "R_avg_opp_TOTAL_STR_landed            ...                                4   \n",
       "R_total_rounds_fought                 ...                                1   \n",
       "R_total_time_fought(seconds)          ...                              109   \n",
       "R_total_title_bouts                   ...                                0   \n",
       "R_win_by_Decision_Majority            ...                                0   \n",
       "R_win_by_Decision_Split               ...                                0   \n",
       "R_win_by_Decision_Unanimous           ...                                0   \n",
       "R_win_by_KO/TKO                       ...                                0   \n",
       "R_win_by_Submission                   ...                                0   \n",
       "R_win_by_TKO_Doctor_Stoppage          ...                                0   \n",
       "R_wins                                ...                                0   \n",
       "R_Stance                              ...                         Orthodox   \n",
       "R_Height_cms                          ...                           187.96   \n",
       "R_Reach_cms                           ...                              NaN   \n",
       "R_Weight_lbs                          ...                              225   \n",
       "B_age                                 ...                              NaN   \n",
       "R_age                                 ...                               30   \n",
       "\n",
       "                                               5135                   5136  \\\n",
       "R_fighter                              Scott Morris           Royce Gracie   \n",
       "B_fighter                            Sean Daugherty         Gerard Gordeau   \n",
       "Referee                               John McCarthy   Joao Alberto Barreto   \n",
       "date                                     1994-03-11             1993-11-12   \n",
       "location                      Denver, Colorado, USA  Denver, Colorado, USA   \n",
       "Winner                                          Red                    Red   \n",
       "title_bout                                    False                   True   \n",
       "weight_class                            Open Weight           Catch Weight   \n",
       "no_of_rounds                                      1                      1   \n",
       "B_current_lose_streak                             0                      0   \n",
       "B_current_win_streak                              0                      2   \n",
       "B_draw                                            0                      0   \n",
       "B_avg_BODY_att                                  NaN                    0.5   \n",
       "B_avg_BODY_landed                               NaN                    0.5   \n",
       "B_avg_CLINCH_att                                NaN                      0   \n",
       "B_avg_CLINCH_landed                             NaN                      0   \n",
       "B_avg_DISTANCE_att                              NaN                    5.5   \n",
       "B_avg_DISTANCE_landed                           NaN                      3   \n",
       "B_avg_GROUND_att                                NaN                    5.5   \n",
       "B_avg_GROUND_landed                             NaN                      4   \n",
       "B_avg_HEAD_att                                  NaN                      9   \n",
       "B_avg_HEAD_landed                               NaN                      5   \n",
       "B_avg_KD                                        NaN                    0.5   \n",
       "B_avg_LEG_att                                   NaN                    1.5   \n",
       "B_avg_LEG_landed                                NaN                    1.5   \n",
       "B_avg_PASS                                      NaN                      0   \n",
       "B_avg_REV                                       NaN                      0   \n",
       "B_avg_SIG_STR_att                               NaN                     11   \n",
       "B_avg_SIG_STR_landed                            NaN                      7   \n",
       "B_avg_SIG_STR_pct                               NaN                   0.62   \n",
       "B_avg_SUB_ATT                                   NaN                      0   \n",
       "B_avg_TD_att                                    NaN                      0   \n",
       "B_avg_TD_landed                                 NaN                      0   \n",
       "B_avg_TD_pct                                    NaN                      0   \n",
       "B_avg_TOTAL_STR_att                             NaN                     11   \n",
       "B_avg_TOTAL_STR_landed                          NaN                      7   \n",
       "B_longest_win_streak                              0                      2   \n",
       "B_losses                                          0                      0   \n",
       "B_avg_opp_BODY_att                              NaN                    0.5   \n",
       "B_avg_opp_BODY_landed                           NaN                      0   \n",
       "B_avg_opp_CLINCH_att                            NaN                      0   \n",
       "B_avg_opp_CLINCH_landed                         NaN                      0   \n",
       "B_avg_opp_DISTANCE_att                          NaN                      2   \n",
       "B_avg_opp_DISTANCE_landed                       NaN                      0   \n",
       "B_avg_opp_GROUND_att                            NaN                      0   \n",
       "B_avg_opp_GROUND_landed                         NaN                      0   \n",
       "B_avg_opp_HEAD_att                              NaN                      1   \n",
       "B_avg_opp_HEAD_landed                           NaN                      0   \n",
       "B_avg_opp_KD                                    NaN                      0   \n",
       "B_avg_opp_LEG_att                               NaN                    0.5   \n",
       "B_avg_opp_LEG_landed                            NaN                      0   \n",
       "B_avg_opp_PASS                                  NaN                      0   \n",
       "B_avg_opp_REV                                   NaN                      0   \n",
       "B_avg_opp_SIG_STR_att                           NaN                      2   \n",
       "B_avg_opp_SIG_STR_landed                        NaN                      0   \n",
       "B_avg_opp_SIG_STR_pct                           NaN                      0   \n",
       "B_avg_opp_SUB_ATT                               NaN                      0   \n",
       "B_avg_opp_TD_att                                NaN                    0.5   \n",
       "B_avg_opp_TD_landed                             NaN                      0   \n",
       "B_avg_opp_TD_pct                                NaN                      0   \n",
       "B_avg_opp_TOTAL_STR_att                         NaN                      2   \n",
       "B_avg_opp_TOTAL_STR_landed                      NaN                      0   \n",
       "B_total_rounds_fought                             0                      2   \n",
       "B_total_time_fought(seconds)                    NaN                   42.5   \n",
       "B_total_title_bouts                               0                      0   \n",
       "B_win_by_Decision_Majority                        0                      0   \n",
       "B_win_by_Decision_Split                           0                      0   \n",
       "B_win_by_Decision_Unanimous                       0                      0   \n",
       "B_win_by_KO/TKO                                   0                      2   \n",
       "B_win_by_Submission                               0                      0   \n",
       "B_win_by_TKO_Doctor_Stoppage                      0                      0   \n",
       "B_wins                                            0                      2   \n",
       "B_Stance                                        NaN               Orthodox   \n",
       "B_Height_cms                                 182.88                 195.58   \n",
       "B_Reach_cms                                     NaN                    NaN   \n",
       "B_Weight_lbs                                    175                    216   \n",
       "R_current_lose_streak                             0                      0   \n",
       "R_current_win_streak                              0                      2   \n",
       "R_draw                                            0                      0   \n",
       "R_avg_BODY_att                                  NaN                      0   \n",
       "R_avg_BODY_landed                               NaN                      0   \n",
       "R_avg_CLINCH_att                                NaN                      0   \n",
       "R_avg_CLINCH_landed                             NaN                      0   \n",
       "R_avg_DISTANCE_att                              NaN                    1.5   \n",
       "R_avg_DISTANCE_landed                           NaN                      0   \n",
       "R_avg_GROUND_att                                NaN                      0   \n",
       "R_avg_GROUND_landed                             NaN                      0   \n",
       "R_avg_HEAD_att                                  NaN                    0.5   \n",
       "R_avg_HEAD_landed                               NaN                      0   \n",
       "R_avg_KD                                        NaN                      0   \n",
       "R_avg_LEG_att                                   NaN                      1   \n",
       "R_avg_LEG_landed                                NaN                      0   \n",
       "R_avg_PASS                                      NaN                      2   \n",
       "R_avg_REV                                       NaN                    0.5   \n",
       "R_avg_SIG_STR_att                               NaN                    1.5   \n",
       "R_avg_SIG_STR_landed                            NaN                      0   \n",
       "R_avg_SIG_STR_pct                               NaN                      0   \n",
       "R_avg_SUB_ATT                                   NaN                    0.5   \n",
       "R_avg_TD_att                                    NaN                      1   \n",
       "R_avg_TD_landed                                 NaN                    0.5   \n",
       "R_avg_TD_pct                                    NaN                    0.5   \n",
       "R_avg_TOTAL_STR_att                             NaN                    9.5   \n",
       "R_avg_TOTAL_STR_landed                          NaN                      8   \n",
       "R_longest_win_streak                              0                      2   \n",
       "R_losses                                          0                      0   \n",
       "R_avg_opp_BODY_att                              NaN                      0   \n",
       "R_avg_opp_BODY_landed                           NaN                      0   \n",
       "R_avg_opp_CLINCH_att                            NaN                      0   \n",
       "R_avg_opp_CLINCH_landed                         NaN                      0   \n",
       "R_avg_opp_DISTANCE_att                          NaN                      0   \n",
       "R_avg_opp_DISTANCE_landed                       NaN                      0   \n",
       "R_avg_opp_GROUND_att                            NaN                      0   \n",
       "R_avg_opp_GROUND_landed                         NaN                      0   \n",
       "R_avg_opp_HEAD_att                              NaN                      0   \n",
       "R_avg_opp_HEAD_landed                           NaN                      0   \n",
       "R_avg_opp_KD                                    NaN                      0   \n",
       "R_avg_opp_LEG_att                               NaN                      0   \n",
       "R_avg_opp_LEG_landed                            NaN                      0   \n",
       "R_avg_opp_PASS                                  NaN                      0   \n",
       "R_avg_opp_REV                                   NaN                      0   \n",
       "R_avg_opp_SIG_STR_att                           NaN                      0   \n",
       "R_avg_opp_SIG_STR_landed                        NaN                      0   \n",
       "R_avg_opp_SIG_STR_pct                           NaN                      0   \n",
       "R_avg_opp_SUB_ATT                               NaN                      0   \n",
       "R_avg_opp_TD_att                                NaN                    0.5   \n",
       "R_avg_opp_TD_landed                             NaN                      0   \n",
       "R_avg_opp_TD_pct                                NaN                      0   \n",
       "R_avg_opp_TOTAL_STR_att                         NaN                      0   \n",
       "R_avg_opp_TOTAL_STR_landed                      NaN                      0   \n",
       "R_total_rounds_fought                             0                      2   \n",
       "R_total_time_fought(seconds)                    NaN                   97.5   \n",
       "R_total_title_bouts                               0                      0   \n",
       "R_win_by_Decision_Majority                        0                      0   \n",
       "R_win_by_Decision_Split                           0                      0   \n",
       "R_win_by_Decision_Unanimous                       0                      0   \n",
       "R_win_by_KO/TKO                                   0                      0   \n",
       "R_win_by_Submission                               0                      2   \n",
       "R_win_by_TKO_Doctor_Stoppage                      0                      0   \n",
       "R_wins                                            0                      2   \n",
       "R_Stance                                   Orthodox               Southpaw   \n",
       "R_Height_cms                                  177.8                 185.42   \n",
       "R_Reach_cms                                     NaN                    NaN   \n",
       "R_Weight_lbs                                    210                    175   \n",
       "B_age                                            18                     34   \n",
       "R_age                                           NaN                     26   \n",
       "\n",
       "                                               5137                   5138  \\\n",
       "R_fighter                             Jason DeLucia           Royce Gracie   \n",
       "B_fighter                             Trent Jenkins           Ken Shamrock   \n",
       "Referee                        Joao Alberto Barreto   Joao Alberto Barreto   \n",
       "date                                     1993-11-12             1993-11-12   \n",
       "location                      Denver, Colorado, USA  Denver, Colorado, USA   \n",
       "Winner                                          Red                    Red   \n",
       "title_bout                                    False                  False   \n",
       "weight_class                            Open Weight            Open Weight   \n",
       "no_of_rounds                                      1                      1   \n",
       "B_current_lose_streak                             0                      0   \n",
       "B_current_win_streak                              0                      1   \n",
       "B_draw                                            0                      0   \n",
       "B_avg_BODY_att                                  NaN                      0   \n",
       "B_avg_BODY_landed                               NaN                      0   \n",
       "B_avg_CLINCH_att                                NaN                      0   \n",
       "B_avg_CLINCH_landed                             NaN                      0   \n",
       "B_avg_DISTANCE_att                              NaN                      0   \n",
       "B_avg_DISTANCE_landed                           NaN                      0   \n",
       "B_avg_GROUND_att                                NaN                      1   \n",
       "B_avg_GROUND_landed                             NaN                      1   \n",
       "B_avg_HEAD_att                                  NaN                      1   \n",
       "B_avg_HEAD_landed                               NaN                      1   \n",
       "B_avg_KD                                        NaN                      0   \n",
       "B_avg_LEG_att                                   NaN                      0   \n",
       "B_avg_LEG_landed                                NaN                      0   \n",
       "B_avg_PASS                                      NaN                      0   \n",
       "B_avg_REV                                       NaN                      0   \n",
       "B_avg_SIG_STR_att                               NaN                      1   \n",
       "B_avg_SIG_STR_landed                            NaN                      1   \n",
       "B_avg_SIG_STR_pct                               NaN                      1   \n",
       "B_avg_SUB_ATT                                   NaN                      2   \n",
       "B_avg_TD_att                                    NaN                      2   \n",
       "B_avg_TD_landed                                 NaN                      1   \n",
       "B_avg_TD_pct                                    NaN                    0.5   \n",
       "B_avg_TOTAL_STR_att                             NaN                      4   \n",
       "B_avg_TOTAL_STR_landed                          NaN                      4   \n",
       "B_longest_win_streak                              0                      1   \n",
       "B_losses                                          0                      0   \n",
       "B_avg_opp_BODY_att                              NaN                      1   \n",
       "B_avg_opp_BODY_landed                           NaN                      1   \n",
       "B_avg_opp_CLINCH_att                            NaN                      1   \n",
       "B_avg_opp_CLINCH_landed                         NaN                      1   \n",
       "B_avg_opp_DISTANCE_att                          NaN                      1   \n",
       "B_avg_opp_DISTANCE_landed                       NaN                      1   \n",
       "B_avg_opp_GROUND_att                            NaN                      6   \n",
       "B_avg_opp_GROUND_landed                         NaN                      2   \n",
       "B_avg_opp_HEAD_att                              NaN                      4   \n",
       "B_avg_opp_HEAD_landed                           NaN                      1   \n",
       "B_avg_opp_KD                                    NaN                      0   \n",
       "B_avg_opp_LEG_att                               NaN                      3   \n",
       "B_avg_opp_LEG_landed                            NaN                      2   \n",
       "B_avg_opp_PASS                                  NaN                      0   \n",
       "B_avg_opp_REV                                   NaN                      0   \n",
       "B_avg_opp_SIG_STR_att                           NaN                      8   \n",
       "B_avg_opp_SIG_STR_landed                        NaN                      4   \n",
       "B_avg_opp_SIG_STR_pct                           NaN                    0.5   \n",
       "B_avg_opp_SUB_ATT                               NaN                      0   \n",
       "B_avg_opp_TD_att                                NaN                      0   \n",
       "B_avg_opp_TD_landed                             NaN                      0   \n",
       "B_avg_opp_TD_pct                                NaN                      0   \n",
       "B_avg_opp_TOTAL_STR_att                         NaN                     20   \n",
       "B_avg_opp_TOTAL_STR_landed                      NaN                     16   \n",
       "B_total_rounds_fought                             0                      1   \n",
       "B_total_time_fought(seconds)                    NaN                    109   \n",
       "B_total_title_bouts                               0                      0   \n",
       "B_win_by_Decision_Majority                        0                      0   \n",
       "B_win_by_Decision_Split                           0                      0   \n",
       "B_win_by_Decision_Unanimous                       0                      0   \n",
       "B_win_by_KO/TKO                                   0                      0   \n",
       "B_win_by_Submission                               0                      1   \n",
       "B_win_by_TKO_Doctor_Stoppage                      0                      0   \n",
       "B_wins                                            0                      1   \n",
       "B_Stance                                        NaN               Orthodox   \n",
       "B_Height_cms                                 187.96                 185.42   \n",
       "B_Reach_cms                                     NaN                 182.88   \n",
       "B_Weight_lbs                                    185                    205   \n",
       "R_current_lose_streak                             0                      0   \n",
       "R_current_win_streak                              0                      1   \n",
       "R_draw                                            0                      0   \n",
       "R_avg_BODY_att                                  NaN                      0   \n",
       "R_avg_BODY_landed                               NaN                      0   \n",
       "R_avg_CLINCH_att                                NaN                      0   \n",
       "R_avg_CLINCH_landed                             NaN                      0   \n",
       "R_avg_DISTANCE_att                              NaN                      3   \n",
       "R_avg_DISTANCE_landed                           NaN                      0   \n",
       "R_avg_GROUND_att                                NaN                      0   \n",
       "R_avg_GROUND_landed                             NaN                      0   \n",
       "R_avg_HEAD_att                                  NaN                      1   \n",
       "R_avg_HEAD_landed                               NaN                      0   \n",
       "R_avg_KD                                        NaN                      0   \n",
       "R_avg_LEG_att                                   NaN                      2   \n",
       "R_avg_LEG_landed                                NaN                      0   \n",
       "R_avg_PASS                                      NaN                      2   \n",
       "R_avg_REV                                       NaN                      0   \n",
       "R_avg_SIG_STR_att                               NaN                      3   \n",
       "R_avg_SIG_STR_landed                            NaN                      0   \n",
       "R_avg_SIG_STR_pct                               NaN                      0   \n",
       "R_avg_SUB_ATT                                   NaN                      0   \n",
       "R_avg_TD_att                                    NaN                      1   \n",
       "R_avg_TD_landed                                 NaN                      1   \n",
       "R_avg_TD_pct                                    NaN                      1   \n",
       "R_avg_TOTAL_STR_att                             NaN                      7   \n",
       "R_avg_TOTAL_STR_landed                          NaN                      4   \n",
       "R_longest_win_streak                              0                      1   \n",
       "R_losses                                          0                      0   \n",
       "R_avg_opp_BODY_att                              NaN                      0   \n",
       "R_avg_opp_BODY_landed                           NaN                      0   \n",
       "R_avg_opp_CLINCH_att                            NaN                      0   \n",
       "R_avg_opp_CLINCH_landed                         NaN                      0   \n",
       "R_avg_opp_DISTANCE_att                          NaN                      0   \n",
       "R_avg_opp_DISTANCE_landed                       NaN                      0   \n",
       "R_avg_opp_GROUND_att                            NaN                      0   \n",
       "R_avg_opp_GROUND_landed                         NaN                      0   \n",
       "R_avg_opp_HEAD_att                              NaN                      0   \n",
       "R_avg_opp_HEAD_landed                           NaN                      0   \n",
       "R_avg_opp_KD                                    NaN                      0   \n",
       "R_avg_opp_LEG_att                               NaN                      0   \n",
       "R_avg_opp_LEG_landed                            NaN                      0   \n",
       "R_avg_opp_PASS                                  NaN                      0   \n",
       "R_avg_opp_REV                                   NaN                      0   \n",
       "R_avg_opp_SIG_STR_att                           NaN                      0   \n",
       "R_avg_opp_SIG_STR_landed                        NaN                      0   \n",
       "R_avg_opp_SIG_STR_pct                           NaN                      0   \n",
       "R_avg_opp_SUB_ATT                               NaN                      0   \n",
       "R_avg_opp_TD_att                                NaN                      0   \n",
       "R_avg_opp_TD_landed                             NaN                      0   \n",
       "R_avg_opp_TD_pct                                NaN                      0   \n",
       "R_avg_opp_TOTAL_STR_att                         NaN                      0   \n",
       "R_avg_opp_TOTAL_STR_landed                      NaN                      0   \n",
       "R_total_rounds_fought                             0                      1   \n",
       "R_total_time_fought(seconds)                    NaN                    138   \n",
       "R_total_title_bouts                               0                      0   \n",
       "R_win_by_Decision_Majority                        0                      0   \n",
       "R_win_by_Decision_Split                           0                      0   \n",
       "R_win_by_Decision_Unanimous                       0                      0   \n",
       "R_win_by_KO/TKO                                   0                      0   \n",
       "R_win_by_Submission                               0                      1   \n",
       "R_win_by_TKO_Doctor_Stoppage                      0                      0   \n",
       "R_wins                                            0                      1   \n",
       "R_Stance                                   Southpaw               Southpaw   \n",
       "R_Height_cms                                 180.34                 185.42   \n",
       "R_Reach_cms                                     NaN                    NaN   \n",
       "R_Weight_lbs                                    190                    175   \n",
       "B_age                                           NaN                     29   \n",
       "R_age                                            24                     26   \n",
       "\n",
       "                                               5139                   5140  \\\n",
       "R_fighter                            Gerard Gordeau           Ken Shamrock   \n",
       "B_fighter                              Kevin Rosier          Patrick Smith   \n",
       "Referee                        Joao Alberto Barreto   Joao Alberto Barreto   \n",
