02_Incidents_Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0559533b",
   "metadata": {},
   "source": [
    "# English Premier League - VAR Analysis\n",
    "## Part 2 - Analysis of VAR Incidents\n",
    "___"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5385559",
   "metadata": {},
   "source": [
    "### Background\n",
    "- Video Assistant Referee (VAR) was introduced in the English Premier League in 2019/2020\n",
    "- This dataset includes the goals and incidents (of 2019/2020 and 2020/2021 seasons) that involve direct VAR **overturn** decisions i.e. Overturned decisions and decisions rejected by the referee at the review screen."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f40fb91f",
   "metadata": {},
   "source": [
    "**Questions to ask**\n",
    "- What time of the match do VAR incidents occur? **[DONE]**\n",
    "- What is the spread of VAR incident type e.g. offside, handball, penalty etc. **[DONE]**\n",
    "- Which player(s) involved in the most VAR incidents? **[DONE]**\n",
    "- How are stoppage time incidents categorized in terms of match minutes (e.g. 46min mark belongs to 1st half stoppage time or 2nd min of 2nd half?) **[DONE]**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3cefeb9b",
   "metadata": {},
   "source": [
    "___\n",
    "### Data pre-processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4a862111",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import re\n",
    "from collections import Counter\n",
    "from datetime import datetime as dt\n",
    "\n",
    "pd.options.display.max_rows = 500"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "970d5224",
   "metadata": {},
   "outputs": [],
   "source": [
    "file_date = '20210524'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e3656677",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_match_month(x):  \n",
    "    x_clean = x.replace('.','').replace('-', ' ')\n",
    "    month = x_clean.split(' ')[0]\n",
    "    # Get only first 3 letters of month\n",
    "    return month[:3]\n",
    "\n",
    "def get_match_minute(x):  \n",
    "    pattern = \", (.*?) minute -\"\n",
    "    try:\n",
    "        substring = re.search(pattern, x).group(1).strip()\n",
    "        substring = re.sub(\"[^0-9]\", \"\", substring)\n",
    "    except:\n",
    "        substring = ''\n",
    "    return substring\n",
    "\n",
    "def get_penalty_incidence(x):\n",
    "    substring = \"penalty\"\n",
    "    full_string = x.lower()\n",
    "    if full_string.find(substring) != -1:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "    \n",
    "def get_foul_incidence(x):\n",
    "    substring = \"foul\"\n",
    "    full_string = x.lower()\n",
    "    if full_string.find(substring) != -1:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "    \n",
    "def get_handball_incidence(x):\n",
    "    substring = \"handball\"\n",
    "    full_string = x.lower()\n",
    "    if full_string.find(substring) != -1:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "\n",
    "def get_offside_incidence(x):\n",
    "    substring = \"offside\"\n",
    "    full_string = x.lower()\n",
    "    if full_string.find(substring) != -1:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "    \n",
    "def get_redcard_incidence(x):\n",
    "    substring_1 = \"sent off\"\n",
    "    substring_2 = \"red card\"\n",
    "    substring_3 = \" red \"\n",
    "    substring_4 = \"red-card\"\n",
    "    full_string = x.lower()\n",
    "    if full_string.find(substring_1) != -1 or full_string.find(substring_2) != -1 \\\n",
    "        or full_string.find(substring_3) != -1 or full_string.find(substring_4) != -1:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "    \n",
    "def get_yellowcard_incidence(x):\n",
    "    substring = \"yellow\"\n",
    "    full_string = x.lower()\n",
    "    if full_string.find(substring) != -1:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "     \n",
    "def get_goal_incidence(x):\n",
    "    substring = \"goal\"\n",
    "    full_string = x.lower()\n",
    "    if full_string.find(substring) != -1:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "    \n",
    "def get_players_involved(x):\n",
    "    word_list = x.split(' ')\n",
    "    no_list = ['Penalty', 'Foul', 'Goal', 'Offside', 'Red', 'Yellow', 'AFC', 'Arsenal', 'Aston', \n",
    "               'Brighton', 'Burnley', 'Bournemouth', 'Chelsea', 'City', 'Crystal', 'Everton', 'Fulham', \n",
    "               'Leeds', 'Leicester', 'Liverpool', 'Manchester', 'Man', 'Newcastle', 'Norwich', 'Sheffield', \n",
    "               'Southampton', 'Tottenham', 'United', 'Watford', 'WBA', 'West', 'Wolves']\n",
    "    names = [i for i in word_list if i.istitle() == True and i not in no_list]\n",
    "    names = [i.replace(\")\",\"\").replace(\"(\",\"\").replace(\",\",\"\").replace(\"'\",\"\").replace(\".\",\"\") for i in names]\n",
    "    \n",
    "    # Remove duplicate names\n",
    "    names_dedup = list(set(names))\n",
    "    \n",
    "    return names_dedup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f2f1c992",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "471\n"
     ]
    },
    {
     "data": {
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       "<div>\n",
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       "    .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>incident</th>\n",
       "      <th>team_decision</th>\n",
       "      <th>team</th>\n",
       "      <th>opposition</th>\n",
       "      <th>home_or_away</th>\n",
       "      <th>date</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Brighton goal for Leandro Trossard ruled out f...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Aug. 17</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bailey Peacock-Farrell own goal disallowed for...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Conor Hourihane goal ruled out for a foul by W...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 19</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Granit Xhaka sent off for violent conduct on A...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 13</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Penalty awarded (scored by Neil Maupay) for fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 26</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            incident team_decision  \\\n",
       "0  Brighton goal for Leandro Trossard ruled out f...       Against   \n",
       "1  Bailey Peacock-Farrell own goal disallowed for...           For   \n",
       "2  Conor Hourihane goal ruled out for a foul by W...           For   \n",
       "3  Granit Xhaka sent off for violent conduct on A...           For   \n",
       "4  Penalty awarded (scored by Neil Maupay) for fo...           For   \n",
       "\n",
       "                     team   opposition home_or_away     date       year  \n",
       "0  Brighton & Hove Albion     West Ham         Home  Aug. 17  2019/2020  \n",
       "1                 Burnley     Man City         Away  Nov. 28  2020/2021  \n",
       "2  Brighton & Hove Albion  Aston Villa         Away  Oct. 19  2019/2020  \n",
       "3                 Burnley      Arsenal         Away  Dec. 13  2020/2021  \n",
       "4  Brighton & Hove Albion      Everton         Home  Oct. 26  2019/2020  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "incidents_df_raw = pd.read_csv(f'./data/EPL_VAR_Incidents_Raw_{file_date}.csv')\n",
    "print(len(incidents_df_raw))\n",
    "incidents_df_raw.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "62b51f6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "        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>incident</th>\n",
       "      <th>team_decision</th>\n",
       "      <th>team</th>\n",
       "      <th>opposition</th>\n",
       "      <th>home_or_away</th>\n",
       "      <th>date</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>Aaron Cresswell red card downgraded to yellow,...</td>\n",
       "      <td>Against</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Jan. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>Aaron Cresswell red card downgraded to yellow,...</td>\n",
       "      <td>For</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Bournemouth</td>\n",
       "      <td>Home</td>\n",
       "      <td>Jan. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Aboubakar Kamara sent off for foul on Eberechi...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 24</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Aboubakar Kamara sent off for foul on Eberechi...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 24</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Adam Lallana goal disallowed for handball in t...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 16</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Adam Lallana goal disallowed for handball in t...</td>\n",
       "      <td>For</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 16</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>Alexandre Lacazette goal allowed after incorre...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Away</td>\n",
       "      <td>March 7</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>Alexandre Lacazette goal allowed after incorre...</td>\n",
       "      <td>For</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Home</td>\n",
       "      <td>March 7</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Andreas Christensen sent off for denying a goa...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>Andreas Christensen sent off for denying a goa...</td>\n",
       "      <td>For</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>Arsenal penalty rescinded for offside in the b...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Home</td>\n",
       "      <td>April 23</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Arsenal penalty rescinded for offside in the b...</td>\n",
       "      <td>For</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Away</td>\n",
       "      <td>April 23</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>Aymeric Laporte goal disallowed for handball b...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 21</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>Aymeric Laporte goal disallowed for handball b...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 21</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>Bailey Peacock-Farrell own goal disallowed for...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bailey Peacock-Farrell own goal disallowed for...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Bobby Decordova-Reid goal disallowed for foul ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Bobby Decordova-Reid goal disallowed for foul ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Brighton goal for Leandro Trossard ruled out f...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Aug. 17</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>Brighton goal for Leandro Trossard ruled out f...</td>\n",
       "      <td>For</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Aug. 17</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Bruno Fernandes goal ruled out for offside aga...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 17</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>Bruno Fernandes goal ruled out for offside aga...</td>\n",
       "      <td>For</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 17</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>Bukayo Saka goal disallowed for offside in the...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 2</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>Bukayo Saka goal disallowed for offside in the...</td>\n",
       "      <td>For</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 2</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>Callum Wilson goal disallowed for handball, 92...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Away</td>\n",
       "      <td>April 24</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>Callum Wilson goal disallowed for handball, 92...</td>\n",
       "      <td>For</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Home</td>\n",
       "      <td>April 24</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>Chelsea goal for Kurt Zouma disallowed for a f...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>Away</td>\n",
       "      <td>Aug. 24</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>Chelsea goal for Kurt Zouma disallowed for a f...</td>\n",
       "      <td>For</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>Aug. 24</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Chelsea goal ruled out after Mason Mount was o...</td>\n",
       "      <td>For</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 22</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Chris Wood goal disallowed for offside, 36th m...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 9</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>Chris Wood goal disallowed for offside, 36th m...</td>\n",
       "      <td>For</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 9</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>Christian Kabasele sent off for professional f...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Watford</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Home</td>\n",
       "      <td>Jan. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>Christian Kabasele sent off for professional f...</td>\n",
       "      <td>For</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Watford</td>\n",
       "      <td>Away</td>\n",
       "      <td>Jan. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Christian Pulisic goal disallowed for offside,...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Home</td>\n",
       "      <td>May 12</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>Christian Pulisic goal disallowed for offside,...</td>\n",
       "      <td>For</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>May 12</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>City goal for Gabriel Jesus ruled out for an o...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Aug. 10</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>City goal for Gabriel Jesus ruled out for an o...</td>\n",
       "      <td>For</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Aug. 10</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>City goal for Gabriel Jesus ruled out for hand...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Aug. 17</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>City goal for Gabriel Jesus ruled out for hand...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Aug. 17</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>City goal for Riyad Mahrez ruled out for handb...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Home</td>\n",
       "      <td>July 2</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>City goal for Riyad Mahrez ruled out for handb...</td>\n",
       "      <td>For</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Away</td>\n",
       "      <td>July 2</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>Connor Wickham goal awarded after originally b...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>Jan. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Connor Wickham goal awarded after originally b...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>Away</td>\n",
       "      <td>Jan. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>Conor Hourihane goal ruled out for a foul by W...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 19</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Conor Hourihane goal ruled out for a foul by W...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 19</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Dan Burn goal ruled out for offside, 58th minu...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Bournemouth</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 28</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Dan Burn goal ruled out for offside, 58th minu...</td>\n",
       "      <td>For</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 28</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>Dan Gosling goal, originally disallowed for of...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Bournemouth</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 14</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Dan Gosling goal, originally disallowed for of...</td>\n",
       "      <td>For</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 14</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>Dani Ceballos goal disallowed for offside in t...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Home</td>\n",
       "      <td>April 18</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Dani Ceballos goal disallowed for offside in t...</td>\n",
       "      <td>For</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Away</td>\n",
       "      <td>April 18</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>David Luiz goal disallowed for offside, 63rd m...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 5</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>David Luiz goal disallowed for offside, 63rd m...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 5</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>Declan Rice goal disallowed for offside, 89th ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 23</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Declan Rice goal disallowed for offside, 89th ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 23</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>Diojo Jota goal disallowed for a foul by Sadio...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 31</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>Diojo Jota goal disallowed for a foul by Sadio...</td>\n",
       "      <td>For</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 31</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>Dominic Calvert-Lewin goal awarded after origi...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 19</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Dominic Calvert-Lewin goal awarded after origi...</td>\n",
       "      <td>For</td>\n",
       "      <td>Everton</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 19</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>Edinson Cavani goal ruled out for foul on Son ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Away</td>\n",
       "      <td>April 11</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>Edinson Cavani goal ruled out for foul on Son ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Home</td>\n",
       "      <td>April 11</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Edward Nketiah sent off for foul on James Just...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Home</td>\n",
       "      <td>July 7</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Edward Nketiah sent off for foul on James Just...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Away</td>\n",
       "      <td>July 7</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>Ezri Konsa own goal disallowed for offside aga...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Ezri Konsa own goal disallowed for offside aga...</td>\n",
       "      <td>For</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>Fabian Balbuena yellow card upgraded to red fo...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>April 24</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Fabian Balbuena yellow card upgraded to red fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Away</td>\n",
       "      <td>April 24</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>Fernandinho sent off for deliberate handball o...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>June 25</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Fernandinho sent off for deliberate handball o...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Home</td>\n",
       "      <td>June 25</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>Gabriel Jesus goal allowed after incorrect off...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Away</td>\n",
       "      <td>March 2</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>Gabriel Jesus goal allowed after incorrect off...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Home</td>\n",
       "      <td>March 2</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>Goal (scored by Harry Kane) disallowed for off...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>Goal (scored by Harry Kane) disallowed for off...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>Goal (scored by Theo Walcott) disallowed for o...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Goal (scored by Theo Walcott) disallowed for o...</td>\n",
       "      <td>For</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Goal disallowed for offside against Ayoze Pere...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 21</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Goal disallowed for offside against Ayoze Pere...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 21</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>Goal for Callum Wilson ruled out for handball ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Home</td>\n",
       "      <td>July 9</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>Goal for Callum Wilson ruled out for handball ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Away</td>\n",
       "      <td>July 9</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Goal for Che Adams disallowed for offside, 53r...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 2</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>Goal for Che Adams disallowed for offside, 53r...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 2</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>Goal for David McGoldrick disallowed for offsi...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 9</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Goal for David McGoldrick disallowed for offsi...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 9</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Goal for Dominic Calvert-Lewin ruled out for h...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Jan. 11</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Goal for Dominic Calvert-Lewin ruled out for h...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Jan. 11</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>Goal for Everton disallowed for offside agains...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Home</td>\n",
       "      <td>March 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Goal for Everton disallowed for offside agains...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Away</td>\n",
       "      <td>March 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>Goal for Glenn Murray allowed after incorrect ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Goal for Glenn Murray allowed after incorrect ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>Goal for Harry Kane ruled out for handball in ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Away</td>\n",
       "      <td>July 2</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>Goal for Harry Kane ruled out for handball in ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Home</td>\n",
       "      <td>July 2</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>Goal for Harry Wilson ruled out for handball b...</td>\n",
       "      <td>Against</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 22</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Goal for Harry Wilson ruled out for handball b...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Bournemouth</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 22</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>Goal for Jesse Lingard allowed after incorrect...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 21</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>Goal for Jesse Lingard allowed after incorrect...</td>\n",
       "      <td>For</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 21</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>Goal for John McGinn ruled out on review, Cono...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 28</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>Goal for Josh King ruled out for handball in b...</td>\n",
       "      <td>Against</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 22</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Goal for Josh King ruled out for handball in b...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Bournemouth</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 22</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Goal for Kelechi Iheanacho disallowed for hand...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 28</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>Goal for Kelechi Iheanacho disallowed for hand...</td>\n",
       "      <td>For</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 28</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>Goal for Lys Mousset ruled out for offside, 29...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 29</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>Goal for Lys Mousset ruled out for offside, 29...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 29</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Goal for Max Meyer ruled out for offside by Wi...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 28</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Goal for Max Meyer ruled out for offside by Wi...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 28</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>Goal for Michail Antonio ruled out for handbal...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 14</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Goal for Michail Antonio ruled out for handbal...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 14</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>Goal for Michail Antonio ruled out for handbal...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 30</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Goal for Michail Antonio ruled out for handbal...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 30</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>Goal for Onel Hernandez ruled out for offside,...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Away</td>\n",
       "      <td>July 26</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>Goal for Onel Hernandez ruled out for offside,...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>Home</td>\n",
       "      <td>July 26</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>Goal for Pedro Neto ruled out for offside in t...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 29</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Goal for Pedro Neto ruled out for offside in t...</td>\n",
       "      <td>For</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 29</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>Goal for Phil Foden ruled out for offside in b...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Jan. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>Goal for Phil Foden ruled out for offside in b...</td>\n",
       "      <td>For</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Jan. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>Goal for Robert Snodgrass ruled out for handba...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Jan. 10</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>Goal for Robert Snodgrass ruled out for handba...</td>\n",
       "      <td>For</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Jan. 10</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>Goal for Romain Saiss disallowed for offside i...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 19</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Goal for Romain Saiss disallowed for offside i...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 19</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>Goal for Sadio Mane given after originally rul...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 29</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Goal for Sadio Mane given after originally rul...</td>\n",
       "      <td>For</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 29</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>Goal for Tariq Lamptey stands after Graham Sco...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Goal for Tariq Lamptey stands after Graham Sco...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>Goal for Troy Deeney disallowed for handball b...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Watford</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 23</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Goal for Troy Deeney disallowed for handball b...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Watford</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 23</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>Goal for Villa's Jack Grealish ruled out on re...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Away</td>\n",
       "      <td>Jan. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Goal for Villa's Jack Grealish ruled out on re...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Home</td>\n",
       "      <td>Jan. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Goal for Villa's John McGinn ruled out on revi...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 28</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>Goal ruled out after Mason Mount was offside i...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 22</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>Granit Xhaka sent off for violent conduct on A...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 13</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Granit Xhaka sent off for violent conduct on A...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 13</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Harry Kane goal ruled out for offside, 24th mi...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 26</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Harry Kane goal ruled out for offside, 24th mi...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 26</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>Ilkay Gundogan goal awarded after incorrect of...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Jan. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Ilkay Gundogan goal awarded after incorrect of...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Away</td>\n",
       "      <td>Jan. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>Issa Diop goal ruled out for offside, 54th min...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Home</td>\n",
       "      <td>April 11</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Issa Diop goal ruled out for offside, 54th min...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Away</td>\n",
       "      <td>April 11</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>Jack O'Connell goal disallowed for offside, 54...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 21</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Jack O'Connell goal disallowed for offside, 54...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 21</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>Jake Livermore sent off for high tackle on Jac...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Jake Livermore sent off for high tackle on Jac...</td>\n",
       "      <td>For</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Jakub Moder goal disallowed for offside, 56th ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Away</td>\n",
       "      <td>April 24</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Jakub Moder goal disallowed for offside, 56th ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Home</td>\n",
       "      <td>April 24</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>James Maddison goal allowed after incorrect of...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 13</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>James Maddison goal allowed after incorrect of...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 13</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>James Maddison goal ruled out for offside, 47t...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>James Maddison goal ruled out for offside, 47t...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>James Tomkins goal ruled out for push by Jorda...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 23</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>James Tomkins goal ruled out for push by Jorda...</td>\n",
       "      <td>For</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 23</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Jamie Vardy offside in build-up to Harvey Barn...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 4</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>Jamie Vardy offside in build-up to Harvey Barn...</td>\n",
       "      <td>For</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 4</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Jamie Vardy penalty retaken after James Maddis...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 23</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Jamie Vardy penalty retaken after James Maddis...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 23</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>Jan Bednarek sent off for denying an obvious g...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 2</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>Jan Bednarek sent off for denying an obvious g...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 2</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Jay Rodriguez goal ruled out for offside again...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Home</td>\n",
       "      <td>July 26</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Jay Rodriguez goal ruled out for offside again...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Away</td>\n",
       "      <td>July 26</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Joachim Andersen sent off for denying a goal-s...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 19</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>Joachim Andersen sent off for denying a goal-s...</td>\n",
       "      <td>For</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 19</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>John Egan goal ruled out for handball, 8th min...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 21</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>John Egan goal ruled out for handball, 8th min...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 21</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>John Lundstram sent off for challenge on Joel ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>John Lundstram sent off for challenge on Joel ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>John McGinn goal disallowed for offside agains...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 8</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>John McGinn goal disallowed for offside agains...</td>\n",
       "      <td>For</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 8</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>John Stones yellow changed to red for high cha...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Away</td>\n",
       "      <td>April 21</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>John Stones yellow changed to red for high cha...</td>\n",
       "      <td>For</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Home</td>\n",
       "      <td>April 21</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>Jonjo Shelvey goal, originally ruled out for o...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 5</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Jonjo Shelvey goal, originally ruled out for o...</td>\n",
       "      <td>For</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 5</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Jonny Evans goal ruled out for offside, 90th m...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Jan. 11</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Jonny Evans goal ruled out for offside, 90th m...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Away</td>\n",
       "      <td>Jan. 11</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Jonny Evans own goal ruled out due to a foul b...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 21</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Jonny Evans own goal ruled out due to a foul b...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 21</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>Jordan Ayew goal awarded after originally bein...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 5</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Jordan Ayew goal awarded after originally bein...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 5</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Jordan Ayew goal disallowed for offside, 55th ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Home</td>\n",
       "      <td>July</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Jordan Ayew goal disallowed for offside, 55th ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>July</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>Jordan Henderson goal ruled out for offside ag...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 17</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Jordan Henderson goal ruled out for offside ag...</td>\n",
       "      <td>For</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 17</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>Josh King goal, originally ruled out for offsi...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 28</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>Josh King goal, originally ruled out for offsi...</td>\n",
       "      <td>For</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 28</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>Josh King scored for the Cherries, but he was ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 20</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Josh King scored for the Cherries, but he was ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 20</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Josh Maja goal disallowed for handball in the ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Home</td>\n",
       "      <td>March 4</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>Josh Maja goal disallowed for handball in the ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Away</td>\n",
       "      <td>March 4</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>Kelechi Iheanacho effort, originally ruled off...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Kelechi Iheanacho effort, originally ruled off...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>Kurt Zouma goal disallowed for foul on Brandon...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 17</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Kurt Zouma goal disallowed for foul on Brandon...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 17</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Lewis Dunk goal disallowed as referee Lee Maso...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 27</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>Lewis Dunk goal disallowed as referee Lee Maso...</td>\n",
       "      <td>For</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 27</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Liam Cooper card upgraded from yellow to red f...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Away</td>\n",
       "      <td>April 10</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Liam Cooper card upgraded from yellow to red f...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Home</td>\n",
       "      <td>April 10</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Luka Milivojevic sent off for a challenge on J...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 30</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>Luka Milivojevic sent off for a challenge on J...</td>\n",
       "      <td>For</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 30</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>Luke Ayling goal disallowed for offside agains...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Away</td>\n",
       "      <td>March 19</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Luke Ayling goal disallowed for offside agains...</td>\n",
       "      <td>For</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Home</td>\n",
       "      <td>March 19</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Mamadou Sakho goal ruled out for handball, 7th...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Away</td>\n",
       "      <td>July 12</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>Mamadou Sakho goal ruled out for handball, 7th...</td>\n",
       "      <td>For</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>July 12</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>Man City penalty, for a foul on Gabriel Jesus ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Away</td>\n",
       "      <td>July 15</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Man City penalty, for a foul on Gabriel Jesus ...</td>\n",
       "      <td>For</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Away</td>\n",
       "      <td>July 15</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>Man United free-kick and Robbie Brady red-card...</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Away</td>\n",
       "      <td>Jan. 12</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Man United free-kick and Robbie Brady red-card...</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Jan. 12</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Marcus Rashford goal disallowed for offside, 5...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Marcus Rashford goal disallowed for offside, 5...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Matej Vydra goal disallowed for offside, 50th ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Away</td>\n",
       "      <td>April 25</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>Matej Vydra goal disallowed for offside, 50th ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Home</td>\n",
       "      <td>April 25</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>Matheus Pereira sent off for challenge on Patr...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 6</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>Matheus Pereira sent off for challenge on Patr...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>WBA</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 6</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Michael Keane goal disallowed for offside in t...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>March 1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>Michael Keane goal disallowed for offside in t...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Away</td>\n",
       "      <td>March 1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>Missed City penalty retaken due to encroachmen...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 27</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Missed City penalty retaken due to encroachmen...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 27</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>Missed City penalty retaken due to encroachmen...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Aug. 10</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>Missed City penalty retaken due to encroachmen...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Aug. 10</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Mohamed Salah goal disallowed for offside, 35t...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Mohamed Salah goal disallowed for offside, 35t...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>Mohamed Salah goal disallowed for offside, 62n...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 24</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Mohamed Salah goal disallowed for offside, 62n...</td>\n",
       "      <td>For</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 24</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>Mohamed Salah goal ruled out for handball in t...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Jan. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>Mohamed Salah goal ruled out for handball in t...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Home</td>\n",
       "      <td>Jan. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Moussa Djenepo sent off for challenge on Isaac...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Home</td>\n",
       "      <td>March 7</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Moussa Djenepo sent off for challenge on Isaac...</td>\n",
       "      <td>For</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Away</td>\n",
       "      <td>March 7</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>Neal Maupay goal allowed after being ruled out...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Neal Maupay goal allowed after being ruled out...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>Nicolas Pepe sent off for headbutt on Ezgjan A...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 22</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Nicolas Pepe sent off for headbutt on Ezgjan A...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 22</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>Offside against Sadio Mane after scoring, 85th...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Offside against Sadio Mane after scoring, 85th...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Oliver McBurnie's goal disallowed for offside,...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 14</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Oliver McBurnie's goal disallowed for offside,...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 14</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>Olivier Giroud goal disallowed for offside, 77...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 17</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Olivier Giroud goal disallowed for offside, 77...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 17</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Ollie Watkins goal disallowed for offside, 92n...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 30</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>Ollie Watkins goal disallowed for offside, 92n...</td>\n",