       "date                                     1993-11-12             1993-11-12   \n",
       "location                      Denver, Colorado, USA  Denver, Colorado, USA   \n",
       "Winner                                          Red                    Red   \n",
       "title_bout                                    False                  False   \n",
       "weight_class                            Open Weight            Open Weight   \n",
       "no_of_rounds                                      1                      1   \n",
       "B_current_lose_streak                             0                      0   \n",
       "B_current_win_streak                              1                      0   \n",
       "B_draw                                            0                      0   \n",
       "B_avg_BODY_att                                    4                    NaN   \n",
       "B_avg_BODY_landed                                 3                    NaN   \n",
       "B_avg_CLINCH_att                                  9                    NaN   \n",
       "B_avg_CLINCH_landed                               4                    NaN   \n",
       "B_avg_DISTANCE_att                               10                    NaN   \n",
       "B_avg_DISTANCE_landed                             4                    NaN   \n",
       "B_avg_GROUND_att                                  8                    NaN   \n",
       "B_avg_GROUND_landed                               7                    NaN   \n",
       "B_avg_HEAD_att                                   23                    NaN   \n",
       "B_avg_HEAD_landed                                12                    NaN   \n",
       "B_avg_KD                                          2                    NaN   \n",
       "B_avg_LEG_att                                     0                    NaN   \n",
       "B_avg_LEG_landed                                  0                    NaN   \n",
       "B_avg_PASS                                        0                    NaN   \n",
       "B_avg_REV                                         0                    NaN   \n",
       "B_avg_SIG_STR_att                                27                    NaN   \n",
       "B_avg_SIG_STR_landed                             15                    NaN   \n",
       "B_avg_SIG_STR_pct                              0.55                    NaN   \n",
       "B_avg_SUB_ATT                                     0                    NaN   \n",
       "B_avg_TD_att                                      0                    NaN   \n",
       "B_avg_TD_landed                                   0                    NaN   \n",
       "B_avg_TD_pct                                      0                    NaN   \n",
       "B_avg_TOTAL_STR_att                              53                    NaN   \n",
       "B_avg_TOTAL_STR_landed                           38                    NaN   \n",
       "B_longest_win_streak                              1                      0   \n",
       "B_losses                                          0                      0   \n",
       "B_avg_opp_BODY_att                                6                    NaN   \n",
       "B_avg_opp_BODY_landed                             3                    NaN   \n",
       "B_avg_opp_CLINCH_att                             19                    NaN   \n",
       "B_avg_opp_CLINCH_landed                          10                    NaN   \n",
       "B_avg_opp_DISTANCE_att                            7                    NaN   \n",
       "B_avg_opp_DISTANCE_landed                         0                    NaN   \n",
       "B_avg_opp_GROUND_att                              2                    NaN   \n",
       "B_avg_opp_GROUND_landed                           2                    NaN   \n",
       "B_avg_opp_HEAD_att                               19                    NaN   \n",
       "B_avg_opp_HEAD_landed                             7                    NaN   \n",
       "B_avg_opp_KD                                      0                    NaN   \n",
       "B_avg_opp_LEG_att                                 3                    NaN   \n",
       "B_avg_opp_LEG_landed                              2                    NaN   \n",
       "B_avg_opp_PASS                                    0                    NaN   \n",
       "B_avg_opp_REV                                     0                    NaN   \n",
       "B_avg_opp_SIG_STR_att                            28                    NaN   \n",
       "B_avg_opp_SIG_STR_landed                         12                    NaN   \n",
       "B_avg_opp_SIG_STR_pct                          0.42                    NaN   \n",
       "B_avg_opp_SUB_ATT                                 0                    NaN   \n",
       "B_avg_opp_TD_att                                  0                    NaN   \n",
       "B_avg_opp_TD_landed                               0                    NaN   \n",
       "B_avg_opp_TD_pct                                  0                    NaN   \n",
       "B_avg_opp_TOTAL_STR_att                          29                    NaN   \n",
       "B_avg_opp_TOTAL_STR_landed                       13                    NaN   \n",
       "B_total_rounds_fought                             1                      0   \n",
       "B_total_time_fought(seconds)                    260                    NaN   \n",
       "B_total_title_bouts                               0                      0   \n",
       "B_win_by_Decision_Majority                        0                      0   \n",
       "B_win_by_Decision_Split                           0                      0   \n",
       "B_win_by_Decision_Unanimous                       0                      0   \n",
       "B_win_by_KO/TKO                                   1                      0   \n",
       "B_win_by_Submission                               0                      0   \n",
       "B_win_by_TKO_Doctor_Stoppage                      0                      0   \n",
       "B_wins                                            1                      0   \n",
       "B_Stance                                   Orthodox               Orthodox   \n",
       "B_Height_cms                                 193.04                 187.96   \n",
       "B_Reach_cms                                     NaN                    NaN   \n",
       "B_Weight_lbs                                    275                    225   \n",
       "R_current_lose_streak                             0                      0   \n",
       "R_current_win_streak                              1                      0   \n",
       "R_draw                                            0                      0   \n",
       "R_avg_BODY_att                                    0                    NaN   \n",
       "R_avg_BODY_landed                                 0                    NaN   \n",
       "R_avg_CLINCH_att                                  0                    NaN   \n",
       "R_avg_CLINCH_landed                               0                    NaN   \n",
       "R_avg_DISTANCE_att                                3                    NaN   \n",
       "R_avg_DISTANCE_landed                             1                    NaN   \n",
       "R_avg_GROUND_att                                  2                    NaN   \n",
       "R_avg_GROUND_landed                               2                    NaN   \n",
       "R_avg_HEAD_att                                    5                    NaN   \n",
       "R_avg_HEAD_landed                                 3                    NaN   \n",
       "R_avg_KD                                          0                    NaN   \n",
       "R_avg_LEG_att                                     0                    NaN   \n",
       "R_avg_LEG_landed                                  0                    NaN   \n",
       "R_avg_PASS                                        0                    NaN   \n",
       "R_avg_REV                                         0                    NaN   \n",
       "R_avg_SIG_STR_att                                 5                    NaN   \n",
       "R_avg_SIG_STR_landed                              3                    NaN   \n",
       "R_avg_SIG_STR_pct                               0.6                    NaN   \n",
       "R_avg_SUB_ATT                                     0                    NaN   \n",
       "R_avg_TD_att                                      0                    NaN   \n",
       "R_avg_TD_landed                                   0                    NaN   \n",
       "R_avg_TD_pct                                      0                    NaN   \n",
       "R_avg_TOTAL_STR_att                               5                    NaN   \n",
       "R_avg_TOTAL_STR_landed                            3                    NaN   \n",
       "R_longest_win_streak                              1                      0   \n",
       "R_losses                                          0                      0   \n",
       "R_avg_opp_BODY_att                                0                    NaN   \n",
       "R_avg_opp_BODY_landed                             0                    NaN   \n",
       "R_avg_opp_CLINCH_att                              0                    NaN   \n",
       "R_avg_opp_CLINCH_landed                           0                    NaN   \n",
       "R_avg_opp_DISTANCE_att                            1                    NaN   \n",
       "R_avg_opp_DISTANCE_landed                         0                    NaN   \n",
       "R_avg_opp_GROUND_att                              0                    NaN   \n",
       "R_avg_opp_GROUND_landed                           0                    NaN   \n",
       "R_avg_opp_HEAD_att                                1                    NaN   \n",
       "R_avg_opp_HEAD_landed                             0                    NaN   \n",
       "R_avg_opp_KD                                      0                    NaN   \n",
       "R_avg_opp_LEG_att                                 0                    NaN   \n",
       "R_avg_opp_LEG_landed                              0                    NaN   \n",
       "R_avg_opp_PASS                                    0                    NaN   \n",
       "R_avg_opp_REV                                     0                    NaN   \n",
       "R_avg_opp_SIG_STR_att                             1                    NaN   \n",
       "R_avg_opp_SIG_STR_landed                          0                    NaN   \n",
       "R_avg_opp_SIG_STR_pct                             0                    NaN   \n",
       "R_avg_opp_SUB_ATT                                 0                    NaN   \n",
       "R_avg_opp_TD_att                                  1                    NaN   \n",
       "R_avg_opp_TD_landed                               0                    NaN   \n",
       "R_avg_opp_TD_pct                                  0                    NaN   \n",
       "R_avg_opp_TOTAL_STR_att                           1                    NaN   \n",
       "R_avg_opp_TOTAL_STR_landed                        0                    NaN   \n",
       "R_total_rounds_fought                             1                      0   \n",
       "R_total_time_fought(seconds)                     26                    NaN   \n",
       "R_total_title_bouts                               0                      0   \n",
       "R_win_by_Decision_Majority                        0                      0   \n",
       "R_win_by_Decision_Split                           0                      0   \n",
       "R_win_by_Decision_Unanimous                       0                      0   \n",
       "R_win_by_KO/TKO                                   1                      0   \n",
       "R_win_by_Submission                               0                      0   \n",
       "R_win_by_TKO_Doctor_Stoppage                      0                      0   \n",
       "R_wins                                            1                      0   \n",
       "R_Stance                                   Orthodox               Orthodox   \n",
       "R_Height_cms                                 195.58                 185.42   \n",
       "R_Reach_cms                                     NaN                 182.88   \n",
       "R_Weight_lbs                                    216                    205   \n",
       "B_age                                           NaN                     30   \n",
       "R_age                                            34                     29   \n",
       "\n",
       "                                               5141                   5142  \\\n",
       "R_fighter                              Royce Gracie           Kevin Rosier   \n",
       "B_fighter                             Art Jimmerson           Zane Frazier   \n",
       "Referee                        Joao Alberto Barreto   Joao Alberto Barreto   \n",
       "date                                     1993-11-12             1993-11-12   \n",
       "location                      Denver, Colorado, USA  Denver, Colorado, USA   \n",
       "Winner                                          Red                    Red   \n",
       "title_bout                                    False                  False   \n",
       "weight_class                            Open Weight            Open Weight   \n",
       "no_of_rounds                                      1                      1   \n",
       "B_current_lose_streak                             0                      0   \n",
       "B_current_win_streak                              0                      0   \n",
       "B_draw                                            0                      0   \n",
       "B_avg_BODY_att                                  NaN                    NaN   \n",
       "B_avg_BODY_landed                               NaN                    NaN   \n",
       "B_avg_CLINCH_att                                NaN                    NaN   \n",
       "B_avg_CLINCH_landed                             NaN                    NaN   \n",
       "B_avg_DISTANCE_att                              NaN                    NaN   \n",
       "B_avg_DISTANCE_landed                           NaN                    NaN   \n",
       "B_avg_GROUND_att                                NaN                    NaN   \n",
       "B_avg_GROUND_landed                             NaN                    NaN   \n",
       "B_avg_HEAD_att                                  NaN                    NaN   \n",
       "B_avg_HEAD_landed                               NaN                    NaN   \n",
       "B_avg_KD                                        NaN                    NaN   \n",
       "B_avg_LEG_att                                   NaN                    NaN   \n",
       "B_avg_LEG_landed                                NaN                    NaN   \n",
       "B_avg_PASS                                      NaN                    NaN   \n",
       "B_avg_REV                                       NaN                    NaN   \n",
       "B_avg_SIG_STR_att                               NaN                    NaN   \n",
       "B_avg_SIG_STR_landed                            NaN                    NaN   \n",
       "B_avg_SIG_STR_pct                               NaN                    NaN   \n",
       "B_avg_SUB_ATT                                   NaN                    NaN   \n",
       "B_avg_TD_att                                    NaN                    NaN   \n",
       "B_avg_TD_landed                                 NaN                    NaN   \n",
       "B_avg_TD_pct                                    NaN                    NaN   \n",
       "B_avg_TOTAL_STR_att                             NaN                    NaN   \n",
       "B_avg_TOTAL_STR_landed                          NaN                    NaN   \n",
       "B_longest_win_streak                              0                      0   \n",
       "B_losses                                          0                      0   \n",
       "B_avg_opp_BODY_att                              NaN                    NaN   \n",
       "B_avg_opp_BODY_landed                           NaN                    NaN   \n",
       "B_avg_opp_CLINCH_att                            NaN                    NaN   \n",
       "B_avg_opp_CLINCH_landed                         NaN                    NaN   \n",
       "B_avg_opp_DISTANCE_att                          NaN                    NaN   \n",
       "B_avg_opp_DISTANCE_landed                       NaN                    NaN   \n",
       "B_avg_opp_GROUND_att                            NaN                    NaN   \n",
       "B_avg_opp_GROUND_landed                         NaN                    NaN   \n",
       "B_avg_opp_HEAD_att                              NaN                    NaN   \n",
       "B_avg_opp_HEAD_landed                           NaN                    NaN   \n",
       "B_avg_opp_KD                                    NaN                    NaN   \n",
       "B_avg_opp_LEG_att                               NaN                    NaN   \n",
       "B_avg_opp_LEG_landed                            NaN                    NaN   \n",
       "B_avg_opp_PASS                                  NaN                    NaN   \n",
       "B_avg_opp_REV                                   NaN                    NaN   \n",
       "B_avg_opp_SIG_STR_att                           NaN                    NaN   \n",
       "B_avg_opp_SIG_STR_landed                        NaN                    NaN   \n",
       "B_avg_opp_SIG_STR_pct                           NaN                    NaN   \n",
       "B_avg_opp_SUB_ATT                               NaN                    NaN   \n",
       "B_avg_opp_TD_att                                NaN                    NaN   \n",
       "B_avg_opp_TD_landed                             NaN                    NaN   \n",
       "B_avg_opp_TD_pct                                NaN                    NaN   \n",
       "B_avg_opp_TOTAL_STR_att                         NaN                    NaN   \n",
       "B_avg_opp_TOTAL_STR_landed                      NaN                    NaN   \n",
       "B_total_rounds_fought                             0                      0   \n",
       "B_total_time_fought(seconds)                    NaN                    NaN   \n",
       "B_total_title_bouts                               0                      0   \n",
       "B_win_by_Decision_Majority                        0                      0   \n",
       "B_win_by_Decision_Split                           0                      0   \n",
       "B_win_by_Decision_Unanimous                       0                      0   \n",
       "B_win_by_KO/TKO                                   0                      0   \n",
       "B_win_by_Submission                               0                      0   \n",
       "B_win_by_TKO_Doctor_Stoppage                      0                      0   \n",
       "B_wins                                            0                      0   \n",
       "B_Stance                                   Orthodox               Orthodox   \n",
       "B_Height_cms                                 185.42                 195.58   \n",
       "B_Reach_cms                                     NaN                    NaN   \n",
       "B_Weight_lbs                                    196                    250   \n",
       "R_current_lose_streak                             0                      0   \n",
       "R_current_win_streak                              0                      0   \n",
       "R_draw                                            0                      0   \n",
       "R_avg_BODY_att                                  NaN                    NaN   \n",
       "R_avg_BODY_landed                               NaN                    NaN   \n",
       "R_avg_CLINCH_att                                NaN                    NaN   \n",
       "R_avg_CLINCH_landed                             NaN                    NaN   \n",
       "R_avg_DISTANCE_att                              NaN                    NaN   \n",
       "R_avg_DISTANCE_landed                           NaN                    NaN   \n",
       "R_avg_GROUND_att                                NaN                    NaN   \n",
       "R_avg_GROUND_landed                             NaN                    NaN   \n",
       "R_avg_HEAD_att                                  NaN                    NaN   \n",
       "R_avg_HEAD_landed                               NaN                    NaN   \n",
       "R_avg_KD                                        NaN                    NaN   \n",
       "R_avg_LEG_att                                   NaN                    NaN   \n",
       "R_avg_LEG_landed                                NaN                    NaN   \n",
       "R_avg_PASS                                      NaN                    NaN   \n",
       "R_avg_REV                                       NaN                    NaN   \n",
       "R_avg_SIG_STR_att                               NaN                    NaN   \n",
       "R_avg_SIG_STR_landed                            NaN                    NaN   \n",
       "R_avg_SIG_STR_pct                               NaN                    NaN   \n",
       "R_avg_SUB_ATT                                   NaN                    NaN   \n",
       "R_avg_TD_att                                    NaN                    NaN   \n",
       "R_avg_TD_landed                                 NaN                    NaN   \n",
       "R_avg_TD_pct                                    NaN                    NaN   \n",
       "R_avg_TOTAL_STR_att                             NaN                    NaN   \n",
       "R_avg_TOTAL_STR_landed                          NaN                    NaN   \n",
       "R_longest_win_streak                              0                      0   \n",
       "R_losses                                          0                      0   \n",
       "R_avg_opp_BODY_att                              NaN                    NaN   \n",
       "R_avg_opp_BODY_landed                           NaN                    NaN   \n",
       "R_avg_opp_CLINCH_att                            NaN                    NaN   \n",
       "R_avg_opp_CLINCH_landed                         NaN                    NaN   \n",
       "R_avg_opp_DISTANCE_att                          NaN                    NaN   \n",
       "R_avg_opp_DISTANCE_landed                       NaN                    NaN   \n",
       "R_avg_opp_GROUND_att                            NaN                    NaN   \n",
       "R_avg_opp_GROUND_landed                         NaN                    NaN   \n",
       "R_avg_opp_HEAD_att                              NaN                    NaN   \n",
       "R_avg_opp_HEAD_landed                           NaN                    NaN   \n",
       "R_avg_opp_KD                                    NaN                    NaN   \n",
       "R_avg_opp_LEG_att                               NaN                    NaN   \n",
       "R_avg_opp_LEG_landed                            NaN                    NaN   \n",
       "R_avg_opp_PASS                                  NaN                    NaN   \n",
       "R_avg_opp_REV                                   NaN                    NaN   \n",
       "R_avg_opp_SIG_STR_att                           NaN                    NaN   \n",
       "R_avg_opp_SIG_STR_landed                        NaN                    NaN   \n",
       "R_avg_opp_SIG_STR_pct                           NaN                    NaN   \n",
       "R_avg_opp_SUB_ATT                               NaN                    NaN   \n",
       "R_avg_opp_TD_att                                NaN                    NaN   \n",
       "R_avg_opp_TD_landed                             NaN                    NaN   \n",
       "R_avg_opp_TD_pct                                NaN                    NaN   \n",
       "R_avg_opp_TOTAL_STR_att                         NaN                    NaN   \n",
       "R_avg_opp_TOTAL_STR_landed                      NaN                    NaN   \n",
       "R_total_rounds_fought                             0                      0   \n",
       "R_total_time_fought(seconds)                    NaN                    NaN   \n",
       "R_total_title_bouts                               0                      0   \n",
       "R_win_by_Decision_Majority                        0                      0   \n",
       "R_win_by_Decision_Split                           0                      0   \n",
       "R_win_by_Decision_Unanimous                       0                      0   \n",
       "R_win_by_KO/TKO                                   0                      0   \n",
       "R_win_by_Submission                               0                      0   \n",
       "R_win_by_TKO_Doctor_Stoppage                      0                      0   \n",
       "R_wins                                            0                      0   \n",
       "R_Stance                                   Southpaw               Orthodox   \n",
       "R_Height_cms                                 185.42                 193.04   \n",
       "R_Reach_cms                                     NaN                    NaN   \n",
       "R_Weight_lbs                                    175                    275   \n",
       "B_age                                            30                    NaN   \n",
       "R_age                                            26                    NaN   \n",
       "\n",
       "                                               5143  \n",
       "R_fighter                            Gerard Gordeau  \n",
       "B_fighter                                Teila Tuli  \n",
       "Referee                        Joao Alberto Barreto  \n",
       "date                                     1993-11-12  \n",
       "location                      Denver, Colorado, USA  \n",
       "Winner                                          Red  \n",
       "title_bout                                    False  \n",
       "weight_class                            Open Weight  \n",
       "no_of_rounds                                      1  \n",
       "B_current_lose_streak                             0  \n",
       "B_current_win_streak                              0  \n",
       "B_draw                                            0  \n",
       "B_avg_BODY_att                                  NaN  \n",
       "B_avg_BODY_landed                               NaN  \n",
       "B_avg_CLINCH_att                                NaN  \n",
       "B_avg_CLINCH_landed                             NaN  \n",
       "B_avg_DISTANCE_att                              NaN  \n",
       "B_avg_DISTANCE_landed                           NaN  \n",
       "B_avg_GROUND_att                                NaN  \n",
       "B_avg_GROUND_landed                             NaN  \n",
       "B_avg_HEAD_att                                  NaN  \n",
       "B_avg_HEAD_landed                               NaN  \n",
       "B_avg_KD                                        NaN  \n",
       "B_avg_LEG_att                                   NaN  \n",
       "B_avg_LEG_landed                                NaN  \n",
       "B_avg_PASS                                      NaN  \n",
       "B_avg_REV                                       NaN  \n",
       "B_avg_SIG_STR_att                               NaN  \n",
       "B_avg_SIG_STR_landed                            NaN  \n",
       "B_avg_SIG_STR_pct                               NaN  \n",
       "B_avg_SUB_ATT                                   NaN  \n",
       "B_avg_TD_att                                    NaN  \n",
       "B_avg_TD_landed                                 NaN  \n",
       "B_avg_TD_pct                                    NaN  \n",