       "      <td>For</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 30</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Ollie Watkins goal ruled out for offside, 72nd...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>Ollie Watkins goal ruled out for offside, 72nd...</td>\n",
       "      <td>For</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Patrick Bamford goal disallowed for offside, 1...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 7</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>Patrick Bamford goal disallowed for offside, 1...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 7</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>Penalty (missed by Ilkay Gundogan) awarded for...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 2</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>Penalty (missed by Ilkay Gundogan) awarded for...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 2</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Penalty (missed by Sergio Aguero) awarded for ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 22</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Penalty (missed by Sergio Aguero) awarded for ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 22</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>Penalty (missed by Son Heung-Min but scored on...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 16</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Penalty (missed by Son Heung-Min but scored on...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 16</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>Penalty (scored by Barnes) awarded for foul on...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Watford</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 23</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Penalty (scored by Barnes) awarded for foul on...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Watford</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 23</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>Penalty (scored by Deulofeu) awarded for foul ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Watford</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 2</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>Penalty (scored by Deulofeu) awarded for trip ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Watford</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 2</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>Penalty (scored by Pierre-Emerick Aubameyang) ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Watford</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Away</td>\n",
       "      <td>July 26</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Penalty (scored by Pierre-Emerick Aubameyang) ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Watford</td>\n",
       "      <td>Home</td>\n",
       "      <td>July 26</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Penalty (scored by Willian) awarded for foul b...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 22</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>Penalty (scored by Willian) awarded for foul b...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 22</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>Penalty and red card for handball against Erik...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Away</td>\n",
       "      <td>March 6</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Penalty and red card for handball against Erik...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Home</td>\n",
       "      <td>March 6</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>Penalty awarded (missed by Ademola Lookman) fo...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 7</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Penalty awarded (missed by Ademola Lookman) fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 7</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>Penalty awarded (missed by Anthony Martial) fo...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 27</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Penalty awarded (missed by Anthony Martial) fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 27</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>Penalty awarded (missed by Bruno Fernandes) fo...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 17</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>Penalty awarded (missed by Bruno Fernandes) fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 17</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>Penalty awarded (missed by Danny Ings) for han...</td>\n",
       "      <td>Against</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>July 19</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Penalty awarded (missed by Danny Ings) for han...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Bournemouth</td>\n",
       "      <td>Away</td>\n",
       "      <td>July 19</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>Penalty awarded (missed by Jack Grealish) for ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 14</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>Penalty awarded (missed by Jack Grealish) for ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 14</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>Penalty awarded (missed by Jordan Ayew) for ha...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 19</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Penalty awarded (missed by Jordan Ayew) for ha...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 19</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>Penalty awarded (missed by Juan Mata but score...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Home</td>\n",
       "      <td>May 23</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>Penalty awarded (missed by Juan Mata but score...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Away</td>\n",
       "      <td>May 23</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>Penalty awarded (missed by Kevin De Bruyne) fo...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 8</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Penalty awarded (missed by Kevin De Bruyne) fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 8</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>Penalty awarded (missed by Marcus Rashford) fo...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 27</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Penalty awarded (missed by Marcus Rashford) fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 27</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Penalty awarded (missed by Matt Ritchie) for h...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Home</td>\n",
       "      <td>March 7</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>Penalty awarded (missed by Raheem Sterling) fo...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 27</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Penalty awarded (missed by Raheem Sterling) fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 27</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Penalty awarded (scored by Alexandre Lacazette...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>Penalty awarded (scored by Alexandre Lacazette...</td>\n",
       "      <td>For</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Penalty awarded (scored by Billy Sharp) for fo...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 18</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Penalty awarded (scored by Billy Sharp) for fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 18</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>Penalty awarded (scored by Billy Sharp) for ha...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Jan. 12</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Penalty awarded (scored by Billy Sharp) for ha...</td>\n",
       "      <td>For</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Home</td>\n",
       "      <td>Jan. 12</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Penalty awarded (scored by Bruno Fernandes) fo...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>Penalty awarded (scored by Bruno Fernandes) fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>Penalty awarded (scored by Callum Wilson) for ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 27</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>Penalty awarded (scored by Callum Wilson) for ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 27</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>Penalty awarded (scored by Chris Wood) for fou...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Home</td>\n",
       "      <td>April 4</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Penalty awarded (scored by Chris Wood) for fou...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Away</td>\n",
       "      <td>April 4</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>Penalty awarded (scored by Danny Ings) for han...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>Penalty awarded (scored by Danny Ings) for han...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Penalty awarded (scored by Gylfi Sigurdsson) f...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Away</td>\n",
       "      <td>July 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>Penalty awarded (scored by Gylfi Sigurdsson) f...</td>\n",
       "      <td>For</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Home</td>\n",
       "      <td>July 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>Penalty awarded (scored by Harry Kane) after f...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>Penalty awarded (scored by Harry Kane) after f...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Penalty awarded (scored by Ivan Cavaleiro) for...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 30</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Penalty awarded (scored by Ivan Cavaleiro) for...</td>\n",
       "      <td>For</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 30</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>Penalty awarded (scored by Jamie Vardy) after ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Penalty awarded (scored by Jamie Vardy) after ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>Penalty awarded (scored by Jamie Vardy) for fo...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Away</td>\n",
       "      <td>May 23</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Penalty awarded (scored by Jamie Vardy) for fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Home</td>\n",
       "      <td>May 23</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>Penalty awarded (scored by Jamie Vardy) for ha...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 8</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Penalty awarded (scored by Jamie Vardy) for ha...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 8</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>Penalty awarded (scored by Jesse Lingard) for ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Home</td>\n",
       "      <td>April 17</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>Penalty awarded (scored by Jesse Lingard) for ...</td>\n",
       "      <td>For</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Away</td>\n",
       "      <td>April 17</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>Penalty awarded (scored by Joelinton) after in...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Away</td>\n",
       "      <td>May 14</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>Penalty awarded (scored by Joelinton) after in...</td>\n",
       "      <td>For</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Home</td>\n",
       "      <td>May 14</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Penalty awarded (scored by Jorginho) after Tim...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>May 18</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Penalty awarded (scored by Jorginho) after Tim...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Home</td>\n",
       "      <td>May 18</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Penalty awarded (scored by Jorginho) for Aaron...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 7</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Penalty awarded (scored by Jorginho) for Aaron...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 7</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Penalty awarded (scored by Marcus Rashford) fo...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 7</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Penalty awarded (scored by Marcus Rashford) fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 7</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Penalty awarded (scored by Neal Maupay) for fo...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 26</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Penalty awarded (scored by Neil Maupay) for fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 26</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>Penalty awarded (scored by Pascal Gross) for a...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Penalty awarded (scored by Pascal Gross) for a...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Penalty awarded (scored by Raul Jimenez) for f...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Home</td>\n",
       "      <td>Jan. 18</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>Penalty awarded (scored by Raul Jimenez) for f...</td>\n",
       "      <td>For</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Jan. 18</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Penalty awarded (scored by Richarlison) for ha...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Penalty awarded (scored by Richarlison) for ha...</td>\n",
       "      <td>For</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>Penalty awarded (scored by Sander Berge) for f...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 24</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Penalty awarded (scored by Sander Berge) for f...</td>\n",
       "      <td>For</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 24</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>Penalty awarded (scored by Son Heung-Min) afte...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Away</td>\n",
       "      <td>April 21</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>Penalty awarded (scored by Son Heung-Min) afte...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>April 21</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Penalty awarded (scored by Youri Tielemans) fo...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 2</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Penalty awarded (scored by Youri Tielemans) fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 2</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Penalty awarded for a foul on Bruno Fernandes ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Away</td>\n",
       "      <td>June 19</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Penalty awarded for a foul on Bruno Fernandes ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Home</td>\n",
       "      <td>June 19</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Penalty awarded for a handball by Paul Pogba (...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Home</td>\n",
       "      <td>July 22</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>Penalty awarded for a handball by Paul Pogba (...</td>\n",
       "      <td>For</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Away</td>\n",
       "      <td>July 22</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>Penalty awarded for foul by Calum Chambers on ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 27</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Penalty awarded for foul by Calum Chambers on ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 27</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Penalty awarded for handball by Sofiane Boufal...</td>\n",
       "      <td>For</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Away</td>\n",
       "      <td>March 7</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>Penalty cancelled after Craig Dawson ruled off...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 15</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Penalty cancelled after Craig Dawson ruled off...</td>\n",
       "      <td>For</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 15</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>Penalty cancelled after Diego Llorente adjudge...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 23</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>Penalty cancelled after Diego Llorente adjudge...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 23</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>Penalty cancelled after Kayne Ramsay's foul on...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 2</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>Penalty cancelled after Kayne Ramsay's foul on...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 2</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>Penalty cancelled after Liam Cooper adjudged n...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 14</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>Penalty cancelled after Liam Cooper adjudged n...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 14</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>Penalty cancelled after Semi Ajayi adjudged no...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 14</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>Penalty cancelled after Semi Ajayi adjudged no...</td>\n",
       "      <td>For</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 14</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Penalty cancelled after Thiago's foul on Harve...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 13</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Penalty cancelled after Thiago's foul on Harve...</td>\n",
       "      <td>For</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 13</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Penalty cancelled as Jonny Evans' foul on Chri...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Away</td>\n",
       "      <td>Jan. 19</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Penalty cancelled as Jonny Evans' foul on Chri...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>Jan. 19</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>Penalty cancelled as foul on Nicolas Pepe by W...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Penalty cancelled as foul on Nicolas Pepe by W...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Penalty cancelled for challenge on Aaron Conno...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>Penalty cancelled for challenge on Aaron Conno...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Penalty cancelled for challenge on Ayoze Perez...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 16</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Penalty cancelled for challenge on Ayoze Perez...</td>\n",
       "      <td>For</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 16</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>Penalty cancelled for challenge on Nathaniel P...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Away</td>\n",
       "      <td>May 13</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>Penalty cancelled for challenge on Nathaniel P...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Home</td>\n",
       "      <td>May 13</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>Penalty cancelled for challenge on Pedro Neto ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 15</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Penalty cancelled for challenge on Pedro Neto ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 15</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Penalty cancelled for offside against Dominic ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 12</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Penalty cancelled for offside against Dominic ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 12</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>Penalty cancelled for offside against Marcus R...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 12</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Penalty cancelled for offside against Marcus R...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 12</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>Penalty cancelled, Sadio Mane adjudged not to ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 6</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>Penalty cancelled, Sadio Mane adjudged not to ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 6</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>Penalty cancelled, awarded for foul on Jack Gr...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>July 12</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Penalty cancelled, awarded for foul on Jack Gr...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Away</td>\n",
       "      <td>July 12</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Penalty cancelled. Mario Lemina adjudged not t...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Home</td>\n",
       "      <td>April 4</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Penalty cancelled. Mario Lemina adjudged not t...</td>\n",
       "      <td>For</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Away</td>\n",
       "      <td>April 4</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>Penalty conceded (missed by Pascal Gross) for ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 27</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Penalty conceded (missed by Pascal Gross) for ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 27</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Penalty conceded (scored by Danny Ings) after ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 7</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>Penalty conceded (scored by Danny Ings) after ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 7</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>Penalty conceded (scored by Luka Milivojevic) ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>March 13</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>Penalty conceded (scored by Luka Milivojevic) ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Home</td>\n",
       "      <td>March 13</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Penalty for Ben Chilwell's challenge on Chris ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 7</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Penalty for Ben Chilwell's challenge on Chris ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 7</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Penalty for Crystal Palace cancelled for offsi...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 30</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>Penalty for Crystal Palace cancelled for offsi...</td>\n",
       "      <td>For</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 30</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Penalty for Southampton cancelled for offside ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Away</td>\n",
       "      <td>Jan. 11</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Penalty for Southampton cancelled for offside ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Jan. 11</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Penalty for foul on Ben Chilwell by Mason Holg...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>Penalty for foul on Ben Chilwell by Mason Holg...</td>\n",
       "      <td>For</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>Penalty for handball against Jairo Riedewald c...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>Jan. 18</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Penalty for handball against Jairo Riedewald c...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Jan. 18</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Penalty given (scored by Riyad Mahrez) for a f...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Away</td>\n",
       "      <td>June 22</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>Penalty given (scored by Riyad Mahrez) for a f...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Home</td>\n",
       "      <td>June 22</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>Penalty overturn review rejected after Trent A...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Penalty overturn review rejected after Trent A...</td>\n",
       "      <td>For</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Penalty overturned for diving by Callum Hudson...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 26</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Penalty overturned for diving by Callum Hudson...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 26</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Penalty rescinded after Solly March adjudged n...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 21</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Penalty rescinded after Solly March adjudged n...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 21</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>Penalty retake (scored by Bruno Fernandes) aft...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 21</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Penalty retake (scored by Bruno Fernandes) aft...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 21</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>Penalty retaken (scored by Mateusz Klich) for ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 11</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>Penalty retaken (scored by Mateusz Klich) for ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 11</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>Penalty retaken (scored by Wilfried Zaha) for ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 19</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Penalty retaken (scored by Wilfried Zaha) for ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 19</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Penalty review rejected by referee Andre Marri...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 13</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>Penalty review rejected by referee Andre Marri...</td>\n",
       "      <td>For</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 13</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>Penalty review rejected by referee Anthony Tay...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Penalty review rejected by referee Anthony Tay...</td>\n",
       "      <td>For</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>Penalty review rejected for handball against C...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Penalty review rejected for handball against C...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Phil Jagielka sent off for professional foul o...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Home</td>\n",
       "      <td>March 3</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Phil Jagielka sent off for professional foul o...</td>\n",
       "      <td>For</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Away</td>\n",
       "      <td>March 3</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Pierre-Emerick Aubameyang goal, originally rul...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 30</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>Pierre-Emerick Aubameyang goal, originally rul...</td>\n",
       "      <td>For</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 30</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>Pierre-Emerick Aubameyang missed penalty retak...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>Pierre-Emerick Aubameyang missed penalty retak...</td>\n",
       "      <td>For</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Pierre-Emerick Aubameyang sent off for foul on...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>Jan. 11</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Pierre-Emerick Aubameyang sent off for foul on...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Home</td>\n",
       "      <td>Jan. 11</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>Raul Jimenez goal ruled out for offside agains...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 19</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Raul Jimenez goal ruled out for offside agains...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 19</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>Red card for Ben Godfrey for foul on Callum Wi...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Bournemouth</td>\n",
       "      <td>Home</td>\n",
       "      <td>Jan. 18</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>Red card for Ben Godfrey for foul on Callum Wi...</td>\n",
       "      <td>For</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>Away</td>\n",
       "      <td>Jan. 18</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>Red card for Chris Basham rescinded, 74th minu...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 8</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>Red card for Chris Basham rescinded, 74th minu...</td>\n",
       "      <td>For</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 8</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>Red card for Emiliano Buendia for an elbow on ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Home</td>\n",
       "      <td>July 18</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Red card for Emiliano Buendia for an elbow on ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>Away</td>\n",
       "      <td>July 18</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>Red card for Joel Ward rescinded, 74th minute ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Red card for Joel Ward rescinded, 74th minute ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Red card for Kyle Walker-Peters rescinded, 51s...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 12</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>Red card for Kyle Walker-Peters rescinded, 51s...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 12</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Roberto Firmino goal disallowed for foul on Da...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Jan. 19</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Roberto Firmino goal disallowed for foul on Da...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Away</td>\n",
       "      <td>Jan. 19</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>Roberto Firmino goal ruled out for offside aga...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Home</td>\n",
       "      <td>April 10</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Roberto Firmino goal ruled out for offside aga...</td>\n",
       "      <td>For</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Away</td>\n",
       "      <td>April 10</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Ryan Bertrand sent off for challenge on Ayoze ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 25</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Ryan Bertrand sent off for challenge on Ayoze ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 25</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Sadio Mane goal ruled out for handball, 43rd m...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 20</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Sadio Mane goal ruled out for handball, 43rd m...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 20</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Sadio Mane goal ruled out for offside, 51st mi...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Watford</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 14</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>Sadio Mane goal ruled out for offside, 51st mi...</td>\n",
       "      <td>For</td>\n",
       "      <td>Watford</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 14</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>Semi Ajayi sent off for handball and denying a...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Semi Ajayi sent off for handball and denying a...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Sokratis goal disallowed for foul by Calum Cha...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>Oct. 27</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Sokratis goal disallowed for foul by Calum Cha...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Away</td>\n",
       "      <td>Oct. 27</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>Son Heung-Min goal disallowed for offside agai...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>April 21</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>Son Heung-Min goal disallowed for offside agai...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Away</td>\n",
       "      <td>April 21</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>Son Heung-Min goal disallowed for offside in t...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Home</td>\n",
       "      <td>Jan. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>Son Heung-Min goal disallowed for offside in t...</td>\n",
       "      <td>For</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Jan. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Son Heung-Min goal disallowed for offside, 45t...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Home</td>\n",
       "      <td>June 23</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>Son Heung-Min goal disallowed for offside, 45t...</td>\n",
       "      <td>For</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Away</td>\n",
       "      <td>June 23</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>Son Heung-Min goal disallowed for offside, 50t...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Home</td>\n",
       "      <td>May 2</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Son Heung-Min goal disallowed for offside, 50t...</td>\n",
       "      <td>For</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Away</td>\n",
       "      <td>May 2</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Son Heung-Min offside in build-up to Serge Aur...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 21</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Son Heung-Min offside in build-up to Serge Aur...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 21</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Son Heung-Min sent off for foul on Antonio Rud...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 22</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>Son Heung-Min sent off for foul on Antonio Rud...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 22</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>Tammy Abraham goal awarded after incorrect off...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Tammy Abraham goal awarded after incorrect off...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Teemu Pukki goal ruled out for offside, 33rd m...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Dec. 28</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Teemu Pukki goal ruled out for offside, 33rd m...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>Away</td>\n",
       "      <td>Dec. 28</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Timo Werner goal disallowed for handball, 35th...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Home</td>\n",
       "      <td>May 18</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Timo Werner goal disallowed for handball, 35th...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>May 18</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Timo Werner goal disallowed for offside, 24th ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Away</td>\n",
       "      <td>March 4</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>Timo Werner goal disallowed for offside, 24th ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>March 4</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>Tomas Soucek goal disallowed for offside again...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>July 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>Tomas Soucek goal disallowed for offside again...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Away</td>\n",
       "      <td>July 1</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>Tomas Soucek sent off for elbow on Aleksandar ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 6</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Tomas Soucek sent off for elbow on Aleksandar ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Feb. 6</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>WBA penalty cancelled after Bruno Fernandes ad...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Nov. 21</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>WBA penalty cancelled after Bruno Fernandes ad...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Home</td>\n",
       "      <td>Nov. 21</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>Willian Jose goal disallowed for offside in th...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Away</td>\n",
       "      <td>April 9</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Willian Jose goal disallowed for offside in th...</td>\n",
       "      <td>For</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Home</td>\n",
       "      <td>April 9</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>Wolves goal for Leander Dendoncker disallowed ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Away</td>\n",
       "      <td>Aug. 11</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Wolves goal for Leander Dendoncker disallowed ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Home</td>\n",
       "      <td>Aug. 11</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>Wolves goal for Willy Boly disallowed for offs...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 14</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Wolves goal for Willy Boly disallowed for offs...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Away</td>\n",
       "      <td>Feb. 14</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>Yellow card for Tomas Soucek switched to Andri...</td>\n",
       "      <td>Yellow Card For Tomas Soucek Switched To Andri...</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Newcastle United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 12</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Yves Bissouma sent off for dangerous challenge...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sept. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>Yves Bissouma sent off for dangerous challenge...</td>\n",
       "      <td>For</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sept. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              incident  \\\n",
       "280  Aaron Cresswell red card downgraded to yellow,...   \n",
       "365  Aaron Cresswell red card downgraded to yellow,...   \n",
       "62   Aboubakar Kamara sent off for foul on Eberechi...   \n",
       "207  Aboubakar Kamara sent off for foul on Eberechi...   \n",
       "189  Adam Lallana goal disallowed for handball in t...   \n",
       "72   Adam Lallana goal disallowed for handball in t...   \n",
       "372  Alexandre Lacazette goal allowed after incorre...   \n",
       "246  Alexandre Lacazette goal allowed after incorre...   \n",
       "33   Andreas Christensen sent off for denying a goa...   \n",
       "436  Andreas Christensen sent off for denying a goa...   \n",
       "432  Arsenal penalty rescinded for offside in the b...   \n",
       "31   Arsenal penalty rescinded for offside in the b...   \n",
       "240  Aymeric Laporte goal disallowed for handball b...   \n",
       "367  Aymeric Laporte goal disallowed for handball b...   \n",
       "242  Bailey Peacock-Farrell own goal disallowed for...   \n",
       "1    Bailey Peacock-Farrell own goal disallowed for...   \n",
       "58   Bobby Decordova-Reid goal disallowed for foul ...   \n",
       "112  Bobby Decordova-Reid goal disallowed for foul ...   \n",
       "0    Brighton goal for Leandro Trossard ruled out f...   \n",
       "350  Brighton goal for Leandro Trossard ruled out f...   \n",
       "264  Bruno Fernandes goal ruled out for offside aga...   \n",
       "295  Bruno Fernandes goal ruled out for offside aga...   \n",
       "420  Bukayo Saka goal disallowed for offside in the...   \n",
       "400  Bukayo Saka goal disallowed for offside in the...   \n",
       "304  Callum Wilson goal disallowed for handball, 92...   \n",
       "457  Callum Wilson goal disallowed for handball, 92...   \n",
       "296  Chelsea goal for Kurt Zouma disallowed for a f...   \n",
       "421  Chelsea goal for Kurt Zouma disallowed for a f...   \n",
       "122  Chelsea goal ruled out after Mason Mount was o...   \n",
       "77   Chris Wood goal disallowed for offside, 36th m...   \n",
       "355  Chris Wood goal disallowed for offside, 36th m...   \n",
       "326  Christian Kabasele sent off for professional f...   \n",
       "414  Christian Kabasele sent off for professional f...   \n",
       "53   Christian Pulisic goal disallowed for offside,...   \n",
       "435  Christian Pulisic goal disallowed for offside,...   \n",
       "206  City goal for Gabriel Jesus ruled out for an o...   \n",
       "347  City goal for Gabriel Jesus ruled out for an o...   \n",
       "208  City goal for Gabriel Jesus ruled out for hand...   \n",
       "169  City goal for Gabriel Jesus ruled out for hand...   \n",
       "229  City goal for Riyad Mahrez ruled out for handb...   \n",
       "136  City goal for Riyad Mahrez ruled out for handb...   \n",
       "433  Connor Wickham goal awarded after originally b...   \n",
       "59   Connor Wickham goal awarded after originally b...   \n",
       "336  Conor Hourihane goal ruled out for a foul by W...   \n",
       "2    Conor Hourihane goal ruled out for a foul by W...   \n",
       "16   Dan Burn goal ruled out for offside, 58th minu...   \n",
       "278  Dan Burn goal ruled out for offside, 58th minu...   \n",
       "305  Dan Gosling goal, originally disallowed for of...   \n",
       "277  Dan Gosling goal, originally disallowed for of...   \n",
       "430  Dani Ceballos goal disallowed for offside in t...   \n",
       "89   Dani Ceballos goal disallowed for offside in t...   \n",
       "243  David Luiz goal disallowed for offside, 63rd m...   \n",
       "9    David Luiz goal disallowed for offside, 63rd m...   \n",
       "358  Declan Rice goal disallowed for offside, 89th ...   \n",
       "180  Declan Rice goal disallowed for offside, 89th ...   \n",
       "443  Diojo Jota goal disallowed for a foul by Sadio...   \n",
       "337  Diojo Jota goal disallowed for a foul by Sadio...   \n",
       "459  Dominic Calvert-Lewin goal awarded after origi...   \n",
       "15   Dominic Calvert-Lewin goal awarded after origi...   \n",
       "283  Edinson Cavani goal ruled out for foul on Son ...   \n",
       "380  Edinson Cavani goal ruled out for foul on Son ...   \n",
       "248  Edward Nketiah sent off for foul on James Just...   \n",
       "167  Edward Nketiah sent off for foul on James Just...   \n",
       "314  Ezri Konsa own goal disallowed for offside aga...   \n",
       "114  Ezri Konsa own goal disallowed for offside aga...   \n",
       "357  Fabian Balbuena yellow card upgraded to red fo...   \n",
       "52   Fabian Balbuena yellow card upgraded to red fo...   \n",
       "227  Fernandinho sent off for deliberate handball o...   \n",
       "315  Fernandinho sent off for deliberate handball o...   \n",
       "402  Gabriel Jesus goal allowed after incorrect off...   \n",
       "249  Gabriel Jesus goal allowed after incorrect off...   \n",
       "361  Goal (scored by Harry Kane) disallowed for off...   \n",
       "311  Goal (scored by Harry Kane) disallowed for off...   \n",
       "318  Goal (scored by Theo Walcott) disallowed for o...   \n",
       "75   Goal (scored by Theo Walcott) disallowed for o...   \n",
       "141  Goal disallowed for offside against Ayoze Pere...   \n",
       "174  Goal disallowed for offside against Ayoze Pere...   \n",
       "288  Goal for Callum Wilson ruled out for handball ...   \n",
       "202  Goal for Callum Wilson ruled out for handball ...   \n",
       "321  Goal for Che Adams disallowed for offside, 53r...   \n",
       "275  Goal for Che Adams disallowed for offside, 53r...   \n",
       "384  Goal for David McGoldrick disallowed for offsi...   \n",
       "177  Goal for David McGoldrick disallowed for offsi...   \n",
       "260  Goal for Dominic Calvert-Lewin ruled out for h...   \n",
       "18   Goal for Dominic Calvert-Lewin ruled out for h...   \n",
       "266  Goal for Everton disallowed for offside agains...   \n",
       "40   Goal for Everton disallowed for offside agains...   \n",
       "370  Goal for Glenn Murray allowed after incorrect ...   \n",
       "19   Goal for Glenn Murray allowed after incorrect ...   \n",
       "201  Goal for Harry Kane ruled out for handball in ...   \n",
       "403  Goal for Harry Kane ruled out for handball in ...   \n",
       "286  Goal for Harry Wilson ruled out for handball b...   \n",
       "84   Goal for Harry Wilson ruled out for handball b...   \n",
       "376  Goal for Jesse Lingard allowed after incorrect...   \n",
       "351  Goal for Jesse Lingard allowed after incorrect...   \n",
       "333  Goal for John McGinn ruled out on review, Cono...   \n",
       "285  Goal for Josh King ruled out for handball in b...   \n",
       "85   Goal for Josh King ruled out for handball in b...   \n",
       "161  Goal for Kelechi Iheanacho disallowed for hand...   \n",
       "437  Goal for Kelechi Iheanacho disallowed for hand...   \n",
       "396  Goal for Lys Mousset ruled out for offside, 29...   \n",
       "215  Goal for Lys Mousset ruled out for offside, 29...   \n",
       "57   Goal for Max Meyer ruled out for offside by Wi...   \n",
       "110  Goal for Max Meyer ruled out for offside by Wi...   \n",
       "363  Goal for Michail Antonio ruled out for handbal...   \n",
       "108  Goal for Michail Antonio ruled out for handbal...   \n",
       "360  Goal for Michail Antonio ruled out for handbal...   \n",
       "303  Goal for Michail Antonio ruled out for handbal...   \n",
       "441  Goal for Onel Hernandez ruled out for offside,...   \n",
       "234  Goal for Onel Hernandez ruled out for offside,...   \n",
       "412  Goal for Pedro Neto ruled out for offside in t...   \n",
       "131  Goal for Pedro Neto ruled out for offside in t...   \n",
       "217  Goal for Phil Foden ruled out for offside in b...   \n",
       "259  Goal for Phil Foden ruled out for offside in b...   \n",
       "368  Goal for Robert Snodgrass ruled out for handba...   \n",
       "398  Goal for Robert Snodgrass ruled out for handba...   \n",
       "388  Goal for Romain Saiss disallowed for offside i...   \n",
       "220  Goal for Romain Saiss disallowed for offside i...   \n",
       "411  Goal for Sadio Mane given after originally rul...   \n",
       "132  Goal for Sadio Mane given after originally rul...   \n",
       "364  Goal for Tariq Lamptey stands after Graham Sco...   \n",
       "176  Goal for Tariq Lamptey stands after Graham Sco...   \n",
       "329  Goal for Troy Deeney disallowed for handball b...   \n",
       "37   Goal for Troy Deeney disallowed for handball b...   \n",
       "340  Goal for Villa's Jack Grealish ruled out on re...   \n",
       "82   Goal for Villa's Jack Grealish ruled out on re...   \n",
       "71   Goal for Villa's John McGinn ruled out on revi...   \n",
       "297  Goal ruled out after Mason Mount was offside i...   \n",
       "417  Granit Xhaka sent off for violent conduct on A...   \n",
       "3    Granit Xhaka sent off for violent conduct on A...   \n",
       "186  Harry Kane goal ruled out for offside, 24th mi...   \n",
       "14   Harry Kane goal ruled out for offside, 24th mi...   \n",
       "465  Ilkay Gundogan goal awarded after incorrect of...   \n",
       "247  Ilkay Gundogan goal awarded after incorrect of...   \n",
       "353  Issa Diop goal ruled out for offside, 54th min...   \n",
       "162  Issa Diop goal ruled out for offside, 54th min...   \n",
       "394  Jack O'Connell goal disallowed for offside, 54...   \n",
       "11   Jack O'Connell goal disallowed for offside, 54...   \n",
       "463  Jake Livermore sent off for high tackle on Jac...   \n",
       "123  Jake Livermore sent off for high tackle on Jac...   \n",
       "195  Jakub Moder goal disallowed for offside, 56th ...   \n",
       "107  Jakub Moder goal disallowed for offside, 56th ...   \n",
       "453  James Maddison goal allowed after incorrect of...   \n",
       "157  James Maddison goal allowed after incorrect of...   \n",
       "150  James Maddison goal ruled out for offside, 47t...   \n",
       "371  James Maddison goal ruled out for offside, 47t...   \n",
       "54   James Tomkins goal ruled out for push by Jorda...   \n",
       "126  James Tomkins goal ruled out for push by Jorda...   \n",
       "137  Jamie Vardy offside in build-up to Harvey Barn...   \n",
       "335  Jamie Vardy offside in build-up to Harvey Barn...   \n",
       "146  Jamie Vardy penalty retaken after James Maddis...   \n",
       "6    Jamie Vardy penalty retaken after James Maddis...   \n",
       "320  Jan Bednarek sent off for denying an obvious g...   \n",
       "274  Jan Bednarek sent off for denying an obvious g...   \n",
       "91   Jay Rodriguez goal ruled out for offside again...   \n",
       "21   Jay Rodriguez goal ruled out for offside again...   \n",
       "74   Joachim Andersen sent off for denying a goal-s...   \n",
       "298  Joachim Andersen sent off for denying a goal-s...   \n",
       "395  John Egan goal ruled out for handball, 8th min...   \n",
       "10   John Egan goal ruled out for handball, 8th min...   \n",
       "97   John Lundstram sent off for challenge on Joel ...   \n",
       "191  John Lundstram sent off for challenge on Joel ...   \n",
       "118  John McGinn goal disallowed for offside agains...   \n",
       "413  John McGinn goal disallowed for offside agains...   \n",
       "253  John Stones yellow changed to red for high cha...   \n",
       "135  John Stones yellow changed to red for high cha...   \n",
       "387  Jonjo Shelvey goal, originally ruled out for o...   \n",
       "93   Jonjo Shelvey goal, originally ruled out for o...   \n",
       "152  Jonny Evans goal ruled out for offside, 90th m...   \n",
       "111  Jonny Evans goal ruled out for offside, 90th m...   \n",
       "73   Jonny Evans own goal ruled out due to a foul b...   \n",
       "143  Jonny Evans own goal ruled out due to a foul b...   \n",
       "354  Jordan Ayew goal awarded after originally bein...   \n",
       "48   Jordan Ayew goal awarded after originally bein...   \n",
       "69   Jordan Ayew goal disallowed for offside, 55th ...   \n",
       "44   Jordan Ayew goal disallowed for offside, 55th ...   \n",
       "438  Jordan Henderson goal ruled out for offside ag...   \n",
       "20   Jordan Henderson goal ruled out for offside ag...   \n",
       "352  Josh King goal, originally ruled out for offsi...   \n",
       "273  Josh King goal, originally ruled out for offsi...   \n",
       "270  Josh King scored for the Cherries, but he was ...   \n",
       "100  Josh King scored for the Cherries, but he was ...   \n",
       "79   Josh Maja goal disallowed for handball in the ...   \n",
       "378  Josh Maja goal disallowed for handball in the ...   \n",
       "254  Kelechi Iheanacho effort, originally ruled off...   \n",
       "148  Kelechi Iheanacho effort, originally ruled off...   \n",
       "312  Kurt Zouma goal disallowed for foul on Brandon...   \n",
       "35   Kurt Zouma goal disallowed for foul on Brandon...   \n",
       "194  Lewis Dunk goal disallowed as referee Lee Maso...   \n",
       "468  Lewis Dunk goal disallowed as referee Lee Maso...   \n",
       "236  Liam Cooper card upgraded from yellow to red f...   \n",
       "251  Liam Cooper card upgraded from yellow to red f...   \n",
       "211  Luka Milivojevic sent off for a challenge on J...   \n",
       "392  Luka Milivojevic sent off for a challenge on J...   \n",
       "233  Luke Ayling goal disallowed for offside agains...   \n",
       "81   Luke Ayling goal disallowed for offside agains...   \n",
       "66   Mamadou Sakho goal ruled out for handball, 7th...   \n",
       "343  Mamadou Sakho goal ruled out for handball, 7th...   \n",
       "231  Man City penalty, for a foul on Gabriel Jesus ...   \n",
       "291  Man City penalty, for a foul on Gabriel Jesus ...   \n",
       "272  Man United free-kick and Robbie Brady red-card...   \n",
       "5    Man United free-kick and Robbie Brady red-card...   \n",
       "262  Marcus Rashford goal disallowed for offside, 5...   \n",
       "171  Marcus Rashford goal disallowed for offside, 5...   \n",
       "13   Matej Vydra goal disallowed for offside, 50th ...   \n",
       "406  Matej Vydra goal disallowed for offside, 50th ...   \n",
       "462  Matheus Pereira sent off for challenge on Patr...   \n",
       "214  Matheus Pereira sent off for challenge on Patr...   \n",
       "27   Michael Keane goal disallowed for offside in t...   \n",
       "327  Michael Keane goal disallowed for offside in t...   \n",
       "409  Missed City penalty retaken due to encroachmen...   \n",
       "213  Missed City penalty retaken due to encroachmen...   \n",
       "346  Missed City penalty retaken due to encroachmen...   \n",
       "205  Missed City penalty retaken due to encroachmen...   \n",
       "445  Mohamed Salah goal disallowed for offside, 35t...   \n",
       "183  Mohamed Salah goal disallowed for offside, 35t...   \n",
       "440  Mohamed Salah goal disallowed for offside, 62n...   \n",
       "94   Mohamed Salah goal disallowed for offside, 62n...   \n",
       "451  Mohamed Salah goal ruled out for handball in t...   \n",
       "374  Mohamed Salah goal ruled out for handball in t...   \n",
       "117  Moussa Djenepo sent off for challenge on Isaac...   \n",
       "96   Moussa Djenepo sent off for challenge on Isaac...   \n",
       "290  Neal Maupay goal allowed after being ruled out...   \n",
       "168  Neal Maupay goal allowed after being ruled out...   \n",
       "415  Nicolas Pepe sent off for headbutt on Ezgjan A...   \n",
       "226  Nicolas Pepe sent off for headbutt on Ezgjan A...   \n",
       "446  Offside against Sadio Mane after scoring, 85th...   \n",
       "184  Offside against Sadio Mane after scoring, 85th...   \n",
       "381  Oliver McBurnie's goal disallowed for offside,...   \n",
       "98   Oliver McBurnie's goal disallowed for offside,...   \n",
       "313  Olivier Giroud goal disallowed for offside, 77...   \n",
       "36   Olivier Giroud goal disallowed for offside, 77...   \n",
       "121  Ollie Watkins goal disallowed for offside, 92n...   \n",
       "341  Ollie Watkins goal disallowed for offside, 92n...   \n",
       "125  Ollie Watkins goal ruled out for offside, 72nd...   \n",
       "464  Ollie Watkins goal ruled out for offside, 72nd...   \n",
       "224  Patrick Bamford goal disallowed for offside, 1...   \n",
       "204  Patrick Bamford goal disallowed for offside, 1...   \n",
       "190  Penalty (missed by Ilkay Gundogan) awarded for...   \n",
       "221  Penalty (missed by Ilkay Gundogan) awarded for...   \n",
       "158  Penalty (missed by Sergio Aguero) awarded for ...   \n",
       "223  Penalty (missed by Sergio Aguero) awarded for ...   \n",
       "342  Penalty (missed by Son Heung-Min but scored on...   \n",
       "193  Penalty (missed by Son Heung-Min but scored on...   \n",
       "323  Penalty (scored by Barnes) awarded for foul on...   \n",
       "80   Penalty (scored by Barnes) awarded for foul on...   \n",
       "302  Penalty (scored by Deulofeu) awarded for foul ...   \n",
       "319  Penalty (scored by Deulofeu) awarded for trip ...   \n",
       "330  Penalty (scored by Pierre-Emerick Aubameyang) ...   \n",
       "250  Penalty (scored by Pierre-Emerick Aubameyang) ...   \n",
       "181  Penalty (scored by Willian) awarded for foul b...   \n",
       "307  Penalty (scored by Willian) awarded for foul b...   \n",
       "429  Penalty and red card for handball against Erik...   \n",
       "8    Penalty and red card for handball against Erik...   \n",
       "339  Penalty awarded (missed by Ademola Lookman) fo...   \n",
       "65   Penalty awarded (missed by Ademola Lookman) fo...   \n",
       "422  Penalty awarded (missed by Anthony Martial) fo...   \n",
       "28   Penalty awarded (missed by Anthony Martial) fo...   \n",
       "294  Penalty awarded (missed by Bruno Fernandes) fo...   \n",
       "265  Penalty awarded (missed by Bruno Fernandes) fo...   \n",
       "293  Penalty awarded (missed by Danny Ings) for han...   \n",
       "120  Penalty awarded (missed by Danny Ings) for han...   \n",
       "391  Penalty awarded (missed by Jack Grealish) for ...   \n",
       "338  Penalty awarded (missed by Jack Grealish) for ...   \n",
       "258  Penalty awarded (missed by Jordan Ayew) for ha...   \n",
       "199  Penalty awarded (missed by Jordan Ayew) for ha...   \n",
       "408  Penalty awarded (missed by Juan Mata but score...   \n",
       "287  Penalty awarded (missed by Juan Mata but score...   \n",
       "444  Penalty awarded (missed by Kevin De Bruyne) fo...   \n",
       "237  Penalty awarded (missed by Kevin De Bruyne) fo...   \n",
       "423  Penalty awarded (missed by Marcus Rashford) fo...   \n",
       "29   Penalty awarded (missed by Marcus Rashford) fo...   \n",
       "116  Penalty awarded (missed by Matt Ritchie) for h...   \n",
       "410  Penalty awarded (missed by Raheem Sterling) fo...   \n",
       "212  Penalty awarded (missed by Raheem Sterling) fo...   \n",
       "160  Penalty awarded (scored by Alexandre Lacazette...   \n",
       "426  Penalty awarded (scored by Alexandre Lacazette...   \n",
       "60   Penalty awarded (scored by Billy Sharp) for fo...   \n",
       "90   Penalty awarded (scored by Billy Sharp) for fo...   \n",
       "299  Penalty awarded (scored by Billy Sharp) for ha...   \n",
       "99   Penalty awarded (scored by Billy Sharp) for ha...   \n",
       "172  Penalty awarded (scored by Bruno Fernandes) fo...   \n",
       "261  Penalty awarded (scored by Bruno Fernandes) fo...   \n",
       "362  Penalty awarded (scored by Callum Wilson) for ...   \n",
       "292  Penalty awarded (scored by Callum Wilson) for ...   \n",
       "328  Penalty awarded (scored by Chris Wood) for fou...   \n",
       "12   Penalty awarded (scored by Chris Wood) for fou...   \n",
       "359  Penalty awarded (scored by Danny Ings) for han...   \n",
       "310  Penalty awarded (scored by Danny Ings) for han...   \n",
       "165  Penalty awarded (scored by Gylfi Sigurdsson) f...   \n",
       "269  Penalty awarded (scored by Gylfi Sigurdsson) f...   \n",
       "178  Penalty awarded (scored by Harry Kane) after f...   \n",
       "366  Penalty awarded (scored by Harry Kane) after f...   \n",
       "145  Penalty awarded (scored by Ivan Cavaleiro) for...   \n",
       "67   Penalty awarded (scored by Ivan Cavaleiro) for...   \n",
       "369  Penalty awarded (scored by Jamie Vardy) after ...   \n",
       "151  Penalty awarded (scored by Jamie Vardy) after ...   \n",
       "386  Penalty awarded (scored by Jamie Vardy) for fo...   \n",
       "166  Penalty awarded (scored by Jamie Vardy) for fo...   \n",
       "393  Penalty awarded (scored by Jamie Vardy) for ha...   \n",
       "142  Penalty awarded (scored by Jamie Vardy) for ha...   \n",
       "301  Penalty awarded (scored by Jesse Lingard) for ...   \n",
       "356  Penalty awarded (scored by Jesse Lingard) for ...   \n",
       "256  Penalty awarded (scored by Joelinton) after in...   \n",
       "306  Penalty awarded (scored by Joelinton) after in...   \n",
       "163  Penalty awarded (scored by Jorginho) after Tim...   \n",
       "55   Penalty awarded (scored by Jorginho) after Tim...   \n",
       "101  Penalty awarded (scored by Jorginho) for Aaron...   \n",
       "43   Penalty awarded (scored by Jorginho) for Aaron...   \n",
       "209  Penalty awarded (scored by Marcus Rashford) fo...   \n",
       "30   Penalty awarded (scored by Marcus Rashford) fo...   \n",
       "252  Penalty awarded (scored by Neal Maupay) for fo...   \n",
       "4    Penalty awarded (scored by Neil Maupay) for fo...   \n",
       "447  Penalty awarded (scored by Pascal Gross) for a...   \n",
       "185  Penalty awarded (scored by Pascal Gross) for a...   \n",
       "115  Penalty awarded (scored by Raul Jimenez) for f...   \n",
       "416  Penalty awarded (scored by Raul Jimenez) for f...   \n",
       "203  Penalty awarded (scored by Richarlison) for ha...   \n",
       "17   Penalty awarded (scored by Richarlison) for ha...   \n",
       "442  Penalty awarded (scored by Sander Berge) for f...   \n",
       "92   Penalty awarded (scored by Sander Berge) for f...   \n",
       "332  Penalty awarded (scored by Son Heung-Min) afte...   \n",
       "382  Penalty awarded (scored by Son Heung-Min) afte...   \n",
       "222  Penalty awarded (scored by Youri Tielemans) fo...   \n",
       "139  Penalty awarded (scored by Youri Tielemans) fo...   \n",
       "42   Penalty awarded for a foul on Bruno Fernandes ...   \n",
       "196  Penalty awarded for a foul on Bruno Fernandes ...   \n",
       "46   Penalty awarded for a handball by Paul Pogba (...   \n",
       "379  Penalty awarded for a handball by Paul Pogba (...   \n",
       "238  Penalty awarded for foul by Calum Chambers on ...   \n",
       "51   Penalty awarded for foul by Calum Chambers on ...   \n",
       "95   Penalty awarded for handball by Sofiane Boufal...   \n",
       "349  Penalty cancelled after Craig Dawson ruled off...   \n",
       "103  Penalty cancelled after Craig Dawson ruled off...   \n",
       "325  Penalty cancelled after Diego Llorente adjudge...   \n",
       "232  Penalty cancelled after Diego Llorente adjudge...   \n",
       "276  Penalty cancelled after Kayne Ramsay's foul on...   \n",
       "322  Penalty cancelled after Kayne Ramsay's foul on...   \n",
       "424  Penalty cancelled after Liam Cooper adjudged n...   \n",
       "230  Penalty cancelled after Liam Cooper adjudged n...   \n",
       "279  Penalty cancelled after Semi Ajayi adjudged no...   \n",
       "466  Penalty cancelled after Semi Ajayi adjudged no...   \n",
       "156  Penalty cancelled after Thiago's foul on Harve...   \n",
       "452  Penalty cancelled after Thiago's foul on Harve...   \n",
       "41   Penalty cancelled as Jonny Evans' foul on Chri...   \n",
       "153  Penalty cancelled as Jonny Evans' foul on Chri...   \n",
       "425  Penalty cancelled as foul on Nicolas Pepe by W...   \n",
       "159  Penalty cancelled as foul on Nicolas Pepe by W...   \n",
       "173  Penalty cancelled for challenge on Aaron Conno...   \n",
       "263  Penalty cancelled for challenge on Aaron Conno...   \n",
       "147  Penalty cancelled for challenge on Ayoze Perez...   \n",
       "24   Penalty cancelled for challenge on Ayoze Perez...   \n",
       "458  Penalty cancelled for challenge on Nathaniel P...   \n",
       "284  Penalty cancelled for challenge on Nathaniel P...   \n",
       "399  Penalty cancelled for challenge on Pedro Neto ...   \n",
       "38   Penalty cancelled for challenge on Pedro Neto ...   \n",
       "22   Penalty cancelled for offside against Dominic ...   \n",
       "34   Penalty cancelled for offside against Dominic ...   \n",
       "271  Penalty cancelled for offside against Marcus R...   \n",
       "244  Penalty cancelled for offside against Marcus R...   \n",
       "397  Penalty cancelled, Sadio Mane adjudged not to ...   \n",
       "448  Penalty cancelled, Sadio Mane adjudged not to ...   \n",
       "344  Penalty cancelled, awarded for foul on Jack Gr...   \n",
       "68   Penalty cancelled, awarded for foul on Jack Gr...   \n",
       "130  Penalty cancelled. Mario Lemina adjudged not t...   \n",
       "83   Penalty cancelled. Mario Lemina adjudged not t...   \n",
       "469  Penalty conceded (missed by Pascal Gross) for ...   \n",
       "192  Penalty conceded (missed by Pascal Gross) for ...   \n",
       "187  Penalty conceded (scored by Danny Ings) after ...   \n",
       "316  Penalty conceded (scored by Danny Ings) after ...   \n",
       "470  Penalty conceded (scored by Luka Milivojevic) ...   \n",
       "218  Penalty conceded (scored by Luka Milivojevic) ...   \n",
       "102  Penalty for Ben Chilwell's challenge on Chris ...   \n",
       "45   Penalty for Ben Chilwell's challenge on Chris ...   \n",
       "210  Penalty for Crystal Palace cancelled for offsi...   \n",
       "390  Penalty for Crystal Palace cancelled for offsi...   \n",
       "113  Penalty for Southampton cancelled for offside ...   \n",
       "154  Penalty for Southampton cancelled for offside ...   \n",
       "149  Penalty for foul on Ben Chilwell by Mason Holg...   \n",
       "255  Penalty for foul on Ben Chilwell by Mason Holg...   \n",
       "219  Penalty for handball against Jairo Riedewald c...   \n",
       "63   Penalty for handball against Jairo Riedewald c...   \n",
       "86   Penalty given (scored by Riyad Mahrez) for a f...   \n",
       "225  Penalty given (scored by Riyad Mahrez) for a f...   \n",
       "454  Penalty overturn review rejected after Trent A...   \n",
       "26   Penalty overturn review rejected after Trent A...   \n",
       "300  Penalty overturned for diving by Callum Hudson...   \n",
       "76   Penalty overturned for diving by Callum Hudson...   \n",
       "119  Penalty rescinded after Solly March adjudged n...   \n",
       "179  Penalty rescinded after Solly March adjudged n...   \n",
       "461  Penalty retake (scored by Bruno Fernandes) aft...   \n",
       "267  Penalty retake (scored by Bruno Fernandes) aft...   \n",
       "345  Penalty retaken (scored by Mateusz Klich) for ...   \n",
       "228  Penalty retaken (scored by Mateusz Klich) for ...   \n",
       "257  Penalty retaken (scored by Wilfried Zaha) for ...   \n",
       "200  Penalty retaken (scored by Wilfried Zaha) for ...   \n",
       "70   Penalty review rejected by referee Andre Marri...   \n",
       "449  Penalty review rejected by referee Andre Marri...   \n",
       "216  Penalty review rejected by referee Anthony Tay...   \n",
       "127  Penalty review rejected by referee Anthony Tay...   \n",
       "281  Penalty review rejected for handball against C...   \n",
       "47   Penalty review rejected for handball against C...   \n",
       "106  Phil Jagielka sent off for professional foul o...   \n",
       "129  Phil Jagielka sent off for professional foul o...   \n",
       "23   Pierre-Emerick Aubameyang goal, originally rul...   \n",
       "235  Pierre-Emerick Aubameyang goal, originally rul...   \n",
       "427  Pierre-Emerick Aubameyang missed penalty retak...   \n",
       "241  Pierre-Emerick Aubameyang missed penalty retak...   \n",
       "245  Pierre-Emerick Aubameyang sent off for foul on...   \n",
       "61   Pierre-Emerick Aubameyang sent off for foul on...   \n",
       "407  Raul Jimenez goal ruled out for offside agains...   \n",
       "104  Raul Jimenez goal ruled out for offside agains...   \n",
       "434  Red card for Ben Godfrey for foul on Callum Wi...   \n",
       "282  Red card for Ben Godfrey for foul on Callum Wi...   \n",
       "428  Red card for Chris Basham rescinded, 74th minu...   \n",
       "389  Red card for Chris Basham rescinded, 74th minu...   \n",
       "439  Red card for Emiliano Buendia for an elbow on ...   \n",
       "88   Red card for Emiliano Buendia for an elbow on ...   \n",
       "401  Red card for Joel Ward rescinded, 74th minute ...   \n",
       "64   Red card for Joel Ward rescinded, 74th minute ...   \n",
       "198  Red card for Kyle Walker-Peters rescinded, 51s...   \n",
       "309  Red card for Kyle Walker-Peters rescinded, 51s...   \n",
       "134  Roberto Firmino goal disallowed for foul on Da...   \n",
       "32   Roberto Firmino goal disallowed for foul on Da...   \n",
       "456  Roberto Firmino goal ruled out for offside aga...   \n",
       "133  Roberto Firmino goal ruled out for offside aga...   \n",
       "105  Ryan Bertrand sent off for challenge on Ayoze ...   \n",
       "144  Ryan Bertrand sent off for challenge on Ayoze ...   \n",
       "124  Sadio Mane goal ruled out for handball, 43rd m...   \n",
       "25   Sadio Mane goal ruled out for handball, 43rd m...   \n",
       "128  Sadio Mane goal ruled out for offside, 51st mi...   \n",
       "324  Sadio Mane goal ruled out for offside, 51st mi...   \n",
       "467  Semi Ajayi sent off for handball and denying a...   \n",
       "7    Semi Ajayi sent off for handball and denying a...   \n",
       "239  Sokratis goal disallowed for foul by Calum Cha...   \n",
       "50   Sokratis goal disallowed for foul by Calum Cha...   \n",
       "383  Son Heung-Min goal disallowed for offside agai...   \n",
       "331  Son Heung-Min goal disallowed for offside agai...   \n",
       "373  Son Heung-Min goal disallowed for offside in t...   \n",
       "450  Son Heung-Min goal disallowed for offside in t...   \n",
       "197  Son Heung-Min goal disallowed for offside, 45t...   \n",
       "375  Son Heung-Min goal disallowed for offside, 45t...   \n",
       "385  Son Heung-Min goal disallowed for offside, 50t...   \n",
       "109  Son Heung-Min goal disallowed for offside, 50t...   \n",
       "175  Son Heung-Min offside in build-up to Serge Aur...   \n",
       "140  Son Heung-Min offside in build-up to Serge Aur...   \n",
       "182  Son Heung-Min sent off for foul on Antonio Rud...   \n",
       "308  Son Heung-Min sent off for foul on Antonio Rud...   \n",
       "418  Tammy Abraham goal awarded after incorrect off...   \n",
       "39   Tammy Abraham goal awarded after incorrect off...   \n",
       "431  Teemu Pukki goal ruled out for offside, 33rd m...   \n",
       "188  Teemu Pukki goal ruled out for offside, 33rd m...   \n",
       "56   Timo Werner goal disallowed for handball, 35th...   \n",
       "164  Timo Werner goal disallowed for handball, 35th...   \n",
       "49   Timo Werner goal disallowed for offside, 24th ...   \n",
       "455  Timo Werner goal disallowed for offside, 24th ...   \n",
       "377  Tomas Soucek goal disallowed for offside again...   \n",
       "317  Tomas Soucek goal disallowed for offside again...   \n",
       "348  Tomas Soucek sent off for elbow on Aleksandar ...   \n",
       "78   Tomas Soucek sent off for elbow on Aleksandar ...   \n",
       "460  WBA penalty cancelled after Bruno Fernandes ad...   \n",
       "268  WBA penalty cancelled after Bruno Fernandes ad...   \n",
       "404  Willian Jose goal disallowed for offside in th...   \n",
       "87   Willian Jose goal disallowed for offside in th...   \n",
       "405  Wolves goal for Leander Dendoncker disallowed ...   \n",
       "138  Wolves goal for Leander Dendoncker disallowed ...   \n",
       "419  Wolves goal for Willy Boly disallowed for offs...   \n",
       "155  Wolves goal for Willy Boly disallowed for offs...   \n",
       "334  Yellow card for Tomas Soucek switched to Andri...   \n",
       "170  Yves Bissouma sent off for dangerous challenge...   \n",
       "289  Yves Bissouma sent off for dangerous challenge...   \n",
       "\n",
       "                                         team_decision  \\\n",
       "280                                            Against   \n",
       "365                                                For   \n",
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       "207                                                For   \n",
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       "33                                             Against   \n",
       "436                                                For   \n",
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       "350                                                For   \n",
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       "295                                                For   \n",
       "420                                            Against   \n",
       "400                                                For   \n",
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       "457                                                For   \n",
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       "421                                                For   \n",
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       "355                                                For   \n",
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       "414                                                For   \n",
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       "435                                                For   \n",
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       "2                                                  For   \n",
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       "278                                                For   \n",
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       "277                                                For   \n",
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       "89                                                 For   \n",
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       "9                                                  For   \n",
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       "180                                                For   \n",
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       "337                                                For   \n",
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       "15                                                 For   \n",
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       "380                                                For   \n",
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       "114                                                For   \n",
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       "108                                                For   \n",
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       "220                                                For   \n",
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       "3                                                  For   \n",
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       "6                                                  For   \n",
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       "10                                                 For   \n",
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       "20                                                 For   \n",
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       "100                                                For   \n",
       "79                                             Against   \n",
       "378                                                For   \n",
       "254                                            Against   \n",
       "148                                                For   \n",
       "312                                            Against   \n",
       "35                                                 For   \n",
       "194                                            Against   \n",
       "468                                                For   \n",
       "236                                            Against   \n",
       "251                                                For   \n",
       "211                                            Against   \n",
       "392                                                For   \n",
       "233                                            Against   \n",
       "81                                                 For   \n",
       "66                                             Against   \n",
       "343                                                For   \n",
       "231                                            Against   \n",
       "291                                                For   \n",
       "272                                            Neutral   \n",
       "5                                              Neutral   \n",
       "262                                            Against   \n",
       "171                                                For   \n",
       "13                                             Against   \n",
       "406                                                For   \n",
       "462                                            Against   \n",
       "214                                                For   \n",
       "27                                             Against   \n",
       "327                                                For   \n",
       "409                                            Against   \n",
       "213                                                For   \n",
       "346                                            Against   \n",
       "205                                                For   \n",
       "445                                            Against   \n",
       "183                                                For   \n",
       "440                                            Against   \n",
       "94                                                 For   \n",
       "451                                            Against   \n",
       "374                                                For   \n",
       "117                                            Against   \n",
       "96                                                 For   \n",
       "290                                            Against   \n",
       "168                                                For   \n",
       "415                                            Against   \n",
       "226                                                For   \n",
       "446                                            Against   \n",
       "184                                                For   \n",
       "381                                            Against   \n",
       "98                                                 For   \n",
       "313                                            Against   \n",
       "36                                                 For   \n",
       "121                                            Against   \n",
       "341                                                For   \n",
       "125                                            Against   \n",
       "464                                                For   \n",
       "224                                            Against   \n",
       "204                                                For   \n",
       "190                                            Against   \n",
       "221                                                For   \n",
       "158                                            Against   \n",
       "223                                                For   \n",
       "342                                            Against   \n",
       "193                                                For   \n",
       "323                                            Against   \n",
       "80                                                 For   \n",
       "302                                            Against   \n",
       "319                                                For   \n",
       "330                                            Against   \n",
       "250                                                For   \n",
       "181                                            Against   \n",
       "307                                                For   \n",
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       "8                                                  For   \n",
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       "65                                                 For   \n",
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       "28                                                 For   \n",
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       "265                                                For   \n",
       "293                                            Against   \n",
       "120                                                For   \n",
       "391                                            Against   \n",
       "338                                                For   \n",
       "258                                            Against   \n",
       "199                                                For   \n",
       "408                                            Against   \n",
       "287                                                For   \n",
       "444                                            Against   \n",
       "237                                                For   \n",
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       "29                                                 For   \n",
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       "410                                            Against   \n",
       "212                                                For   \n",
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       "426                                                For   \n",
       "60                                             Against   \n",
       "90                                                 For   \n",
       "299                                            Against   \n",
       "99                                                 For   \n",
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       "261                                                For   \n",
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       "12                                                 For   \n",
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       "310                                                For   \n",
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       "269                                                For   \n",
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       "366                                                For   \n",
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       "67                                                 For   \n",
       "369                                            Against   \n",
       "151                                                For   \n",
       "386                                            Against   \n",
       "166                                                For   \n",
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       "142                                                For   \n",
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       "356                                                For   \n",
       "256                                            Against   \n",
       "306                                                For   \n",
       "163                                            Against   \n",
       "55                                                 For   \n",
       "101                                            Against   \n",
       "43                                                 For   \n",
       "209                                            Against   \n",
       "30                                                 For   \n",
       "252                                            Against   \n",
       "4                                                  For   \n",
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       "185                                                For   \n",
       "115                                            Against   \n",
       "416                                                For   \n",
       "203                                            Against   \n",
       "17                                                 For   \n",
       "442                                            Against   \n",
       "92                                                 For   \n",
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       "382                                                For   \n",
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       "139                                                For   \n",
       "42                                             Against   \n",
       "196                                                For   \n",
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       "379                                                For   \n",
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       "51                                                 For   \n",
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       "103                                                For   \n",
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       "232                                                For   \n",
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       "322                                                For   \n",
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       "230                                                For   \n",
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       "153                                                For   \n",
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       "159                                                For   \n",
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       "263                                                For   \n",
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       "24                                                 For   \n",
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       "284                                                For   \n",
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       "38                                                 For   \n",
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       "34                                                 For   \n",
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       "244                                                For   \n",
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       "448                                                For   \n",
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       "68                                                 For   \n",
       "130                                            Against   \n",
       "83                                                 For   \n",
       "469                                            Against   \n",
       "192                                                For   \n",
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       "316                                                For   \n",
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       "218                                                For   \n",
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       "390                                                For   \n",
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       "26                                                 For   \n",
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       "76                                                 For   \n",
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       "179                                                For   \n",
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       "267                                                For   \n",
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       "228                                                For   \n",
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       "200                                                For   \n",
       "70                                             Against   \n",
       "449                                                For   \n",
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       "127                                                For   \n",
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       "47                                                 For   \n",
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       "129                                                For   \n",
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       "133                                                For   \n",
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       "25                                                 For   \n",
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       "7                                                  For   \n",
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       "50                                                 For   \n",
       "383                                            Against   \n",
       "331                                                For   \n",
       "373                                            Against   \n",
       "450                                                For   \n",
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       "375                                                For   \n",
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       "109                                                For   \n",
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       "140                                                For   \n",
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       "308                                                For   \n",
       "418                                            Against   \n",
       "39                                                 For   \n",
       "431                                            Against   \n",
       "188                                                For   \n",
       "56                                             Against   \n",
       "164                                                For   \n",
       "49                                             Against   \n",
       "455                                                For   \n",
       "377                                            Against   \n",
       "317                                                For   \n",
       "348                                            Against   \n",
       "78                                                 For   \n",
       "460                                            Against   \n",
       "268                                                For   \n",
       "404                                            Against   \n",
       "87                                                 For   \n",
       "405                                            Against   \n",
       "138                                                For   \n",
       "419                                            Against   \n",
       "155                                                For   \n",
       "334  Yellow Card For Tomas Soucek Switched To Andri...   \n",
       "170                                            Against   \n",
       "289                                                For   \n",
       "\n",
       "                       team              opposition home_or_away      date  \\\n",
       "280         AFC Bournemouth                West Ham         Away    Jan. 1   \n",
       "365                West Ham             Bournemouth         Home    Jan. 1   \n",
       "62                   Fulham          Crystal Palace         Home   Oct. 24   \n",
       "207          Crystal Palace                  Fulham         Away   Oct. 24   \n",
       "189  Brighton & Hove Albion                  Fulham         Away   Dec. 16   \n",
       "72                   Fulham                Brighton         Home   Dec. 16   \n",
       "372                West Ham                 Arsenal         Away   March 7   \n",
       "246                 Arsenal                West Ham         Home   March 7   \n",
       "33                  Chelsea               Liverpool         Home  Sept. 20   \n",
       "436               Liverpool                 Chelsea         Away  Sept. 20   \n",
       "432                 Arsenal                 Everton         Home  April 23   \n",
       "31                  Everton                 Arsenal         Away  April 23   \n",