       "B_avg_TOTAL_STR_att                             NaN  \n",
       "B_avg_TOTAL_STR_landed                          NaN  \n",
       "B_longest_win_streak                              0  \n",
       "B_losses                                          0  \n",
       "B_avg_opp_BODY_att                              NaN  \n",
       "B_avg_opp_BODY_landed                           NaN  \n",
       "B_avg_opp_CLINCH_att                            NaN  \n",
       "B_avg_opp_CLINCH_landed                         NaN  \n",
       "B_avg_opp_DISTANCE_att                          NaN  \n",
       "B_avg_opp_DISTANCE_landed                       NaN  \n",
       "B_avg_opp_GROUND_att                            NaN  \n",
       "B_avg_opp_GROUND_landed                         NaN  \n",
       "B_avg_opp_HEAD_att                              NaN  \n",
       "B_avg_opp_HEAD_landed                           NaN  \n",
       "B_avg_opp_KD                                    NaN  \n",
       "B_avg_opp_LEG_att                               NaN  \n",
       "B_avg_opp_LEG_landed                            NaN  \n",
       "B_avg_opp_PASS                                  NaN  \n",
       "B_avg_opp_REV                                   NaN  \n",
       "B_avg_opp_SIG_STR_att                           NaN  \n",
       "B_avg_opp_SIG_STR_landed                        NaN  \n",
       "B_avg_opp_SIG_STR_pct                           NaN  \n",
       "B_avg_opp_SUB_ATT                               NaN  \n",
       "B_avg_opp_TD_att                                NaN  \n",
       "B_avg_opp_TD_landed                             NaN  \n",
       "B_avg_opp_TD_pct                                NaN  \n",
       "B_avg_opp_TOTAL_STR_att                         NaN  \n",
       "B_avg_opp_TOTAL_STR_landed                      NaN  \n",
       "B_total_rounds_fought                             0  \n",
       "B_total_time_fought(seconds)                    NaN  \n",
       "B_total_title_bouts                               0  \n",
       "B_win_by_Decision_Majority                        0  \n",
       "B_win_by_Decision_Split                           0  \n",
       "B_win_by_Decision_Unanimous                       0  \n",
       "B_win_by_KO/TKO                                   0  \n",
       "B_win_by_Submission                               0  \n",
       "B_win_by_TKO_Doctor_Stoppage                      0  \n",
       "B_wins                                            0  \n",
       "B_Stance                                   Orthodox  \n",
       "B_Height_cms                                 182.88  \n",
       "B_Reach_cms                                     NaN  \n",
       "B_Weight_lbs                                    430  \n",
       "R_current_lose_streak                             0  \n",
       "R_current_win_streak                              0  \n",
       "R_draw                                            0  \n",
       "R_avg_BODY_att                                  NaN  \n",
       "R_avg_BODY_landed                               NaN  \n",
       "R_avg_CLINCH_att                                NaN  \n",
       "R_avg_CLINCH_landed                             NaN  \n",
       "R_avg_DISTANCE_att                              NaN  \n",
       "R_avg_DISTANCE_landed                           NaN  \n",
       "R_avg_GROUND_att                                NaN  \n",
       "R_avg_GROUND_landed                             NaN  \n",
       "R_avg_HEAD_att                                  NaN  \n",
       "R_avg_HEAD_landed                               NaN  \n",
       "R_avg_KD                                        NaN  \n",
       "R_avg_LEG_att                                   NaN  \n",
       "R_avg_LEG_landed                                NaN  \n",
       "R_avg_PASS                                      NaN  \n",
       "R_avg_REV                                       NaN  \n",
       "R_avg_SIG_STR_att                               NaN  \n",
       "R_avg_SIG_STR_landed                            NaN  \n",
       "R_avg_SIG_STR_pct                               NaN  \n",
       "R_avg_SUB_ATT                                   NaN  \n",
       "R_avg_TD_att                                    NaN  \n",
       "R_avg_TD_landed                                 NaN  \n",
       "R_avg_TD_pct                                    NaN  \n",
       "R_avg_TOTAL_STR_att                             NaN  \n",
       "R_avg_TOTAL_STR_landed                          NaN  \n",
       "R_longest_win_streak                              0  \n",
       "R_losses                                          0  \n",
       "R_avg_opp_BODY_att                              NaN  \n",
       "R_avg_opp_BODY_landed                           NaN  \n",
       "R_avg_opp_CLINCH_att                            NaN  \n",
       "R_avg_opp_CLINCH_landed                         NaN  \n",
       "R_avg_opp_DISTANCE_att                          NaN  \n",
       "R_avg_opp_DISTANCE_landed                       NaN  \n",
       "R_avg_opp_GROUND_att                            NaN  \n",
       "R_avg_opp_GROUND_landed                         NaN  \n",
       "R_avg_opp_HEAD_att                              NaN  \n",
       "R_avg_opp_HEAD_landed                           NaN  \n",
       "R_avg_opp_KD                                    NaN  \n",
       "R_avg_opp_LEG_att                               NaN  \n",
       "R_avg_opp_LEG_landed                            NaN  \n",
       "R_avg_opp_PASS                                  NaN  \n",
       "R_avg_opp_REV                                   NaN  \n",
       "R_avg_opp_SIG_STR_att                           NaN  \n",
       "R_avg_opp_SIG_STR_landed                        NaN  \n",
       "R_avg_opp_SIG_STR_pct                           NaN  \n",
       "R_avg_opp_SUB_ATT                               NaN  \n",
       "R_avg_opp_TD_att                                NaN  \n",
       "R_avg_opp_TD_landed                             NaN  \n",
       "R_avg_opp_TD_pct                                NaN  \n",
       "R_avg_opp_TOTAL_STR_att                         NaN  \n",
       "R_avg_opp_TOTAL_STR_landed                      NaN  \n",
       "R_total_rounds_fought                             0  \n",
       "R_total_time_fought(seconds)                    NaN  \n",
       "R_total_title_bouts                               0  \n",
       "R_win_by_Decision_Majority                        0  \n",
       "R_win_by_Decision_Split                           0  \n",
       "R_win_by_Decision_Unanimous                       0  \n",
       "R_win_by_KO/TKO                                   0  \n",
       "R_win_by_Submission                               0  \n",
       "R_win_by_TKO_Doctor_Stoppage                      0  \n",
       "R_wins                                            0  \n",
       "R_Stance                                   Orthodox  \n",
       "R_Height_cms                                 195.58  \n",
       "R_Reach_cms                                     NaN  \n",
       "R_Weight_lbs                                    216  \n",
       "B_age                                            24  \n",
       "R_age                                            34  \n",
       "\n",
       "[145 rows x 5144 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>no_of_rounds</th>\n",
       "      <th>B_current_lose_streak</th>\n",
       "      <th>B_current_win_streak</th>\n",
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       "      <th>B_avg_DISTANCE_landed</th>\n",
       "      <th>...</th>\n",
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       "      <th>R_win_by_TKO_Doctor_Stoppage</th>\n",
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       "      <td>4828.000000</td>\n",
       "      <td>5141.000000</td>\n",
       "      <td>4972.000000</td>\n",
       "      <td>5080.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.119362</td>\n",
       "      <td>0.429821</td>\n",
       "      <td>0.837286</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.689387</td>\n",
       "      <td>6.083457</td>\n",
       "      <td>8.240461</td>\n",
       "      <td>5.556352</td>\n",
       "      <td>53.156807</td>\n",
       "      <td>19.329445</td>\n",
       "      <td>...</td>\n",
       "      <td>1.177294</td>\n",
       "      <td>1.254860</td>\n",
       "      <td>0.777605</td>\n",
       "      <td>0.071345</td>\n",
       "      <td>3.598173</td>\n",
       "      <td>179.274089</td>\n",
       "      <td>183.664412</td>\n",
       "      <td>172.075861</td>\n",
       "      <td>29.171963</td>\n",
       "      <td>29.442323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.631457</td>\n",
       "      <td>0.731325</td>\n",
       "      <td>1.306203</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.087703</td>\n",
       "      <td>5.074464</td>\n",
       "      <td>7.575422</td>\n",
       "      <td>5.429531</td>\n",
       "      <td>41.252426</td>\n",
       "      <td>15.961112</td>\n",
       "      <td>...</td>\n",
       "      <td>1.600135</td>\n",
       "      <td>1.801056</td>\n",
       "      <td>1.326056</td>\n",
       "      <td>0.277771</td>\n",
       "      <td>3.709519</td>\n",
       "      <td>8.638978</td>\n",
       "      <td>10.304375</td>\n",
       "      <td>35.164075</td>\n",
       "      <td>4.078538</td>\n",
       "      <td>4.141927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>152.400000</td>\n",
       "      <td>152.400000</td>\n",
       "      <td>115.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>19.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>7.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>172.720000</td>\n",
       "      <td>177.800000</td>\n",
       "      <td>145.000000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>26.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>6.333333</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>44.666667</td>\n",
       "      <td>15.200000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>180.340000</td>\n",
       "      <td>182.880000</td>\n",
       "      <td>170.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>29.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.225000</td>\n",
       "      <td>8.500000</td>\n",
       "      <td>11.422222</td>\n",
       "      <td>7.738636</td>\n",
       "      <td>74.333333</td>\n",
       "      <td>27.142857</td>\n",
       "      <td>...</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>185.420000</td>\n",
       "      <td>190.500000</td>\n",
       "      <td>185.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>32.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>87.000000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>271.000000</td>\n",
       "      <td>130.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>210.820000</td>\n",
       "      <td>213.360000</td>\n",
       "      <td>345.000000</td>\n",
       "      <td>51.000000</td>\n",
       "      <td>47.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 135 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       no_of_rounds  B_current_lose_streak  B_current_win_streak  B_draw  \\\n",
       "count   5144.000000            5144.000000           5144.000000  5144.0   \n",
       "mean       3.119362               0.429821              0.837286     0.0   \n",
       "std        0.631457               0.731325              1.306203     0.0   \n",
       "min        1.000000               0.000000              0.000000     0.0   \n",
       "25%        3.000000               0.000000              0.000000     0.0   \n",
       "50%        3.000000               0.000000              0.000000     0.0   \n",
       "75%        3.000000               1.000000              1.000000     0.0   \n",
       "max        5.000000               6.000000             13.000000     0.0   \n",
       "\n",
       "       B_avg_BODY_att  B_avg_BODY_landed  B_avg_CLINCH_att  \\\n",
       "count     3879.000000        3879.000000       3879.000000   \n",
       "mean         8.689387           6.083457          8.240461   \n",
       "std          7.087703           5.074464          7.575422   \n",
       "min          0.000000           0.000000          0.000000   \n",
       "25%          3.500000           2.333333          3.000000   \n",
       "50%          7.000000           5.000000          6.333333   \n",
       "75%         12.225000           8.500000         11.422222   \n",
       "max         49.000000          39.000000         87.000000   \n",
       "\n",
       "       B_avg_CLINCH_landed  B_avg_DISTANCE_att  B_avg_DISTANCE_landed  \\\n",
       "count          3879.000000         3879.000000            3879.000000   \n",
       "mean              5.556352           53.156807              19.329445   \n",
       "std               5.429531           41.252426              15.961112   \n",
       "min               0.000000            0.000000               0.000000   \n",
       "25%               2.000000           22.000000               7.666667   \n",
       "50%               4.200000           44.666667              15.200000   \n",
       "75%               7.738636           74.333333              27.142857   \n",
       "max              68.000000          271.000000             130.000000   \n",
       "\n",
       "          ...       R_win_by_Decision_Unanimous  R_win_by_KO/TKO  \\\n",
       "count     ...                       5144.000000      5144.000000   \n",
       "mean      ...                          1.177294         1.254860   \n",
       "std       ...                          1.600135         1.801056   \n",
       "min       ...                          0.000000         0.000000   \n",
       "25%       ...                          0.000000         0.000000   \n",
       "50%       ...                          1.000000         1.000000   \n",
       "75%       ...                          2.000000         2.000000   \n",
       "max       ...                         10.000000        11.000000   \n",
       "\n",
       "       R_win_by_Submission  R_win_by_TKO_Doctor_Stoppage       R_wins  \\\n",
       "count          5144.000000                   5144.000000  5144.000000   \n",
       "mean              0.777605                      0.071345     3.598173   \n",
       "std               1.326056                      0.277771     3.709519   \n",
       "min               0.000000                      0.000000     0.000000   \n",
       "25%               0.000000                      0.000000     1.000000   \n",
       "50%               0.000000                      0.000000     2.000000   \n",
       "75%               1.000000                      0.000000     5.000000   \n",
       "max              13.000000                      2.000000    20.000000   \n",
       "\n",
       "       R_Height_cms  R_Reach_cms  R_Weight_lbs        B_age        R_age  \n",
       "count   5140.000000  4828.000000   5141.000000  4972.000000  5080.000000  \n",
       "mean     179.274089   183.664412    172.075861    29.171963    29.442323  \n",
       "std        8.638978    10.304375     35.164075     4.078538     4.141927  \n",
       "min      152.400000   152.400000    115.000000    18.000000    19.000000  \n",
       "25%      172.720000   177.800000    145.000000    26.000000    26.000000  \n",
       "50%      180.340000   182.880000    170.000000    29.000000    29.000000  \n",
       "75%      185.420000   190.500000    185.000000    32.000000    32.000000  \n",
       "max      210.820000   213.360000    345.000000    51.000000    47.000000  \n",
       "\n",
       "[8 rows x 135 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dealing with NaNs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nan in Referee: 23\n",
      "Nan in B_avg_BODY_att: 1265\n",
      "Nan in B_avg_BODY_landed: 1265\n",
      "Nan in B_avg_CLINCH_att: 1265\n",
      "Nan in B_avg_CLINCH_landed: 1265\n",
      "Nan in B_avg_DISTANCE_att: 1265\n",
      "Nan in B_avg_DISTANCE_landed: 1265\n",
      "Nan in B_avg_GROUND_att: 1265\n",
      "Nan in B_avg_GROUND_landed: 1265\n",
      "Nan in B_avg_HEAD_att: 1265\n",
      "Nan in B_avg_HEAD_landed: 1265\n",
      "Nan in B_avg_KD: 1265\n",
      "Nan in B_avg_LEG_att: 1265\n",
      "Nan in B_avg_LEG_landed: 1265\n",
      "Nan in B_avg_PASS: 1265\n",
      "Nan in B_avg_REV: 1265\n",
      "Nan in B_avg_SIG_STR_att: 1265\n",
      "Nan in B_avg_SIG_STR_landed: 1265\n",
      "Nan in B_avg_SIG_STR_pct: 1265\n",
      "Nan in B_avg_SUB_ATT: 1265\n",
      "Nan in B_avg_TD_att: 1265\n",
      "Nan in B_avg_TD_landed: 1265\n",
      "Nan in B_avg_TD_pct: 1265\n",
      "Nan in B_avg_TOTAL_STR_att: 1265\n",
      "Nan in B_avg_TOTAL_STR_landed: 1265\n",
      "Nan in B_avg_opp_BODY_att: 1265\n",
      "Nan in B_avg_opp_BODY_landed: 1265\n",
      "Nan in B_avg_opp_CLINCH_att: 1265\n",
      "Nan in B_avg_opp_CLINCH_landed: 1265\n",
      "Nan in B_avg_opp_DISTANCE_att: 1265\n",
      "Nan in B_avg_opp_DISTANCE_landed: 1265\n",
      "Nan in B_avg_opp_GROUND_att: 1265\n",
      "Nan in B_avg_opp_GROUND_landed: 1265\n",
      "Nan in B_avg_opp_HEAD_att: 1265\n",
      "Nan in B_avg_opp_HEAD_landed: 1265\n",
      "Nan in B_avg_opp_KD: 1265\n",
      "Nan in B_avg_opp_LEG_att: 1265\n",
      "Nan in B_avg_opp_LEG_landed: 1265\n",
      "Nan in B_avg_opp_PASS: 1265\n",
      "Nan in B_avg_opp_REV: 1265\n",
      "Nan in B_avg_opp_SIG_STR_att: 1265\n",
      "Nan in B_avg_opp_SIG_STR_landed: 1265\n",
      "Nan in B_avg_opp_SIG_STR_pct: 1265\n",
      "Nan in B_avg_opp_SUB_ATT: 1265\n",
      "Nan in B_avg_opp_TD_att: 1265\n",
      "Nan in B_avg_opp_TD_landed: 1265\n",
      "Nan in B_avg_opp_TD_pct: 1265\n",
      "Nan in B_avg_opp_TOTAL_STR_att: 1265\n",
      "Nan in B_avg_opp_TOTAL_STR_landed: 1265\n",
      "Nan in B_total_time_fought(seconds): 1265\n",
      "Nan in B_Stance: 159\n",
      "Nan in B_Height_cms: 8\n",
      "Nan in B_Reach_cms: 666\n",
      "Nan in B_Weight_lbs: 6\n",
      "Nan in R_avg_BODY_att: 650\n",
      "Nan in R_avg_BODY_landed: 650\n",
      "Nan in R_avg_CLINCH_att: 650\n",
      "Nan in R_avg_CLINCH_landed: 650\n",
      "Nan in R_avg_DISTANCE_att: 650\n",
      "Nan in R_avg_DISTANCE_landed: 650\n",
      "Nan in R_avg_GROUND_att: 650\n",
      "Nan in R_avg_GROUND_landed: 650\n",
      "Nan in R_avg_HEAD_att: 650\n",
      "Nan in R_avg_HEAD_landed: 650\n",
      "Nan in R_avg_KD: 650\n",
      "Nan in R_avg_LEG_att: 650\n",
      "Nan in R_avg_LEG_landed: 650\n",
      "Nan in R_avg_PASS: 650\n",
      "Nan in R_avg_REV: 650\n",
      "Nan in R_avg_SIG_STR_att: 650\n",
      "Nan in R_avg_SIG_STR_landed: 650\n",
      "Nan in R_avg_SIG_STR_pct: 650\n",
      "Nan in R_avg_SUB_ATT: 650\n",
      "Nan in R_avg_TD_att: 650\n",
      "Nan in R_avg_TD_landed: 650\n",
      "Nan in R_avg_TD_pct: 650\n",
      "Nan in R_avg_TOTAL_STR_att: 650\n",
      "Nan in R_avg_TOTAL_STR_landed: 650\n",
      "Nan in R_avg_opp_BODY_att: 650\n",
      "Nan in R_avg_opp_BODY_landed: 650\n",
      "Nan in R_avg_opp_CLINCH_att: 650\n",
      "Nan in R_avg_opp_CLINCH_landed: 650\n",
      "Nan in R_avg_opp_DISTANCE_att: 650\n",
      "Nan in R_avg_opp_DISTANCE_landed: 650\n",
      "Nan in R_avg_opp_GROUND_att: 650\n",
      "Nan in R_avg_opp_GROUND_landed: 650\n",
      "Nan in R_avg_opp_HEAD_att: 650\n",
      "Nan in R_avg_opp_HEAD_landed: 650\n",
      "Nan in R_avg_opp_KD: 650\n",
      "Nan in R_avg_opp_LEG_att: 650\n",
      "Nan in R_avg_opp_LEG_landed: 650\n",
      "Nan in R_avg_opp_PASS: 650\n",
      "Nan in R_avg_opp_REV: 650\n",
      "Nan in R_avg_opp_SIG_STR_att: 650\n",
      "Nan in R_avg_opp_SIG_STR_landed: 650\n",
      "Nan in R_avg_opp_SIG_STR_pct: 650\n",
      "Nan in R_avg_opp_SUB_ATT: 650\n",
      "Nan in R_avg_opp_TD_att: 650\n",
      "Nan in R_avg_opp_TD_landed: 650\n",
      "Nan in R_avg_opp_TD_pct: 650\n",
      "Nan in R_avg_opp_TOTAL_STR_att: 650\n",
      "Nan in R_avg_opp_TOTAL_STR_landed: 650\n",
      "Nan in R_total_time_fought(seconds): 650\n",
      "Nan in R_Stance: 134\n",
      "Nan in R_Height_cms: 4\n",
      "Nan in R_Reach_cms: 316\n",
      "Nan in R_Weight_lbs: 3\n",
      "Nan in B_age: 172\n",
      "Nan in R_age: 64\n"
     ]
    }
   ],
   "source": [
    "for column in df.columns:\n",
    "    if df[column].isnull().sum()!=0:\n",
    "        print(f\"Nan in {column}: {df[column].isnull().sum()}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Looks like the blue fighter stats have 1265 missing rows and the red fighter stats have 650 missing rows, i.e those fighters must not have had any previous fights. Let us delete those rows as this is crucial info."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "drop_na = df[df['B_avg_opp_TD_att'].isnull()].index\n",
    "df2 = df.drop(drop_na, axis=0)\n",
    "drop_na = df2[df2['R_avg_opp_TD_att'].isnull()].index\n",
    "df2 = df2.drop(drop_na, axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Looking again"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nan in Referee: 16\n",
      "Nan in B_Stance: 74\n",
      "Nan in B_Height_cms: 1\n",
      "Nan in B_Reach_cms: 260\n",
      "Nan in R_Stance: 76\n",
      "Nan in R_Reach_cms: 111\n",
      "Nan in B_age: 56\n",
      "Nan in R_age: 12\n"
     ]
    }
   ],
   "source": [
    "for column in df2.columns:\n",
    "    if df2[column].isnull().sum()!=0:\n",
    "        print(f\"Nan in {column}: {df2[column].isnull().sum()}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Referee doesn't look like an important column. Let's delete that.\n",
    "* Let's see if height and reach have a correlation\n",
    "* The rest i.e. Age, Stance and Height, let's fill with the median of that column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2.drop(columns=['Referee'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f206b3c2400>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set style of scatterplot\n",
    "sns.set_context(\"notebook\", font_scale=1.1)\n",
    "sns.set_style(\"ticks\")\n",
    "\n",
    "# Create scatterplot of dataframe\n",
    "sns.lmplot('R_Height_cms', # Horizontal axis\n",
    "           'R_Reach_cms', # Vertical axis\n",
    "           data=df2, # Data source\n",
    "           fit_reg=True # Don't fix a regression line\n",
    "           ) # S marker size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* We can see there is a positive correlation between height and reach. So we'll replace reach with height"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2['R_Reach_cms'].fillna(df2['R_Height_cms'], inplace=True)\n",
    "df2['B_Reach_cms'].fillna(df2['B_Height_cms'], inplace=True)\n",
    "df2.fillna(df2.median(), inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Orthodox       2727\n",
       "Southpaw        724\n",
       "Switch          116\n",
       "Open Stance       5\n",
       "Sideways          2\n",
       "Name: B_Stance, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2['B_Stance'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Orthodox       2695\n",
       "Southpaw        765\n",
       "Switch          100\n",
       "Open Stance      12\n",
       "Name: R_Stance, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2['R_Stance'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2['R_Stance'].fillna('Orthodox', inplace=True)\n",
    "df2['B_Stance'].fillna('Orthodox', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "for column in df2.columns:\n",
    "    if df2[column].isnull().sum()!=0:\n",
    "        print(f\"Nan in {column}: {df2[column].isnull().sum()}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Removing non essential columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Las Vegas, Nevada, USA                         810\n",
       "London, England, United Kingdom                 85\n",
       "Chicago, Illinois, USA                          70\n",
       "Montreal, Quebec, Canada                        68\n",
       "Los Angeles, California, USA                    64\n",
       "Toronto, Ontario, Canada                        61\n",
       "Newark, New Jersey, USA                         57\n",
       "Dallas, Texas, USA                              54\n",
       "Rio de Janeiro, Brazil                          53\n",
       "Atlantic City, New Jersey, USA                  52\n",
       "Denver, Colorado, USA                           50\n",
       "Anaheim, California, USA                        48\n",
       "Stockholm, Sweden                               47\n",
       "Houston, Texas, USA                             47\n",
       "Boston, Massachusetts, USA                      46\n",
       "Nashville, Tennessee, USA                       43\n",
       "Rio de Janeiro, Rio de Janeiro, Brazil          40\n",
       "Sao Paulo, Sao Paulo, Brazil                    39\n",
       "Sydney, New South Wales, Australia              38\n",
       "Atlanta, Georgia, USA                           37\n",
       "Manchester, England, United Kingdom             36\n",
       "Mexico City, Distrito Federal, Mexico           35\n",
       "New York City, New York, USA                    34\n",
       "San Jose, California, USA                       34\n",
       "Saitama, Japan                                  33\n",
       "Sacramento, California, USA                     33\n",
       "Vancouver, British Columbia, Canada             32\n",
       "Milwaukee, Wisconsin, USA                       30\n",
       "Phoenix, Arizona, USA                           30\n",
       "Melbourne, Victoria, Australia                  30\n",
       "Fairfax, Virginia, USA                          29\n",
       "Philadelphia, Pennsylvania, USA                 29\n",
       "New Orleans, Louisiana, USA                     28\n",
       "Seattle, Washington, USA                        28\n",
       "Orlando, Florida, USA                           27\n",
       "Broomfield, Colorado, USA                       27\n",
       "Brooklyn, New York, USA                         26\n",
       "Pittsburgh, Pennsylvania, USA                   26\n",
       "San Diego, California, USA                      25\n",
       "Austin, Texas, USA                              25\n",
       "Fortaleza, Ceara, Brazil                        24\n",
       "Dublin, Leinster, Ireland                       23\n",
       "Columbus, Ohio, USA                             23\n",
       "Charlotte, North Carolina, USA                  23\n",
       "Uncasville, Connecticut, USA                    21\n",
       "Calgary, Alberta, Canada                        21\n",
       "Sunrise, Florida, USA                           20\n",
       "Brasilia, Distrito Federal, Brazil              20\n",
       "Cincinnati, Ohio, USA                           20\n",
       "Kallang, Singapore                              19\n",
       "Ottawa, Ontario, Canada                         19\n",
       "Indianapolis, Indiana, USA                      19\n",
       "Winnipeg, Manitoba, Canada                      19\n",
       "Brisbane, Queensland, Australia                 18\n",
       "Adelaide, South Australia, Australia            18\n",
       "Jaragua do Sul, Santa Catarina, Brazil          17\n",
       "Hollywood, Florida, USA                         17\n",
       "Rotterdam, Zuid-Holland, Netherlands            17\n",
       "Tampa, Florida, USA                             16\n",
       "Portland, Oregon, USA                           16\n",
       "Glasgow, Scotland, United Kingdom               16\n",
       "Halifax, Nova Scotia, Canada                    16\n",
       "Barueri, Sao Paulo, Brazil                      16\n",
       "Oklahoma City, Oklahoma, USA                    16\n",
       "Abu Dhabi, United Arab Emirates                 16\n",
       "Goiania, Goias, Brazil                          15\n",
       "Hamburg, Hamburg, Germany                       15\n",
       "Birmingham, Alabama, USA                        15\n",