       "240         Manchester City               Tottenham         Away   Nov. 21   \n",
       "367       Tottenham Hotspur                Man City         Home   Nov. 21   \n",
       "242         Manchester City                 Burnley         Home   Nov. 28   \n",
       "1                   Burnley                Man City         Away   Nov. 28   \n",
       "58                   Fulham             Aston Villa         Home  Sept. 28   \n",
       "112             Aston Villa                  Fulham         Away  Sept. 28   \n",
       "0    Brighton & Hove Albion                West Ham         Home   Aug. 17   \n",
       "350                West Ham                Brighton         Away   Aug. 17   \n",
       "264       Manchester United               Newcastle         Away   Oct. 17   \n",
       "295               Newcastle              Man United         Home   Oct. 17   \n",
       "420                 Arsenal                  Wolves         Away    Feb. 2   \n",
       "400                  Wolves                 Arsenal         Home    Feb. 2   \n",
       "304               Newcastle               Liverpool         Away  April 24   \n",
       "457               Liverpool               Newcastle         Home  April 24   \n",
       "296                 Chelsea                 Norwich         Away   Aug. 24   \n",
       "421            Norwich City                 Chelsea         Home   Aug. 24   \n",
       "122               Liverpool                 Chelsea         Away  Sept. 22   \n",
       "77                  Burnley                West Ham         Home    Nov. 9   \n",
       "355                West Ham                 Burnley         Away    Nov. 9   \n",
       "326                 Watford                  Wolves         Home    Jan. 1   \n",
       "414                  Wolves                 Watford         Away    Jan. 1   \n",
       "53                  Chelsea                 Arsenal         Home    May 12   \n",
       "435                 Arsenal                 Chelsea         Away    May 12   \n",
       "206         Manchester City                West Ham         Away   Aug. 10   \n",
       "347                West Ham                Man City         Home   Aug. 10   \n",
       "208         Manchester City               Tottenham         Away   Aug. 17   \n",
       "169       Tottenham Hotspur                Man City         Away   Aug. 17   \n",
       "229         Manchester City               Liverpool         Home    July 2   \n",
       "136               Liverpool                Man City         Away    July 2   \n",
       "433            Norwich City          Crystal Palace         Home    Jan. 1   \n",
       "59           Crystal Palace                 Norwich         Away    Jan. 1   \n",
       "336             Aston Villa                Brighton         Home   Oct. 19   \n",
       "2    Brighton & Hove Albion             Aston Villa         Away   Oct. 19   \n",
       "16   Brighton & Hove Albion             Bournemouth         Home   Dec. 28   \n",
       "278         AFC Bournemouth                Brighton         Away   Dec. 28   \n",
       "305                 Chelsea             Bournemouth         Home   Dec. 14   \n",
       "277         AFC Bournemouth                 Chelsea         Away   Dec. 14   \n",
       "430                 Arsenal                  Fulham         Home  April 18   \n",
       "89                   Fulham                 Arsenal         Away  April 18   \n",
       "243                 Arsenal                Brighton         Home    Dec. 5   \n",
       "9    Brighton & Hove Albion                 Arsenal         Away    Dec. 5   \n",
       "358                West Ham               Tottenham         Home   Nov. 23   \n",
       "180       Tottenham Hotspur                West Ham         Away   Nov. 23   \n",
       "443               Liverpool                West Ham         Home   Oct. 31   \n",
       "337                West Ham               Liverpool         Away   Oct. 31   \n",
       "459               West Brom                 Everton         Away  Sept. 19   \n",
       "15                  Everton               West Brom         Home  Sept. 19   \n",
       "283       Manchester United               Tottenham         Away  April 11   \n",
       "380       Tottenham Hotspur              Man United         Home  April 11   \n",
       "248                 Arsenal               Leicester         Home    July 7   \n",
       "167          Leicester City                 Arsenal         Away    July 7   \n",
       "314             Southampton             Aston Villa         Away    Nov. 1   \n",
       "114             Aston Villa             Southampton         Home    Nov. 1   \n",
       "357                West Ham                 Chelsea         Home  April 24   \n",
       "52                  Chelsea                West Ham         Away  April 24   \n",
       "227         Manchester City                 Chelsea         Away   June 25   \n",
       "315                 Chelsea         Manchester City         Home   June 25   \n",
       "402                  Wolves                Man City         Away   March 2   \n",
       "249         Manchester City                  Wolves         Home   March 2   \n",
       "361       Tottenham Hotspur             Southampton         Away  Sept. 20   \n",
       "311             Southampton               Tottenham         Home  Sept. 20   \n",
       "318             Southampton                  Fulham         Away   Dec. 26   \n",
       "75                   Fulham             Southampton         Home   Dec. 26   \n",
       "141          Leicester City               Tottenham         Home  Sept. 21   \n",
       "174       Tottenham Hotspur               Leicester         Away  Sept. 21   \n",
       "288         AFC Bournemouth               Tottenham         Home    July 9   \n",
       "202       Tottenham Hotspur         AFC Bournemouth         Away    July 9   \n",
       "321             Southampton              Man United         Away    Feb. 2   \n",
       "275       Manchester United             Southampton         Home    Feb. 2   \n",
       "384        Sheffield United               Tottenham         Away    Nov. 9   \n",
       "177       Tottenham Hotspur        Sheffield United         Home    Nov. 9   \n",
       "260                 Everton                Brighton         Home   Jan. 11   \n",
       "18   Brighton & Hove Albion                 Everton         Away   Jan. 11   \n",
       "266                 Everton              Man United         Home   March 1   \n",
       "40        Manchester United                 Everton         Away   March 1   \n",
       "370                West Ham  Brighton & Hove Albion         Home    Feb. 1   \n",
       "19   Brighton & Hove Albion                West Ham         Away    Feb. 1   \n",
       "201       Tottenham Hotspur        Sheffield United         Away    July 2   \n",
       "403        Sheffield United               Tottenham         Home    July 2   \n",
       "286         AFC Bournemouth                 Burnley         Away   Feb. 22   \n",
       "84                  Burnley             Bournemouth         Home   Feb. 22   \n",
       "376       Tottenham Hotspur                West Ham         Away   Feb. 21   \n",
       "351                West Ham               Tottenham         Home   Feb. 21   \n",
       "333             Aston Villa                 Burnley         Home  Sept. 28   \n",
       "285         AFC Bournemouth                 Burnley         Away   Feb. 22   \n",
       "85                  Burnley             Bournemouth         Home   Feb. 22   \n",
       "161          Leicester City                 Norwich         Away   Feb. 28   \n",
       "437            Norwich City               Leicester         Home   Feb. 28   \n",
       "396        Sheffield United         Manchester City         Away   Dec. 29   \n",
       "215         Manchester City        Sheffield United         Home   Dec. 29   \n",
       "57           Crystal Palace             Southampton         Away   Dec. 28   \n",
       "110             Southampton          Crystal Palace         Home   Dec. 28   \n",
       "363                West Ham             Southampton         Away   Dec. 14   \n",
       "108             Southampton                West Ham         Home   Dec. 14   \n",
       "360                West Ham                 Chelsea         Away   Nov. 30   \n",
       "303                 Chelsea                West Ham         Home   Nov. 30   \n",
       "441            Norwich City                Man City         Away   July 26   \n",
       "234         Manchester City                 Norwich         Home   July 26   \n",
       "412                  Wolves               Liverpool         Away   Dec. 29   \n",
       "131               Liverpool                  Wolves         Home   Dec. 29   \n",
       "217         Manchester City                 Everton         Home    Jan. 1   \n",
       "259                 Everton                Man City         Away    Jan. 1   \n",
       "368                West Ham        Sheffield United         Away   Jan. 10   \n",
       "398        Sheffield United                West Ham         Home   Jan. 10   \n",
       "388                  Wolves                   Leeds         Away   Oct. 19   \n",
       "220                   Leeds                  Wolves         Home   Oct. 19   \n",
       "411                  Wolves               Liverpool         Away   Dec. 29   \n",
       "132               Liverpool                  Wolves         Home   Dec. 29   \n",
       "364       Tottenham Hotspur                Brighton         Home    Nov. 1   \n",
       "176  Brighton & Hove Albion               Tottenham         Away    Nov. 1   \n",
       "329                 Watford              Man United         Away   Feb. 23   \n",
       "37        Manchester United                 Watford         Home   Feb. 23   \n",
       "340             Aston Villa                 Burnley         Away    Jan. 1   \n",
       "82                  Burnley             Aston Villa         Home    Jan. 1   \n",
       "71                  Burnley             Aston Villa         Away  Sept. 28   \n",
       "297                 Chelsea               Liverpool         Home  Sept. 22   \n",
       "417                 Arsenal                 Burnley         Home   Dec. 13   \n",
       "3                   Burnley                 Arsenal         Away   Dec. 13   \n",
       "186       Tottenham Hotspur                Brighton         Home   Dec. 26   \n",
       "14   Brighton & Hove Albion               Tottenham         Away   Dec. 26   \n",
       "465               West Brom                Man City         Home   Jan. 26   \n",
       "247         Manchester City               West Brom         Away   Jan. 26   \n",
       "353                West Ham               Leicester         Home  April 11   \n",
       "162          Leicester City                West Ham         Away  April 11   \n",
       "394        Sheffield United                Brighton         Away   Dec. 21   \n",
       "11   Brighton & Hove Albion        Sheffield United         Home   Dec. 21   \n",
       "463               West Brom             Aston Villa         Home   Dec. 20   \n",
       "123             Aston Villa               West Brom         Away   Dec. 20   \n",
       "195  Brighton & Hove Albion        Sheffield United         Away  April 24   \n",
       "107        Sheffield United                Brighton         Home  April 24   \n",
       "453               Liverpool               Leicester         Away   Feb. 13   \n",
       "157          Leicester City               Liverpool         Home   Feb. 13   \n",
       "150          Leicester City               Tottenham         Away   Dec. 20   \n",
       "371       Tottenham Hotspur               Leicester         Home   Dec. 20   \n",
       "54           Crystal Palace               Liverpool         Home   Nov. 23   \n",
       "126               Liverpool          Crystal Palace         Away   Nov. 23   \n",
       "137          Leicester City                West Ham         Home    Oct. 4   \n",
       "335                West Ham               Leicester         Away    Oct. 4   \n",
       "146          Leicester City                Brighton         Away   Nov. 23   \n",
       "6    Brighton & Hove Albion               Leicester         Home   Nov. 23   \n",
       "320             Southampton              Man United         Away    Feb. 2   \n",
       "274       Manchester United             Southampton         Home    Feb. 2   \n",
       "91                  Burnley                Brighton         Home   July 26   \n",
       "21   Brighton & Hove Albion                 Burnley         Away   July 26   \n",
       "74                   Fulham               Newcastle         Away   Dec. 19   \n",
       "298               Newcastle                  Fulham         Home   Dec. 19   \n",
       "395        Sheffield United                Brighton         Away   Dec. 21   \n",
       "10   Brighton & Hove Albion        Sheffield United         Home   Dec. 21   \n",
       "97         Sheffield United                Brighton         Away   Dec. 20   \n",
       "191  Brighton & Hove Albion        Sheffield United         Home   Dec. 20   \n",
       "118             Aston Villa                 Arsenal         Away    Nov. 8   \n",
       "413                 Arsenal             Aston Villa         Home    Nov. 8   \n",
       "253         Manchester City             Aston Villa         Away  April 21   \n",
       "135             Aston Villa                Man City         Home  April 21   \n",
       "387        Sheffield United               Newcastle         Home    Dec. 5   \n",
       "93                Newcastle        Sheffield United         Away    Dec. 5   \n",
       "152          Leicester City             Southampton         Home   Jan. 11   \n",
       "111             Southampton               Leicester         Away   Jan. 11   \n",
       "73                  Burnley               Leicester         Away   Oct. 21   \n",
       "143          Leicester City                 Burnley         Home   Oct. 21   \n",
       "354                West Ham          Crystal Palace         Home    Oct. 5   \n",
       "48           Crystal Palace                West Ham         Away    Oct. 5   \n",
       "69           Crystal Palace              Man United         Home      July   \n",
       "44        Manchester United          Crystal Palace         Away      July   \n",
       "438               Liverpool                 Everton         Away   Oct. 17   \n",
       "20                  Everton               Liverpool         Home   Oct. 17   \n",
       "352                West Ham         AFC Bournemouth         Away  Sept. 28   \n",
       "273         AFC Bournemouth                West Ham         Home  Sept. 28   \n",
       "270         AFC Bournemouth             Southampton         Away  Sept. 20   \n",
       "100             Southampton         AFC Bournemouth         Home  Sept. 20   \n",
       "79                   Fulham               Tottenham         Home   March 4   \n",
       "378       Tottenham Hotspur                  Fulham         Away   March 4   \n",
       "254                 Everton               Leicester         Away    Dec. 1   \n",
       "148          Leicester City                 Everton         Home    Dec. 1   \n",
       "312                 Chelsea       Manchester United         Home   Feb. 17   \n",
       "35        Manchester United                 Chelsea         Away   Feb. 17   \n",
       "194  Brighton & Hove Albion               West Brom         Away   Feb. 27   \n",
       "468               West Brom                Brighton         Home   Feb. 27   \n",
       "236                   Leeds                Man City         Away  April 10   \n",
       "251         Manchester City                   Leeds         Home  April 10   \n",
       "211          Crystal Palace                  Wolves         Away   Oct. 30   \n",
       "392                  Wolves          Crystal Palace         Home   Oct. 30   \n",
       "233                   Leeds                  Fulham         Away  March 19   \n",
       "81                   Fulham                   Leeds         Home  March 19   \n",
       "66           Crystal Palace             Aston Villa         Away   July 12   \n",
       "343             Aston Villa          Crystal Palace         Home   July 12   \n",
       "231         Manchester City                Man City         Away   July 15   \n",
       "291         AFC Bournemouth                Man City         Away   July 15   \n",
       "272       Manchester United                 Burnley         Away   Jan. 12   \n",
       "5                   Burnley              Man United         Home   Jan. 12   \n",
       "262       Manchester United                Brighton         Away  Sept. 26   \n",
       "171  Brighton & Hove Albion              Man United         Home  Sept. 26   \n",
       "13                  Burnley                  Wolves         Away  April 25   \n",
       "406                  Wolves                 Burnley         Home  April 25   \n",
       "462               West Brom          Crystal Palace         Home    Dec. 6   \n",
       "214          Crystal Palace                     WBA         Away    Dec. 6   \n",
       "27                  Everton             Southampton         Home   March 1   \n",
       "327             Southampton                 Everton         Away   March 1   \n",
       "409                  Wolves                Man City         Home   Dec. 27   \n",
       "213         Manchester City                  Wolves         Away   Dec. 27   \n",
       "346                West Ham                Man City         Home   Aug. 10   \n",
       "205         Manchester City                West Ham         Away   Aug. 10   \n",
       "445               Liverpool                Brighton         Away   Nov. 28   \n",
       "183  Brighton & Hove Albion               Liverpool         Home   Nov. 28   \n",
       "440               Liverpool        Sheffield United         Home   Oct. 24   \n",
       "94         Sheffield United               Liverpool         Away   Oct. 24   \n",
       "451               Liverpool               Tottenham         Away   Jan. 28   \n",
       "374       Tottenham Hotspur               Liverpool         Home   Jan. 28   \n",
       "117             Southampton               Newcastle         Home   March 7   \n",
       "96                Newcastle             Southampton         Away   March 7   \n",
       "290               Newcastle                Brighton         Home  Sept. 20   \n",
       "168  Brighton & Hove Albion               Newcastle         Away  Sept. 20   \n",
       "415                 Arsenal                   Leeds         Away   Nov. 22   \n",
       "226                   Leeds                 Arsenal         Home   Nov. 22   \n",
       "446               Liverpool                Brighton         Away   Nov. 28   \n",
       "184  Brighton & Hove Albion               Liverpool         Home   Nov. 28   \n",
       "381        Sheffield United             Southampton         Home  Sept. 14   \n",
       "98              Southampton        Sheffield United         Away  Sept. 14   \n",
       "313                 Chelsea       Manchester United         Home   Feb. 17   \n",
       "36        Manchester United                 Chelsea         Away   Feb. 17   \n",
       "121             Aston Villa                West Ham         Away   Nov. 30   \n",
       "341                West Ham             Aston Villa         Home   Nov. 30   \n",
       "125             Aston Villa               West Brom         Away   Dec. 20   \n",
       "464               West Brom             Aston Villa         Home   Dec. 20   \n",
       "224                   Leeds          Crystal Palace         Away    Nov. 7   \n",
       "204          Crystal Palace                   Leeds         Home    Nov. 7   \n",
       "190       Tottenham Hotspur         Manchester City         Home    Feb. 2   \n",
       "221         Manchester City               Tottenham         Away    Feb. 2   \n",
       "158          Leicester City                Man City         Home   Feb. 22   \n",
       "223         Manchester City               Leicester         Away   Feb. 22   \n",
       "342             Aston Villa               Tottenham         Home   Feb. 16   \n",
       "193       Tottenham Hotspur             Aston Villa         Away   Feb. 16   \n",
       "323                 Watford                 Burnley         Home   Nov. 23   \n",
       "80                  Burnley                 Watford         Away   Nov. 23   \n",
       "302                 Chelsea                 Watford         Away    Nov. 2   \n",
       "319                 Watford                 Chelsea         Home    Nov. 2   \n",
       "330                 Watford                 Arsenal         Away   July 26   \n",
       "250                 Arsenal                 Watford         Home   July 26   \n",
       "181       Tottenham Hotspur                 Chelsea         Home   Dec. 22   \n",
       "307                 Chelsea               Tottenham         Away   Dec. 22   \n",
       "429                 Arsenal                 Burnley         Away   March 6   \n",
       "8                   Burnley                 Arsenal         Home   March 6   \n",
       "339                West Ham                  Fulham         Home    Nov. 7   \n",
       "65                   Fulham                West Ham         Away    Nov. 7   \n",
       "422            Norwich City              Man United         Home   Oct. 27   \n",
       "28        Manchester United                 Norwich         Away   Oct. 27   \n",
       "294               Newcastle              Man United         Home   Oct. 17   \n",
       "265       Manchester United               Newcastle         Away   Oct. 17   \n",
       "293         AFC Bournemouth             Southampton         Home   July 19   \n",
       "120             Southampton             Bournemouth         Away   July 19   \n",
       "391        Sheffield United             Aston Villa         Home   Dec. 14   \n",
       "338             Aston Villa        Sheffield United         Away   Dec. 14   \n",
       "258       Manchester United          Crystal Palace         Home  Sept. 19   \n",
       "199          Crystal Palace              Man United         Away  Sept. 19   \n",
       "408                  Wolves              Man United         Home    May 23   \n",
       "287       Manchester United                  Wolves         Away    May 23   \n",
       "444               Liverpool                Man City         Away    Nov. 8   \n",
       "237         Manchester City               Liverpool         Home    Nov. 8   \n",
       "423            Norwich City              Man United         Home   Oct. 27   \n",
       "29        Manchester United                 Norwich         Away   Oct. 27   \n",
       "116             Southampton               Newcastle         Home   March 7   \n",
       "410                  Wolves                Man City         Home   Dec. 27   \n",
       "212         Manchester City                  Wolves         Away   Dec. 27   \n",
       "160          Leicester City                 Arsenal         Home   Feb. 28   \n",
       "426                 Arsenal               Leicester         Away   Feb. 28   \n",
       "60                   Fulham        Sheffield United         Away   Oct. 18   \n",
       "90         Sheffield United                  Fulham         Home   Oct. 18   \n",
       "299               Newcastle        Sheffield United         Away   Jan. 12   \n",
       "99         Sheffield United               Newcastle         Home   Jan. 12   \n",
       "172  Brighton & Hove Albion              Man United         Home  Sept. 26   \n",
       "261       Manchester United                Brighton         Away  Sept. 26   \n",
       "362       Tottenham Hotspur               Newcastle         Home  Sept. 27   \n",
       "292               Newcastle               Tottenham         Away  Sept. 27   \n",
       "328             Southampton                 Burnley         Home   April 4   \n",
       "12                  Burnley             Southampton         Away   April 4   \n",
       "359       Tottenham Hotspur             Southampton         Away  Sept. 20   \n",
       "310             Southampton               Tottenham         Home  Sept. 20   \n",
       "165          Leicester City                 Everton         Away    July 1   \n",
       "269                 Everton               Leicester         Home    July 1   \n",
       "178  Brighton & Hove Albion               Tottenham         Away    Nov. 1   \n",
       "366       Tottenham Hotspur                Brighton         Home    Nov. 1   \n",
       "145          Leicester City                  Fulham         Home   Nov. 30   \n",
       "67                   Fulham               Leicester         Away   Nov. 30   \n",
       "369       Tottenham Hotspur               Leicester         Home   Dec. 20   \n",
       "151          Leicester City               Tottenham         Away   Dec. 20   \n",
       "386       Tottenham Hotspur               Leicester         Away    May 23   \n",
       "166          Leicester City               Tottenham         Home    May 23   \n",
       "393                  Wolves               Leicester         Away    Nov. 8   \n",
       "142          Leicester City                  Wolves         Home    Nov. 8   \n",
       "301               Newcastle                West Ham         Home  April 17   \n",
       "356                West Ham               Newcastle         Away  April 17   \n",
       "256         Manchester City               Newcastle         Away    May 14   \n",
       "306               Newcastle                Man City         Home    May 14   \n",
       "163          Leicester City                 Chelsea         Away    May 18   \n",
       "55                  Chelsea               Leicester         Home    May 18   \n",
       "101        Sheffield United                 Chelsea         Home    Feb. 7   \n",
       "43                  Chelsea        Sheffield United         Away    Feb. 7   \n",
       "209         Manchester City              Man United         Home    Dec. 7   \n",
       "30        Manchester United                Man City         Away    Dec. 7   \n",
       "252                 Everton  Brighton & Hove Albion         Away   Oct. 26   \n",
       "4    Brighton & Hove Albion                 Everton         Home   Oct. 26   \n",
       "447               Liverpool                Brighton         Away   Nov. 28   \n",
       "185  Brighton & Hove Albion               Liverpool         Home   Nov. 28   \n",
       "115             Southampton                  Wolves         Home   Jan. 18   \n",
       "416                  Wolves             Southampton         Away   Jan. 18   \n",
       "203          Crystal Palace                 Everton         Home  Sept. 26   \n",
       "17                  Everton          Crystal Palace         Away  Sept. 26   \n",
       "442               Liverpool        Sheffield United         Home   Oct. 24   \n",
       "92         Sheffield United               Liverpool         Away   Oct. 24   \n",
       "332             Southampton               Tottenham         Away  April 21   \n",
       "382       Tottenham Hotspur             Southampton         Home  April 21   \n",
       "222                   Leeds               Leicester         Home    Nov. 2   \n",
       "139          Leicester City                   Leeds         Away    Nov. 2   \n",
       "42        Manchester United               Tottenham         Away   June 19   \n",
       "196       Tottenham Hotspur              Man United         Home   June 19   \n",
       "46        Manchester United                West Ham         Home   July 22   \n",
       "379                West Ham              Man United         Away   July 22   \n",
       "238                 Arsenal          Crystal Palace         Home   Oct. 27   \n",
       "51           Crystal Palace                 Arsenal         Away   Oct. 27   \n",
       "95                Newcastle             Southampton         Away   March 7   \n",
       "349                West Ham        Sheffield United         Home   Feb. 15   \n",
       "103        Sheffield United                West Ham         Away   Feb. 15   \n",
       "325             Southampton                   Leeds         Away   Feb. 23   \n",
       "232                   Leeds             Southampton         Home   Feb. 23   \n",
       "276       Manchester United             Southampton         Home    Feb. 2   \n",
       "322             Southampton              Man United         Away    Feb. 2   \n",
       "424                 Arsenal                   Leeds         Home   Feb. 14   \n",
       "230                   Leeds                 Arsenal         Away   Feb. 14   \n",
       "279       Manchester United               West Brom         Away   Feb. 14   \n",
       "466               West Brom              Man United         Home   Feb. 14   \n",
       "156          Leicester City               Liverpool         Home   Feb. 13   \n",
       "452               Liverpool               Leicester         Away   Feb. 13   \n",
       "41                  Chelsea               Leicester         Away   Jan. 19   \n",
       "153          Leicester City                 Chelsea         Home   Jan. 19   \n",
       "425                 Arsenal               Leicester         Away   Feb. 28   \n",
       "159          Leicester City                 Arsenal         Home   Feb. 28   \n",
       "173  Brighton & Hove Albion              Man United         Home  Sept. 26   \n",
       "263       Manchester United                Brighton         Away  Sept. 26   \n",
       "147          Leicester City                 Everton         Home   Dec. 16   \n",
       "24                  Everton               Leicester         Away   Dec. 16   \n",
       "458               Liverpool              Man United         Away    May 13   \n",
       "284       Manchester United               Liverpool         Home    May 13   \n",
       "399                  Wolves                 Chelsea         Home   Dec. 15   \n",
       "38                  Chelsea                  Wolves         Away   Dec. 15   \n",
       "22                  Everton                 Chelsea         Home   Dec. 12   \n",
       "34                  Chelsea                 Everton         Away   Dec. 12   \n",
       "271       Manchester United                Man City         Home   Dec. 12   \n",
       "244         Manchester City              Man United         Away   Dec. 12   \n",
       "397                  Wolves               Liverpool         Away    Dec. 6   \n",
       "448               Liverpool                  Wolves         Home    Dec. 6   \n",
       "344             Aston Villa          Crystal Palace         Home   July 12   \n",
       "68           Crystal Palace             Aston Villa         Away   July 12   \n",
       "130             Aston Villa                  Fulham         Home   April 4   \n",
       "83                   Fulham             Aston Villa         Away   April 4   \n",
       "469               West Brom                Brighton         Home   Feb. 27   \n",
       "192  Brighton & Hove Albion               West Brom         Away   Feb. 27   \n",
       "187  Brighton & Hove Albion             Southampton         Home    Dec. 7   \n",
       "316             Southampton                Brighton         Away    Dec. 7   \n",
       "470               West Brom          Crystal Palace         Away  March 13   \n",
       "218          Crystal Palace               West Brom         Home  March 13   \n",
       "102        Sheffield United                 Chelsea         Home    Feb. 7   \n",
       "45                  Chelsea        Sheffield United         Away    Feb. 7   \n",
       "210          Crystal Palace                  Wolves         Away   Oct. 30   \n",
       "390                  Wolves          Crystal Palace         Home   Oct. 30   \n",
       "113             Southampton               Leicester         Away   Jan. 11   \n",
       "154          Leicester City             Southampton         Home   Jan. 11   \n",
       "149          Leicester City                 Everton         Home    Dec. 1   \n",
       "255                 Everton               Leicester         Away    Dec. 1   \n",
       "219         Manchester City          Crystal Palace         Home   Jan. 18   \n",
       "63           Crystal Palace         Manchester City         Away   Jan. 18   \n",
       "86                  Burnley                Man City         Away   June 22   \n",
       "225         Manchester City                 Burnley         Home   June 22   \n",
       "454               Liverpool                 Everton         Home   Feb. 20   \n",
       "26                  Everton               Liverpool         Away   Feb. 20   \n",
       "300                 Chelsea                 Burnley         Away   Oct. 26   \n",
       "76                  Burnley                 Chelsea         Home   Oct. 26   \n",
       "119             Aston Villa                Brighton         Home   Nov. 21   \n",
       "179  Brighton & Hove Albion             Aston Villa         Away   Nov. 21   \n",
       "461               West Brom              Man United         Away   Nov. 21   \n",
       "267       Manchester United               West Brom         Home   Nov. 21   \n",
       "345                West Ham                   Leeds         Away   Dec. 11   \n",
       "228                   Leeds                West Ham         Home   Dec. 11   \n",
       "257       Manchester United          Crystal Palace         Home  Sept. 19   \n",
       "200          Crystal Palace              Man United         Away  Sept. 19   \n",
       "70                   Fulham               Liverpool         Home   Dec. 13   \n",
       "449               Liverpool                  Fulham         Away   Dec. 13   \n",
       "216          Crystal Palace             Aston Villa         Away   Dec. 26   \n",
       "127             Aston Villa          Crystal Palace         Home   Dec. 26   \n",
       "281       Manchester United                 Chelsea         Away   Feb. 28   \n",
       "47                  Chelsea              Man United         Home   Feb. 28   \n",
       "106        Sheffield United             Aston Villa         Home   March 3   \n",
       "129             Aston Villa        Sheffield United         Away   March 3   \n",
       "23        Manchester United                 Arsenal         Home  Sept. 30   \n",
       "235                 Arsenal              Man United         Away  Sept. 30   \n",
       "427            Norwich City                 Arsenal         Home    Dec. 1   \n",
       "241                 Arsenal                 Norwich         Away    Dec. 1   \n",
       "245                 Arsenal          Crystal Palace         Away   Jan. 11   \n",
       "61           Crystal Palace                 Arsenal         Home   Jan. 11   \n",
       "407                  Wolves             Southampton         Home   Oct. 19   \n",
       "104             Southampton                  Wolves         Away   Oct. 19   \n",
       "434            Norwich City             Bournemouth         Home   Jan. 18   \n",
       "282         AFC Bournemouth                 Norwich         Away   Jan. 18   \n",
       "428            Norwich City        Sheffield United         Home    Dec. 8   \n",
       "389        Sheffield United                 Norwich         Away    Dec. 8   \n",
       "439            Norwich City                 Burnley         Home   July 18   \n",
       "88                  Burnley                 Norwich         Away   July 18   \n",
       "401        Sheffield United          Crystal Palace         Away    Feb. 1   \n",
       "64           Crystal Palace        Sheffield United         Home    Feb. 1   \n",
       "198          Crystal Palace             Southampton         Home  Sept. 12   \n",
       "309             Southampton          Crystal Palace         Away  Sept. 12   \n",
       "134               Liverpool              Man United         Home   Jan. 19   \n",
       "32        Manchester United               Liverpool         Away   Jan. 19   \n",
       "456               Liverpool             Aston Villa         Home  April 10   \n",
       "133             Aston Villa               Liverpool         Away  April 10   \n",
       "105             Southampton               Leicester         Home   Oct. 25   \n",
       "144          Leicester City             Southampton         Away   Oct. 25   \n",
       "124               Liverpool              Man United         Away   Oct. 20   \n",
       "25        Manchester United               Liverpool         Home   Oct. 20   \n",
       "128               Liverpool                 Watford         Home   Dec. 14   \n",
       "324                 Watford               Liverpool         Away   Dec. 14   \n",
       "467               West Brom                 Burnley         Away   Feb. 20   \n",
       "7                   Burnley               West Brom         Home   Feb. 20   \n",
       "239                 Arsenal          Crystal Palace         Home   Oct. 27   \n",
       "50           Crystal Palace                 Arsenal         Away   Oct. 27   \n",
       "383       Tottenham Hotspur             Southampton         Home  April 21   \n",
       "331             Southampton               Tottenham         Away  April 21   \n",
       "373       Tottenham Hotspur               Liverpool         Home   Jan. 28   \n",
       "450               Liverpool               Tottenham         Away   Jan. 28   \n",
       "197       Tottenham Hotspur                West Ham         Home   June 23   \n",
       "375                West Ham               Tottenham         Away   June 23   \n",
       "385       Tottenham Hotspur        Sheffield United         Home     May 2   \n",
       "109        Sheffield United               Tottenham         Away     May 2   \n",
       "175       Tottenham Hotspur               Leicester         Away  Sept. 21   \n",
       "140          Leicester City               Tottenham         Home  Sept. 21   \n",
       "182       Tottenham Hotspur                 Chelsea         Home   Dec. 22   \n",
       "308                 Chelsea               Tottenham         Away   Dec. 22   \n",
       "418                 Arsenal                 Chelsea         Home   Dec. 26   \n",
       "39                  Chelsea                 Arsenal         Away   Dec. 26   \n",
       "431            Norwich City               Tottenham         Home   Dec. 28   \n",
       "188       Tottenham Hotspur                 Norwich         Away   Dec. 28   \n",
       "56                  Chelsea               Leicester         Home    May 18   \n",
       "164          Leicester City                 Chelsea         Away    May 18   \n",
       "49                  Chelsea               Liverpool         Away   March 4   \n",
       "455               Liverpool                 Chelsea         Home   March 4   \n",
       "377                West Ham                 Chelsea         Home    July 1   \n",
       "317                 Chelsea                West Ham         Away    July 1   \n",
       "348                West Ham                  Fulham         Away    Feb. 6   \n",
       "78                   Fulham                West Ham         Home    Feb. 6   \n",
       "460               West Brom              Man United         Away   Nov. 21   \n",
       "268       Manchester United               West Brom         Home   Nov. 21   \n",
       "404                  Wolves                  Fulham         Away   April 9   \n",
       "87                   Fulham                  Wolves         Home   April 9   \n",
       "405                  Wolves               Leicester         Away   Aug. 11   \n",
       "138          Leicester City                  Wolves         Home   Aug. 11   \n",
       "419                  Wolves               Leicester         Away   Feb. 14   \n",
       "155          Leicester City                  Wolves         Away   Feb. 14   \n",
       "334                West Ham        Newcastle United         Home  Sept. 12   \n",
       "170  Brighton & Hove Albion               Newcastle         Away  Sept. 20   \n",
       "289               Newcastle                Brighton         Home  Sept. 20   \n",
       "\n",
       "          year  \n",
       "280  2019/2020  \n",
       "365  2019/2020  \n",
       "62   2020/2021  \n",
       "207  2020/2021  \n",
       "189  2020/2021  \n",
       "72   2020/2021  \n",
       "372  2019/2020  \n",
       "246  2019/2020  \n",
       "33   2020/2021  \n",
       "436  2020/2021  \n",
       "432  2020/2021  \n",
       "31   2020/2021  \n",
       "240  2020/2021  \n",
       "367  2020/2021  \n",
       "242  2020/2021  \n",
       "1    2020/2021  \n",
       "58   2020/2021  \n",
       "112  2020/2021  \n",
       "0    2019/2020  \n",
       "350  2019/2020  \n",
       "264  2020/2021  \n",
       "295  2020/2021  \n",
       "420  2020/2021  \n",
       "400  2020/2021  \n",
       "304  2020/2021  \n",
       "457  2020/2021  \n",
       "296  2019/2020  \n",
       "421  2019/2020  \n",
       "122  2019/2020  \n",
       "77   2019/2020  \n",
       "355  2019/2020  \n",
       "326  2019/2020  \n",
       "414  2019/2020  \n",
       "53   2020/2021  \n",
       "435  2020/2021  \n",
       "206  2019/2020  \n",
       "347  2019/2020  \n",
       "208  2019/2020  \n",
       "169  2019/2020  \n",
       "229  2019/2020  \n",
       "136  2019/2020  \n",
       "433  2019/2020  \n",
       "59   2019/2020  \n",
       "336  2019/2020  \n",
       "2    2019/2020  \n",
       "16   2019/2020  \n",
       "278  2019/2020  \n",
       "305  2019/2020  \n",
       "277  2019/2020  \n",
       "430  2020/2021  \n",
       "89   2020/2021  \n",
       "243  2019/2020  \n",
       "9    2019/2020  \n",
       "358  2019/2020  \n",
       "180  2019/2020  \n",
       "443  2020/2021  \n",
       "337  2020/2021  \n",
       "459  2020/2021  \n",
       "15   2020/2021  \n",
       "283  2020/2021  \n",
       "380  2020/2021  \n",
       "248  2019/2020  \n",
       "167  2019/2020  \n",
       "314  2020/2021  \n",
       "114  2020/2021  \n",
       "357  2020/2021  \n",
       "52   2020/2021  \n",
       "227  2019/2020  \n",
       "315  2019/2020  \n",
       "402  2020/2021  \n",
       "249  2020/2021  \n",
       "361  2020/2021  \n",
       "311  2020/2021  \n",
       "318  2020/2021  \n",
       "75   2020/2021  \n",
       "141  2019/2020  \n",
       "174  2019/2020  \n",
       "288  2019/2020  \n",
       "202  2019/2020  \n",
       "321  2020/2021  \n",
       "275  2020/2021  \n",
       "384  2019/2020  \n",
       "177  2019/2020  \n",
       "260  2019/2020  \n",
       "18   2019/2020  \n",
       "266  2019/2020  \n",
       "40   2019/2020  \n",
       "370  2019/2020  \n",
       "19   2019/2020  \n",
       "201  2019/2020  \n",
       "403  2019/2020  \n",
       "286  2019/2020  \n",
       "84   2019/2020  \n",
       "376  2020/2021  \n",
       "351  2020/2021  \n",
       "333  2019/2020  \n",
       "285  2019/2020  \n",
       "85   2019/2020  \n",
       "161  2019/2020  \n",
       "437  2019/2020  \n",
       "396  2019/2020  \n",
       "215  2019/2020  \n",
       "57   2019/2020  \n",
       "110  2019/2020  \n",
       "363  2019/2020  \n",
       "108  2019/2020  \n",
       "360  2019/2020  \n",
       "303  2019/2020  \n",
       "441  2019/2020  \n",
       "234  2019/2020  \n",
       "412  2019/2020  \n",
       "131  2019/2020  \n",
       "217  2019/2020  \n",
       "259  2019/2020  \n",
       "368  2019/2020  \n",
       "398  2019/2020  \n",
       "388  2020/2021  \n",
       "220  2020/2021  \n",
       "411  2019/2020  \n",
       "132  2019/2020  \n",
       "364  2020/2021  \n",
       "176  2020/2021  \n",
       "329  2019/2020  \n",
       "37   2019/2020  \n",
       "340  2019/2020  \n",
       "82   2019/2020  \n",
       "71   2019/2020  \n",
       "297  2019/2020  \n",
       "417  2020/2021  \n",
       "3    2020/2021  \n",
       "186  2019/2020  \n",
       "14   2019/2020  \n",
       "465  2020/2021  \n",
       "247  2020/2021  \n",
       "353  2020/2021  \n",
       "162  2020/2021  \n",
       "394  2019/2020  \n",
       "11   2019/2020  \n",
       "463  2020/2021  \n",
       "123  2020/2021  \n",
       "195  2020/2021  \n",
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      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "incidents_df_raw.sort_values(by='incident')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "effe8208",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "241"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Add column for decision of opposition team (will be opposite of the main team's decision)\n",
    "for i, row in incidents_df_raw.iterrows():\n",
    "    if row['team_decision'] == 'For':\n",
    "        incidents_df_raw.loc[i, 'opposition_decision'] = 'Against'\n",
    "    elif row['team_decision'] == 'Against':\n",
    "        incidents_df_raw.loc[i, 'opposition_decision'] = 'For'\n",
    "    else:\n",
    "        incidents_df_raw.loc[i, 'opposition_decision'] = 'Neutral'\n",
    "        \n",
    "# Rearrange columns\n",
    "incidents_df_raw = incidents_df_raw[['incident', 'team_decision', 'team', 'home_or_away', \n",
    "                                     'opposition', 'opposition_decision', 'date', 'year']]\n",
    "\n",
    "# Remove duplicate incidents (since same incident repeated for each of the 2 teams involved)\n",
    "for i, row in incidents_df_raw.iterrows():\n",
    "    text = row['incident']\n",
    "    text_clean = text.split(\" - \")[0]\n",
    "    incidents_df_raw.loc[i, 'incident_text'] = text_clean\n",
    "    \n",
    "incidents_df_raw = incidents_df_raw.drop_duplicates(subset='incident_text')\n",
    "incidents_df = incidents_df_raw.drop(columns = ['incident_text']).reset_index(drop = True)\n",
    "len(incidents_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "54e94ee0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>incident</th>\n",
       "      <th>team_decision</th>\n",
       "      <th>team</th>\n",
       "      <th>home_or_away</th>\n",
       "      <th>opposition</th>\n",
       "      <th>opposition_decision</th>\n",
       "      <th>date</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>match_minute</th>\n",