       "Sao Paulo, Brazil                               15\n",
       "Buffalo, New York, USA                          14\n",
       "Macau, China                                    14\n",
       "East Rutherford, New Jersey, USA                14\n",
       "Minneapolis, Minnesota, USA                     14\n",
       "Auckland, New Zealand                           14\n",
       "Belfast, Northern Ireland, United Kingdom       13\n",
       "Detroit, Michigan, USA                          13\n",
       "Omaha, Nebraska, USA                            13\n",
       "Lincoln, Nebraska, USA                          13\n",
       "Fort Campbell, Kentucky, USA                    12\n",
       "Norfolk, Virginia, USA                          12\n",
       "Santiago, Chile                                 12\n",
       "Kansas City, Missouri, USA                      12\n",
       "Birmingham, England, United Kingdom             12\n",
       "Porto Alegre, Rio Grande do Sul, Brazil         11\n",
       "Manila, Philippines                             11\n",
       "Glendale, Arizona, USA                          11\n",
       "Uniondale, New York, USA                        11\n",
       "Wichita, Kansas, USA                            11\n",
       "Perth, Western Australia, Australia             11\n",
       "Saskatoon, Saskatchewan, Canada                 11\n",
       "St. Louis, Missouri, USA                        10\n",
       "Edmonton, Alberta, Canada                       10\n",
       "Seoul, South Korea                              10\n",
       "Hidalgo, Texas, USA                             10\n",
       "Moncton, New Brunswick, Canada                  10\n",
       "Duluth, Georgia, USA                            10\n",
       "Cologne, North Rhine-Westphalia, Germany        10\n",
       "Prague, Czech Republic                          10\n",
       "Curitiba, Parana, Brazil                        10\n",
       "Monterrey, Nuevo Leon, Mexico                    9\n",
       "Oakland, California, USA                         9\n",
       "Albuquerque, New Mexico, USA                     9\n",
       "Belem, Para, Brazil                              9\n",
       "Memphis, Tennessee, USA                          9\n",
       "Natal, Rio Grande do Norte, Brazil               9\n",
       "Baltimore, Maryland, USA                         9\n",
       "Fresno, California, USA                          9\n",
       "Tulsa, Oklahoma, USA                             9\n",
       "Killeen, Texas, USA                              8\n",
       "Ledyard, Connecticut, USA                        8\n",
       "Rochester, New York, USA                         8\n",
       "Utica, New York, USA                             8\n",
       "Boise, Idaho, USA                                8\n",
       "Liverpool, England, United Kingdom               8\n",
       "Salt Lake City, Utah, USA                        8\n",
       "Washington, DC, USA                              8\n",
       "Auburn Hills, Michigan, USA                      8\n",
       "Beijing, China                                   8\n",
       "Rosemont, Illinois, USA                          8\n",
       "Fayetteville, North Carolina, USA                8\n",
       "Oberhausen, North Rhine-Westphalia, Germany      7\n",
       "Nottingham, England, United Kingdom              7\n",
       "Cleveland, Ohio, USA                             7\n",
       "Augusta, Georgia, USA                            7\n",
       "Sioux Falls, South Dakota, USA                   7\n",
       "Buenos Aires, Buenos Aires, Argentina            7\n",
       "Saitama, Saitama, Japan                          7\n",
       "Moscow, Moscow, Russia                           7\n",
       "Berlin, Berlin, Germany                          7\n",
       "San Antonio, Texas, USA                          7\n",
       "Belo Horizonte, Minas Gerais, Brazil             7\n",
       "Berlin, Germany                                  6\n",
       "Louisville, Kentucky, USA                        6\n",
       "Bangor, Maine, USA                               6\n",
       "Newcastle, England, United Kingdom               6\n",
       "Saint Petersburg, Saint Petersburg, Russia       6\n",
       "Zagreb, Croatia                                  6\n",
       "Tokyo, Japan                                     6\n",
       "Casper, Wyoming, USA                             5\n",
       "Quebec City, Quebec, Canada                      5\n",
       "Uberlandia, Minas Gerais, Brazil                 5\n",
       "Gdansk, Poland                                   5\n",
       "Krakow, Poland                                   5\n",
       "Albany, New York, USA                            5\n",
       "Bay St. Louis, Mississippi, USA                  5\n",
       "Bossier City, Louisiana, USA                     4\n",
       "Gold Coast, Queensland, Australia                4\n",
       "Lake Charles, Louisiana, USA                     4\n",
       "Chiba, Japan                                     3\n",
       "San Juan, Puerto Rico                            3\n",
       "Yokohama, Kanagawa, Japan                        3\n",
       "Cedar Rapids, Iowa, USA                          3\n",
       "Shanghai, Hebei, China                           3\n",
       "Miami, Florida, USA                              2\n",
       "Dothan, Alabama, USA                             2\n",
       "Mobile, Alabama, USA                             1\n",
       "Name: location, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2['location'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Since we don't have home-country of each fighter, location is useless\n",
    "* Date of the fight is also not essential since we already created age with it\n",
    "* Draws are incredibly rare and should be removed from the target variable so it becomes a binary classification task\n",
    "* Fighter names are also to be removed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Red     2380\n",
       "Blue    1212\n",
       "Draw      56\n",
       "Name: Winner, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2['Winner'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2.drop(df2.index[df2['Winner'] == 'Draw'], inplace = True)\n",
    "df2.drop(columns=['location', 'date', 'R_fighter', 'B_fighter'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Winner                           object\n",
       "title_bout                         bool\n",
       "weight_class                     object\n",
       "no_of_rounds                      int64\n",
       "B_current_lose_streak           float64\n",
       "B_current_win_streak            float64\n",
       "B_draw                          float64\n",
       "B_avg_BODY_att                  float64\n",
       "B_avg_BODY_landed               float64\n",
       "B_avg_CLINCH_att                float64\n",
       "B_avg_CLINCH_landed             float64\n",
       "B_avg_DISTANCE_att              float64\n",
       "B_avg_DISTANCE_landed           float64\n",
       "B_avg_GROUND_att                float64\n",
       "B_avg_GROUND_landed             float64\n",
       "B_avg_HEAD_att                  float64\n",
       "B_avg_HEAD_landed               float64\n",
       "B_avg_KD                        float64\n",
       "B_avg_LEG_att                   float64\n",
       "B_avg_LEG_landed                float64\n",
       "B_avg_PASS                      float64\n",
       "B_avg_REV                       float64\n",
       "B_avg_SIG_STR_att               float64\n",
       "B_avg_SIG_STR_landed            float64\n",
       "B_avg_SIG_STR_pct               float64\n",
       "B_avg_SUB_ATT                   float64\n",
       "B_avg_TD_att                    float64\n",
       "B_avg_TD_landed                 float64\n",
       "B_avg_TD_pct                    float64\n",
       "B_avg_TOTAL_STR_att             float64\n",
       "B_avg_TOTAL_STR_landed          float64\n",
       "B_longest_win_streak            float64\n",
       "B_losses                        float64\n",
       "B_avg_opp_BODY_att              float64\n",
       "B_avg_opp_BODY_landed           float64\n",
       "B_avg_opp_CLINCH_att            float64\n",
       "B_avg_opp_CLINCH_landed         float64\n",
       "B_avg_opp_DISTANCE_att          float64\n",
       "B_avg_opp_DISTANCE_landed       float64\n",
       "B_avg_opp_GROUND_att            float64\n",
       "B_avg_opp_GROUND_landed         float64\n",
       "B_avg_opp_HEAD_att              float64\n",
       "B_avg_opp_HEAD_landed           float64\n",
       "B_avg_opp_KD                    float64\n",
       "B_avg_opp_LEG_att               float64\n",
       "B_avg_opp_LEG_landed            float64\n",
       "B_avg_opp_PASS                  float64\n",
       "B_avg_opp_REV                   float64\n",
       "B_avg_opp_SIG_STR_att           float64\n",
       "B_avg_opp_SIG_STR_landed        float64\n",
       "B_avg_opp_SIG_STR_pct           float64\n",
       "B_avg_opp_SUB_ATT               float64\n",
       "B_avg_opp_TD_att                float64\n",
       "B_avg_opp_TD_landed             float64\n",
       "B_avg_opp_TD_pct                float64\n",
       "B_avg_opp_TOTAL_STR_att         float64\n",
       "B_avg_opp_TOTAL_STR_landed      float64\n",
       "B_total_rounds_fought           float64\n",
       "B_total_time_fought(seconds)    float64\n",
       "B_total_title_bouts             float64\n",
       "B_win_by_Decision_Majority      float64\n",
       "B_win_by_Decision_Split         float64\n",
       "B_win_by_Decision_Unanimous     float64\n",
       "B_win_by_KO/TKO                 float64\n",
       "B_win_by_Submission             float64\n",
       "B_win_by_TKO_Doctor_Stoppage    float64\n",
       "B_wins                          float64\n",
       "B_Stance                         object\n",
       "B_Height_cms                    float64\n",
       "B_Reach_cms                     float64\n",
       "B_Weight_lbs                    float64\n",
       "R_current_lose_streak           float64\n",
       "R_current_win_streak            float64\n",
       "R_draw                          float64\n",
       "R_avg_BODY_att                  float64\n",
       "R_avg_BODY_landed               float64\n",
       "R_avg_CLINCH_att                float64\n",
       "R_avg_CLINCH_landed             float64\n",
       "R_avg_DISTANCE_att              float64\n",
       "R_avg_DISTANCE_landed           float64\n",
       "R_avg_GROUND_att                float64\n",
       "R_avg_GROUND_landed             float64\n",
       "R_avg_HEAD_att                  float64\n",
       "R_avg_HEAD_landed               float64\n",
       "R_avg_KD                        float64\n",
       "R_avg_LEG_att                   float64\n",
       "R_avg_LEG_landed                float64\n",
       "R_avg_PASS                      float64\n",
       "R_avg_REV                       float64\n",
       "R_avg_SIG_STR_att               float64\n",
       "R_avg_SIG_STR_landed            float64\n",
       "R_avg_SIG_STR_pct               float64\n",
       "R_avg_SUB_ATT                   float64\n",
       "R_avg_TD_att                    float64\n",
       "R_avg_TD_landed                 float64\n",
       "R_avg_TD_pct                    float64\n",
       "R_avg_TOTAL_STR_att             float64\n",
       "R_avg_TOTAL_STR_landed          float64\n",
       "R_longest_win_streak            float64\n",
       "R_losses                        float64\n",
       "R_avg_opp_BODY_att              float64\n",
       "R_avg_opp_BODY_landed           float64\n",
       "R_avg_opp_CLINCH_att            float64\n",
       "R_avg_opp_CLINCH_landed         float64\n",
       "R_avg_opp_DISTANCE_att          float64\n",
       "R_avg_opp_DISTANCE_landed       float64\n",
       "R_avg_opp_GROUND_att            float64\n",
       "R_avg_opp_GROUND_landed         float64\n",
       "R_avg_opp_HEAD_att              float64\n",
       "R_avg_opp_HEAD_landed           float64\n",
       "R_avg_opp_KD                    float64\n",
       "R_avg_opp_LEG_att               float64\n",
       "R_avg_opp_LEG_landed            float64\n",
       "R_avg_opp_PASS                  float64\n",
       "R_avg_opp_REV                   float64\n",
       "R_avg_opp_SIG_STR_att           float64\n",
       "R_avg_opp_SIG_STR_landed        float64\n",
       "R_avg_opp_SIG_STR_pct           float64\n",
       "R_avg_opp_SUB_ATT               float64\n",
       "R_avg_opp_TD_att                float64\n",
       "R_avg_opp_TD_landed             float64\n",
       "R_avg_opp_TD_pct                float64\n",
       "R_avg_opp_TOTAL_STR_att         float64\n",
       "R_avg_opp_TOTAL_STR_landed      float64\n",
       "R_total_rounds_fought           float64\n",
       "R_total_time_fought(seconds)    float64\n",
       "R_total_title_bouts             float64\n",
       "R_win_by_Decision_Majority      float64\n",
       "R_win_by_Decision_Split         float64\n",
       "R_win_by_Decision_Unanimous     float64\n",
       "R_win_by_KO/TKO                 float64\n",
       "R_win_by_Submission             float64\n",
       "R_win_by_TKO_Doctor_Stoppage    float64\n",
       "R_wins                          float64\n",
       "R_Stance                         object\n",
       "R_Height_cms                    float64\n",
       "R_Reach_cms                     float64\n",
       "R_Weight_lbs                    float64\n",
       "B_age                           float64\n",
       "R_age                           float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Weight class and Stance are categories, Winner is out target variable.\n",
    "* We can one hot encode the categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = pd.concat([df2, pd.get_dummies(df2[['weight_class', 'B_Stance', 'R_Stance']])], axis=1)\n",
    "df2.drop(columns=['weight_class', 'B_Stance', 'R_Stance'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>Winner</th>\n",
       "      <th>title_bout</th>\n",
       "      <th>no_of_rounds</th>\n",
       "      <th>B_current_lose_streak</th>\n",
       "      <th>B_current_win_streak</th>\n",
       "      <th>B_draw</th>\n",
       "      <th>B_avg_BODY_att</th>\n",
       "      <th>B_avg_BODY_landed</th>\n",
       "      <th>B_avg_CLINCH_att</th>\n",
       "      <th>B_avg_CLINCH_landed</th>\n",
       "      <th>...</th>\n",
       "      <th>weight_class_Women's Strawweight</th>\n",
       "      <th>B_Stance_Open Stance</th>\n",
       "      <th>B_Stance_Orthodox</th>\n",
       "      <th>B_Stance_Sideways</th>\n",
       "      <th>B_Stance_Southpaw</th>\n",
       "      <th>B_Stance_Switch</th>\n",
       "      <th>R_Stance_Open Stance</th>\n",
       "      <th>R_Stance_Orthodox</th>\n",
       "      <th>R_Stance_Southpaw</th>\n",
       "      <th>R_Stance_Switch</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.200000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.600000</td>\n",
       "      <td>9.100000</td>\n",
       "      <td>11.800000</td>\n",
       "      <td>7.300000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.354839</td>\n",
       "      <td>11.322581</td>\n",
       "      <td>6.741935</td>\n",
       "      <td>4.387097</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>13.750000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>14.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.500000</td>\n",
       "      <td>12.333333</td>\n",
       "      <td>11.833333</td>\n",
       "      <td>7.166667</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>7.416667</td>\n",
       "      <td>6.083333</td>\n",
       "      <td>3.416667</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.250000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>17.500000</td>\n",
       "      <td>11.250000</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.250000</td>\n",
       "      <td>4.750000</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.400000</td>\n",
       "      <td>17.900000</td>\n",
       "      <td>22.500000</td>\n",
       "      <td>16.800000</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.428571</td>\n",
       "      <td>4.142857</td>\n",
       "      <td>12.285714</td>\n",
       "      <td>9.142857</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.875000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>14.875000</td>\n",
       "      <td>10.250000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.272727</td>\n",
       "      <td>6.181818</td>\n",
       "      <td>6.818182</td>\n",
       "      <td>5.272727</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.333333</td>\n",
       "      <td>8.333333</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>4.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>4.600000</td>\n",
       "      <td>2.600000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>22.200000</td>\n",
       "      <td>30.200000</td>\n",
       "      <td>24.800000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.666667</td>\n",
       "      <td>5.166667</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.666667</td>\n",
       "      <td>17.666667</td>\n",
       "      <td>13.333333</td>\n",
       "      <td>10.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.500000</td>\n",
       "      <td>7.166667</td>\n",
       "      <td>12.166667</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.714286</td>\n",
       "      <td>9.714286</td>\n",
       "      <td>6.142857</td>\n",
       "      <td>4.714286</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.181818</td>\n",
       "      <td>10.590909</td>\n",
       "      <td>13.227273</td>\n",
       "      <td>8.863636</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.666667</td>\n",
       "      <td>7.952381</td>\n",
       "      <td>10.952381</td>\n",
       "      <td>7.857143</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.750000</td>\n",
       "      <td>11.750000</td>\n",
       "      <td>11.250000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Blue</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.285714</td>\n",
       "      <td>18.285714</td>\n",
       "      <td>26.642857</td>\n",
       "      <td>16.285714</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.652174</td>\n",
       "      <td>6.956522</td>\n",
       "      <td>6.217391</td>\n",
       "      <td>5.217391</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.833333</td>\n",
       "      <td>8.833333</td>\n",
       "      <td>14.833333</td>\n",
       "      <td>10.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.875000</td>\n",
       "      <td>10.125000</td>\n",
       "      <td>11.875000</td>\n",
       "      <td>8.375000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.333333</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>9.666667</td>\n",
       "      <td>7.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.250000</td>\n",
       "      <td>5.250000</td>\n",
       "      <td>1.833333</td>\n",
       "      <td>0.916667</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.230769</td>\n",
       "      <td>4.076923</td>\n",
       "      <td>5.769231</td>\n",
       "      <td>4.038462</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.033333</td>\n",
       "      <td>11.133333</td>\n",
       "      <td>6.866667</td>\n",
       "      <td>4.433333</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.200000</td>\n",
       "      <td>18.400000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>15.300000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.800000</td>\n",
       "      <td>11.600000</td>\n",
       "      <td>8.800000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>7.666667</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>10.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.400000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>2.600000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.875000</td>\n",
       "      <td>3.875000</td>\n",
       "      <td>5.750000</td>\n",
       "      <td>4.250000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.777778</td>\n",
       "      <td>6.444444</td>\n",
       "      <td>8.444444</td>\n",
       "      <td>5.444444</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.800000</td>\n",
       "      <td>10.200000</td>\n",
       "      <td>21.600000</td>\n",
       "      <td>14.400000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.666667</td>\n",
       "      <td>8.333333</td>\n",
       "      <td>11.333333</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.666667</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>8.500000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.571429</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>1.285714</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.250000</td>\n",
       "      <td>3.875000</td>\n",
       "      <td>5.375000</td>\n",
       "      <td>4.125000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.333333</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>16.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.800000</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.333333</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>8.166667</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>16.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Blue</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.142857</td>\n",
       "      <td>5.095238</td>\n",
       "      <td>15.523810</td>\n",
       "      <td>9.857143</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Blue</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>11.400000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.142857</td>\n",
       "      <td>2.285714</td>\n",
       "      <td>2.428571</td>\n",
       "      <td>2.142857</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.400000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>14.200000</td>\n",
       "      <td>11.300000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.400000</td>\n",
       "      <td>11.200000</td>\n",
       "      <td>11.200000</td>\n",
       "      <td>8.400000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.375000</td>\n",
       "      <td>7.625000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2.750000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.400000</td>\n",
       "      <td>15.400000</td>\n",
       "      <td>14.400000</td>\n",
       "      <td>10.400000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.333333</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>21.666667</td>\n",
       "      <td>17.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>8.250000</td>\n",
       "      <td>17.500000</td>\n",
       "      <td>14.750000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.428571</td>\n",
       "      <td>4.428571</td>\n",
       "      <td>6.571429</td>\n",
       "      <td>4.857143</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.550000</td>\n",
       "      <td>14.200000</td>\n",
       "      <td>6.750000</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.166667</td>\n",
       "      <td>14.333333</td>\n",
       "      <td>13.500000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.333333</td>\n",
       "      <td>18.666667</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.250000</td>\n",
       "      <td>15.250000</td>\n",
       "      <td>21.250000</td>\n",
       "      <td>17.250000</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.200000</td>\n",
       "      <td>8.200000</td>\n",
       "      <td>7.400000</td>\n",
       "      <td>4.600000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.666667</td>\n",
       "      <td>2.666667</td>\n",
       "      <td>7.166667</td>\n",
       "      <td>4.833333</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.333333</td>\n",
       "      <td>6.333333</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>5.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.466667</td>\n",
       "      <td>7.666667</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.866667</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.500000</td>\n",
       "      <td>4.750000</td>\n",
       "      <td>6.750000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.333333</td>\n",
       "      <td>8.333333</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>2.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.500000</td>\n",
       "      <td>15.500000</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>8.250000</td>\n",
       "      <td>12.250000</td>\n",
       "      <td>9.750000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.500000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>28.625000</td>\n",
       "      <td>20.625000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>25.875000</td>\n",
       "      <td>19.375000</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.600000</td>\n",
       "      <td>12.933333</td>\n",
       "      <td>12.266667</td>\n",
       "      <td>9.266667</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.272727</td>\n",
       "      <td>2.363636</td>\n",
       "      <td>1.818182</td>\n",
       "      <td>1.272727</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.666667</td>\n",
       "      <td>9.333333</td>\n",
       "      <td>11.333333</td>\n",
       "      <td>9.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.400000</td>\n",
       "      <td>8.200000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.333333</td>\n",
       "      <td>6.333333</td>\n",
       "      <td>4.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.500000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.833333</td>\n",
       "      <td>4.666667</td>\n",
       "      <td>3.166667</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Blue</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.333333</td>\n",
       "      <td>4.333333</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4875</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>2.200000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4879</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>3.571429</td>\n",
       "      <td>1.857143</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4880</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.285714</td>\n",
       "      <td>4.714286</td>\n",
       "      <td>7.142857</td>\n",
       "      <td>5.571429</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4881</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>3.200000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4887</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.666667</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4891</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4895</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4896</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.500000</td>\n",
       "      <td>7.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4898</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4899</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4901</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4902</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4906</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4909</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.916667</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4911</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.666667</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>7.333333</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4912</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.333333</td>\n",
       "      <td>4.666667</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4914</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4917</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4923</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.500000</td>\n",