       "      <th>incident_penalty</th>\n",
       "      <th>incident_foul</th>\n",
       "      <th>incident_handball</th>\n",
       "      <th>incident_offside</th>\n",
       "      <th>incident_redcard</th>\n",
       "      <th>incident_yellowcard</th>\n",
       "      <th>players_involved</th>\n",
       "      <th>sum_incident_types</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Brighton goal for Leandro Trossard ruled out f...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Home</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>For</td>\n",
       "      <td>Aug. 17</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>27</td>\n",
       "      <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>[Trossard, Dan, Burn, Leandro]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bailey Peacock-Farrell own goal disallowed for...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Away</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>77</td>\n",
       "      <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>[Bailey, Jesus, Peacock-Farrell, Gabriel]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Conor Hourihane goal ruled out for a foul by W...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Away</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Against</td>\n",
       "      <td>Oct. 19</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Ryan, Wesley, Hourihane, Mat, Conor]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Granit Xhaka sent off for violent conduct on A...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Away</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 13</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Dec</td>\n",
       "      <td>58</td>\n",
       "      <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>[Ashley, Xhaka, Granit, Westwood]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Penalty awarded (scored by Neil Maupay) for fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Home</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Against</td>\n",
       "      <td>Oct. 26</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>78</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Michael, Neil, Maupay, Connolly, Keane, Aaron]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Man United free-kick and Robbie Brady red-card...</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Home</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Jan. 12</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Jan</td>\n",
       "      <td></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>[Robbie, Shaw, Brady, Luke]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Jamie Vardy penalty retaken after James Maddis...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Home</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 23</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>80</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>[Jamie, Vardy, James, Maddison]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Semi Ajayi sent off for handball and denying a...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Home</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>28</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>[Ajayi, Semi]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Penalty and red card for handball against Erik...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Home</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Against</td>\n",
       "      <td>March 6</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Mar</td>\n",
       "      <td>85</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[Erik, Pieters]</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>David Luiz goal disallowed for offside, 63rd m...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Away</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 5</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>63</td>\n",
       "      <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>[Luiz, David]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>John Egan goal ruled out for handball, 8th min...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 21</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[John, Egan]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Jack O'Connell goal disallowed for offside, 54...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 21</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>54</td>\n",
       "      <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>[Jack, OConnell]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Penalty awarded (scored by Chris Wood) for fou...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Away</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Against</td>\n",
       "      <td>April 4</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Apr</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Kyle, Erik, Wood, Chris, Pieters, Walker-Peters]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Matej Vydra goal disallowed for offside, 50th ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Away</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>For</td>\n",
       "      <td>April 25</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Apr</td>\n",
       "      <td>50</td>\n",
       "      <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>[Vydra, Matej]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Harry Kane goal ruled out for offside, 24th mi...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Away</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 26</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>24</td>\n",
       "      <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>[Kane, Harry]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Dominic Calvert-Lewin goal awarded after origi...</td>\n",
       "      <td>For</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Home</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sept. 19</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Sep</td>\n",
       "      <td>31</td>\n",
       "      <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>[Dominic, Calvert-Lewin]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Dan Burn goal ruled out for offside, 58th minu...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Home</td>\n",
       "      <td>Bournemouth</td>\n",
       "      <td>For</td>\n",
       "      <td>Dec. 28</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>58</td>\n",
       "      <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>[Dan, Burn]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Penalty awarded (scored by Richarlison) for ha...</td>\n",
       "      <td>For</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sept. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Sep</td>\n",
       "      <td>41</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>[Joel, Ward, Richarlison]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Goal for Dominic Calvert-Lewin ruled out for h...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Away</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Against</td>\n",
       "      <td>Jan. 11</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>75</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Dominic, Calvert-Lewin]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Goal for Glenn Murray allowed after incorrect ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Away</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Glenn, Murray]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Jordan Henderson goal ruled out for offside ag...</td>\n",
       "      <td>For</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Against</td>\n",
       "      <td>Oct. 17</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Oct</td>\n",
       "      <td>90</td>\n",
       "      <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>[Henderson, Jordan, Sadio, Mane]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Jay Rodriguez goal ruled out for offside again...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Away</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Against</td>\n",
       "      <td>July 26</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>57</td>\n",
       "      <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>[Berg, Johann, Rodriguez, Gudmundsson, Jay]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Penalty cancelled for offside against Dominic ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>For</td>\n",
       "      <td>Dec. 12</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Dec</td>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Dominic, Calvert-Lewin]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Pierre-Emerick Aubameyang goal, originally rul...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>For</td>\n",
       "      <td>Sept. 30</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>58</td>\n",
       "      <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>[Aubameyang, Pierre-Emerick]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Penalty cancelled for challenge on Ayoze Perez...</td>\n",
       "      <td>For</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 16</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Dec</td>\n",
       "      <td>81</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>[Perez, Ayoze, Gomes, Andre]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Sadio Mane goal ruled out for handball, 43rd m...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Against</td>\n",
       "      <td>Oct. 20</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Sadio, Mane]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Penalty overturn review rejected after Trent A...</td>\n",
       "      <td>For</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>81</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>[Dominic, Trent, Calvert-Lewin, Alexander-Arnold]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Michael Keane goal disallowed for offside in t...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>For</td>\n",
       "      <td>March 1</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Mar</td>\n",
       "      <td>25</td>\n",
       "      <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>[Keane, Mason, Holgate, Michael]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Penalty awarded (missed by Anthony Martial) fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>Against</td>\n",
       "      <td>Oct. 27</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>41</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>[Martial, Cantwell, Todd, Anthony]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Penalty awarded (missed by Marcus Rashford) fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>Against</td>\n",
       "      <td>Oct. 27</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Ben, Marcus, Daniel, Godfrey, James, Rashford]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Penalty awarded (scored by Marcus Rashford) fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 7</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Bernardo, Marcus, Silva, Rashford]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Arsenal penalty rescinded for offside in the b...</td>\n",
       "      <td>For</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Against</td>\n",
       "      <td>April 23</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Apr</td>\n",
       "      <td>51</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Pepe, Nicolas]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Roberto Firmino goal disallowed for foul on Da...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Against</td>\n",
       "      <td>Jan. 19</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[David, De, Gea, Roberto, Dijk, Firmino, Virgil]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Andreas Christensen sent off for denying a goa...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>For</td>\n",
       "      <td>Sept. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Sep</td>\n",
       "      <td>45</td>\n",
       "      <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>[Andreas, Mane, Sadio, Christensen]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Kurt Zouma goal disallowed for foul on Brandon...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 17</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Williams, Kurt, Zouma, Brandon, Cesar, Azpili...</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Olivier Giroud goal disallowed for offside, 77...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 17</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>77</td>\n",
       "      <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>[Olivier, Giroud]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Goal for Troy Deeney disallowed for handball b...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Watford</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 23</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Deeney, Craig, Troy, Dawson]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Penalty cancelled for challenge on Pedro Neto ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 15</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Dec</td>\n",
       "      <td>81</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>[Reece, Pedro, Neto, James]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Tammy Abraham goal awarded after incorrect off...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Dec</td>\n",
       "      <td>85</td>\n",
       "      <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>[Abraham, Tammy]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Goal for Everton disallowed for offside agains...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Against</td>\n",
       "      <td>March 1</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>92</td>\n",
       "      <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>[David, De, Sigurdsson, Gea, Gylfi]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Penalty cancelled as Jonny Evans' foul on Chri...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>For</td>\n",
       "      <td>Jan. 19</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Jan</td>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Christian, Jonny, Pulisic, Evans]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Penalty awarded for a foul on Bruno Fernandes ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>For</td>\n",
       "      <td>June 19</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>91</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Fernandes, Bruno]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Penalty awarded (scored by Jorginho) for Aaron...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 7</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>58</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>[Werner, Aaron, Timo, Jorginho]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Jordan Ayew goal disallowed for offside, 55th ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Against</td>\n",
       "      <td>July</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>55</td>\n",
       "      <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>[Ayew, Jordan]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Penalty for Ben Chilwell's challenge on Chris ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 7</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Basham, Ben, Chris]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Penalty awarded for a handball by Paul Pogba (...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Home</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>For</td>\n",
       "      <td>July 22</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>45</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>[Paul, Pogba, Antonio, Michael]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Penalty review rejected for handball against C...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>15</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>[Hudson-Odoi, Callum]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Jordan Ayew goal awarded after originally bein...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Oct. 5</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>87</td>\n",
       "      <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>[Ayew, Jordan]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Timo Werner goal disallowed for offside, 24th ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>For</td>\n",
       "      <td>March 4</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Mar</td>\n",
       "      <td>24</td>\n",
       "      <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>[Werner, Timo]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Sokratis goal disallowed for foul by Calum Cha...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Against</td>\n",
       "      <td>Oct. 27</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>83</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Chambers, Sokratis, Calum]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Penalty awarded for foul by Calum Chambers on ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Against</td>\n",
       "      <td>Oct. 27</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Wilfried, Chambers, Zaha, Calum]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Fabian Balbuena yellow card upgraded to red fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Against</td>\n",
       "      <td>April 24</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Apr</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>[Fabian, Chilwell, Balbuena, Ben]</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Christian Pulisic goal disallowed for offside,...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>For</td>\n",
       "      <td>May 12</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>May</td>\n",
       "      <td>60</td>\n",
       "      <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>[Christian, Pulisic]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>James Tomkins goal ruled out for push by Jorda...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>For</td>\n",
       "      <td>Nov. 23</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Tomkins, Ayew, James, Jordan]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Penalty awarded (scored by Jorginho) after Tim...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Against</td>\n",
       "      <td>May 18</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>May</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Werner, Timo, Jorginho]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Timo Werner goal disallowed for handball, 35th...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>For</td>\n",
       "      <td>May 18</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>May</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Werner, Timo]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Goal for Max Meyer ruled out for offside by Wi...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>For</td>\n",
       "      <td>Dec. 28</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>15</td>\n",
       "      <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>[Meyer, Zaha, Max, Wilfried]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Bobby Decordova-Reid goal disallowed for foul ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>For</td>\n",
       "      <td>Sept. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Sep</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Bobby, Decordova-Reid, Mitrovic, Aleksandar]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Connor Wickham goal awarded after originally b...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>Against</td>\n",
       "      <td>Jan. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>85</td>\n",
       "      <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>[Wickham, Connor]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Penalty awarded (scored by Billy Sharp) for fo...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>For</td>\n",
       "      <td>Oct. 18</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Oct</td>\n",
       "      <td>85</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Sharp, Robinson, Billy, Jack, Aleksandar, Mit...</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Pierre-Emerick Aubameyang sent off for foul on...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Against</td>\n",
       "      <td>Jan. 11</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>65</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>[Meyer, Max, Aubameyang, Pierre-Emerick]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Aboubakar Kamara sent off for foul on Eberechi...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>For</td>\n",
       "      <td>Oct. 24</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Oct</td>\n",
       "      <td>86</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>[Kamara, Eze, Aboubakar, Eberechi]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Penalty for handball against Jairo Riedewald c...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Against</td>\n",
       "      <td>Jan. 18</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>72</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>[Jairo, Riedewald]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Red card for Joel Ward rescinded, 74th minute ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>74</td>\n",
       "      <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>[Joel, Ward]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Penalty awarded (missed by Ademola Lookman) fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Away</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 7</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>95</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Tom, Ademola, Benrahma, Lookman, Saïd, Cairney]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Mamadou Sakho goal ruled out for handball, 7th...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>For</td>\n",
       "      <td>July 12</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Sakho, Mamadou]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Penalty awarded (scored by Ivan Cavaleiro) for...</td>\n",
       "      <td>For</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 30</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[De, Cordova-Reid, Fuchs, Cavaleiro, Christian...</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Penalty cancelled, awarded for foul on Jack Gr...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Against</td>\n",
       "      <td>July 12</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Grealish, Patrick, Jack, Aanholt]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Penalty review rejected by referee Andre Marri...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>For</td>\n",
       "      <td>Dec. 13</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Dec</td>\n",
       "      <td>16</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>[Marriner, Andre, Cavaleiro, Fabinho, Ivan]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Goal for Villa's John McGinn ruled out on revi...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Away</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sept. 28</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>25</td>\n",
       "      <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>[John, Hourihane, Conor]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Adam Lallana goal disallowed for handball in t...</td>\n",
       "      <td>For</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 16</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Dec</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Welbeck, Lallana, Danny, Adam]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Jonny Evans own goal ruled out due to a foul b...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Away</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>For</td>\n",
       "      <td>Oct. 21</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Wood, Jonny, Evans, Chris]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Joachim Andersen sent off for denying a goal-s...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>For</td>\n",
       "      <td>Dec. 19</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Dec</td>\n",
       "      <td>62</td>\n",
       "      <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>[Andersen, Wilson, Callum, Joachim]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Goal (scored by Theo Walcott) disallowed for o...</td>\n",
       "      <td>For</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Dec</td>\n",
       "      <td>85</td>\n",
       "      <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>[Walcott, Che, Adams, Theo]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Penalty overturned for diving by Callum Hudson...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Home</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Against</td>\n",
       "      <td>Oct. 26</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>76</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>[Hudson-Odoi, Callum]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Chris Wood goal disallowed for offside, 36th m...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Home</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>For</td>\n",
       "      <td>Nov. 9</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>36</td>\n",
       "      <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>[Wood, Chris]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Tomas Soucek sent off for elbow on Aleksandar ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Home</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 6</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>90</td>\n",
       "      <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>[Soucek, Aleksandar, Mitrovic, Tomas]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Josh Maja goal disallowed for handball in the ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>For</td>\n",
       "      <td>March 4</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Mar</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Lemina, Josh, Maja, Mario]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Penalty (scored by Barnes) awarded for foul on...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Away</td>\n",
       "      <td>Watford</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 23</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Jose, Barnes, Ashley, Holebas]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Luke Ayling goal disallowed for offside agains...</td>\n",
       "      <td>For</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Against</td>\n",
       "      <td>March 19</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Mar</td>\n",
       "      <td>8</td>\n",
       "      <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>[Luke, Ayling, Roberts, Tyler]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Goal for Villa's Jack Grealish ruled out on re...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Home</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Against</td>\n",
       "      <td>Jan. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>11</td>\n",
       "      <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>[Grealish, Jack, Wesley]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Penalty cancelled. Mario Lemina adjudged not t...</td>\n",
       "      <td>For</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Against</td>\n",
       "      <td>April 4</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Apr</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Mario, Ollie, Watkins, Lemina]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Goal for Harry Wilson ruled out for handball b...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Home</td>\n",
       "      <td>Bournemouth</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 22</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>57</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>[Adam, Rodriguez, Smith, Wilson, Harry, Jay]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Goal for Josh King ruled out for handball in b...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Home</td>\n",
       "      <td>Bournemouth</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 22</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Philip, Josh, King, Billing]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Penalty given (scored by Riyad Mahrez) for a f...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Away</td>\n",
       "      <td>Man City</td>\n",
       "      <td>For</td>\n",
       "      <td>June 22</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Ben, Mee, Aguero, Sergio, Riyad, Mahrez]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Willian Jose goal disallowed for offside in th...</td>\n",
       "      <td>For</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Against</td>\n",
       "      <td>April 9</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Apr</td>\n",
       "      <td>45</td>\n",
       "      <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>[Jose, Willian, Daniel, Podence]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Red card for Emiliano Buendia for an elbow on ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Away</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>Against</td>\n",
       "      <td>July 18</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>33</td>\n",
       "      <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>[Emiliano, Ashley, Buendia, Westwood]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Dani Ceballos goal disallowed for offside in t...</td>\n",
       "      <td>For</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Against</td>\n",
       "      <td>April 18</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Apr</td>\n",
       "      <td>40</td>\n",
       "      <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>[Bukayo, Dani, Saka, Ceballos]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Penalty awarded (scored by Sander Berge) for f...</td>\n",
       "      <td>For</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Against</td>\n",
       "      <td>Oct. 24</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Oct</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Sander, Oliver, Factual, Berge, Fabinho]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Jonjo Shelvey goal, originally ruled out for o...</td>\n",
       "      <td>For</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 5</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>70</td>\n",
       "      <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>[Shelvey, Jonjo]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Mohamed Salah goal disallowed for offside, 62n...</td>\n",
       "      <td>For</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Against</td>\n",
       "      <td>Oct. 24</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Oct</td>\n",
       "      <td>62</td>\n",
       "      <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>[Salah, Mohamed]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Penalty awarded for handball by Sofiane Boufal...</td>\n",
       "      <td>For</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Away</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Against</td>\n",
       "      <td>March 7</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>40</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>[Boufal, Sofiane]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Moussa Djenepo sent off for challenge on Isaac...</td>\n",
       "      <td>For</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Away</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Against</td>\n",
       "      <td>March 7</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>28</td>\n",
       "      <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>[Djenepo, Hayden, Isaac, Moussa]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>John Lundstram sent off for challenge on Joel ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>For</td>\n",
       "      <td>Dec. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Dec</td>\n",
       "      <td>40</td>\n",
       "      <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>[John, Joel, Lundstram, Veltman]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Oliver McBurnie's goal disallowed for offside,...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sept. 14</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>52</td>\n",
       "      <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>[Oliver]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Penalty awarded (scored by Billy Sharp) for ha...</td>\n",
       "      <td>For</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Against</td>\n",
       "      <td>Jan. 12</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Jan</td>\n",
       "      <td>73</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>[Fernandez, Sharp, Billy, Federico]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Josh King scored for the Cherries, but he was ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sept. 20</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>25</td>\n",
       "      <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>[Josh, King, Cherries]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Penalty cancelled after Craig Dawson ruled off...</td>\n",
       "      <td>For</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Away</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 15</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Edna, Craig, Dawson, Stevens]</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Raul Jimenez goal ruled out for offside agains...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Against</td>\n",
       "      <td>Oct. 19</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>42</td>\n",
       "      <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>[Cutrone, Raul, Jimenez, Patrick]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Ryan Bertrand sent off for challenge on Ayoze ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>For</td>\n",
       "      <td>Oct. 25</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>12</td>\n",
       "      <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>[Ryan, Ayoze, Bertrand, Perez]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Phil Jagielka sent off for professional foul o...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>For</td>\n",
       "      <td>March 3</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Mar</td>\n",
       "      <td>57</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>[Phil, Anwar, Ghazi, El, Jagielka]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Jakub Moder goal disallowed for offside, 56th ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Against</td>\n",
       "      <td>April 24</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Apr</td>\n",
       "      <td>56</td>\n",
       "      <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>[Jakub, Moder]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Goal for Michail Antonio ruled out for handbal...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 14</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Michail, Antonio]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Son Heung-Min goal disallowed for offside, 50t...</td>\n",
       "      <td>For</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Against</td>\n",
       "      <td>May 2</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>May</td>\n",
       "      <td>50</td>\n",
       "      <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>[Heung-Min, Son]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Jonny Evans goal ruled out for offside, 90th m...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Against</td>\n",
       "      <td>Jan. 11</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>90</td>\n",
       "      <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>[Jonny, Evans]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Penalty for Southampton cancelled for offside ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>For</td>\n",
       "      <td>Jan. 11</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Shane, Long]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Ezri Konsa own goal disallowed for offside aga...</td>\n",
       "      <td>For</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Home</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 1</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>3</td>\n",
       "      <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>[Ezri, Konsa, Che, Adams]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Penalty awarded (scored by Raul Jimenez) for f...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>For</td>\n",
       "      <td>Jan. 18</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Stephens, Jimenez, Jonny, Jack, Raul]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Penalty awarded (missed by Matt Ritchie) for h...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>For</td>\n",
       "      <td>March 7</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>40</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>[Boufal, Ritchie, Sofiane, Matt]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>John McGinn goal disallowed for offside agains...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Away</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>For</td>\n",
       "      <td>Nov. 8</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Barkley, John, Ross]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Penalty rescinded after Solly March adjudged n...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Home</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>For</td>\n",
       "      <td>Nov. 21</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>92</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[March, Solly, Trezeguet]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Penalty awarded (missed by Danny Ings) for han...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Bournemouth</td>\n",
       "      <td>Against</td>\n",
       "      <td>July 19</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>57</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>[Harry, Wilson, Danny, Ings]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Ollie Watkins goal disallowed for offside, 92n...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Away</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>For</td>\n",
       "      <td>Nov. 30</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>92</td>\n",
       "      <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>[Ollie, Watkins]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Chelsea goal ruled out after Mason Mount was o...</td>\n",
       "      <td>For</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Away</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sept. 22</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>27</td>\n",
       "      <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>[Mason, Mount, Cesar]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Jake Livermore sent off for high tackle on Jac...</td>\n",
       "      <td>For</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Away</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Dec</td>\n",
       "      <td>36</td>\n",
       "      <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>[Grealish, Jack, Jake, Livermore]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Ollie Watkins goal ruled out for offside, 72nd...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Away</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>For</td>\n",
       "      <td>Dec. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Dec</td>\n",
       "      <td>72</td>\n",
       "      <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>[Ollie, Watkins]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Penalty review rejected by referee Anthony Tay...</td>\n",
       "      <td>For</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Home</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Dec</td>\n",
       "      <td>24</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>[Aanholt, Patrick, Taylor, Cash, Matty, Anthony]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Sadio Mane goal ruled out for offside, 51st mi...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Home</td>\n",
       "      <td>Watford</td>\n",
       "      <td>For</td>\n",
       "      <td>Dec. 14</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>51</td>\n",
       "      <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>[Sadio, Mane]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Goal for Pedro Neto ruled out for offside in t...</td>\n",
       "      <td>For</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Home</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 29</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>45</td>\n",
       "      <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>[Pedro, Jonny, Neto]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Goal for Sadio Mane given after originally rul...</td>\n",
       "      <td>For</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Home</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 29</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Sadio, Lallana, Adam, Mane]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Roberto Firmino goal ruled out for offside aga...</td>\n",
       "      <td>For</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Away</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Against</td>\n",
       "      <td>April 10</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Apr</td>\n",
       "      <td>45</td>\n",
       "      <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>[Diogo, Jota, Roberto, Firmino]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>John Stones yellow changed to red for high cha...</td>\n",
       "      <td>For</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Home</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Against</td>\n",
       "      <td>April 21</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Apr</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>[Ramsey, John, Jacob, Stones]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>City goal for Riyad Mahrez ruled out for handb...</td>\n",
       "      <td>For</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Away</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Against</td>\n",
       "      <td>July 2</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Riyad, Mahrez, Foden, Phil]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Jamie Vardy offside in build-up to Harvey Barn...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Home</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>For</td>\n",
       "      <td>Oct. 4</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Oct</td>\n",
       "      <td>90</td>\n",
       "      <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>[Barnes, Harvey, Jamie, Vardy]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Wolves goal for Leander Dendoncker disallowed ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Against</td>\n",
       "      <td>Aug. 11</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Leander, Willy, Dendoncker, Boly]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Penalty awarded (scored by Youri Tielemans) fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 2</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>88</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Mateusz, Tielemans, Klich, Maddison, James, Y...</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Son Heung-Min offside in build-up to Serge Aur...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sept. 21</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>64</td>\n",
       "      <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>[Serge, Aurier, Heung-Min, Son]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Goal disallowed for offside against Ayoze Pere...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>For</td>\n",
       "      <td>Sept. 21</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>16</td>\n",
       "      <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>[Perez, Ayoze]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Penalty awarded (scored by Jamie Vardy) for ha...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 8</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>14</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>[Jamie, Vardy, Max, Kilman]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Kelechi Iheanacho effort, originally ruled off...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>94</td>\n",
       "      <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>[Kelechi, Iheanacho]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Penalty for foul on Ben Chilwell by Mason Holg...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Everton</td>\n",
       "      <td>For</td>\n",
       "      <td>Dec. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Mason, Chilwell, Ben, Holgate]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>James Maddison goal ruled out for offside, 47t...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>For</td>\n",
       "      <td>Dec. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Dec</td>\n",
       "      <td>47</td>\n",
       "      <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>[Maddison, James]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Penalty awarded (scored by Jamie Vardy) after ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Dec</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Jamie, Aurier, Vardy, Wesley, Fofana, Serge]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Wolves goal for Willy Boly disallowed for offs...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 14</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>44</td>\n",
       "      <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>[Willy, Pedro, Neto, Boly]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Penalty cancelled after Thiago's foul on Harve...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>For</td>\n",
       "      <td>Feb. 13</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>76</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Harvey, Barnes]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>James Maddison goal allowed after incorrect of...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 13</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>79</td>\n",
       "      <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>[Daniel, Maddison, James, Amartey]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Penalty (missed by Sergio Aguero) awarded for ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Man City</td>\n",
       "      <td>For</td>\n",
       "      <td>Feb. 22</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Feb</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>[Aguero, Praet, Dennis, Sergio]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Penalty cancelled as foul on Nicolas Pepe by W...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Ndidi, Pepe, Wilfred, Nicolas]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Penalty awarded (scored by Alexandre Lacazette...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>For</td>\n",
       "      <td>Feb. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>45</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>[Lacazette, Ndidi, Wilfred, Alexandre]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Goal for Kelechi Iheanacho disallowed for hand...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>For</td>\n",
       "      <td>Feb. 28</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Kelechi, Iheanacho]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Issa Diop goal ruled out for offside, 54th min...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Away</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Against</td>\n",
       "      <td>April 11</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Apr</td>\n",
       "      <td>54</td>\n",
       "      <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>[Diop, Issa]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Penalty awarded (scored by Gylfi Sigurdsson) f...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Everton</td>\n",
       "      <td>For</td>\n",
       "      <td>July 1</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>13</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>[Ndidi, Gylfi, Sigurdsson, Wilfred]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Penalty awarded (scored by Jamie Vardy) for fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Against</td>\n",
       "      <td>May 23</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>May</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Jamie, Vardy, Alderweireld, Toby]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Edward Nketiah sent off for foul on James Just...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Against</td>\n",
       "      <td>July 7</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>75</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>[Nketiah, Edward, James, Justin]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Neal Maupay goal allowed after being ruled out...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Away</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sept. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Sep</td>\n",
       "      <td>8</td>\n",
       "      <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>[Maupay, Neal]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>City goal for Gabriel Jesus ruled out for hand...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Away</td>\n",
       "      <td>Man City</td>\n",
       "      <td>Against</td>\n",
       "      <td>Aug. 17</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Gabriel, Laporte, Jesus, Aymeric]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Yves Bissouma sent off for dangerous challenge...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Away</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>For</td>\n",
       "      <td>Sept. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Sep</td>\n",
       "      <td>86</td>\n",
       "      <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>[Jamal, Bissouma, Lewis, Yves]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Marcus Rashford goal disallowed for offside, 5...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Home</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sept. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Sep</td>\n",
       "      <td>52</td>\n",
       "      <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>[Marcus, Rashford]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Penalty awarded (scored by Bruno Fernandes) fo...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Home</td>\n",
       "      <td>Man United</td>\n",
       "      <td>For</td>\n",
       "      <td>Sept. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Sep</td>\n",
       "      <td>90</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>[Fernandes, Neal, Maupay, Bruno]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Penalty cancelled for challenge on Aaron Conno...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Home</td>\n",
       "      <td>Man United</td>\n",
       "      <td>For</td>\n",
       "      <td>Sept. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Sep</td>\n",
       "      <td>48</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>[Paul, Pogba, Aaron, Connolly]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Goal for Tariq Lamptey stands after Graham Sco...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Away</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 1</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Pierre-Emile, Graham, Tariq, Lamptey, Scott, ...</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Goal for David McGoldrick disallowed for offsi...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 9</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>60</td>\n",
       "      <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>[John, David, Lundstram]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Penalty awarded (scored by Harry Kane) after f...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Away</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>For</td>\n",
       "      <td>Nov. 1</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Kane, Harry, Lallana, Adam]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Declan Rice goal disallowed for offside, 89th ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Away</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 23</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>89</td>\n",
       "      <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>[Declan, Rice]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Penalty (scored by Willian) awarded for foul b...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Home</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>For</td>\n",
       "      <td>Dec. 22</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Willian, Marcos, Gazzaniga, Paulo, Alonso]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Son Heung-Min sent off for foul on Antonio Rud...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Home</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>For</td>\n",
       "      <td>Dec. 22</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>62</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>[Antonio, Rudiger, Heung-Min, Son]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Mohamed Salah goal disallowed for offside, 35t...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Home</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>35</td>\n",
       "      <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>[Salah, Mohamed]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Offside against Sadio Mane after scoring, 85th...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Home</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>85</td>\n",
       "      <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>[Sadio, Mane]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Penalty awarded (scored by Pascal Gross) for a...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Home</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>92</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Robertson, Gross, Pascal, Andrew, Welbeck, Da...</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Penalty conceded (scored by Danny Ings) after ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Home</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>For</td>\n",
       "      <td>Dec. 7</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Dec</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Kyle, March, Solly, Walker-Peters, Danny, Ings]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Teemu Pukki goal ruled out for offside, 33rd m...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Away</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 28</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>33</td>\n",
       "      <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>[Teemu, Pukki]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Penalty (missed by Ilkay Gundogan) awarded for...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Home</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>For</td>\n",
       "      <td>Feb. 2</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Ilkay, Aurier, Gundogan, Aguero, Sergio, Serge]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Penalty conceded (missed by Pascal Gross) for ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Away</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 27</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>17</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>[Okay, Yokuslu, Gross, Pascal]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Penalty (missed by Son Heung-Min but scored on...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Away</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 16</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Heung-Min, Engels, Bjorn, Bergwijn, Son, Steven]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Lewis Dunk goal disallowed as referee Lee Maso...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Away</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>For</td>\n",
       "      <td>Feb. 27</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Lee, Mason, Dunk, Lewis]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Son Heung-Min goal disallowed for offside, 45t...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Home</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>For</td>\n",
       "      <td>June 23</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>45</td>\n",
       "      <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>[Heung-Min, Son]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Red card for Kyle Walker-Peters rescinded, 51s...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>For</td>\n",
       "      <td>Sept. 12</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Sep</td>\n",
       "      <td>51</td>\n",
       "      <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>[Kyle, Walker-Peters]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Penalty awarded (missed by Jordan Ayew) for ha...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sept. 19</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Sep</td>\n",
       "      <td>70</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>[Lindelof, Ayew, Victor, Jordan]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Penalty retaken (scored by Wilfried Zaha) for ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sept. 19</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Sep</td>\n",
       "      <td>73</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>[Wilfried, David, Zaha, Gea]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Goal for Harry Kane ruled out for handball in ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>For</td>\n",
       "      <td>July 2</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Kane, Harry, Lucas, Moura]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Goal for Callum Wilson ruled out for handball ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Away</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Against</td>\n",
       "      <td>July 9</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Josh, King, Callum, Wilson]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Patrick Bamford goal disallowed for offside, 1...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 7</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>19</td>\n",
       "      <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>[Patrick, Bamford]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Missed City penalty retaken due to encroachmen...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Away</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Aug. 10</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>86</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>[Retake, Declan, Aguero, Missed, Sergio, Rice]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>City goal for Gabriel Jesus ruled out for an o...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Away</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>For</td>\n",
       "      <td>Aug. 10</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>53</td>\n",
       "      <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>[Gabriel, Raheem, Jesus, Sterling]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Penalty for Crystal Palace cancelled for offsi...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>For</td>\n",
       "      <td>Oct. 30</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Oct</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Aanholt, Patrick, Palace]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Luka Milivojevic sent off for a challenge on J...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>For</td>\n",
       "      <td>Oct. 30</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Oct</td>\n",
       "      <td>85</td>\n",
       "      <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>[Moutinho, Luka, Joao, Milivojevic]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Penalty awarded (missed by Raheem Sterling) fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 27</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Raheem, Leander, Riyad, Mahrez, Dendoncker, S...</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Missed City penalty retaken due to encroachmen...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 27</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>25</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>[Retake, Raheem, Connor, Missed, Sterling, Coady]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>Matheus Pereira sent off for challenge on Patr...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Away</td>\n",
       "      <td>WBA</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 6</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Dec</td>\n",
       "      <td>35</td>\n",
       "      <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>[Aanholt, Matheus, Patrick, Pereira]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Goal for Lys Mousset ruled out for offside, 29...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 29</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>29</td>\n",
       "      <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>[Mousset, Lys]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Goal for Phil Foden ruled out for offside in b...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Everton</td>\n",
       "      <td>For</td>\n",
       "      <td>Jan. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>12</td>\n",
       "      <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>[Joao, Foden, Phil, Cancelo]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Penalty conceded (scored by Luka Milivojevic) ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Home</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Against</td>\n",
       "      <td>March 13</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Mar</td>\n",
       "      <td>34</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>[Luka, Darnell, Milivojevic, Furlong]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Goal for Romain Saiss disallowed for offside i...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Home</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Against</td>\n",
       "      <td>Oct. 19</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Oct</td>\n",
       "      <td>54</td>\n",
       "      <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>[Podence, Daniel, Romain, Saiss]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Nicolas Pepe sent off for headbutt on Ezgjan A...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Home</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 22</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>51</td>\n",
       "      <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>[Alioski, Pepe, Ezgjan, Nicolas]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Fernandinho sent off for deliberate handball o...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>For</td>\n",
       "      <td>June 25</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>77</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[Willian, Fernandinho]</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Penalty retaken (scored by Mateusz Klich) for ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Home</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 11</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Dec</td>\n",
       "      <td>6</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>[Mateusz, Lukasz, Fabianski, Klich]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Penalty cancelled after Liam Cooper adjudged n...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Away</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 14</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Cooper, Liam, Saka, Bukayo]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Man City penalty, for a foul on Gabriel Jesus ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Man City</td>\n",
       "      <td>For</td>\n",
       "      <td>July 15</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>71</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Gabriel, Cook, Steve, Jesus]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Penalty cancelled after Diego Llorente adjudge...</td>\n",
       "      <td>For</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Home</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 23</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Nathan, Diego, Llorente, Tella]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Goal for Onel Hernandez ruled out for offside,...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>Against</td>\n",
       "      <td>July 26</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>7</td>\n",
       "      <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>[Onel, Hernandez]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>Liam Cooper card upgraded from yellow to red f...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>Away</td>\n",
       "      <td>Man City</td>\n",
       "      <td>For</td>\n",
       "      <td>April 10</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Apr</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>[Gabriel, Cooper, Liam, Jesus]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>Penalty awarded (missed by Kevin De Bruyne) fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 8</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>41</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>[De, Kevin, Bruyne, Joe, Gomez]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Aymeric Laporte goal disallowed for handball b...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>For</td>\n",
       "      <td>Nov. 21</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Gabriel, Laporte, Jesus, Aymeric]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Pierre-Emerick Aubameyang missed penalty retak...</td>\n",
       "      <td>For</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Away</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>29</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>[Aubameyang, Pierre-Emerick]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Penalty cancelled for offside against Marcus R...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Man United</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 12</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Dec</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Marcus, Rashford]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Alexandre Lacazette goal allowed after incorre...</td>\n",
       "      <td>For</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Home</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Against</td>\n",
       "      <td>March 7</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>78</td>\n",
       "      <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>[Lacazette, Ozil, Mesut, Alexandre]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Ilkay Gundogan goal awarded after incorrect of...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Away</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Against</td>\n",
       "      <td>Jan. 26</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Jan</td>\n",
       "      <td>20</td>\n",
       "      <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>[Bernardo, Gundogan, Ilkay, Silva]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Gabriel Jesus goal allowed after incorrect off...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Home</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Against</td>\n",
       "      <td>March 2</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Mar</td>\n",
       "      <td>90</td>\n",
       "      <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>[Gabriel, Jesus]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Penalty (scored by Pierre-Emerick Aubameyang) ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Home</td>\n",
       "      <td>Watford</td>\n",
       "      <td>Against</td>\n",
       "      <td>July 26</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Alexandre, Pierre-Emerick, Aubameyang, Dawson...</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Penalty awarded (scored by Neal Maupay) for fo...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>For</td>\n",
       "      <td>Oct. 26</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>78</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Neal, Michael, Maupay, Connolly, Keane, Aaron]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Penalty awarded (scored by Joelinton) after in...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Away</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>For</td>\n",
       "      <td>May 14</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>May</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Joelinton, Saint-Maximin, Allan]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>Bruno Fernandes goal ruled out for offside aga...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>For</td>\n",
       "      <td>Oct. 17</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Oct</td>\n",
       "      <td>19</td>\n",
       "      <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>[Fernandes, Juan, Mata, Bruno]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>Penalty awarded (missed by Bruno Fernandes) fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Against</td>\n",
       "      <td>Oct. 17</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Oct</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Fernandes, Bruno, Marcus, Jamal, Lewis, Rashf...</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Penalty retake (scored by Bruno Fernandes) aft...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Home</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 21</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>56</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>[Johnstone, Fernandes, Sam, Bruno]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>WBA penalty cancelled after Bruno Fernandes ad...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Home</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 21</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Conor, Fernandes, Gallagher, Bruno]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>Josh King goal, originally ruled out for offsi...</td>\n",
       "      <td>For</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Home</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sept. 28</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>17</td>\n",
       "      <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>[Josh, King]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Jan Bednarek sent off for denying an obvious g...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 2</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>53</td>\n",
       "      <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>[Bednarek, Jan]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Goal for Che Adams disallowed for offside, 53r...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 2</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>53</td>\n",
       "      <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>[Che, Adams]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>Penalty cancelled after Kayne Ramsay's foul on...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>For</td>\n",
       "      <td>Feb. 2</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Kayne, Edinson, Cavani]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Dan Gosling goal, originally disallowed for of...</td>\n",
       "      <td>For</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Away</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 14</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>84</td>\n",
       "      <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>[Dan, Gosling]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Penalty cancelled after Semi Ajayi adjudged no...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Away</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>For</td>\n",
       "      <td>Feb. 14</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>64</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Ajayi, Maguire, Semi, Harry]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Aaron Cresswell red card downgraded to yellow,...</td>\n",
       "      <td>Against</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Away</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>For</td>\n",
       "      <td>Jan. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>[Aaron, Cresswell]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Red card for Ben Godfrey for foul on Callum Wi...</td>\n",
       "      <td>For</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Away</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>Against</td>\n",
       "      <td>Jan. 18</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>76</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>[Ben, Wilson, Callum, Godfrey]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Edinson Cavani goal ruled out for foul on Son ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>For</td>\n",
       "      <td>April 11</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Apr</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Scott, Heung-Min, Edinson, Cavani, Son]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>Penalty cancelled for challenge on Nathaniel P...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Home</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Against</td>\n",
       "      <td>May 13</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>May</td>\n",
       "      <td>27</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>[Eric, Phillips, Bailly, Nathaniel]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>Penalty awarded (missed by Juan Mata but score...</td>\n",
       "      <td>For</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Against</td>\n",
       "      <td>May 23</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>May</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Juan, Mata, Beek, Romain, Donny, Saiss]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>Penalty awarded (scored by Callum Wilson) for ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Away</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sept. 27</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Sep</td>\n",
       "      <td>90</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>[Eric, Dier, Callum, Wilson]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>Chelsea goal for Kurt Zouma disallowed for a f...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>For</td>\n",
       "      <td>Aug. 24</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>77</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Kurt, Zouma, Giroud, Olivier]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>Goal ruled out after Mason Mount was offside i...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>For</td>\n",
       "      <td>Sept. 22</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>27</td>\n",
       "      <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>[Mason, Mount, Cesar]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>Penalty awarded (scored by Jesse Lingard) for ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Home</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>For</td>\n",
       "      <td>April 17</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Apr</td>\n",
       "      <td>76</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>[Jesse, Clark, Lingard, Ciaran]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Penalty (scored by Deulofeu) awarded for foul ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>Watford</td>\n",
       "      <td>For</td>\n",
       "      <td>Nov. 2</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>77</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Deulofeu, Gerard, Jorginho]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>Goal for Michail Antonio ruled out for handbal...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Home</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 30</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Michail, Antonio]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Callum Wilson goal disallowed for handball, 92...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Away</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>For</td>\n",
       "      <td>April 24</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Apr</td>\n",
       "      <td>92</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Callum, Wilson]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Penalty awarded (scored by Danny Ings) for han...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sept. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Sep</td>\n",
       "      <td>90</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>[Matt, Doherty, Danny, Ings]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Goal (scored by Harry Kane) disallowed for off...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Home</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Sept. 20</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Sep</td>\n",
       "      <td>3</td>\n",
       "      <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>[Kane, Harry, Heung-Min, Son]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>Tomas Soucek goal disallowed for offside again...</td>\n",
       "      <td>For</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Away</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Against</td>\n",
       "      <td>July 1</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>34</td>\n",
       "      <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>[Michail, Antonio, Soucek, Tomas]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Penalty (scored by Deulofeu) awarded for trip ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Watford</td>\n",
       "      <td>Home</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 2</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>77</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>[Deulofeu, Gerard, Jorginho]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>Christian Kabasele sent off for professional f...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Watford</td>\n",
       "      <td>Home</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>For</td>\n",
       "      <td>Jan. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>68</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>[Christian, Kabasele]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>Son Heung-Min goal disallowed for offside agai...</td>\n",
       "      <td>For</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Against</td>\n",
       "      <td>April 21</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Apr</td>\n",
       "      <td>74</td>\n",
       "      <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>[Moura, Lucas, Heung-Min, Son]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>Penalty awarded (scored by Son Heung-Min) afte...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Away</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>For</td>\n",
       "      <td>April 21</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Apr</td>\n",
       "      <td>86</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Djenepo, Heung-Min, Son, Moussa, Sergio, Regu...</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>Goal for John McGinn ruled out on review, Cono...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Home</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>For</td>\n",
       "      <td>Sept. 28</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>25</td>\n",
       "      <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>[John, Hourihane, Conor]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>Yellow card for Tomas Soucek switched to Andri...</td>\n",
       "      <td>Yellow Card For Tomas Soucek Switched To Andri...</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Newcastle United</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Sept. 12</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Sep</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>[Yarmolenko, Andriy, Soucek, Tomas]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>Diojo Jota goal disallowed for a foul by Sadio...</td>\n",
       "      <td>For</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Against</td>\n",
       "      <td>Oct. 31</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Oct</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Diojo, Sadio, Jota, Mane]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>Penalty awarded (missed by Jack Grealish) for ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 14</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>76</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>[Grealish, John, Egan, Jack]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>Goal for Jesse Lingard allowed after incorrect...</td>\n",
       "      <td>For</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Home</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 21</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>47</td>\n",
       "      <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>[Jesse, Lingard]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>Goal for Robert Snodgrass ruled out for handba...</td>\n",
       "      <td>Against</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Away</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>For</td>\n",
       "      <td>Jan. 10</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Snodgrass, Declan, Robert, Rice]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Son Heung-Min goal disallowed for offside in t...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Home</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>For</td>\n",
       "      <td>Jan. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Jan</td>\n",
       "      <td>3</td>\n",
       "      <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>[Heung-Min, Son]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Mohamed Salah goal ruled out for handball in t...</td>\n",
       "      <td>For</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Home</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Against</td>\n",
       "      <td>Jan. 28</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Jan</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Salah, Firmino, Roberto, Mohamed]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>Red card for Chris Basham rescinded, 74th minu...</td>\n",
       "      <td>For</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Away</td>\n",
       "      <td>Norwich</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 8</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>74</td>\n",
       "      <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>[Basham, Chris]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Penalty cancelled, Sadio Mane adjudged not to ...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Away</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>For</td>\n",
       "      <td>Dec. 6</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Dec</td>\n",
       "      <td>44</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Conor, Sadio, Coady, Mane]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>Bukayo Saka goal disallowed for offside in the...</td>\n",
       "      <td>For</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Home</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 2</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Feb</td>\n",
       "      <td>9</td>\n",
       "      <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>[Lacazette, Alexandre, Saka, Bukayo]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              incident  \\\n",
       "0    Brighton goal for Leandro Trossard ruled out f...   \n",
       "1    Bailey Peacock-Farrell own goal disallowed for...   \n",
       "2    Conor Hourihane goal ruled out for a foul by W...   \n",
       "3    Granit Xhaka sent off for violent conduct on A...   \n",
       "4    Penalty awarded (scored by Neil Maupay) for fo...   \n",
       "5    Man United free-kick and Robbie Brady red-card...   \n",
       "6    Jamie Vardy penalty retaken after James Maddis...   \n",
       "7    Semi Ajayi sent off for handball and denying a...   \n",
       "8    Penalty and red card for handball against Erik...   \n",
       "9    David Luiz goal disallowed for offside, 63rd m...   \n",
       "10   John Egan goal ruled out for handball, 8th min...   \n",
       "11   Jack O'Connell goal disallowed for offside, 54...   \n",
       "12   Penalty awarded (scored by Chris Wood) for fou...   \n",
       "13   Matej Vydra goal disallowed for offside, 50th ...   \n",
       "14   Harry Kane goal ruled out for offside, 24th mi...   \n",
       "15   Dominic Calvert-Lewin goal awarded after origi...   \n",
       "16   Dan Burn goal ruled out for offside, 58th minu...   \n",
       "17   Penalty awarded (scored by Richarlison) for ha...   \n",
       "18   Goal for Dominic Calvert-Lewin ruled out for h...   \n",
       "19   Goal for Glenn Murray allowed after incorrect ...   \n",
       "20   Jordan Henderson goal ruled out for offside ag...   \n",
       "21   Jay Rodriguez goal ruled out for offside again...   \n",
       "22   Penalty cancelled for offside against Dominic ...   \n",
       "23   Pierre-Emerick Aubameyang goal, originally rul...   \n",
       "24   Penalty cancelled for challenge on Ayoze Perez...   \n",
       "25   Sadio Mane goal ruled out for handball, 43rd m...   \n",
       "26   Penalty overturn review rejected after Trent A...   \n",
       "27   Michael Keane goal disallowed for offside in t...   \n",
       "28   Penalty awarded (missed by Anthony Martial) fo...   \n",
       "29   Penalty awarded (missed by Marcus Rashford) fo...   \n",
       "30   Penalty awarded (scored by Marcus Rashford) fo...   \n",
       "31   Arsenal penalty rescinded for offside in the b...   \n",
       "32   Roberto Firmino goal disallowed for foul on Da...   \n",
       "33   Andreas Christensen sent off for denying a goa...   \n",
       "34   Kurt Zouma goal disallowed for foul on Brandon...   \n",
       "35   Olivier Giroud goal disallowed for offside, 77...   \n",
       "36   Goal for Troy Deeney disallowed for handball b...   \n",
       "37   Penalty cancelled for challenge on Pedro Neto ...   \n",
       "38   Tammy Abraham goal awarded after incorrect off...   \n",
       "39   Goal for Everton disallowed for offside agains...   \n",
       "40   Penalty cancelled as Jonny Evans' foul on Chri...   \n",
       "41   Penalty awarded for a foul on Bruno Fernandes ...   \n",
       "42   Penalty awarded (scored by Jorginho) for Aaron...   \n",
       "43   Jordan Ayew goal disallowed for offside, 55th ...   \n",
       "44   Penalty for Ben Chilwell's challenge on Chris ...   \n",
       "45   Penalty awarded for a handball by Paul Pogba (...   \n",
       "46   Penalty review rejected for handball against C...   \n",
       "47   Jordan Ayew goal awarded after originally bein...   \n",
       "48   Timo Werner goal disallowed for offside, 24th ...   \n",
       "49   Sokratis goal disallowed for foul by Calum Cha...   \n",
       "50   Penalty awarded for foul by Calum Chambers on ...   \n",
       "51   Fabian Balbuena yellow card upgraded to red fo...   \n",
       "52   Christian Pulisic goal disallowed for offside,...   \n",
       "53   James Tomkins goal ruled out for push by Jorda...   \n",
       "54   Penalty awarded (scored by Jorginho) after Tim...   \n",
       "55   Timo Werner goal disallowed for handball, 35th...   \n",
       "56   Goal for Max Meyer ruled out for offside by Wi...   \n",
       "57   Bobby Decordova-Reid goal disallowed for foul ...   \n",
       "58   Connor Wickham goal awarded after originally b...   \n",
       "59   Penalty awarded (scored by Billy Sharp) for fo...   \n",
       "60   Pierre-Emerick Aubameyang sent off for foul on...   \n",
       "61   Aboubakar Kamara sent off for foul on Eberechi...   \n",
       "62   Penalty for handball against Jairo Riedewald c...   \n",
       "63   Red card for Joel Ward rescinded, 74th minute ...   \n",
       "64   Penalty awarded (missed by Ademola Lookman) fo...   \n",
       "65   Mamadou Sakho goal ruled out for handball, 7th...   \n",
       "66   Penalty awarded (scored by Ivan Cavaleiro) for...   \n",
       "67   Penalty cancelled, awarded for foul on Jack Gr...   \n",
       "68   Penalty review rejected by referee Andre Marri...   \n",
       "69   Goal for Villa's John McGinn ruled out on revi...   \n",
       "70   Adam Lallana goal disallowed for handball in t...   \n",
       "71   Jonny Evans own goal ruled out due to a foul b...   \n",
       "72   Joachim Andersen sent off for denying a goal-s...   \n",
       "73   Goal (scored by Theo Walcott) disallowed for o...   \n",
       "74   Penalty overturned for diving by Callum Hudson...   \n",
       "75   Chris Wood goal disallowed for offside, 36th m...   \n",
       "76   Tomas Soucek sent off for elbow on Aleksandar ...   \n",
       "77   Josh Maja goal disallowed for handball in the ...   \n",
       "78   Penalty (scored by Barnes) awarded for foul on...   \n",
       "79   Luke Ayling goal disallowed for offside agains...   \n",
       "80   Goal for Villa's Jack Grealish ruled out on re...   \n",
       "81   Penalty cancelled. Mario Lemina adjudged not t...   \n",
       "82   Goal for Harry Wilson ruled out for handball b...   \n",
       "83   Goal for Josh King ruled out for handball in b...   \n",
       "84   Penalty given (scored by Riyad Mahrez) for a f...   \n",
       "85   Willian Jose goal disallowed for offside in th...   \n",
       "86   Red card for Emiliano Buendia for an elbow on ...   \n",
       "87   Dani Ceballos goal disallowed for offside in t...   \n",
       "88   Penalty awarded (scored by Sander Berge) for f...   \n",
       "89   Jonjo Shelvey goal, originally ruled out for o...   \n",
       "90   Mohamed Salah goal disallowed for offside, 62n...   \n",
       "91   Penalty awarded for handball by Sofiane Boufal...   \n",
       "92   Moussa Djenepo sent off for challenge on Isaac...   \n",
       "93   John Lundstram sent off for challenge on Joel ...   \n",
       "94   Oliver McBurnie's goal disallowed for offside,...   \n",
       "95   Penalty awarded (scored by Billy Sharp) for ha...   \n",
       "96   Josh King scored for the Cherries, but he was ...   \n",
       "97   Penalty cancelled after Craig Dawson ruled off...   \n",
       "98   Raul Jimenez goal ruled out for offside agains...   \n",
       "99   Ryan Bertrand sent off for challenge on Ayoze ...   \n",
       "100  Phil Jagielka sent off for professional foul o...   \n",
       "101  Jakub Moder goal disallowed for offside, 56th ...   \n",
       "102  Goal for Michail Antonio ruled out for handbal...   \n",
       "103  Son Heung-Min goal disallowed for offside, 50t...   \n",
       "104  Jonny Evans goal ruled out for offside, 90th m...   \n",
       "105  Penalty for Southampton cancelled for offside ...   \n",
       "106  Ezri Konsa own goal disallowed for offside aga...   \n",
       "107  Penalty awarded (scored by Raul Jimenez) for f...   \n",