       "      <td>14.500000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4936</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.250000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>3.750000</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4937</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4938</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4943</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4945</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4947</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4951</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4957</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4958</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4959</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4965</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>5.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4967</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4974</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>4.750000</td>\n",
       "      <td>3.625000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4975</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.166667</td>\n",
       "      <td>1.166667</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4976</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4982</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4983</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4987</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4996</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4999</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5000</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5001</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>5006</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2.818182</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5007</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>5008</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
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       "      <td>0.666667</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>8.666667</td>\n",
       "      <td>4.000000</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>5014</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5015</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5022</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>5.200000</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5023</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5024</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5028</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5031</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.090909</td>\n",
       "      <td>1.909091</td>\n",
       "      <td>1.090909</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5032</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>24.666667</td>\n",
       "      <td>19.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5038</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>4.777778</td>\n",
       "      <td>2.777778</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5039</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5040</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5041</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5042</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.857143</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>3.428571</td>\n",
       "      <td>1.714286</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5043</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5044</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.166667</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5045</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>2.666667</td>\n",
       "      <td>1.833333</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5046</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5048</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5051</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.833333</td>\n",
       "      <td>7.500000</td>\n",
       "      <td>5.666667</td>\n",
       "      <td>3.833333</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5052</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5053</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5057</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5059</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>1.000000</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5064</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>10.000000</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5066</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5067</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5068</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5074</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5075</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5076</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>3.250000</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5077</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5078</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5079</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5080</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5081</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.750000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5083</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5084</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5090</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5091</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5092</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5093</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5094</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5098</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5100</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5101</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5107</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5109</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5121</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5122</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5123</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5124</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5125</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5127</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5136</th>\n",
       "      <td>Red</td>\n",
       "      <td>True</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5138</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5139</th>\n",
       "      <td>Red</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3592 rows × 160 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Winner  title_bout  no_of_rounds  B_current_lose_streak  \\\n",
       "0       Red        True             5                    0.0   \n",
       "1       Red        True             5                    0.0   \n",
       "2       Red       False             3                    0.0   \n",
       "3      Blue       False             3                    0.0   \n",
       "4      Blue       False             3                    0.0   \n",
       "5       Red       False             3                    0.0   \n",
       "6       Red       False             3                    0.0   \n",
       "7      Blue       False             3                    1.0   \n",
       "8      Blue       False             3                    0.0   \n",
       "9       Red       False             3                    0.0   \n",
       "10     Blue       False             3                    1.0   \n",
       "12      Red       False             3                    0.0   \n",
       "13     Blue       False             5                    1.0   \n",
       "14     Blue       False             3                    0.0   \n",
       "15      Red       False             3                    0.0   \n",
       "16     Blue       False             3                    0.0   \n",
       "19     Blue       False             3                    1.0   \n",
       "20     Blue       False             3                    0.0   \n",
       "21     Blue       False             3                    2.0   \n",
       "23     Blue       False             3                    1.0   \n",
       "25      Red       False             5                    1.0   \n",
       "26     Blue       False             3                    0.0   \n",
       "29      Red       False             3                    0.0   \n",
       "31      Red       False             3                    0.0   \n",
       "34     Blue       False             3                    0.0   \n",
       "35     Blue       False             3                    3.0   \n",
       "36      Red       False             3                    0.0   \n",
       "37      Red       False             3                    3.0   \n",
       "38     Blue        True             5                    0.0   \n",
       "39      Red       False             3                    1.0   \n",
       "40     Blue       False             3                    0.0   \n",
       "41     Blue       False             3                    0.0   \n",
       "42      Red       False             3                    2.0   \n",
       "43     Blue       False             3                    0.0   \n",
       "44      Red       False             3                    3.0   \n",
       "45      Red       False             3                    1.0   \n",
       "46     Blue       False             3                    1.0   \n",
       "50     Blue       False             5                    0.0   \n",
       "51      Red       False             3                    0.0   \n",
       "52     Blue       False             3                    0.0   \n",
       "53     Blue       False             3                    0.0   \n",
       "56      Red       False             3                    2.0   \n",
       "57     Blue       False             3                    1.0   \n",
       "59     Blue       False             3                    1.0   \n",
       "60      Red       False             3                    0.0   \n",
       "62     Blue       False             5                    0.0   \n",
       "63      Red       False             3                    2.0   \n",
       "64     Blue       False             3                    1.0   \n",
       "65      Red       False             3                    0.0   \n",
       "66     Blue       False             3                    0.0   \n",
       "69     Blue       False             3                    0.0   \n",
       "72      Red       False             3                    1.0   \n",
       "73      Red       False             3                    2.0   \n",
       "74     Blue       False             3                    0.0   \n",
       "75      Red       False             5                    0.0   \n",
       "77      Red       False             3                    2.0   \n",
       "78      Red       False             3                    0.0   \n",
       "81      Red       False             3                    0.0   \n",
       "83     Blue       False             3                    0.0   \n",
       "84     Blue       False             3                    0.0   \n",
       "86     Blue        True             5                    0.0   \n",
       "87     Blue        True             5                    0.0   \n",
       "88     Blue       False             3                    1.0   \n",
       "89     Blue       False             3                    0.0   \n",
       "90     Blue       False             3                    2.0   \n",
       "91     Blue       False             3                    2.0   \n",
       "92     Blue       False             3                    0.0   \n",
       "95     Blue       False             3                    1.0   \n",
       "96      Red       False             3                    0.0   \n",
       "97     Blue       False             3                    1.0   \n",
       "99     Blue       False             5                    0.0   \n",
       "100    Blue       False             3                    0.0   \n",
       "101     Red       False             3                    0.0   \n",
       "102    Blue       False             3                    0.0   \n",
       "104     Red       False             3                    0.0   \n",
       "105     Red       False             3                    1.0   \n",
       "106    Blue       False             3                    1.0   \n",
       "107    Blue       False             3                    0.0   \n",
       "108     Red       False             3                    1.0   \n",
       "111     Red       False             3                    0.0   \n",
       "112    Blue       False             5                    1.0   \n",
       "113     Red       False             3                    0.0   \n",
       "114     Red       False             3                    0.0   \n",
       "115     Red       False             3                    0.0   \n",
       "116     Red       False             3                    0.0   \n",
       "117     Red       False             3                    0.0   \n",
       "118     Red       False             3                    0.0   \n",
       "119     Red       False             3                    0.0   \n",
       "120    Blue       False             3                    1.0   \n",
       "121     Red       False             3                    1.0   \n",
       "124    Blue       False             5                    2.0   \n",
       "125     Red       False             3                    0.0   \n",
       "126    Blue       False             3                    0.0   \n",
       "127     Red       False             3                    0.0   \n",
       "128    Blue       False             3                    0.0   \n",
       "129     Red       False             3                    2.0   \n",
       "130     Red       False             3                    0.0   \n",
       "131     Red       False             3                    1.0   \n",
       "133    Blue       False             3                    0.0   \n",
       "134     Red       False             3                    1.0   \n",
       "...     ...         ...           ...                    ...   \n",
       "4875    Red       False             3                    0.0   \n",
       "4879    Red        True             5                    0.0   \n",
       "4880    Red        True             5                    0.0   \n",
       "4881    Red       False             3                    1.0   \n",
       "4887    Red        True             5                    0.0   \n",
       "4891    Red       False             3                    0.0   \n",
       "4895    Red        True             5                    0.0   \n",
       "4896    Red        True             5                    0.0   \n",
       "4898    Red       False             3                    2.0   \n",
       "4899    Red       False             3                    0.0   \n",
       "4901    Red       False             3                    0.0   \n",
       "4902    Red        True             5                    0.0   \n",
       "4906    Red       False             3                    0.0   \n",
       "4909    Red       False             3                    1.0   \n",
       "4911    Red       False             3                    1.0   \n",
       "4912    Red       False             3                    0.0   \n",
       "4914    Red       False             3                    0.0   \n",
       "4917    Red        True             5                    0.0   \n",
       "4923    Red        True             5                    0.0   \n",
       "4936    Red        True             5                    0.0   \n",
       "4937    Red       False             3                    0.0   \n",
       "4938    Red        True             3                    0.0   \n",
       "4943    Red        True             5                    0.0   \n",
       "4945    Red       False             3                    1.0   \n",
       "4947    Red       False             3                    0.0   \n",
       "4951    Red       False             3                    1.0   \n",
       "4957    Red       False             2                    0.0   \n",
       "4958    Red        True             3                    0.0   \n",
       "4959    Red       False             2                    0.0   \n",
       "4965    Red       False             2                    0.0   \n",
       "4967    Red       False             2                    0.0   \n",
       "4974    Red       False             2                    2.0   \n",
       "4975    Red       False             2                    0.0   \n",
       "4976    Red       False             2                    1.0   \n",
       "4982    Red        True             3                    0.0   \n",
       "4983    Red       False             2                    0.0   \n",
       "4987    Red        True             2                    0.0   \n",
       "4996    Red       False             2                    1.0   \n",
       "4999    Red        True             3                    0.0   \n",
       "5000    Red        True             2                    1.0   \n",
       "5001    Red       False             2                    1.0   \n",
       "5006    Red        True             3                    2.0   \n",
       "5007    Red        True             3                    0.0   \n",
       "5008    Red       False             2                    0.0   \n",
       "5014    Red        True             3                    0.0   \n",
       "5015    Red        True             2                    0.0   \n",
       "5022    Red       False             3                    1.0   \n",
       "5023    Red        True             2                    0.0   \n",
       "5024    Red        True             2                    0.0   \n",
       "5028    Red       False             2                    1.0   \n",
       "5031    Red        True             3                    0.0   \n",
       "5032    Red        True             3                    0.0   \n",
       "5038    Red        True             3                    0.0   \n",
       "5039    Red       False             2                    0.0   \n",
       "5040    Red       False             2                    1.0   \n",
       "5041    Red       False             2                    1.0   \n",
       "5042    Red       False             2                    0.0   \n",
       "5043    Red       False             2                    0.0   \n",
       "5044    Red       False             2                    1.0   \n",
       "5045    Red       False             2                    0.0   \n",
       "5046    Red       False             2                    0.0   \n",
       "5048    Red       False             1                    1.0   \n",
       "5051    Red        True             3                    0.0   \n",
       "5052    Red       False             2                    0.0   \n",
       "5053    Red       False             2                    0.0   \n",
       "5057    Red       False             2                    0.0   \n",
       "5059    Red       False             3                    0.0   \n",
       "5064    Red       False             2                    1.0   \n",
       "5066    Red        True             3                    0.0   \n",
       "5067    Red       False             3                    1.0   \n",
       "5068    Red       False             1                    0.0   \n",
       "5074    Red        True             2                    0.0   \n",
       "5075    Red       False             1                    0.0   \n",
       "5076    Red       False             1                    0.0   \n",
       "5077    Red       False             1                    2.0   \n",
       "5078    Red       False             1                    1.0   \n",
       "5079    Red       False             1                    1.0   \n",
       "5080    Red       False             1                    0.0   \n",
       "5081    Red        True             2                    0.0   \n",
       "5083    Red       False             1                    0.0   \n",
       "5084    Red       False             1                    0.0   \n",
       "5090    Red        True             2                    0.0   \n",
       "5091    Red       False             2                    0.0   \n",
       "5092    Red       False             1                    1.0   \n",
       "5093    Red       False             1                    0.0   \n",
       "5094    Red       False             1                    1.0   \n",
       "5098    Red        True             1                    0.0   \n",
       "5100    Red       False             1                    0.0   \n",
       "5101    Red       False             1                    0.0   \n",
       "5107    Red        True             1                    0.0   \n",
       "5109    Red       False             1                    0.0   \n",
       "5121    Red        True             1                    0.0   \n",
       "5122    Red       False             1                    0.0   \n",
       "5123    Red       False             1                    0.0   \n",
       "5124    Red       False             1                    0.0   \n",
       "5125    Red       False             1                    0.0   \n",
       "5127    Red       False             1                    0.0   \n",
       "5136    Red        True             1                    0.0   \n",
       "5138    Red       False             1                    0.0   \n",
       "5139    Red       False             1                    0.0   \n",
       "\n",
       "      B_current_win_streak  B_draw  B_avg_BODY_att  B_avg_BODY_landed  \\\n",
       "0                      4.0     0.0        9.200000           6.000000   \n",
       "1                      3.0     0.0       14.600000           9.100000   \n",
       "2                      3.0     0.0       15.354839          11.322581   \n",
       "3                      4.0     0.0       17.000000          14.000000   \n",
       "4                      1.0     0.0       17.000000          14.500000   \n",
       "5                      4.0     0.0       19.500000          12.333333   \n",
       "6                      3.0     0.0       15.000000           7.416667   \n",
       "7                      0.0     0.0       16.250000          11.000000   \n",
       "8                      1.0     0.0        7.250000           4.750000   \n",
       "9                      1.0     0.0       25.400000          17.900000   \n",
       "10                     0.0     0.0        5.428571           4.142857   \n",
       "12                     2.0     0.0       21.875000          13.000000   \n",
       "13                     0.0     0.0        9.272727           6.181818   \n",
       "14                     3.0     0.0       10.333333           8.333333   \n",
       "15                     1.0     0.0        2.500000           1.000000   \n",
       "16                     1.0     0.0        7.000000           4.200000   \n",
       "19                     0.0     0.0       26.000000          22.200000   \n",
       "20                     4.0     0.0        9.666667           5.166667   \n",
       "21                     0.0     0.0       21.666667          17.666667   \n",
       "23                     0.0     0.0        9.500000           7.166667   \n",
       "25                     0.0     0.0       12.714286           9.714286   \n",
       "26                     1.0     0.0       10.000000          10.000000   \n",
       "29                     2.0     0.0       13.181818          10.590909   \n",
       "31                     2.0     0.0       18.000000          11.000000   \n",
       "34                     1.0     0.0        5.000000           2.000000   \n",
       "35                     0.0     0.0        9.666667           7.952381   \n",
       "36                     2.0     0.0        7.000000           6.000000   \n",
       "37                     0.0     0.0       15.750000          11.750000   \n",
       "38                     3.0     0.0       24.285714          18.285714   \n",
       "39                     0.0     0.0        8.652174           6.956522   \n",
       "40                     6.0     0.0       11.833333           8.833333   \n",
       "41                     1.0     0.0       29.000000          15.000000   \n",
       "42                     0.0     0.0       15.875000          10.125000   \n",
       "43                     1.0     0.0        8.000000           8.000000   \n",
       "44                     0.0     0.0       11.333333           9.000000   \n",
       "45                     0.0     0.0        8.250000           5.250000   \n",
       "46                     0.0     0.0        6.230769           4.076923   \n",
       "50                     2.0     0.0       15.033333          11.133333   \n",
       "51                     3.0     0.0       33.200000          18.400000   \n",
       "52                     1.0     0.0       17.800000          11.600000   \n",
       "53                     1.0     0.0       12.000000           7.666667   \n",
       "56                     0.0     0.0        3.400000           2.000000   \n",
       "57                     0.0     0.0       22.000000          14.000000   \n",
       "59                     0.0     0.0       30.000000          23.000000   \n",
       "60                     1.0     0.0        8.000000           8.000000   \n",
       "62                     3.0     0.0        5.875000           3.875000   \n",
       "63                     0.0     0.0        5.000000           3.500000   \n",
       "64                     0.0     0.0       10.777778           6.444444   \n",
       "65                     2.0     0.0       14.800000          10.200000   \n",
       "66                     3.0     0.0       11.666667           8.333333   \n",
       "69                     1.0     0.0       35.000000          21.000000   \n",
       "72                     0.0     0.0        3.666667           2.333333   \n",
       "73                     0.0     0.0       43.000000          22.000000   \n",
       "74                     1.0     0.0        2.571429           1.428571   \n",
       "75                     2.0     0.0        4.250000           3.875000   \n",
       "77                     0.0     0.0        9.333333           8.000000   \n",
       "78                     1.0     0.0       26.000000          18.000000   \n",
       "81                     1.0     0.0        6.800000           4.200000   \n",
       "83                     2.0     0.0        7.333333           4.500000   \n",
       "84                     1.0     0.0       18.500000          16.500000   \n",
       "86                     3.0     0.0        7.142857           5.095238   \n",
       "87                     5.0     0.0       16.000000          11.400000   \n",
       "88                     0.0     0.0        4.142857           2.285714   \n",
       "89                     1.0     0.0        5.500000           4.500000   \n",
       "90                     0.0     0.0        9.400000           6.000000   \n",
       "91                     0.0     0.0       15.000000           7.000000   \n",
       "92                     2.0     0.0       17.400000          11.200000   \n",
       "95                     0.0     0.0       12.375000           7.625000   \n",
       "96                     1.0     0.0       19.400000          15.400000   \n",