       "108  Penalty awarded (missed by Matt Ritchie) for h...   \n",
       "109  John McGinn goal disallowed for offside agains...   \n",
       "110  Penalty rescinded after Solly March adjudged n...   \n",
       "111  Penalty awarded (missed by Danny Ings) for han...   \n",
       "112  Ollie Watkins goal disallowed for offside, 92n...   \n",
       "113  Chelsea goal ruled out after Mason Mount was o...   \n",
       "114  Jake Livermore sent off for high tackle on Jac...   \n",
       "115  Ollie Watkins goal ruled out for offside, 72nd...   \n",
       "116  Penalty review rejected by referee Anthony Tay...   \n",
       "117  Sadio Mane goal ruled out for offside, 51st mi...   \n",
       "118  Goal for Pedro Neto ruled out for offside in t...   \n",
       "119  Goal for Sadio Mane given after originally rul...   \n",
       "120  Roberto Firmino goal ruled out for offside aga...   \n",
       "121  John Stones yellow changed to red for high cha...   \n",
       "122  City goal for Riyad Mahrez ruled out for handb...   \n",
       "123  Jamie Vardy offside in build-up to Harvey Barn...   \n",
       "124  Wolves goal for Leander Dendoncker disallowed ...   \n",
       "125  Penalty awarded (scored by Youri Tielemans) fo...   \n",
       "126  Son Heung-Min offside in build-up to Serge Aur...   \n",
       "127  Goal disallowed for offside against Ayoze Pere...   \n",
       "128  Penalty awarded (scored by Jamie Vardy) for ha...   \n",
       "129  Kelechi Iheanacho effort, originally ruled off...   \n",
       "130  Penalty for foul on Ben Chilwell by Mason Holg...   \n",
       "131  James Maddison goal ruled out for offside, 47t...   \n",
       "132  Penalty awarded (scored by Jamie Vardy) after ...   \n",
       "133  Wolves goal for Willy Boly disallowed for offs...   \n",
       "134  Penalty cancelled after Thiago's foul on Harve...   \n",
       "135  James Maddison goal allowed after incorrect of...   \n",
       "136  Penalty (missed by Sergio Aguero) awarded for ...   \n",
       "137  Penalty cancelled as foul on Nicolas Pepe by W...   \n",
       "138  Penalty awarded (scored by Alexandre Lacazette...   \n",
       "139  Goal for Kelechi Iheanacho disallowed for hand...   \n",
       "140  Issa Diop goal ruled out for offside, 54th min...   \n",
       "141  Penalty awarded (scored by Gylfi Sigurdsson) f...   \n",
       "142  Penalty awarded (scored by Jamie Vardy) for fo...   \n",
       "143  Edward Nketiah sent off for foul on James Just...   \n",
       "144  Neal Maupay goal allowed after being ruled out...   \n",
       "145  City goal for Gabriel Jesus ruled out for hand...   \n",
       "146  Yves Bissouma sent off for dangerous challenge...   \n",
       "147  Marcus Rashford goal disallowed for offside, 5...   \n",
       "148  Penalty awarded (scored by Bruno Fernandes) fo...   \n",
       "149  Penalty cancelled for challenge on Aaron Conno...   \n",
       "150  Goal for Tariq Lamptey stands after Graham Sco...   \n",
       "151  Goal for David McGoldrick disallowed for offsi...   \n",
       "152  Penalty awarded (scored by Harry Kane) after f...   \n",
       "153  Declan Rice goal disallowed for offside, 89th ...   \n",
       "154  Penalty (scored by Willian) awarded for foul b...   \n",
       "155  Son Heung-Min sent off for foul on Antonio Rud...   \n",
       "156  Mohamed Salah goal disallowed for offside, 35t...   \n",
       "157  Offside against Sadio Mane after scoring, 85th...   \n",
       "158  Penalty awarded (scored by Pascal Gross) for a...   \n",
       "159  Penalty conceded (scored by Danny Ings) after ...   \n",
       "160  Teemu Pukki goal ruled out for offside, 33rd m...   \n",
       "161  Penalty (missed by Ilkay Gundogan) awarded for...   \n",
       "162  Penalty conceded (missed by Pascal Gross) for ...   \n",
       "163  Penalty (missed by Son Heung-Min but scored on...   \n",
       "164  Lewis Dunk goal disallowed as referee Lee Maso...   \n",
       "165  Son Heung-Min goal disallowed for offside, 45t...   \n",
       "166  Red card for Kyle Walker-Peters rescinded, 51s...   \n",
       "167  Penalty awarded (missed by Jordan Ayew) for ha...   \n",
       "168  Penalty retaken (scored by Wilfried Zaha) for ...   \n",
       "169  Goal for Harry Kane ruled out for handball in ...   \n",
       "170  Goal for Callum Wilson ruled out for handball ...   \n",
       "171  Patrick Bamford goal disallowed for offside, 1...   \n",
       "172  Missed City penalty retaken due to encroachmen...   \n",
       "173  City goal for Gabriel Jesus ruled out for an o...   \n",
       "174  Penalty for Crystal Palace cancelled for offsi...   \n",
       "175  Luka Milivojevic sent off for a challenge on J...   \n",
       "176  Penalty awarded (missed by Raheem Sterling) fo...   \n",
       "177  Missed City penalty retaken due to encroachmen...   \n",
       "178  Matheus Pereira sent off for challenge on Patr...   \n",
       "179  Goal for Lys Mousset ruled out for offside, 29...   \n",
       "180  Goal for Phil Foden ruled out for offside in b...   \n",
       "181  Penalty conceded (scored by Luka Milivojevic) ...   \n",
       "182  Goal for Romain Saiss disallowed for offside i...   \n",
       "183  Nicolas Pepe sent off for headbutt on Ezgjan A...   \n",
       "184  Fernandinho sent off for deliberate handball o...   \n",
       "185  Penalty retaken (scored by Mateusz Klich) for ...   \n",
       "186  Penalty cancelled after Liam Cooper adjudged n...   \n",
       "187  Man City penalty, for a foul on Gabriel Jesus ...   \n",
       "188  Penalty cancelled after Diego Llorente adjudge...   \n",
       "189  Goal for Onel Hernandez ruled out for offside,...   \n",
       "190  Liam Cooper card upgraded from yellow to red f...   \n",
       "191  Penalty awarded (missed by Kevin De Bruyne) fo...   \n",
       "192  Aymeric Laporte goal disallowed for handball b...   \n",
       "193  Pierre-Emerick Aubameyang missed penalty retak...   \n",
       "194  Penalty cancelled for offside against Marcus R...   \n",
       "195  Alexandre Lacazette goal allowed after incorre...   \n",
       "196  Ilkay Gundogan goal awarded after incorrect of...   \n",
       "197  Gabriel Jesus goal allowed after incorrect off...   \n",
       "198  Penalty (scored by Pierre-Emerick Aubameyang) ...   \n",
       "199  Penalty awarded (scored by Neal Maupay) for fo...   \n",
       "200  Penalty awarded (scored by Joelinton) after in...   \n",
       "201  Bruno Fernandes goal ruled out for offside aga...   \n",
       "202  Penalty awarded (missed by Bruno Fernandes) fo...   \n",
       "203  Penalty retake (scored by Bruno Fernandes) aft...   \n",
       "204  WBA penalty cancelled after Bruno Fernandes ad...   \n",
       "205  Josh King goal, originally ruled out for offsi...   \n",
       "206  Jan Bednarek sent off for denying an obvious g...   \n",
       "207  Goal for Che Adams disallowed for offside, 53r...   \n",
       "208  Penalty cancelled after Kayne Ramsay's foul on...   \n",
       "209  Dan Gosling goal, originally disallowed for of...   \n",
       "210  Penalty cancelled after Semi Ajayi adjudged no...   \n",
       "211  Aaron Cresswell red card downgraded to yellow,...   \n",
       "212  Red card for Ben Godfrey for foul on Callum Wi...   \n",
       "213  Edinson Cavani goal ruled out for foul on Son ...   \n",
       "214  Penalty cancelled for challenge on Nathaniel P...   \n",
       "215  Penalty awarded (missed by Juan Mata but score...   \n",
       "216  Penalty awarded (scored by Callum Wilson) for ...   \n",
       "217  Chelsea goal for Kurt Zouma disallowed for a f...   \n",
       "218  Goal ruled out after Mason Mount was offside i...   \n",
       "219  Penalty awarded (scored by Jesse Lingard) for ...   \n",
       "220  Penalty (scored by Deulofeu) awarded for foul ...   \n",
       "221  Goal for Michail Antonio ruled out for handbal...   \n",
       "222  Callum Wilson goal disallowed for handball, 92...   \n",
       "223  Penalty awarded (scored by Danny Ings) for han...   \n",
       "224  Goal (scored by Harry Kane) disallowed for off...   \n",
       "225  Tomas Soucek goal disallowed for offside again...   \n",
       "226  Penalty (scored by Deulofeu) awarded for trip ...   \n",
       "227  Christian Kabasele sent off for professional f...   \n",
       "228  Son Heung-Min goal disallowed for offside agai...   \n",
       "229  Penalty awarded (scored by Son Heung-Min) afte...   \n",
       "230  Goal for John McGinn ruled out on review, Cono...   \n",
       "231  Yellow card for Tomas Soucek switched to Andri...   \n",
       "232  Diojo Jota goal disallowed for a foul by Sadio...   \n",
       "233  Penalty awarded (missed by Jack Grealish) for ...   \n",
       "234  Goal for Jesse Lingard allowed after incorrect...   \n",
       "235  Goal for Robert Snodgrass ruled out for handba...   \n",
       "236  Son Heung-Min goal disallowed for offside in t...   \n",
       "237  Mohamed Salah goal ruled out for handball in t...   \n",
       "238  Red card for Chris Basham rescinded, 74th minu...   \n",
       "239  Penalty cancelled, Sadio Mane adjudged not to ...   \n",
       "240  Bukayo Saka goal disallowed for offside in the...   \n",
       "\n",
       "                                         team_decision  \\\n",
       "0                                              Against   \n",
       "1                                                  For   \n",
       "2                                                  For   \n",
       "3                                                  For   \n",
       "4                                                  For   \n",
       "5                                              Neutral   \n",
       "6                                                  For   \n",
       "7                                                  For   \n",
       "8                                                  For   \n",
       "9                                                  For   \n",
       "10                                                 For   \n",
       "11                                                 For   \n",
       "12                                                 For   \n",
       "13                                             Against   \n",
       "14                                                 For   \n",
       "15                                                 For   \n",
       "16                                             Against   \n",
       "17                                                 For   \n",
       "18                                                 For   \n",
       "19                                                 For   \n",
       "20                                                 For   \n",
       "21                                                 For   \n",
       "22                                             Against   \n",
       "23                                             Against   \n",
       "24                                                 For   \n",
       "25                                                 For   \n",
       "26                                                 For   \n",
       "27                                             Against   \n",
       "28                                                 For   \n",
       "29                                                 For   \n",
       "30                                                 For   \n",
       "31                                                 For   \n",
       "32                                                 For   \n",
       "33                                             Against   \n",
       "34                                                 For   \n",
       "35                                                 For   \n",
       "36                                                 For   \n",
       "37                                                 For   \n",
       "38                                                 For   \n",
       "39                                                 For   \n",
       "40                                             Against   \n",
       "41                                             Against   \n",
       "42                                                 For   \n",
       "43                                                 For   \n",
       "44                                                 For   \n",
       "45                                             Against   \n",
       "46                                                 For   \n",
       "47                                                 For   \n",
       "48                                             Against   \n",
       "49                                                 For   \n",
       "50                                                 For   \n",
       "51                                                 For   \n",
       "52                                             Against   \n",
       "53                                             Against   \n",
       "54                                                 For   \n",
       "55                                             Against   \n",
       "56                                             Against   \n",
       "57                                             Against   \n",
       "58                                                 For   \n",
       "59                                             Against   \n",
       "60                                                 For   \n",
       "61                                             Against   \n",
       "62                                                 For   \n",
       "63                                                 For   \n",
       "64                                                 For   \n",
       "65                                             Against   \n",
       "66                                                 For   \n",
       "67                                                 For   \n",
       "68                                             Against   \n",
       "69                                                 For   \n",
       "70                                                 For   \n",
       "71                                             Against   \n",
       "72                                             Against   \n",
       "73                                                 For   \n",
       "74                                                 For   \n",
       "75                                             Against   \n",
       "76                                                 For   \n",
       "77                                             Against   \n",
       "78                                                 For   \n",
       "79                                                 For   \n",
       "80                                                 For   \n",
       "81                                                 For   \n",
       "82                                                 For   \n",
       "83                                                 For   \n",
       "84                                             Against   \n",
       "85                                                 For   \n",
       "86                                                 For   \n",
       "87                                                 For   \n",
       "88                                                 For   \n",
       "89                                                 For   \n",
       "90                                                 For   \n",
       "91                                                 For   \n",
       "92                                                 For   \n",
       "93                                             Against   \n",
       "94                                                 For   \n",
       "95                                                 For   \n",
       "96                                                 For   \n",
       "97                                                 For   \n",
       "98                                                 For   \n",
       "99                                             Against   \n",
       "100                                            Against   \n",
       "101                                                For   \n",
       "102                                                For   \n",
       "103                                                For   \n",
       "104                                                For   \n",
       "105                                            Against   \n",
       "106                                                For   \n",
       "107                                            Against   \n",
       "108                                            Against   \n",
       "109                                            Against   \n",
       "110                                            Against   \n",
       "111                                                For   \n",
       "112                                            Against   \n",
       "113                                                For   \n",
       "114                                                For   \n",
       "115                                            Against   \n",
       "116                                                For   \n",
       "117                                            Against   \n",
       "118                                                For   \n",
       "119                                                For   \n",
       "120                                                For   \n",
       "121                                                For   \n",
       "122                                                For   \n",
       "123                                            Against   \n",
       "124                                                For   \n",
       "125                                                For   \n",
       "126                                                For   \n",
       "127                                            Against   \n",
       "128                                                For   \n",
       "129                                                For   \n",
       "130                                            Against   \n",
       "131                                            Against   \n",
       "132                                                For   \n",
       "133                                                For   \n",
       "134                                            Against   \n",
       "135                                                For   \n",
       "136                                            Against   \n",
       "137                                                For   \n",
       "138                                            Against   \n",
       "139                                            Against   \n",
       "140                                                For   \n",
       "141                                            Against   \n",
       "142                                                For   \n",
       "143                                                For   \n",
       "144                                                For   \n",
       "145                                                For   \n",
       "146                                            Against   \n",
       "147                                                For   \n",
       "148                                            Against   \n",
       "149                                            Against   \n",
       "150                                                For   \n",
       "151                                                For   \n",
       "152                                            Against   \n",
       "153                                                For   \n",
       "154                                            Against   \n",
       "155                                            Against   \n",
       "156                                                For   \n",
       "157                                                For   \n",
       "158                                                For   \n",
       "159                                            Against   \n",
       "160                                                For   \n",
       "161                                            Against   \n",
       "162                                                For   \n",
       "163                                                For   \n",
       "164                                            Against   \n",
       "165                                            Against   \n",
       "166                                            Against   \n",
       "167                                                For   \n",
       "168                                                For   \n",
       "169                                            Against   \n",
       "170                                                For   \n",
       "171                                                For   \n",
       "172                                                For   \n",
       "173                                            Against   \n",
       "174                                            Against   \n",
       "175                                            Against   \n",
       "176                                                For   \n",
       "177                                                For   \n",
       "178                                                For   \n",
       "179                                                For   \n",
       "180                                            Against   \n",
       "181                                                For   \n",
       "182                                                For   \n",
       "183                                                For   \n",
       "184                                            Against   \n",
       "185                                                For   \n",
       "186                                                For   \n",
       "187                                            Against   \n",
       "188                                                For   \n",
       "189                                                For   \n",
       "190                                            Against   \n",
       "191                                                For   \n",
       "192                                            Against   \n",
       "193                                                For   \n",
       "194                                                For   \n",
       "195                                                For   \n",
       "196                                                For   \n",
       "197                                                For   \n",
       "198                                                For   \n",
       "199                                            Against   \n",
       "200                                            Against   \n",
       "201                                            Against   \n",
       "202                                                For   \n",
       "203                                                For   \n",
       "204                                                For   \n",
       "205                                                For   \n",
       "206                                                For   \n",
       "207                                                For   \n",
       "208                                            Against   \n",
       "209                                                For   \n",
       "210                                            Against   \n",
       "211                                            Against   \n",
       "212                                                For   \n",
       "213                                            Against   \n",
       "214                                                For   \n",
       "215                                                For   \n",
       "216                                                For   \n",
       "217                                            Against   \n",
       "218                                            Against   \n",
       "219                                            Against   \n",
       "220                                            Against   \n",
       "221                                                For   \n",
       "222                                            Against   \n",
       "223                                                For   \n",
       "224                                                For   \n",
       "225                                                For   \n",
       "226                                                For   \n",
       "227                                            Against   \n",
       "228                                                For   \n",
       "229                                            Against   \n",
       "230                                            Against   \n",
       "231  Yellow Card For Tomas Soucek Switched To Andri...   \n",
       "232                                                For   \n",
       "233                                                For   \n",
       "234                                                For   \n",
       "235                                            Against   \n",
       "236                                            Against   \n",
       "237                                                For   \n",
       "238                                                For   \n",
       "239                                            Against   \n",
       "240                                                For   \n",
       "\n",
       "                       team home_or_away              opposition  \\\n",
       "0    Brighton & Hove Albion         Home                West Ham   \n",
       "1                   Burnley         Away                Man City   \n",
       "2    Brighton & Hove Albion         Away             Aston Villa   \n",
       "3                   Burnley         Away                 Arsenal   \n",
       "4    Brighton & Hove Albion         Home                 Everton   \n",
       "5                   Burnley         Home              Man United   \n",
       "6    Brighton & Hove Albion         Home               Leicester   \n",
       "7                   Burnley         Home               West Brom   \n",
       "8                   Burnley         Home                 Arsenal   \n",
       "9    Brighton & Hove Albion         Away                 Arsenal   \n",
       "10   Brighton & Hove Albion         Home        Sheffield United   \n",
       "11   Brighton & Hove Albion         Home        Sheffield United   \n",
       "12                  Burnley         Away             Southampton   \n",
       "13                  Burnley         Away                  Wolves   \n",
       "14   Brighton & Hove Albion         Away               Tottenham   \n",
       "15                  Everton         Home               West Brom   \n",
       "16   Brighton & Hove Albion         Home             Bournemouth   \n",
       "17                  Everton         Away          Crystal Palace   \n",
       "18   Brighton & Hove Albion         Away                 Everton   \n",
       "19   Brighton & Hove Albion         Away                West Ham   \n",
       "20                  Everton         Home               Liverpool   \n",
       "21   Brighton & Hove Albion         Away                 Burnley   \n",
       "22                  Everton         Home                 Chelsea   \n",
       "23        Manchester United         Home                 Arsenal   \n",
       "24                  Everton         Away               Leicester   \n",
       "25        Manchester United         Home               Liverpool   \n",
       "26                  Everton         Away               Liverpool   \n",
       "27                  Everton         Home             Southampton   \n",
       "28        Manchester United         Away                 Norwich   \n",
       "29        Manchester United         Away                 Norwich   \n",
       "30        Manchester United         Away                Man City   \n",
       "31                  Everton         Away                 Arsenal   \n",
       "32        Manchester United         Away               Liverpool   \n",
       "33                  Chelsea         Home               Liverpool   \n",
       "34        Manchester United         Away                 Chelsea   \n",
       "35        Manchester United         Away                 Chelsea   \n",
       "36        Manchester United         Home                 Watford   \n",
       "37                  Chelsea         Away                  Wolves   \n",
       "38                  Chelsea         Away                 Arsenal   \n",
       "39        Manchester United         Away                 Everton   \n",
       "40                  Chelsea         Away               Leicester   \n",
       "41        Manchester United         Away               Tottenham   \n",
       "42                  Chelsea         Away        Sheffield United   \n",
       "43        Manchester United         Away          Crystal Palace   \n",
       "44                  Chelsea         Away        Sheffield United   \n",
       "45        Manchester United         Home                West Ham   \n",
       "46                  Chelsea         Home              Man United   \n",
       "47           Crystal Palace         Away                West Ham   \n",
       "48                  Chelsea         Away               Liverpool   \n",
       "49           Crystal Palace         Away                 Arsenal   \n",
       "50           Crystal Palace         Away                 Arsenal   \n",
       "51                  Chelsea         Away                West Ham   \n",
       "52                  Chelsea         Home                 Arsenal   \n",
       "53           Crystal Palace         Home               Liverpool   \n",
       "54                  Chelsea         Home               Leicester   \n",
       "55                  Chelsea         Home               Leicester   \n",
       "56           Crystal Palace         Away             Southampton   \n",
       "57                   Fulham         Home             Aston Villa   \n",
       "58           Crystal Palace         Away                 Norwich   \n",
       "59                   Fulham         Away        Sheffield United   \n",
       "60           Crystal Palace         Home                 Arsenal   \n",
       "61                   Fulham         Home          Crystal Palace   \n",
       "62           Crystal Palace         Away         Manchester City   \n",
       "63           Crystal Palace         Home        Sheffield United   \n",
       "64                   Fulham         Away                West Ham   \n",
       "65           Crystal Palace         Away             Aston Villa   \n",
       "66                   Fulham         Away               Leicester   \n",
       "67           Crystal Palace         Away             Aston Villa   \n",
       "68                   Fulham         Home               Liverpool   \n",
       "69                  Burnley         Away             Aston Villa   \n",
       "70                   Fulham         Home                Brighton   \n",
       "71                  Burnley         Away               Leicester   \n",
       "72                   Fulham         Away               Newcastle   \n",
       "73                   Fulham         Home             Southampton   \n",
       "74                  Burnley         Home                 Chelsea   \n",
       "75                  Burnley         Home                West Ham   \n",
       "76                   Fulham         Home                West Ham   \n",
       "77                   Fulham         Home               Tottenham   \n",
       "78                  Burnley         Away                 Watford   \n",
       "79                   Fulham         Home                   Leeds   \n",
       "80                  Burnley         Home             Aston Villa   \n",
       "81                   Fulham         Away             Aston Villa   \n",
       "82                  Burnley         Home             Bournemouth   \n",
       "83                  Burnley         Home             Bournemouth   \n",
       "84                  Burnley         Away                Man City   \n",
       "85                   Fulham         Home                  Wolves   \n",
       "86                  Burnley         Away                 Norwich   \n",
       "87                   Fulham         Away                 Arsenal   \n",
       "88         Sheffield United         Away               Liverpool   \n",
       "89                Newcastle         Away        Sheffield United   \n",
       "90         Sheffield United         Away               Liverpool   \n",
       "91                Newcastle         Away             Southampton   \n",
       "92                Newcastle         Away             Southampton   \n",
       "93         Sheffield United         Away                Brighton   \n",
       "94              Southampton         Away        Sheffield United   \n",
       "95         Sheffield United         Home               Newcastle   \n",
       "96              Southampton         Home         AFC Bournemouth   \n",
       "97         Sheffield United         Away                West Ham   \n",
       "98              Southampton         Away                  Wolves   \n",
       "99              Southampton         Home               Leicester   \n",
       "100        Sheffield United         Home             Aston Villa   \n",
       "101        Sheffield United         Home                Brighton   \n",
       "102             Southampton         Home                West Ham   \n",
       "103        Sheffield United         Away               Tottenham   \n",
       "104             Southampton         Away               Leicester   \n",
       "105             Southampton         Away               Leicester   \n",
       "106             Aston Villa         Home             Southampton   \n",
       "107             Southampton         Home                  Wolves   \n",
       "108             Southampton         Home               Newcastle   \n",
       "109             Aston Villa         Away                 Arsenal   \n",
       "110             Aston Villa         Home                Brighton   \n",
       "111             Southampton         Away             Bournemouth   \n",
       "112             Aston Villa         Away                West Ham   \n",
       "113               Liverpool         Away                 Chelsea   \n",
       "114             Aston Villa         Away               West Brom   \n",
       "115             Aston Villa         Away               West Brom   \n",
       "116             Aston Villa         Home          Crystal Palace   \n",
       "117               Liverpool         Home                 Watford   \n",
       "118               Liverpool         Home                  Wolves   \n",
       "119               Liverpool         Home                  Wolves   \n",
       "120             Aston Villa         Away               Liverpool   \n",
       "121             Aston Villa         Home                Man City   \n",
       "122               Liverpool         Away                Man City   \n",
       "123          Leicester City         Home                West Ham   \n",
       "124          Leicester City         Home                  Wolves   \n",
       "125          Leicester City         Away                   Leeds   \n",
       "126          Leicester City         Home               Tottenham   \n",
       "127          Leicester City         Home               Tottenham   \n",
       "128          Leicester City         Home                  Wolves   \n",
       "129          Leicester City         Home                 Everton   \n",
       "130          Leicester City         Home                 Everton   \n",
       "131          Leicester City         Away               Tottenham   \n",
       "132          Leicester City         Away               Tottenham   \n",
       "133          Leicester City         Away                  Wolves   \n",
       "134          Leicester City         Home               Liverpool   \n",
       "135          Leicester City         Home               Liverpool   \n",
       "136          Leicester City         Home                Man City   \n",
       "137          Leicester City         Home                 Arsenal   \n",
       "138          Leicester City         Home                 Arsenal   \n",
       "139          Leicester City         Away                 Norwich   \n",
       "140          Leicester City         Away                West Ham   \n",
       "141          Leicester City         Away                 Everton   \n",
       "142          Leicester City         Home               Tottenham   \n",
       "143          Leicester City         Away                 Arsenal   \n",
       "144  Brighton & Hove Albion         Away               Newcastle   \n",
       "145       Tottenham Hotspur         Away                Man City   \n",
       "146  Brighton & Hove Albion         Away               Newcastle   \n",
       "147  Brighton & Hove Albion         Home              Man United   \n",
       "148  Brighton & Hove Albion         Home              Man United   \n",
       "149  Brighton & Hove Albion         Home              Man United   \n",
       "150  Brighton & Hove Albion         Away               Tottenham   \n",
       "151       Tottenham Hotspur         Home        Sheffield United   \n",
       "152  Brighton & Hove Albion         Away               Tottenham   \n",
       "153       Tottenham Hotspur         Away                West Ham   \n",
       "154       Tottenham Hotspur         Home                 Chelsea   \n",
       "155       Tottenham Hotspur         Home                 Chelsea   \n",
       "156  Brighton & Hove Albion         Home               Liverpool   \n",
       "157  Brighton & Hove Albion         Home               Liverpool   \n",
       "158  Brighton & Hove Albion         Home               Liverpool   \n",
       "159  Brighton & Hove Albion         Home             Southampton   \n",
       "160       Tottenham Hotspur         Away                 Norwich   \n",
       "161       Tottenham Hotspur         Home         Manchester City   \n",
       "162  Brighton & Hove Albion         Away               West Brom   \n",
       "163       Tottenham Hotspur         Away             Aston Villa   \n",
       "164  Brighton & Hove Albion         Away               West Brom   \n",
       "165       Tottenham Hotspur         Home                West Ham   \n",
       "166          Crystal Palace         Home             Southampton   \n",
       "167          Crystal Palace         Away              Man United   \n",
       "168          Crystal Palace         Away              Man United   \n",
       "169       Tottenham Hotspur         Away        Sheffield United   \n",
       "170       Tottenham Hotspur         Away         AFC Bournemouth   \n",
       "171          Crystal Palace         Home                   Leeds   \n",
       "172         Manchester City         Away                West Ham   \n",
       "173         Manchester City         Away                West Ham   \n",
       "174          Crystal Palace         Away                  Wolves   \n",
       "175          Crystal Palace         Away                  Wolves   \n",
       "176         Manchester City         Away                  Wolves   \n",
       "177         Manchester City         Away                  Wolves   \n",
       "178          Crystal Palace         Away                     WBA   \n",
       "179         Manchester City         Home        Sheffield United   \n",
       "180         Manchester City         Home                 Everton   \n",
       "181          Crystal Palace         Home               West Brom   \n",
       "182                   Leeds         Home                  Wolves   \n",
       "183                   Leeds         Home                 Arsenal   \n",
       "184         Manchester City         Away                 Chelsea   \n",
       "185                   Leeds         Home                West Ham   \n",
       "186                   Leeds         Away                 Arsenal   \n",
       "187         Manchester City         Away                Man City   \n",
       "188                   Leeds         Home             Southampton   \n",
       "189         Manchester City         Home                 Norwich   \n",
       "190                   Leeds         Away                Man City   \n",
       "191         Manchester City         Home               Liverpool   \n",
       "192         Manchester City         Away               Tottenham   \n",
       "193                 Arsenal         Away                 Norwich   \n",
       "194         Manchester City         Away              Man United   \n",
       "195                 Arsenal         Home                West Ham   \n",
       "196         Manchester City         Away               West Brom   \n",
       "197         Manchester City         Home                  Wolves   \n",
       "198                 Arsenal         Home                 Watford   \n",
       "199                 Everton         Away  Brighton & Hove Albion   \n",
       "200         Manchester City         Away               Newcastle   \n",
       "201       Manchester United         Away               Newcastle   \n",
       "202       Manchester United         Away               Newcastle   \n",
       "203       Manchester United         Home               West Brom   \n",
       "204       Manchester United         Home               West Brom   \n",
       "205         AFC Bournemouth         Home                West Ham   \n",
       "206       Manchester United         Home             Southampton   \n",
       "207       Manchester United         Home             Southampton   \n",
       "208       Manchester United         Home             Southampton   \n",
       "209         AFC Bournemouth         Away                 Chelsea   \n",
       "210       Manchester United         Away               West Brom   \n",
       "211         AFC Bournemouth         Away                West Ham   \n",
       "212         AFC Bournemouth         Away                 Norwich   \n",
       "213       Manchester United         Away               Tottenham   \n",
       "214       Manchester United         Home               Liverpool   \n",
       "215       Manchester United         Away                  Wolves   \n",
       "216               Newcastle         Away               Tottenham   \n",
       "217                 Chelsea         Away                 Norwich   \n",
       "218                 Chelsea         Home               Liverpool   \n",
       "219               Newcastle         Home                West Ham   \n",
       "220                 Chelsea         Away                 Watford   \n",
       "221                 Chelsea         Home                West Ham   \n",
       "222               Newcastle         Away               Liverpool   \n",
       "223             Southampton         Home               Tottenham   \n",
       "224             Southampton         Home               Tottenham   \n",
       "225                 Chelsea         Away                West Ham   \n",
       "226                 Watford         Home                 Chelsea   \n",
       "227                 Watford         Home                  Wolves   \n",
       "228             Southampton         Away               Tottenham   \n",
       "229             Southampton         Away               Tottenham   \n",
       "230             Aston Villa         Home                 Burnley   \n",
       "231                West Ham         Home        Newcastle United   \n",
       "232                West Ham         Away               Liverpool   \n",
       "233             Aston Villa         Away        Sheffield United   \n",
       "234                West Ham         Home               Tottenham   \n",
       "235                West Ham         Away        Sheffield United   \n",
       "236       Tottenham Hotspur         Home               Liverpool   \n",
       "237       Tottenham Hotspur         Home               Liverpool   \n",
       "238        Sheffield United         Away                 Norwich   \n",
       "239                  Wolves         Away               Liverpool   \n",
       "240                  Wolves         Home                 Arsenal   \n",
       "\n",
       "    opposition_decision      date       year month match_minute  \\\n",
       "0                   For   Aug. 17  2019/2020   Aug           27   \n",
       "1               Against   Nov. 28  2020/2021   Nov           77   \n",
       "2               Against   Oct. 19  2019/2020   Oct           42   \n",
       "3               Against   Dec. 13  2020/2021   Dec           58   \n",
       "4               Against   Oct. 26  2019/2020   Oct           78   \n",
       "5               Neutral   Jan. 12  2020/2021   Jan                \n",
       "6               Against   Nov. 23  2019/2020   Nov           80   \n",
       "7               Against   Feb. 20  2020/2021   Feb           28   \n",
       "8               Against   March 6  2020/2021   Mar           85   \n",
       "9               Against    Dec. 5  2019/2020   Dec           63   \n",
       "10              Against   Dec. 21  2019/2020   Dec            8   \n",
       "11              Against   Dec. 21  2019/2020   Dec           54   \n",
       "12              Against   April 4  2020/2021   Apr            8   \n",
       "13                  For  April 25  2020/2021   Apr           50   \n",
       "14              Against   Dec. 26  2019/2020   Dec           24   \n",
       "15              Against  Sept. 19  2020/2021   Sep           31   \n",
       "16                  For   Dec. 28  2019/2020   Dec           58   \n",
       "17              Against  Sept. 26  2020/2021   Sep           41   \n",
       "18              Against   Jan. 11  2019/2020   Jan           75   \n",
       "19              Against    Feb. 1  2019/2020   Feb           79   \n",
       "20              Against   Oct. 17  2020/2021   Oct           90   \n",