       "97                     0.0     0.0       10.333333           7.000000   \n",
       "99                     1.0     0.0       10.000000           8.250000   \n",
       "100                    2.0     0.0        6.428571           4.428571   \n",
       "101                    2.0     0.0       25.550000          14.200000   \n",
       "102                    2.0     0.0       16.166667          14.333333   \n",
       "104                    2.0     0.0       27.333333          18.666667   \n",
       "105                    0.0     0.0       18.250000          15.250000   \n",
       "106                    0.0     0.0       14.200000           8.200000   \n",
       "107                    1.0     0.0       38.000000          33.000000   \n",
       "108                    0.0     0.0        3.666667           2.666667   \n",
       "111                    2.0     0.0        7.333333           6.333333   \n",
       "112                    0.0     0.0       12.466667           7.666667   \n",
       "113                    4.0     0.0        6.500000           4.750000   \n",
       "114                    1.0     0.0       25.000000          16.000000   \n",
       "115                    3.0     0.0       12.333333           8.333333   \n",
       "116                    1.0     0.0       20.500000          15.500000   \n",
       "117                    3.0     0.0       12.500000           8.250000   \n",
       "118                    1.0     0.0        2.000000           1.000000   \n",
       "119                    2.0     0.0       23.500000          15.000000   \n",
       "120                    0.0     0.0       23.000000          14.000000   \n",
       "121                    0.0     0.0       27.000000          18.500000   \n",
       "124                    0.0     0.0       16.600000          12.933333   \n",
       "125                    1.0     0.0        3.272727           2.363636   \n",
       "126                    3.0     0.0       13.666667           9.333333   \n",
       "127                    4.0     0.0       13.400000           8.200000   \n",
       "128                    3.0     0.0        8.333333           6.333333   \n",
       "129                    0.0     0.0       14.500000           8.000000   \n",
       "130                    1.0     0.0        3.500000           1.250000   \n",
       "131                    0.0     0.0        6.833333           4.666667   \n",
       "133                    2.0     0.0        8.333333           4.333333   \n",
       "134                    0.0     0.0        0.000000           0.000000   \n",
       "...                    ...     ...             ...                ...   \n",
       "4875                   3.0     0.0        1.400000           0.800000   \n",
       "4879                   2.0     0.0        0.428571           0.428571   \n",
       "4880                   7.0     0.0        6.285714           4.714286   \n",
       "4881                   0.0     0.0        1.800000           1.400000   \n",
       "4887                   3.0     0.0        7.666667           6.666667   \n",
       "4891                   1.0     0.0        5.000000           5.000000   \n",
       "4895                   1.0     0.0        8.000000           5.000000   \n",
       "4896                   2.0     0.0        7.500000           7.500000   \n",
       "4898                   0.0     0.0        0.500000           0.000000   \n",
       "4899                   1.0     0.0       12.000000          10.000000   \n",
       "4901                   1.0     0.0       12.000000          10.000000   \n",
       "4902                   2.0     0.0        0.750000           0.250000   \n",
       "4906                   1.0     0.0        3.000000           2.000000   \n",
       "4909                   0.0     0.0        1.916667           1.750000   \n",
       "4911                   0.0     0.0        2.666667           2.333333   \n",
       "4912                   3.0     0.0        5.333333           4.666667   \n",
       "4914                   1.0     0.0        6.000000           4.000000   \n",
       "4917                   4.0     0.0        0.000000           0.000000   \n",
       "4923                   1.0     0.0        7.000000           6.500000   \n",
       "4936                   2.0     0.0        4.250000           2.500000   \n",
       "4937                   1.0     0.0        3.500000           3.000000   \n",
       "4938                   1.0     0.0        4.000000           4.000000   \n",
       "4943                   2.0     0.0        2.500000           1.750000   \n",
       "4945                   0.0     0.0        2.000000           2.000000   \n",
       "4947                   1.0     0.0        1.000000           1.000000   \n",
       "4951                   0.0     0.0        0.400000           0.400000   \n",
       "4957                   1.0     0.0        0.000000           0.000000   \n",
       "4958                   1.0     0.0        0.000000           0.000000   \n",
       "4959                   1.0     0.0        0.500000           0.500000   \n",
       "4965                   3.0     0.0        2.333333           2.333333   \n",
       "4967                   1.0     0.0        9.000000           6.000000   \n",
       "4974                   0.0     0.0        1.250000           1.250000   \n",
       "4975                   4.0     0.0        1.166667           1.166667   \n",
       "4976                   0.0     0.0        6.000000           5.000000   \n",
       "4982                   1.0     0.0       19.000000          17.000000   \n",
       "4983                   1.0     0.0        2.000000           2.000000   \n",
       "4987                   1.0     0.0        0.000000           0.000000   \n",
       "4996                   0.0     0.0        0.666667           0.333333   \n",
       "4999                   2.0     0.0        0.500000           0.500000   \n",
       "5000                   0.0     0.0        0.000000           0.000000   \n",
       "5001                   0.0     0.0        1.000000           1.000000   \n",
       "5006                   0.0     0.0        0.818182           0.727273   \n",
       "5007                   1.0     0.0        0.000000           0.000000   \n",
       "5008                   3.0     0.0        0.666667           0.666667   \n",
       "5014                   1.0     0.0        0.000000           0.000000   \n",
       "5015                   1.0     0.0        1.000000           1.000000   \n",
       "5022                   0.0     0.0        0.700000           0.600000   \n",
       "5023                   1.0     0.0        0.000000           0.000000   \n",
       "5024                   1.0     0.0        1.000000           1.000000   \n",
       "5028                   0.0     0.0        0.000000           0.000000   \n",
       "5031                   4.0     0.0        2.090909           1.909091   \n",
       "5032                   2.0     0.0       15.000000          14.000000   \n",
       "5038                   2.0     0.0        0.666667           0.666667   \n",
       "5039                   1.0     0.0        1.000000           1.000000   \n",
       "5040                   0.0     0.0        0.500000           0.250000   \n",
       "5041                   0.0     0.0        1.750000           1.250000   \n",
       "5042                   1.0     0.0        0.857143           0.571429   \n",
       "5043                   1.0     0.0        2.500000           1.000000   \n",
       "5044                   0.0     0.0        0.666667           0.333333   \n",
       "5045                   1.0     0.0        0.833333           0.833333   \n",
       "5046                   1.0     0.0        2.333333           1.666667   \n",
       "5048                   0.0     0.0        0.000000           0.000000   \n",
       "5051                   6.0     0.0        7.833333           7.500000   \n",
       "5052                   1.0     0.0        0.400000           0.200000   \n",
       "5053                   1.0     0.0        0.000000           0.000000   \n",
       "5057                   1.0     0.0        0.333333           0.000000   \n",
       "5059                   1.0     0.0        1.250000           1.000000   \n",
       "5064                   0.0     0.0        6.000000           3.000000   \n",
       "5066                   2.0     0.0        0.000000           0.000000   \n",
       "5067                   0.0     0.0        2.000000           2.000000   \n",
       "5068                   1.0     0.0        2.000000           2.000000   \n",
       "5074                   2.0     0.0        0.250000           0.000000   \n",
       "5075                   4.0     0.0        0.500000           0.500000   \n",
       "5076                   1.0     0.0        0.500000           0.500000   \n",
       "5077                   0.0     0.0        0.000000           0.000000   \n",
       "5078                   0.0     0.0        0.666667           0.333333   \n",
       "5079                   0.0     0.0        1.000000           0.800000   \n",
       "5080                   2.0     0.0        1.000000           0.000000   \n",
       "5081                   2.0     0.0        0.750000           0.500000   \n",
       "5083                   1.0     0.0        0.000000           0.000000   \n",
       "5084                   1.0     0.0        0.000000           0.000000   \n",
       "5090                   2.0     0.0        0.500000           0.500000   \n",
       "5091                   3.0     0.0        0.166667           0.000000   \n",
       "5092                   0.0     0.0        2.000000           2.000000   \n",
       "5093                   1.0     0.0        2.000000           1.000000   \n",
       "5094                   0.0     0.0        0.000000           0.000000   \n",
       "5098                   2.0     0.0        0.000000           0.000000   \n",
       "5100                   1.0     0.0        0.000000           0.000000   \n",
       "5101                   1.0     0.0        1.000000           1.000000   \n",
       "5107                   2.0     0.0        0.000000           0.000000   \n",
       "5109                   2.0     0.0        0.500000           0.000000   \n",
       "5121                   3.0     0.0        1.250000           1.250000   \n",
       "5122                   2.0     0.0        0.000000           0.000000   \n",
       "5123                   2.0     0.0        0.500000           0.500000   \n",
       "5124                   2.0     0.0        1.500000           0.500000   \n",
       "5125                   1.0     0.0        1.000000           1.000000   \n",
       "5127                   1.0     0.0        0.000000           0.000000   \n",
       "5136                   2.0     0.0        0.500000           0.500000   \n",
       "5138                   1.0     0.0        0.000000           0.000000   \n",
       "5139                   1.0     0.0        4.000000           3.000000   \n",
       "\n",
       "      B_avg_CLINCH_att  B_avg_CLINCH_landed       ...         \\\n",
       "0             0.200000             0.000000       ...          \n",
       "1            11.800000             7.300000       ...          \n",
       "2             6.741935             4.387097       ...          \n",
       "3            13.750000            11.000000       ...          \n",
       "4             2.500000             2.000000       ...          \n",
       "5            11.833333             7.166667       ...          \n",
       "6             6.083333             3.416667       ...          \n",
       "7            17.500000            11.250000       ...          \n",
       "8             1.750000             0.500000       ...          \n",
       "9            22.500000            16.800000       ...          \n",
       "10           12.285714             9.142857       ...          \n",
       "12           14.875000            10.250000       ...          \n",
       "13            6.818182             5.272727       ...          \n",
       "14            6.666667             4.666667       ...          \n",
       "15            5.000000             2.500000       ...          \n",
       "16            4.600000             2.600000       ...          \n",
       "19           30.200000            24.800000       ...          \n",
       "20            2.000000             1.000000       ...          \n",
       "21           13.333333            10.333333       ...          \n",
       "23           12.166667             9.000000       ...          \n",
       "25            6.142857             4.714286       ...          \n",
       "26           21.000000            14.000000       ...          \n",
       "29           13.227273             8.863636       ...          \n",
       "31            4.000000             3.000000       ...          \n",
       "34           12.000000             5.000000       ...          \n",
       "35           10.952381             7.857143       ...          \n",
       "36            2.500000             2.500000       ...          \n",
       "37           11.250000             8.000000       ...          \n",
       "38           26.642857            16.285714       ...          \n",
       "39            6.217391             5.217391       ...          \n",
       "40           14.833333            10.500000       ...          \n",
       "41            5.000000             3.000000       ...          \n",
       "42           11.875000             8.375000       ...          \n",
       "43            6.000000             5.000000       ...          \n",
       "44            9.666667             7.666667       ...          \n",
       "45            1.833333             0.916667       ...          \n",
       "46            5.769231             4.038462       ...          \n",
       "50            6.866667             4.433333       ...          \n",
       "51           22.000000            15.300000       ...          \n",
       "52            8.800000             7.000000       ...          \n",
       "53           19.000000            10.333333       ...          \n",
       "56            4.800000             2.600000       ...          \n",
       "57            8.000000             6.000000       ...          \n",
       "59           15.000000            10.000000       ...          \n",
       "60           15.000000            13.000000       ...          \n",
       "62            5.750000             4.250000       ...          \n",
       "63            5.500000             3.500000       ...          \n",
       "64            8.444444             5.444444       ...          \n",
       "65           21.600000            14.400000       ...          \n",
       "66           11.333333             6.666667       ...          \n",
       "69           38.000000            30.000000       ...          \n",
       "72            2.333333             2.000000       ...          \n",
       "73            8.500000             6.000000       ...          \n",
       "74            1.285714             1.000000       ...          \n",
       "75            5.375000             4.125000       ...          \n",
       "77           21.000000            16.333333       ...          \n",
       "78           19.000000            14.000000       ...          \n",
       "81            5.100000             3.300000       ...          \n",
       "83           13.000000             8.166667       ...          \n",
       "84            2.000000             1.500000       ...          \n",
       "86           15.523810             9.857143       ...          \n",
       "87           10.000000             8.000000       ...          \n",
       "88            2.428571             2.142857       ...          \n",
       "89            4.500000             3.500000       ...          \n",
       "90           14.200000            11.300000       ...          \n",
       "91            6.000000             4.000000       ...          \n",
       "92           11.200000             8.400000       ...          \n",
       "95            5.000000             2.750000       ...          \n",
       "96           14.400000            10.400000       ...          \n",
       "97           21.666667            17.333333       ...          \n",
       "99           17.500000            14.750000       ...          \n",
       "100           6.571429             4.857143       ...          \n",
       "101           6.750000             4.200000       ...          \n",
       "102          13.500000            12.000000       ...          \n",
       "104           8.000000             6.000000       ...          \n",
       "105          21.250000            17.250000       ...          \n",
       "106           7.400000             4.600000       ...          \n",
       "107          18.000000            11.000000       ...          \n",
       "108           7.166667             4.833333       ...          \n",
       "111           9.000000             5.333333       ...          \n",
       "112           3.000000             1.866667       ...          \n",
       "113           6.750000             3.500000       ...          \n",
       "114           8.000000             7.000000       ...          \n",
       "115           3.333333             2.666667       ...          \n",
       "116          18.500000            11.000000       ...          \n",
       "117          12.250000             9.750000       ...          \n",
       "118           4.000000             1.000000       ...          \n",
       "119          28.625000            20.625000       ...          \n",
       "120          16.000000            10.000000       ...          \n",
       "121          25.875000            19.375000       ...          \n",
       "124          12.266667             9.266667       ...          \n",
       "125           1.818182             1.272727       ...          \n",
       "126          11.333333             9.333333       ...          \n",
       "127           5.000000             3.000000       ...          \n",
       "128           4.333333             2.333333       ...          \n",
       "129           8.000000             3.500000       ...          \n",
       "130           0.750000             0.250000       ...          \n",
       "131           3.166667             2.000000       ...          \n",
       "133           6.000000             2.666667       ...          \n",
       "134           0.000000             0.000000       ...          \n",
       "...                ...                  ...       ...          \n",
       "4875          2.200000             1.400000       ...          \n",
       "4879          3.571429             1.857143       ...          \n",
       "4880          7.142857             5.571429       ...          \n",
       "4881          3.200000             2.000000       ...          \n",
       "4887         10.000000             7.000000       ...          \n",
       "4891          7.000000             6.000000       ...          \n",
       "4895          6.000000             5.000000       ...          \n",
       "4896          0.500000             0.500000       ...          \n",
       "4898          0.500000             0.000000       ...          \n",
       "4899         25.000000            20.000000       ...          \n",
       "4901          6.000000             3.000000       ...          \n",
       "4902          2.500000             1.000000       ...          \n",
       "4906         15.000000             9.000000       ...          \n",
       "4909          1.000000             0.666667       ...          \n",
       "4911          7.333333             5.000000       ...          \n",
       "4912          2.333333             1.666667       ...          \n",
       "4914         14.000000             8.000000       ...          \n",
       "4917          2.250000             1.250000       ...          \n",
       "4923         14.500000            12.000000       ...          \n",
       "4936          3.750000             2.250000       ...          \n",
       "4937          1.250000             1.000000       ...          \n",
       "4938          5.000000             4.000000       ...          \n",
       "4943          4.500000             2.250000       ...          \n",
       "4945          2.000000             1.000000       ...          \n",
       "4947          0.000000             0.000000       ...          \n",
       "4951          0.800000             0.600000       ...          \n",
       "4957          0.000000             0.000000       ...          \n",
       "4958          2.000000             1.000000       ...          \n",
       "4959          4.500000             0.500000       ...          \n",
       "4965          8.000000             5.666667       ...          \n",
       "4967         36.000000            21.000000       ...          \n",
       "4974          4.750000             3.625000       ...          \n",
       "4975          1.500000             1.500000       ...          \n",
       "4976          7.000000             6.000000       ...          \n",
       "4982         23.000000            10.000000       ...          \n",
       "4983         10.000000             6.000000       ...          \n",
       "4987          0.000000             0.000000       ...          \n",
       "4996          0.333333             0.000000       ...          \n",
       "4999          0.500000             0.500000       ...          \n",
       "5000          9.000000             4.000000       ...          \n",
       "5001          0.000000             0.000000       ...          \n",
       "5006          5.000000             2.818182       ...          \n",
       "5007          0.000000             0.000000       ...          \n",
       "5008          8.666667             4.000000       ...          \n",
       "5014          6.000000             3.000000       ...          \n",
       "5015          0.000000             0.000000       ...          \n",
       "5022          5.200000             2.900000       ...          \n",
       "5023          0.000000             0.000000       ...          \n",
       "5024          0.000000             0.000000       ...          \n",
       "5028          0.000000             0.000000       ...          \n",
       "5031          1.090909             0.727273       ...          \n",
       "5032         24.666667            19.333333       ...          \n",
       "5038          4.777778             2.777778       ...          \n",
       "5039          1.000000             1.000000       ...          \n",
       "5040          0.500000             0.250000       ...          \n",
       "5041          4.500000             3.000000       ...          \n",
       "5042          3.428571             1.714286       ...          \n",
       "5043         10.000000             2.000000       ...          \n",
       "5044          1.166667             0.833333       ...          \n",
       "5045          2.666667             1.833333       ...          \n",
       "5046          6.000000             4.000000       ...          \n",
       "5048          0.000000             0.000000       ...          \n",
       "5051          5.666667             3.833333       ...          \n",
       "5052          0.600000             0.400000       ...          \n",
       "5053          0.000000             0.000000       ...          \n",
       "5057          0.333333             0.000000       ...          \n",
       "5059          1.250000             1.000000       ...          \n",
       "5064         19.000000            10.000000       ...          \n",
       "5066          0.000000             0.000000       ...          \n",
       "5067          3.000000             3.000000       ...          \n",
       "5068          2.000000             2.000000       ...          \n",
       "5074          0.875000             0.250000       ...          \n",
       "5075          1.000000             0.750000       ...          \n",
       "5076          3.250000             2.250000       ...          \n",
       "5077          4.000000             1.500000       ...          \n",
       "5078          2.333333             1.333333       ...          \n",
       "5079          2.800000             1.800000       ...          \n",
       "5080          0.000000             0.000000       ...          \n",
       "5081          2.750000             1.500000       ...          \n",
       "5083          0.000000             0.000000       ...          \n",
       "5084          0.000000             0.000000       ...          \n",
       "5090          3.000000             3.000000       ...          \n",
       "5091          0.333333             0.166667       ...          \n",
       "5092          3.000000             3.000000       ...          \n",
       "5093         10.000000             5.000000       ...          \n",
       "5094          1.666667             0.666667       ...          \n",
       "5098          0.000000             0.000000       ...          \n",
       "5100          0.000000             0.000000       ...          \n",
       "5101          0.000000             0.000000       ...          \n",
       "5107          0.000000             0.000000       ...          \n",
       "5109          1.500000             1.000000       ...          \n",
       "5121          1.250000             1.250000       ...          \n",
       "5122          0.000000             0.000000       ...          \n",
       "5123          1.500000             1.000000       ...          \n",
       "5124          0.000000             0.000000       ...          \n",
       "5125          0.000000             0.000000       ...          \n",
       "5127          1.000000             1.000000       ...          \n",
       "5136          0.000000             0.000000       ...          \n",
       "5138          0.000000             0.000000       ...          \n",
       "5139          9.000000             4.000000       ...          \n",
       "\n",
       "      weight_class_Women's Strawweight  B_Stance_Open Stance  \\\n",
       "0                                    0                     0   \n",
       "1                                    0                     0   \n",
       "2                                    0                     0   \n",
       "3                                    0                     0   \n",
       "4                                    0                     0   \n",
       "5                                    1                     0   \n",
       "6                                    0                     0   \n",
       "7                                    1                     0   \n",
       "8                                    0                     0   \n",
       "9                                    1                     0   \n",
       "10                                   0                     0   \n",
       "12                                   0                     0   \n",
       "13                                   0                     0   \n",
       "14                                   0                     0   \n",
       "15                                   0                     0   \n",
       "16                                   0                     0   \n",
       "19                                   0                     0   \n",
       "20                                   0                     0   \n",
       "21                                   0                     0   \n",
       "23                                   0                     0   \n",
       "25                                   0                     0   \n",
       "26                                   0                     0   \n",
       "29                                   0                     0   \n",
       "31                                   0                     0   \n",
       "34                                   0                     0   \n",
       "35                                   0                     0   \n",
       "36                                   0                     0   \n",
       "37                                   0                     0   \n",
       "38                                   1                     0   \n",
       "39                                   0                     0   \n",
       "40                                   0                     0   \n",
       "41                                   0                     0   \n",
       "42                                   0                     0   \n",
       "43                                   0                     0   \n",
       "44                                   0                     0   \n",
       "45                                   0                     0   \n",
       "46                                   0                     0   \n",
       "50                                   0                     0   \n",
       "51                                   0                     0   \n",
       "52                                   0                     0   \n",
       "53                                   0                     0   \n",
       "56                                   0                     0   \n",
       "57                                   0                     0   \n",
       "59                                   0                     0   \n",
       "60                                   0                     0   \n",
       "62                                   0                     0   \n",
       "63                                   0                     0   \n",
       "64                                   0                     0   \n",
       "65                                   0                     0   \n",
       "66                                   0                     0   \n",
       "69                                   0                     0   \n",
       "72                                   0                     0   \n",
       "73                                   1                     0   \n",
       "74                                   0                     0   \n",
       "75                                   0                     0   \n",
       "77                                   0                     0   \n",
       "78                                   0                     0   \n",
       "81                                   0                     0   \n",
       "83                                   0                     0   \n",
       "84                                   0                     0   \n",
       "86                                   0                     0   \n",
       "87                                   0                     0   \n",
       "88                                   0                     0   \n",
       "89                                   0                     0   \n",
       "90                                   0                     0   \n",
       "91                                   0                     0   \n",
       "92                                   0                     0   \n",
       "95                                   0                     0   \n",
       "96                                   0                     0   \n",
       "97                                   0                     0   \n",
       "99                                   0                     0   \n",
       "100                                  0                     0   \n",
       "101                                  0                     0   \n",
       "102                                  1                     0   \n",
       "104                                  0                     0   \n",
       "105                                  1                     0   \n",
       "106                                  0                     0   \n",
       "107                                  0                     0   \n",
       "108                                  0                     0   \n",
       "111                                  0                     0   \n",
       "112                                  0                     0   \n",
       "113                                  0                     0   \n",
       "114                                  0                     0   \n",
       "115                                  0                     0   \n",
       "116                                  0                     0   \n",
       "117                                  0                     0   \n",
       "118                                  0                     0   \n",
       "119                                  0                     0   \n",
       "120                                  0                     0   \n",
       "121                                  1                     0   \n",
       "124                                  0                     0   \n",
       "125                                  0                     0   \n",
       "126                                  0                     0   \n",
       "127                                  0                     0   \n",
       "128                                  0                     0   \n",
       "129                                  0                     0   \n",
       "130                                  0                     0   \n",
       "131                                  0                     0   \n",
       "133                                  0                     0   \n",
       "134                                  0                     0   \n",
       "...                                ...                   ...   \n",
       "4875                                 0                     0   \n",
       "4879                                 0                     0   \n",
       "4880                                 0                     0   \n",
       "4881                                 0                     0   \n",
       "4887                                 0                     0   \n",
       "4891                                 0                     0   \n",
       "4895                                 0                     0   \n",
       "4896                                 0                     0   \n",
       "4898                                 0                     0   \n",
       "4899                                 0                     0   \n",
       "4901                                 0                     0   \n",
       "4902                                 0                     0   \n",
       "4906                                 0                     0   \n",
       "4909                                 0                     0   \n",
       "4911                                 0                     0   \n",
       "4912                                 0                     0   \n",
       "4914                                 0                     0   \n",
       "4917                                 0                     0   \n",
       "4923                                 0                     0   \n",
       "4936                                 0                     0   \n",
       "4937                                 0                     0   \n",
       "4938                                 0                     0   \n",
       "4943                                 0                     0   \n",
       "4945                                 0                     0   \n",
       "4947                                 0                     0   \n",
       "4951                                 0                     0   \n",
       "4957                                 0                     0   \n",
       "4958                                 0                     0   \n",
       "4959                                 0                     0   \n",
       "4965                                 0                     0   \n",
       "4967                                 0                     0   \n",
       "4974                                 0                     0   \n",
       "4975                                 0                     0   \n",
       "4976                                 0                     0   \n",
       "4982                                 0                     0   \n",
       "4983                                 0                     0   \n",
       "4987                                 0                     0   \n",
       "4996                                 0                     0   \n",
       "4999                                 0                     0   \n",
       "5000                                 0                     0   \n",
       "5001                                 0                     0   \n",
       "5006                                 0                     0   \n",
       "5007                                 0                     0   \n",
       "5008                                 0                     0   \n",
       "5014                                 0                     0   \n",
       "5015                                 0                     0   \n",
       "5022                                 0                     0   \n",
       "5023                                 0                     0   \n",
       "5024                                 0                     0   \n",
       "5028                                 0                     0   \n",
       "5031                                 0                     0   \n",
       "5032                                 0                     0   \n",
       "5038                                 0                     0   \n",
       "5039                                 0                     0   \n",
       "5040                                 0                     0   \n",
       "5041                                 0                     0   \n",
       "5042                                 0                     0   \n",
       "5043                                 0                     0   \n",
       "5044                                 0                     0   \n",
       "5045                                 0                     0   \n",
       "5046                                 0                     0   \n",
       "5048                                 0                     0   \n",
       "5051                                 0                     0   \n",
       "5052                                 0                     0   \n",
       "5053                                 0                     0   \n",
       "5057                                 0                     0   \n",
       "5059                                 0                     0   \n",
       "5064                                 0                     0   \n",
       "5066                                 0                     0   \n",
       "5067                                 0                     0   \n",
       "5068                                 0                     0   \n",
       "5074                                 0                     0   \n",
       "5075                                 0                     0   \n",
       "5076                                 0                     0   \n",
       "5077                                 0                     0   \n",
       "5078                                 0                     0   \n",
       "5079                                 0                     0   \n",
       "5080                                 0                     0   \n",
       "5081                                 0                     0   \n",
       "5083                                 0                     0   \n",
       "5084                                 0                     0   \n",
       "5090                                 0                     0   \n",
       "5091                                 0                     0   \n",
       "5092                                 0                     0   \n",
       "5093                                 0                     0   \n",
       "5094                                 0                     0   \n",
       "5098                                 0                     0   \n",
       "5100                                 0                     0   \n",
       "5101                                 0                     0   \n",
       "5107                                 0                     0   \n",
       "5109                                 0                     0   \n",
       "5121                                 0                     0   \n",
       "5122                                 0                     0   \n",
       "5123                                 0                     0   \n",
       "5124                                 0                     0   \n",
       "5125                                 0                     0   \n",
       "5127                                 0                     0   \n",
       "5136                                 0                     0   \n",
       "5138                                 0                     0   \n",
       "5139                                 0                     0   \n",
       "\n",
       "      B_Stance_Orthodox  B_Stance_Sideways  B_Stance_Southpaw  \\\n",
       "0                     1                  0                  0   \n",
       "1                     1                  0                  0   \n",
       "2                     1                  0                  0   \n",
       "3                     0                  0                  0   \n",
       "4                     0                  0                  1   \n",
       "5                     1                  0                  0   \n",
       "6                     1                  0                  0   \n",
       "7                     1                  0                  0   \n",
       "8                     1                  0                  0   \n",
       "9                     1                  0                  0   \n",
       "10                    1                  0                  0   \n",
       "12                    1                  0                  0   \n",
       "13                    1                  0                  0   \n",
       "14                    1                  0                  0   \n",
       "15                    1                  0                  0   \n",
       "16                    1                  0                  0   \n",
       "19                    1                  0                  0   \n",
       "20                    1                  0                  0   \n",
       "21                    1                  0                  0   \n",
       "23                    1                  0                  0   \n",
       "25                    1                  0                  0   \n",
       "26                    1                  0                  0   \n",
       "29                    1                  0                  0   \n",
       "31                    1                  0                  0   \n",
       "34                    0                  0                  0   \n",
       "35                    1                  0                  0   \n",
       "36                    1                  0                  0   \n",
       "37                    0                  0                  1   \n",
       "38                    1                  0                  0   \n",
       "39                    0                  0                  1   \n",
       "40                    1                  0                  0   \n",
       "41                    1                  0                  0   \n",
       "42                    1                  0                  0   \n",
       "43                    1                  0                  0   \n",
       "44                    1                  0                  0   \n",
       "45                    1                  0                  0   \n",
       "46                    1                  0                  0   \n",
       "50                    1                  0                  0   \n",
       "51                    1                  0                  0   \n",
       "52                    1                  0                  0   \n",
       "53                    1                  0                  0   \n",
       "56                    1                  0                  0   \n",
       "57                    1                  0                  0   \n",
       "59                    1                  0                  0   \n",
       "60                    1                  0                  0   \n",
       "62                    1                  0                  0   \n",
       "63                    0                  0                  0   \n",
       "64                    1                  0                  0   \n",
       "65                    0                  0                  1   \n",
       "66                    0                  0                  0   \n",
       "69                    1                  0                  0   \n",
       "72                    0                  0                  1   \n",
       "73                    1                  0                  0   \n",
       "74                    1                  0                  0   \n",
       "75                    1                  0                  0   \n",
       "77                    1                  0                  0   \n",
       "78                    0                  0                  1   \n",
       "81                    0                  0                  1   \n",
       "83                    1                  0                  0   \n",
       "84                    0                  0                  1   \n",
       "86                    0                  0                  1   \n",
       "87                    0                  0                  0   \n",
       "88                    0                  0                  1   \n",
       "89                    0                  0                  0   \n",
       "90                    1                  0                  0   \n",
       "91                    1                  0                  0   \n",
       "92                    1                  0                  0   \n",
       "95                    1                  0                  0   \n",
       "96                    1                  0                  0   \n",
       "97                    1                  0                  0   \n",
       "99                    1                  0                  0   \n",
       "100                   1                  0                  0   \n",
       "101                   0                  0                  1   \n",
       "102                   1                  0                  0   \n",
       "104                   1                  0                  0   \n",
       "105                   1                  0                  0   \n",
       "106                   0                  0                  1   \n",
       "107                   1                  0                  0   \n",
       "108                   0                  0                  1   \n",
       "111                   1                  0                  0   \n",
       "112                   1                  0                  0   \n",
       "113                   0                  0                  1   \n",
       "114                   1                  0                  0   \n",
       "115                   1                  0                  0   \n",
       "116                   1                  0                  0   \n",
       "117                   0                  0                  1   \n",
       "118                   1                  0                  0   \n",
       "119                   1                  0                  0   \n",
       "120                   1                  0                  0   \n",
       "121                   1                  0                  0   \n",
       "124                   1                  0                  0   \n",
       "125                   0                  0                  0   \n",
       "126                   0                  0                  1   \n",
       "127                   1                  0                  0   \n",
       "128                   0                  0                  1   \n",
       "129                   0                  0                  1   \n",
       "130                   1                  0                  0   \n",
       "131                   1                  0                  0   \n",
       "133                   1                  0                  0   \n",
       "134                   1                  0                  0   \n",
       "...                 ...                ...                ...   \n",
       "4875                  1                  0                  0   \n",
       "4879                  1                  0                  0   \n",
       "4880                  1                  0                  0   \n",
       "4881                  1                  0                  0   \n",
       "4887                  1                  0                  0   \n",
       "4891                  1                  0                  0   \n",
       "4895                  0                  0                  1   \n",
       "4896                  1                  0                  0   \n",
       "4898                  0                  0                  1   \n",
       "4899                  1                  0                  0   \n",
       "4901                  1                  0                  0   \n",
       "4902                  1                  0                  0   \n",
       "4906                  0                  0                  1   \n",
       "4909                  0                  0                  1   \n",
       "4911                  1                  0                  0   \n",
       "4912                  1                  0                  0   \n",
       "4914                  1                  0                  0   \n",
       "4917                  1                  0                  0   \n",
       "4923                  1                  0                  0   \n",
       "4936                  1                  0                  0   \n",
       "4937                  1                  0                  0   \n",
       "4938                  1                  0                  0   \n",
       "4943                  1                  0                  0   \n",
       "4945                  1                  0                  0   \n",
       "4947                  1                  0                  0   \n",
       "4951                  1                  0                  0   \n",
       "4957                  1                  0                  0   \n",
       "4958                  1                  0                  0   \n",
       "4959                  1                  0                  0   \n",
       "4965                  1                  0                  0   \n",
       "4967                  1                  0                  0   \n",
       "4974                  1                  0                  0   \n",
       "4975                  1                  0                  0   \n",
       "4976                  1                  0                  0   \n",
       "4982                  1                  0                  0   \n",
       "4983                  1                  0                  0   \n",
       "4987                  1                  0                  0   \n",
       "4996                  0                  0                  0   \n",
       "4999                  1                  0                  0   \n",
       "5000                  1                  0                  0   \n",
       "5001                  0                  0                  1   \n",
       "5006                  0                  0                  0   \n",
       "5007                  1                  0                  0   \n",
       "5008                  0                  0                  1   \n",
       "5014                  0                  0                  1   \n",
       "5015                  1                  0                  0   \n",
       "5022                  0                  0                  0   \n",
       "5023                  1                  0                  0   \n",
       "5024                  1                  0                  0   \n",
       "5028                  0                  0                  1   \n",
       "5031                  0                  0                  1   \n",
       "5032                  1                  0                  0   \n",
       "5038                  0                  0                  0   \n",
       "5039                  1                  0                  0   \n",
       "5040                  1                  0                  0   \n",
       "5041                  1                  0                  0   \n",
       "5042                  1                  0                  0   \n",
       "5043                  1                  0                  0   \n",
       "5044                  1                  0                  0   \n",
       "5045                  0                  0                  0   \n",
       "5046                  1                  0                  0   \n",
       "5048                  1                  0                  0   \n",
       "5051                  1                  0                  0   \n",
       "5052                  1                  0                  0   \n",
       "5053                  1                  0                  0   \n",
       "5057                  1                  0                  0   \n",
       "5059                  1                  0                  0   \n",
       "5064                  1                  0                  0   \n",
       "5066                  1                  0                  0   \n",
       "5067                  1                  0                  0   \n",
       "5068                  1                  0                  0   \n",
       "5074                  1                  0                  0   \n",
       "5075                  1                  0                  0   \n",
       "5076                  0                  0                  0   \n",
       "5077                  1                  0                  0   \n",
       "5078                  0                  1                  0   \n",
       "5079                  1                  0                  0   \n",
       "5080                  1                  0                  0   \n",
       "5081                  1                  0                  0   \n",
       "5083                  0                  0                  1   \n",
       "5084                  1                  0                  0   \n",
       "5090                  0                  0                  0   \n",
       "5091                  0                  0                  1   \n",
       "5092                  0                  0                  0   \n",
       "5093                  1                  0                  0   \n",
       "5094                  1                  0                  0   \n",
       "5098                  1                  0                  0   \n",
       "5100                  1                  0                  0   \n",
       "5101                  0                  0                  1   \n",
       "5107                  0                  0                  1   \n",
       "5109                  0                  1                  0   \n",
       "5121                  1                  0                  0   \n",
       "5122                  0                  0                  1   \n",
       "5123                  1                  0                  0   \n",
       "5124                  0                  0                  1   \n",
       "5125                  0                  0                  1   \n",
       "5127                  1                  0                  0   \n",
       "5136                  1                  0                  0   \n",
       "5138                  1                  0                  0   \n",
       "5139                  1                  0                  0   \n",
       "\n",
       "      B_Stance_Switch  R_Stance_Open Stance  R_Stance_Orthodox  \\\n",
       "0                   0                     0                  1   \n",
       "1                   0                     0                  0   \n",
       "2                   0                     0                  1   \n",
       "3                   1                     0                  1   \n",
       "4                   0                     0                  0   \n",
       "5                   0                     0                  1   \n",
       "6                   0                     0                  1   \n",
       "7                   0                     0                  1   \n",
       "8                   0                     0                  1   \n",
       "9                   0                     0                  1   \n",
       "10                  0                     0                  1   \n",
       "12                  0                     0                  1   \n",
       "13                  0                     0                  1   \n",
       "14                  0                     0                  1   \n",
       "15                  0                     0                  0   \n",
       "16                  0                     0                  1   \n",
       "19                  0                     0                  1   \n",
       "20                  0                     0                  0   \n",
       "21                  0                     0                  0   \n",
       "23                  0                     0                  1   \n",
       "25                  0                     0                  0   \n",
       "26                  0                     0                  1   \n",
       "29                  0                     0                  1   \n",
       "31                  0                     0                  1   \n",
       "34                  1                     0                  1   \n",
       "35                  0                     0                  1   \n",
       "36                  0                     0                  0   \n",
       "37                  0                     0                  0   \n",
       "38                  0                     0                  1   \n",
       "39                  0                     0                  0   \n",
       "40                  0                     0                  1   \n",
       "41                  0                     0                  1   \n",
       "42                  0                     0                  1   \n",
       "43                  0                     0                  0   \n",
       "44                  0                     0                  1   \n",
       "45                  0                     0                  1   \n",
       "46                  0                     0                  1   \n",
       "50                  0                     0                  1   \n",
       "51                  0                     0                  0   \n",
       "52                  0                     0                  1   \n",
       "53                  0                     0                  1   \n",
       "56                  0                     0                  1   \n",
       "57                  0                     0                  1   \n",
       "59                  0                     0                  0   \n",
       "60                  0                     0                  1   \n",
       "62                  0                     0                  1   \n",
       "63                  1                     0                  1   \n",
       "64                  0                     0                  1   \n",
       "65                  0                     0                  1   \n",
       "66                  1                     0                  1   \n",
       "69                  0                     0                  1   \n",
       "72                  0                     0                  0   \n",
       "73                  0                     0                  1   \n",
       "74                  0                     0                  1   \n",
       "75                  0                     0                  1   \n",
       "77                  0                     0                  0   \n",
       "78                  0                     0                  1   \n",
       "81                  0                     0                  1   \n",
       "83                  0                     0                  1   \n",
       "84                  0                     0                  1   \n",
       "86                  0                     0                  1   \n",
       "87                  1                     0                  0   \n",
       "88                  0                     0                  0   \n",
       "89                  1                     0                  0   \n",
       "90                  0                     0                  0   \n",
       "91                  0                     0                  0   \n",
       "92                  0                     0                  0   \n",
       "95                  0                     0                  1   \n",
       "96                  0                     0                  0   \n",
       "97                  0                     0                  1   \n",
       "99                  0                     0                  1   \n",
       "100                 0                     0                  1   \n",
       "101                 0                     0                  1   \n",
       "102                 0                     0                  1   \n",
       "104                 0                     0                  1   \n",
       "105                 0                     0                  1   \n",
       "106                 0                     0                  1   \n",
       "107                 0                     0                  1   \n",
       "108                 0                     0                  1   \n",
       "111                 0                     0                  1   \n",
       "112                 0                     0                  1   \n",
       "113                 0                     0                  1   \n",
       "114                 0                     0                  1   \n",
       "115                 0                     0                  1   \n",
       "116                 0                     0                  0   \n",
       "117                 0                     0                  0   \n",
       "118                 0                     0                  0   \n",
       "119                 0                     0                  0   \n",
       "120                 0                     0                  1   \n",
       "121                 0                     0                  1   \n",
       "124                 0                     0                  0   \n",
       "125                 1                     0                  0   \n",
       "126                 0                     0                  1   \n",
       "127                 0                     0                  1   \n",
       "128                 0                     0                  0   \n",
       "129                 0                     0                  1   \n",
       "130                 0                     0                  0   \n",
       "131                 0                     0                  1   \n",
       "133                 0                     0                  1   \n",
       "134                 0                     0                  1   \n",
       "...               ...                   ...                ...   \n",
       "4875                0                     0                  0   \n",
       "4879                0                     0                  1   \n",
       "4880                0                     0                  1   \n",
       "4881                0                     0                  1   \n",
       "4887                0                     0                  1   \n",
       "4891                0                     0                  1   \n",
       "4895                0                     0                  1   \n",
       "4896                0                     0                  1   \n",
       "4898                0                     0                  1   \n",
       "4899                0                     0                  1   \n",
       "4901                0                     0                  1   \n",
       "4902                0                     0                  1   \n",
       "4906                0                     0                  0   \n",
       "4909                0                     0                  1   \n",
       "4911                0                     0                  1   \n",
       "4912                0                     0                  1   \n",
       "4914                0                     0                  1   \n",
       "4917                0                     0                  1   \n",
       "4923                0                     0                  1   \n",
       "4936                0                     0                  1   \n",
       "4937                0                     0                  1   \n",
       "4938                0                     0                  1   \n",
       "4943                0                     0                  1   \n",
       "4945                0                     0                  1   \n",
       "4947                0                     0                  1   \n",
       "4951                0                     0                  1   \n",
       "4957                0                     0                  1   \n",
       "4958                0                     0                  1   \n",
       "4959                0                     0                  1   \n",
       "4965                0                     0                  1   \n",
       "4967                0                     0                  1   \n",
       "4974                0                     0                  1   \n",
       "4975                0                     0                  1   \n",
       "4976                0                     0                  1   \n",
       "4982                0                     0                  1   \n",
       "4983                0                     0                  1   \n",
       "4987                0                     0                  1   \n",
       "4996                1                     0                  1   \n",
       "4999                0                     0                  1   \n",
       "5000                0                     0                  0   \n",
       "5001                0                     0                  0   \n",
       "5006                1                     0                  1   \n",
       "5007                0                     0                  0   \n",
       "5008                0                     0                  1   \n",
       "5014                0                     0                  0   \n",
       "5015                0                     0                  0   \n",
       "5022                1                     0                  0   \n",
       "5023                0                     0                  1   \n",
       "5024                0                     0                  1   \n",
       "5028                0                     0                  1   \n",
       "5031                0                     0                  1   \n",
       "5032                0                     0                  0   \n",
       "5038                1                     0                  1   \n",
       "5039                0                     0                  0   \n",
       "5040                0                     0                  1   \n",
       "5041                0                     0                  1   \n",
       "5042                0                     0                  1   \n",
       "5043                0                     0                  0   \n",
       "5044                0                     0                  1   \n",
       "5045                1                     0                  1   \n",
       "5046                0                     0                  1   \n",
       "5048                0                     0                  0   \n",
       "5051                0                     0                  1   \n",
       "5052                0                     0                  1   \n",
       "5053                0                     0                  1   \n",
       "5057                0                     0                  1   \n",
       "5059                0                     0                  0   \n",
       "5064                0                     0                  1   \n",
       "5066                0                     0                  1   \n",
       "5067                0                     0                  1   \n",
       "5068                0                     0                  1   \n",
       "5074                0                     0                  0   \n",
       "5075                0                     0                  1   \n",
       "5076                1                     0                  0   \n",
       "5077                0                     0                  1   \n",
       "5078                0                     0                  1   \n",
       "5079                0                     0                  0   \n",
       "5080                0                     0                  0   \n",
       "5081                0                     0                  1   \n",
       "5083                0                     0                  1   \n",
       "5084                0                     0                  1   \n",
       "5090                1                     0                  1   \n",
       "5091                0                     0                  1   \n",
       "5092                1                     0                  1   \n",
       "5093                0                     0                  0   \n",
       "5094                0                     0                  1   \n",
       "5098                0                     0                  0   \n",
       "5100                0                     0                  0   \n",
       "5101                0                     0                  1   \n",
       "5107                0                     0                  0   \n",
       "5109                0                     0                  0   \n",
       "5121                0                     0                  0   \n",
       "5122                0                     0                  0   \n",
       "5123                0                     0                  1   \n",
       "5124                0                     0                  0   \n",
       "5125                0                     0                  0   \n",
       "5127                0                     0                  1   \n",
       "5136                0                     0                  0   \n",
       "5138                0                     0                  0   \n",
       "5139                0                     0                  1   \n",
       "\n",
       "      R_Stance_Southpaw  R_Stance_Switch  \n",
       "0                     0                0  \n",
       "1                     1                0  \n",
       "2                     0                0  \n",
       "3                     0                0  \n",
       "4                     1                0  \n",
       "5                     0                0  \n",
       "6                     0                0  \n",
       "7                     0                0  \n",
       "8                     0                0  \n",
       "9                     0                0  \n",
       "10                    0                0  \n",
       "12                    0                0  \n",
       "13                    0                0  \n",
       "14                    0                0  \n",
       "15                    1                0  \n",
       "16                    0                0  \n",
       "19                    0                0  \n",
       "20                    1                0  \n",
       "21                    1                0  \n",
       "23                    0                0  \n",
       "25                    1                0  \n",
       "26                    0                0  \n",
       "29                    0                0  \n",
       "31                    0                0  \n",
       "34                    0                0  \n",
       "35                    0                0  \n",
       "36                    1                0  \n",
       "37                    1                0  \n",
       "38                    0                0  \n",
       "39                    0                1  \n",
       "40                    0                0  \n",
       "41                    0                0  \n",
       "42                    0                0  \n",
       "43                    1                0  \n",
       "44                    0                0  \n",
       "45                    0                0  \n",
       "46                    0                0  \n",
       "50                    0                0  \n",
       "51                    1                0  \n",
       "52                    0                0  \n",
       "53                    0                0  \n",
       "56                    0                0  \n",
       "57                    0                0  \n",
       "59                    0                1  \n",
       "60                    0                0  \n",
       "62                    0                0  \n",
       "63                    0                0  \n",
       "64                    0                0  \n",
       "65                    0                0  \n",
       "66                    0                0  \n",
       "69                    0                0  \n",
       "72                    1                0  \n",
       "73                    0                0  \n",
       "74                    0                0  \n",
       "75                    0                0  \n",
       "77                    1                0  \n",
       "78                    0                0  \n",
       "81                    0                0  \n",
       "83                    0                0  \n",
       "84                    0                0  \n",
       "86                    0                0  \n",
       "87                    1                0  \n",
       "88                    1                0  \n",
       "89                    1                0  \n",
       "90                    1                0  \n",
       "91                    1                0  \n",
       "92                    1                0  \n",
       "95                    0                0  \n",
       "96                    1                0  \n",
       "97                    0                0  \n",
       "99                    0                0  \n",
       "100                   0                0  \n",
       "101                   0                0  \n",
       "102                   0                0  \n",
       "104                   0                0  \n",
       "105                   0                0  \n",
       "106                   0                0  \n",
       "107                   0                0  \n",
       "108                   0                0  \n",
       "111                   0                0  \n",
       "112                   0                0  \n",
       "113                   0                0  \n",
       "114                   0                0  \n",
       "115                   0                0  \n",
       "116                   1                0  \n",
       "117                   0                1  \n",
       "118                   1                0  \n",
       "119                   0                1  \n",
       "120                   0                0  \n",
       "121                   0                0  \n",
       "124                   1                0  \n",
       "125                   1                0  \n",
       "126                   0                0  \n",
       "127                   0                0  \n",
       "128                   1                0  \n",
       "129                   0                0  \n",
       "130                   1                0  \n",
       "131                   0                0  \n",
       "133                   0                0  \n",
       "134                   0                0  \n",
       "...                 ...              ...  \n",
       "4875                  1                0  \n",
       "4879                  0                0  \n",
       "4880                  0                0  \n",
       "4881                  0                0  \n",
       "4887                  0                0  \n",
       "4891                  0                0  \n",
       "4895                  0                0  \n",
       "4896                  0                0  \n",
       "4898                  0                0  \n",
       "4899                  0                0  \n",
       "4901                  0                0  \n",
       "4902                  0                0  \n",
       "4906                  1                0  \n",
       "4909                  0                0  \n",
       "4911                  0                0  \n",
       "4912                  0                0  \n",
       "4914                  0                0  \n",
       "4917                  0                0  \n",
       "4923                  0                0  \n",
       "4936                  0                0  \n",
       "4937                  0                0  \n",
       "4938                  0                0  \n",
       "4943                  0                0  \n",
       "4945                  0                0  \n",
       "4947                  0                0  \n",
       "4951                  0                0  \n",
       "4957                  0                0  \n",
       "4958                  0                0  \n",
       "4959                  0                0  \n",
       "4965                  0                0  \n",
       "4967                  0                0  \n",
       "4974                  0                0  \n",
       "4975                  0                0  \n",
       "4976                  0                0  \n",
       "4982                  0                0  \n",
       "4983                  0                0  \n",
       "4987                  0                0  \n",
       "4996                  0                0  \n",
       "4999                  0                0  \n",
       "5000                  1                0  \n",
       "5001                  1                0  \n",
       "5006                  0                0  \n",
       "5007                  0                1  \n",
       "5008                  0                0  \n",
       "5014                  0                1  \n",
       "5015                  0                1  \n",
       "5022                  1                0  \n",
       "5023                  0                0  \n",
       "5024                  0                0  \n",
       "5028                  0                0  \n",
       "5031                  0                0  \n",
       "5032                  1                0  \n",
       "5038                  0                0  \n",
       "5039                  0                1  \n",
       "5040                  0                0  \n",
       "5041                  0                0  \n",
       "5042                  0                0  \n",
       "5043                  0                1  \n",
       "5044                  0                0  \n",
       "5045                  0                0  \n",
       "5046                  0                0  \n",
       "5048                  0                1  \n",
       "5051                  0                0  \n",
       "5052                  0                0  \n",
       "5053                  0                0  \n",
       "5057                  0                0  \n",
       "5059                  1                0  \n",
       "5064                  0                0  \n",
       "5066                  0                0  \n",
       "5067                  0                0  \n",
       "5068                  0                0  \n",
       "5074                  1                0  \n",
       "5075                  0                0  \n",
       "5076                  1                0  \n",
       "5077                  0                0  \n",
       "5078                  0                0  \n",
       "5079                  1                0  \n",
       "5080                  0                1  \n",
       "5081                  0                0  \n",
       "5083                  0                0  \n",
       "5084                  0                0  \n",
       "5090                  0                0  \n",
       "5091                  0                0  \n",
       "5092                  0                0  \n",
       "5093                  0                1  \n",
       "5094                  0                0  \n",
       "5098                  1                0  \n",
       "5100                  1                0  \n",
       "5101                  0                0  \n",
       "5107                  1                0  \n",
       "5109                  1                0  \n",
       "5121                  1                0  \n",
       "5122                  1                0  \n",
       "5123                  0                0  \n",
       "5124                  1                0  \n",
       "5125                  1                0  \n",
       "5127                  0                0  \n",
       "5136                  1                0  \n",
       "5138                  1                0  \n",
       "5139                  0                0  \n",
       "\n",
       "[3592 rows x 160 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Saving the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2.to_csv('data/preprocessed_data.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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