       "21              Against   July 26  2019/2020   Jul           57   \n",
       "22                  For   Dec. 12  2020/2021   Dec           63   \n",
       "23                  For  Sept. 30  2019/2020   Sep           58   \n",
       "24              Against   Dec. 16  2020/2021   Dec           81   \n",
       "25              Against   Oct. 20  2019/2020   Oct           43   \n",
       "26              Against   Feb. 20  2020/2021   Feb           81   \n",
       "27                  For   March 1  2020/2021   Mar           25   \n",
       "28              Against   Oct. 27  2019/2020   Oct           41   \n",
       "29              Against   Oct. 27  2019/2020   Oct           25   \n",
       "30              Against    Dec. 7  2019/2020   Dec           23   \n",
       "31              Against  April 23  2020/2021   Apr           51   \n",
       "32              Against   Jan. 19  2019/2020   Jan           25   \n",
       "33                  For  Sept. 20  2020/2021   Sep           45   \n",
       "34              Against   Feb. 17  2019/2020   Feb           55   \n",
       "35              Against   Feb. 17  2019/2020   Feb           77   \n",
       "36              Against   Feb. 23  2019/2020   Feb           52   \n",
       "37              Against   Dec. 15  2020/2021   Dec           81   \n",
       "38              Against   Dec. 26  2020/2021   Dec           85   \n",
       "39              Against   March 1  2019/2020   Mar           92   \n",
       "40                  For   Jan. 19  2020/2021   Jan           39   \n",
       "41                  For   June 19  2019/2020   Jun           91   \n",
       "42              Against    Feb. 7  2020/2021   Feb           58   \n",
       "43              Against      July  2019/2020   Jul           55   \n",
       "44              Against    Feb. 7  2020/2021   Feb           11   \n",
       "45                  For   July 22  2019/2020   Jul           45   \n",
       "46              Against   Feb. 28  2020/2021   Feb           15   \n",
       "47              Against    Oct. 5  2019/2020   Oct           87   \n",
       "48                  For   March 4  2020/2021   Mar           24   \n",
       "49              Against   Oct. 27  2019/2020   Oct           83   \n",
       "50              Against   Oct. 27  2019/2020   Oct           32   \n",
       "51              Against  April 24  2020/2021   Apr           79   \n",
       "52                  For    May 12  2020/2021   May           60   \n",
       "53                  For   Nov. 23  2019/2020   Nov           43   \n",
       "54              Against    May 18  2020/2021   May           65   \n",
       "55                  For    May 18  2020/2021   May           35   \n",
       "56                  For   Dec. 28  2019/2020   Dec           15   \n",
       "57                  For  Sept. 28  2020/2021   Sep           56   \n",
       "58              Against    Jan. 1  2019/2020   Jan           85   \n",
       "59                  For   Oct. 18  2020/2021   Oct           85   \n",
       "60              Against   Jan. 11  2019/2020   Jan           65   \n",
       "61                  For   Oct. 24  2020/2021   Oct           86   \n",
       "62              Against   Jan. 18  2019/2020   Jan           72   \n",
       "63              Against    Feb. 1  2019/2020   Feb           74   \n",
       "64              Against    Nov. 7  2020/2021   Nov           95   \n",
       "65                  For   July 12  2019/2020   Jul            7   \n",
       "66              Against   Nov. 30  2020/2021   Nov           35   \n",
       "67              Against   July 12  2019/2020   Jul           47   \n",
       "68                  For   Dec. 13  2020/2021   Dec           16   \n",
       "69              Against  Sept. 28  2019/2020   Sep           25   \n",
       "70              Against   Dec. 16  2020/2021   Dec           49   \n",
       "71                  For   Oct. 21  2019/2020   Oct           80   \n",
       "72                  For   Dec. 19  2020/2021   Dec           62   \n",
       "73              Against   Dec. 26  2020/2021   Dec           85   \n",
       "74              Against   Oct. 26  2019/2020   Oct           76   \n",
       "75                  For    Nov. 9  2019/2020   Nov           36   \n",
       "76              Against    Feb. 6  2020/2021   Feb           90   \n",
       "77                  For   March 4  2020/2021   Mar           64   \n",
       "78              Against   Nov. 23  2019/2020   Nov           80   \n",
       "79              Against  March 19  2020/2021   Mar            8   \n",
       "80              Against    Jan. 1  2019/2020   Jan           11   \n",
       "81              Against   April 4  2020/2021   Apr           45   \n",
       "82              Against   Feb. 22  2019/2020   Feb           57   \n",
       "83              Against   Feb. 22  2019/2020   Feb           22   \n",
       "84                  For   June 22  2019/2020   Jun           45   \n",
       "85              Against   April 9  2020/2021   Apr           45   \n",
       "86              Against   July 18  2019/2020   Jul           33   \n",
       "87              Against  April 18  2020/2021   Apr           40   \n",
       "88              Against   Oct. 24  2020/2021   Oct           10   \n",
       "89              Against    Dec. 5  2019/2020   Dec           70   \n",
       "90              Against   Oct. 24  2020/2021   Oct           62   \n",
       "91              Against   March 7  2019/2020   Mar           40   \n",
       "92              Against   March 7  2019/2020   Mar           28   \n",
       "93                  For   Dec. 20  2020/2021   Dec           40   \n",
       "94              Against  Sept. 14  2019/2020   Sep           52   \n",
       "95              Against   Jan. 12  2020/2021   Jan           73   \n",
       "96              Against  Sept. 20  2019/2020   Sep           25   \n",
       "97              Against   Feb. 15  2020/2021   Feb            5   \n",
       "98              Against   Oct. 19  2019/2020   Oct           42   \n",
       "99                  For   Oct. 25  2019/2020   Oct           12   \n",
       "100                 For   March 3  2020/2021   Mar           57   \n",
       "101             Against  April 24  2020/2021   Apr           56   \n",
       "102             Against   Dec. 14  2019/2020   Dec           52   \n",
       "103             Against     May 2  2020/2021   May           50   \n",
       "104             Against   Jan. 11  2019/2020   Jan           90   \n",
       "105                 For   Jan. 11  2019/2020   Jan           63   \n",
       "106             Against    Nov. 1  2020/2021   Nov            3   \n",
       "107                 For   Jan. 18  2019/2020   Jan           65   \n",
       "108                 For   March 7  2019/2020   Mar           40   \n",
       "109                 For    Nov. 8  2020/2021   Nov            1   \n",
       "110                 For   Nov. 21  2020/2021   Nov           92   \n",
       "111             Against   July 19  2019/2020   Jul           57   \n",
       "112                 For   Nov. 30  2020/2021   Nov           92   \n",
       "113             Against  Sept. 22  2019/2020   Sep           27   \n",
       "114             Against   Dec. 20  2020/2021   Dec           36   \n",
       "115                 For   Dec. 20  2020/2021   Dec           72   \n",
       "116             Against   Dec. 26  2020/2021   Dec           24   \n",
       "117                 For   Dec. 14  2019/2020   Dec           51   \n",
       "118             Against   Dec. 29  2019/2020   Dec           45   \n",
       "119             Against   Dec. 29  2019/2020   Dec           42   \n",
       "120             Against  April 10  2020/2021   Apr           45   \n",
       "121             Against  April 21  2020/2021   Apr           42   \n",
       "122             Against    July 2  2019/2020   Jul           90   \n",
       "123                 For    Oct. 4  2020/2021   Oct           90   \n",
       "124             Against   Aug. 11  2019/2020   Aug           51   \n",
       "125             Against    Nov. 2  2020/2021   Nov           88   \n",
       "126             Against  Sept. 21  2019/2020   Sep           64   \n",
       "127                 For  Sept. 21  2019/2020   Sep           16   \n",
       "128             Against    Nov. 8  2020/2021   Nov           14   \n",
       "129             Against    Dec. 1  2019/2020   Dec           94   \n",
       "130                 For    Dec. 1  2019/2020   Dec           34   \n",
       "131                 For   Dec. 20  2020/2021   Dec           47   \n",
       "132             Against   Dec. 20  2020/2021   Dec           45   \n",
       "133             Against   Feb. 14  2019/2020   Feb           44   \n",
       "134                 For   Feb. 13  2020/2021   Feb           76   \n",
       "135             Against   Feb. 13  2020/2021   Feb           79   \n",
       "136                 For   Feb. 22  2019/2020   Feb                \n",
       "137             Against   Feb. 28  2020/2021   Feb           14   \n",
       "138                 For   Feb. 28  2020/2021   Feb           45   \n",
       "139                 For   Feb. 28  2019/2020   Feb           49   \n",
       "140             Against  April 11  2020/2021   Apr           54   \n",
       "141                 For    July 1  2019/2020   Jul           13   \n",
       "142             Against    May 23  2020/2021   May           16   \n",
       "143             Against    July 7  2019/2020   Jul           75   \n",
       "144             Against  Sept. 20  2020/2021   Sep            8   \n",
       "145             Against   Aug. 17  2019/2020   Aug           90   \n",
       "146                 For  Sept. 20  2020/2021   Sep           86   \n",
       "147             Against  Sept. 26  2020/2021   Sep           52   \n",
       "148                 For  Sept. 26  2020/2021   Sep           90   \n",
       "149                 For  Sept. 26  2020/2021   Sep           48   \n",
       "150             Against    Nov. 1  2020/2021   Nov           56   \n",
       "151             Against    Nov. 9  2019/2020   Nov           60   \n",
       "152                 For    Nov. 1  2020/2021   Nov           11   \n",
       "153             Against   Nov. 23  2019/2020   Nov           89   \n",
       "154                 For   Dec. 22  2019/2020   Dec           45   \n",
       "155                 For   Dec. 22  2019/2020   Dec           62   \n",
       "156             Against   Nov. 28  2020/2021   Nov           35   \n",
       "157             Against   Nov. 28  2020/2021   Nov           85   \n",
       "158             Against   Nov. 28  2020/2021   Nov           92   \n",
       "159                 For    Dec. 7  2020/2021   Dec           80   \n",
       "160             Against   Dec. 28  2019/2020   Dec           33   \n",
       "161                 For    Feb. 2  2019/2020   Feb           38   \n",
       "162             Against   Feb. 27  2020/2021   Feb           17   \n",
       "163             Against   Feb. 16  2019/2020   Feb           45   \n",
       "164                 For   Feb. 27  2020/2021   Feb           37   \n",
       "165                 For   June 23  2019/2020   Jun           45   \n",
       "166                 For  Sept. 12  2020/2021   Sep           51   \n",
       "167             Against  Sept. 19  2020/2021   Sep           70   \n",
       "168             Against  Sept. 19  2020/2021   Sep           73   \n",
       "169                 For    July 2  2019/2020   Jul           32   \n",
       "170             Against    July 9  2019/2020   Jul           90   \n",
       "171             Against    Nov. 7  2020/2021   Nov           19   \n",
       "172             Against   Aug. 10  2019/2020   Aug           86   \n",
       "173                 For   Aug. 10  2019/2020   Aug           53   \n",
       "174                 For   Oct. 30  2020/2021   Oct           38   \n",
       "175                 For   Oct. 30  2020/2021   Oct           85   \n",
       "176             Against   Dec. 27  2019/2020   Dec           21   \n",
       "177             Against   Dec. 27  2019/2020   Dec           25   \n",
       "178             Against    Dec. 6  2020/2021   Dec           35   \n",
       "179             Against   Dec. 29  2019/2020   Dec           29   \n",
       "180                 For    Jan. 1  2019/2020   Jan           12   \n",
       "181             Against  March 13  2020/2021   Mar           34   \n",
       "182             Against   Oct. 19  2020/2021   Oct           54   \n",
       "183             Against   Nov. 22  2020/2021   Nov           51   \n",
       "184                 For   June 25  2019/2020   Jun           77   \n",
       "185             Against   Dec. 11  2020/2021   Dec            6   \n",
       "186             Against   Feb. 14  2020/2021   Feb           35   \n",
       "187                 For   July 15  2019/2020   Jul           71   \n",
       "188             Against   Feb. 23  2020/2021   Feb           33   \n",
       "189             Against   July 26  2019/2020   Jul            7   \n",
       "190                 For  April 10  2020/2021   Apr           45   \n",
       "191             Against    Nov. 8  2020/2021   Nov           41   \n",
       "192                 For   Nov. 21  2020/2021   Nov           27   \n",
       "193             Against    Dec. 1  2019/2020   Dec           29   \n",
       "194             Against   Dec. 12  2020/2021   Dec           38   \n",
       "195             Against   March 7  2019/2020   Mar           78   \n",
       "196             Against   Jan. 26  2020/2021   Jan           20   \n",
       "197             Against   March 2  2020/2021   Mar           90   \n",
       "198             Against   July 26  2019/2020   Jul            2   \n",
       "199                 For   Oct. 26  2019/2020   Oct           78   \n",
       "200                 For    May 14  2020/2021   May           45   \n",
       "201                 For   Oct. 17  2020/2021   Oct           19   \n",
       "202             Against   Oct. 17  2020/2021   Oct           54   \n",
       "203             Against   Nov. 21  2020/2021   Nov           56   \n",
       "204             Against   Nov. 21  2020/2021   Nov           47   \n",
       "205             Against  Sept. 28  2019/2020   Sep           17   \n",
       "206             Against    Feb. 2  2020/2021   Feb           53   \n",
       "207             Against    Feb. 2  2020/2021   Feb           53   \n",
       "208                 For    Feb. 2  2020/2021   Feb           42   \n",
       "209             Against   Dec. 14  2019/2020   Dec           84   \n",
       "210                 For   Feb. 14  2020/2021   Feb           64   \n",
       "211                 For    Jan. 1  2019/2020   Jan           76   \n",
       "212             Against   Jan. 18  2019/2020   Jan           76   \n",
       "213                 For  April 11  2020/2021   Apr           33   \n",
       "214             Against    May 13  2020/2021   May           27   \n",
       "215             Against    May 23  2020/2021   May           45   \n",
       "216             Against  Sept. 27  2020/2021   Sep           90   \n",
       "217                 For   Aug. 24  2019/2020   Aug           77   \n",
       "218                 For  Sept. 22  2019/2020   Sep           27   \n",
       "219                 For  April 17  2020/2021   Apr           76   \n",
       "220                 For    Nov. 2  2019/2020   Nov           77   \n",
       "221             Against   Nov. 30  2019/2020   Nov           67   \n",
       "222                 For  April 24  2020/2021   Apr           92   \n",
       "223             Against  Sept. 20  2020/2021   Sep           90   \n",
       "224             Against  Sept. 20  2020/2021   Sep            3   \n",
       "225             Against    July 1  2019/2020   Jul           34   \n",
       "226             Against    Nov. 2  2019/2020   Nov           77   \n",
       "227                 For    Jan. 1  2019/2020   Jan           68   \n",
       "228             Against  April 21  2020/2021   Apr           74   \n",
       "229                 For  April 21  2020/2021   Apr           86   \n",
       "230                 For  Sept. 28  2019/2020   Sep           25   \n",
       "231             Neutral  Sept. 12  2020/2021   Sep                \n",
       "232             Against   Oct. 31  2020/2021   Oct           82   \n",
       "233             Against   Dec. 14  2019/2020   Dec           76   \n",
       "234             Against   Feb. 21  2020/2021   Feb           47   \n",
       "235                 For   Jan. 10  2019/2020   Jan           90   \n",
       "236                 For   Jan. 28  2020/2021   Jan            3   \n",
       "237             Against   Jan. 28  2020/2021   Jan           56   \n",
       "238             Against    Dec. 8  2019/2020   Dec           74   \n",
       "239                 For    Dec. 6  2020/2021   Dec           44   \n",
       "240             Against    Feb. 2  2020/2021   Feb            9   \n",
       "\n",
       "     incident_penalty  incident_foul  incident_handball  incident_offside  \\\n",
       "0                   0              0                  0                 1   \n",
       "1                   0              0                  0                 1   \n",
       "2                   0              1                  0                 0   \n",
       "3                   0              0                  0                 0   \n",
       "4                   1              1                  0                 0   \n",
       "5                   0              1                  0                 0   \n",
       "6                   1              0                  0                 0   \n",
       "7                   0              0                  1                 0   \n",
       "8                   1              0                  1                 0   \n",
       "9                   0              0                  0                 1   \n",
       "10                  0              0                  1                 0   \n",
       "11                  0              0                  0                 1   \n",
       "12                  1              1                  0                 0   \n",
       "13                  0              0                  0                 1   \n",
       "14                  0              0                  0                 1   \n",
       "15                  0              0                  0                 1   \n",
       "16                  0              0                  0                 1   \n",
       "17                  1              0                  1                 0   \n",
       "18                  0              0                  1                 0   \n",
       "19                  0              0                  1                 0   \n",
       "20                  0              0                  0                 1   \n",
       "21                  0              0                  0                 1   \n",
       "22                  1              0                  0                 1   \n",
       "23                  0              0                  0                 1   \n",
       "24                  1              0                  0                 0   \n",
       "25                  0              0                  1                 0   \n",
       "26                  1              0                  0                 0   \n",
       "27                  0              0                  0                 1   \n",
       "28                  1              0                  1                 0   \n",
       "29                  1              1                  0                 0   \n",
       "30                  1              1                  0                 0   \n",
       "31                  1              0                  0                 1   \n",
       "32                  0              1                  0                 0   \n",
       "33                  0              0                  0                 0   \n",
       "34                  0              1                  0                 0   \n",
       "35                  0              0                  0                 1   \n",
       "36                  0              0                  1                 0   \n",
       "37                  1              0                  0                 0   \n",
       "38                  0              0                  0                 1   \n",
       "39                  0              0                  0                 1   \n",
       "40                  1              1                  0                 0   \n",
       "41                  1              1                  0                 0   \n",
       "42                  1              0                  0                 0   \n",
       "43                  0              0                  0                 1   \n",
       "44                  1              0                  0                 1   \n",
       "45                  1              0                  1                 0   \n",
       "46                  1              0                  1                 0   \n",
       "47                  0              0                  0                 1   \n",
       "48                  0              0                  0                 1   \n",
       "49                  0              1                  0                 0   \n",
       "50                  1              1                  0                 0   \n",
       "51                  0              1                  0                 0   \n",
       "52                  0              0                  0                 1   \n",
       "53                  0              0                  0                 0   \n",
       "54                  1              1                  0                 0   \n",
       "55                  0              0                  1                 0   \n",
       "56                  0              0                  0                 1   \n",
       "57                  0              1                  0                 0   \n",
       "58                  0              0                  0                 1   \n",
       "59                  1              1                  0                 0   \n",
       "60                  0              1                  0                 0   \n",
       "61                  0              1                  0                 0   \n",
       "62                  1              0                  1                 0   \n",
       "63                  0              0                  0                 0   \n",
       "64                  1              1                  0                 0   \n",
       "65                  0              0                  1                 0   \n",
       "66                  1              1                  0                 0   \n",
       "67                  1              1                  0                 0   \n",
       "68                  1              0                  0                 0   \n",
       "69                  0              0                  0                 1   \n",
       "70                  0              0                  1                 0   \n",
       "71                  0              1                  0                 0   \n",
       "72                  0              0                  0                 0   \n",
       "73                  0              0                  0                 1   \n",
       "74                  1              0                  0                 0   \n",
       "75                  0              0                  0                 1   \n",
       "76                  0              0                  0                 0   \n",
       "77                  0              0                  1                 0   \n",
       "78                  1              1                  0                 0   \n",
       "79                  0              0                  0                 1   \n",
       "80                  0              0                  0                 1   \n",
       "81                  1              1                  0                 0   \n",
       "82                  1              0                  1                 0   \n",
       "83                  0              0                  1                 0   \n",
       "84                  1              1                  0                 0   \n",
       "85                  0              0                  0                 1   \n",
       "86                  0              0                  0                 0   \n",
       "87                  0              0                  0                 1   \n",
       "88                  1              1                  0                 0   \n",
       "89                  0              0                  0                 1   \n",
       "90                  0              0                  0                 1   \n",
       "91                  1              0                  1                 0   \n",
       "92                  0              0                  0                 0   \n",
       "93                  0              0                  0                 0   \n",
       "94                  0              0                  0                 1   \n",
       "95                  1              0                  1                 0   \n",
       "96                  0              0                  0                 1   \n",
       "97                  1              1                  0                 1   \n",
       "98                  0              0                  0                 1   \n",
       "99                  0              0                  0                 0   \n",
       "100                 0              1                  0                 0   \n",
       "101                 0              0                  0                 1   \n",
       "102                 0              0                  1                 0   \n",
       "103                 0              0                  0                 1   \n",
       "104                 0              0                  0                 1   \n",
       "105                 1              0                  0                 1   \n",
       "106                 0              0                  0                 1   \n",
       "107                 1              1                  0                 0   \n",
       "108                 1              0                  1                 0   \n",
       "109                 0              0                  0                 1   \n",
       "110                 1              1                  0                 0   \n",
       "111                 1              0                  1                 0   \n",
       "112                 0              0                  0                 1   \n",
       "113                 0              0                  0                 1   \n",
       "114                 0              0                  0                 0   \n",
       "115                 0              0                  0                 1   \n",
       "116                 1              0                  0                 0   \n",
       "117                 0              0                  0                 1   \n",
       "118                 0              0                  0                 1   \n",
       "119                 0              0                  1                 0   \n",
       "120                 0              0                  0                 1   \n",
       "121                 0              0                  0                 0   \n",
       "122                 0              0                  1                 0   \n",
       "123                 0              0                  0                 1   \n",
       "124                 0              0                  1                 0   \n",
       "125                 1              1                  0                 0   \n",
       "126                 0              0                  0                 1   \n",
       "127                 0              0                  0                 1   \n",
       "128                 1              0                  1                 0   \n",
       "129                 0              0                  0                 1   \n",
       "130                 1              1                  0                 0   \n",
       "131                 0              0                  0                 1   \n",
       "132                 1              1                  0                 0   \n",
       "133                 0              0                  0                 1   \n",
       "134                 1              1                  0                 0   \n",
       "135                 0              0                  0                 1   \n",
       "136                 1              0                  1                 0   \n",
       "137                 1              1                  0                 0   \n",
       "138                 1              0                  1                 0   \n",
       "139                 0              0                  1                 0   \n",
       "140                 0              0                  0                 1   \n",
       "141                 1              0                  1                 0   \n",
       "142                 1              1                  0                 0   \n",
       "143                 0              1                  0                 0   \n",
       "144                 0              0                  0                 1   \n",
       "145                 0              0                  1                 0   \n",
       "146                 0              0                  0                 0   \n",
       "147                 0              0                  0                 1   \n",
       "148                 1              0                  1                 0   \n",
       "149                 1              0                  0                 0   \n",
       "150                 0              1                  0                 0   \n",
       "151                 0              0                  0                 1   \n",
       "152                 1              1                  0                 0   \n",
       "153                 0              0                  0                 1   \n",
       "154                 1              1                  0                 0   \n",
       "155                 0              1                  0                 0   \n",
       "156                 0              0                  0                 1   \n",
       "157                 0              0                  0                 1   \n",
       "158                 1              1                  0                 0   \n",
       "159                 1              1                  0                 0   \n",
       "160                 0              0                  0                 1   \n",
       "161                 1              1                  0                 0   \n",
       "162                 1              0                  1                 0   \n",
       "163                 1              1                  0                 0   \n",
       "164                 0              0                  0                 0   \n",
       "165                 0              0                  0                 1   \n",
       "166                 0              0                  0                 0   \n",
       "167                 1              0                  1                 0   \n",
       "168                 1              0                  0                 0   \n",
       "169                 0              0                  1                 0   \n",
       "170                 0              0                  1                 0   \n",
       "171                 0              0                  0                 1   \n",
       "172                 1              0                  0                 0   \n",
       "173                 0              0                  0                 1   \n",
       "174                 1              0                  0                 1   \n",
       "175                 0              0                  0                 0   \n",
       "176                 1              1                  0                 0   \n",
       "177                 1              0                  0                 0   \n",
       "178                 0              0                  0                 0   \n",
       "179                 0              0                  0                 1   \n",
       "180                 0              0                  0                 1   \n",
       "181                 1              0                  1                 0   \n",
       "182                 0              0                  0                 1   \n",
       "183                 0              0                  0                 0   \n",
       "184                 1              0                  1                 0   \n",
       "185                 1              0                  0                 0   \n",
       "186                 1              1                  0                 0   \n",
       "187                 1              1                  0                 0   \n",
       "188                 1              1                  0                 0   \n",
       "189                 0              0                  0                 1   \n",
       "190                 0              0                  0                 0   \n",
       "191                 1              0                  1                 0   \n",
       "192                 0              0                  1                 0   \n",
       "193                 1              0                  0                 0   \n",
       "194                 1              0                  0                 1   \n",
       "195                 0              0                  0                 1   \n",
       "196                 0              0                  0                 1   \n",
       "197                 0              0                  0                 1   \n",
       "198                 1              1                  0                 0   \n",
       "199                 1              1                  0                 0   \n",
       "200                 1              0                  0                 1   \n",
       "201                 0              0                  0                 1   \n",
       "202                 1              1                  0                 0   \n",
       "203                 1              0                  0                 0   \n",
       "204                 1              1                  0                 0   \n",
       "205                 0              0                  0                 1   \n",
       "206                 0              0                  0                 0   \n",
       "207                 0              0                  0                 1   \n",
       "208                 1              1                  0                 0   \n",
       "209                 0              0                  0                 1   \n",
       "210                 1              1                  0                 0   \n",
       "211                 0              0                  0                 0   \n",
       "212                 0              1                  0                 0   \n",
       "213                 0              1                  0                 0   \n",
       "214                 1              0                  0                 0   \n",
       "215                 1              1                  0                 0   \n",
       "216                 1              0                  1                 0   \n",
       "217                 0              1                  0                 0   \n",
       "218                 0              0                  0                 1   \n",
       "219                 1              0                  1                 0   \n",
       "220                 1              1                  0                 0   \n",
       "221                 0              0                  1                 0   \n",
       "222                 0              0                  1                 0   \n",
       "223                 1              0                  1                 0   \n",
       "224                 0              0                  0                 1   \n",
       "225                 0              0                  0                 1   \n",
       "226                 1              0                  0                 0   \n",
       "227                 0              1                  0                 0   \n",
       "228                 0              0                  0                 1   \n",
       "229                 1              1                  0                 0   \n",
       "230                 0              0                  0                 1   \n",
       "231                 0              0                  0                 0   \n",
       "232                 0              1                  0                 0   \n",
       "233                 1              0                  1                 0   \n",
       "234                 0              0                  0                 1   \n",
       "235                 0              0                  1                 0   \n",
       "236                 0              0                  0                 1   \n",
       "237                 0              0                  1                 0   \n",
       "238                 0              0                  0                 0   \n",
       "239                 1              1                  0                 0   \n",
       "240                 0              0                  0                 1   \n",
       "\n",
       "     incident_redcard  incident_yellowcard  \\\n",
       "0                   0                    0   \n",
       "1                   0                    0   \n",
       "2                   0                    0   \n",
       "3                   1                    0   \n",
       "4                   0                    0   \n",
       "5                   1                    0   \n",
       "6                   0                    0   \n",
       "7                   1                    0   \n",
       "8                   1                    0   \n",
       "9                   0                    0   \n",
       "10                  0                    0   \n",
       "11                  0                    0   \n",
       "12                  0                    0   \n",
       "13                  0                    0   \n",
       "14                  0                    0   \n",
       "15                  0                    0   \n",
       "16                  0                    0   \n",
       "17                  0                    0   \n",
       "18                  0                    0   \n",
       "19                  0                    0   \n",
       "20                  0                    0   \n",
       "21                  0                    0   \n",
       "22                  0                    0   \n",
       "23                  0                    0   \n",
       "24                  0                    0   \n",
       "25                  0                    0   \n",
       "26                  0                    0   \n",
       "27                  0                    0   \n",
       "28                  0                    0   \n",
       "29                  0                    0   \n",
       "30                  0                    0   \n",
       "31                  0                    0   \n",
       "32                  0                    0   \n",
       "33                  1                    0   \n",
       "34                  0                    0   \n",
       "35                  0                    0   \n",
       "36                  0                    0   \n",
       "37                  0                    0   \n",
       "38                  0                    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",
       "47                  0                    0   \n",
       "48                  0                    0   \n",
       "49                  0                    0   \n",
       "50                  0                    0   \n",
       "51                  1                    1   \n",
       "52                  0                    0   \n",
       "53                  0                    0   \n",
       "54                  0                    0   \n",
       "55                  0                    0   \n",
       "56                  0                    0   \n",
       "57                  0                    0   \n",
       "58                  0                    0   \n",
       "59                  0                    0   \n",
       "60                  1                    0   \n",
       "61                  1                    0   \n",
       "62                  0                    0   \n",
       "63                  1                    0   \n",
       "64                  0                    0   \n",
       "65                  0                    0   \n",
       "66                  0                    0   \n",
       "67                  0                    0   \n",
       "68                  0                    0   \n",
       "69                  0                    0   \n",
       "70                  0                    0   \n",
       "71                  0                    0   \n",
       "72                  1                    0   \n",
       "73                  0                    0   \n",
       "74                  0                    0   \n",
       "75                  0                    0   \n",
       "76                  1                    0   \n",
       "77                  0                    0   \n",
       "78                  0                    0   \n",
       "79                  0                    0   \n",
       "80                  0                    0   \n",
       "81                  0                    0   \n",
       "82                  0                    0   \n",
       "83                  0                    0   \n",
       "84                  0                    0   \n",
       "85                  0                    0   \n",
       "86                  1                    0   \n",
       "87                  0                    0   \n",
       "88                  0                    0   \n",
       "89                  0                    0   \n",
       "90                  0                    0   \n",
       "91                  0                    0   \n",
       "92                  1                    0   \n",
       "93                  1                    0   \n",
       "94                  0                    0   \n",
       "95                  0                    0   \n",
       "96                  0                    0   \n",
       "97                  0                    0   \n",
       "98                  0                    0   \n",
       "99                  1                    0   \n",
       "100                 1                    0   \n",
       "101                 0                    0   \n",
       "102                 0                    0   \n",
       "103                 0                    0   \n",
       "104                 0                    0   \n",
       "105                 0                    0   \n",
       "106                 0                    0   \n",
       "107                 0                    0   \n",
       "108                 0                    0   \n",
       "109                 0                    0   \n",
       "110                 0                    0   \n",
       "111                 0                    0   \n",
       "112                 0                    0   \n",
       "113                 0                    0   \n",
       "114                 1                    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                    1   \n",
       "122                 0                    0   \n",
       "123                 0                    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",
       "132                 0                    0   \n",
       "133                 0                    0   \n",
       "134                 0                    0   \n",
       "135                 0                    0   \n",
       "136                 0                    0   \n",
       "137                 0                    0   \n",
       "138                 0                    0   \n",
       "139                 0                    0   \n",
       "140                 0                    0   \n",
       "141                 0                    0   \n",
       "142                 0                    0   \n",
       "143                 1                    0   \n",
       "144                 0                    0   \n",
       "145                 0                    0   \n",
       "146                 1                    0   \n",
       "147                 0                    0   \n",
       "148                 0                    0   \n",
       "149                 0                    0   \n",
       "150                 0                    0   \n",
       "151                 0                    0   \n",
       "152                 0                    0   \n",
       "153                 0                    0   \n",
       "154                 0                    0   \n",
       "155                 1                    0   \n",
       "156                 0                    0   \n",
       "157                 0                    0   \n",
       "158                 0                    0   \n",
       "159                 0                    0   \n",
       "160                 0                    0   \n",
       "161                 0                    0   \n",
       "162                 0                    0   \n",
       "163                 0                    0   \n",
       "164                 0                    0   \n",
       "165                 0                    0   \n",
       "166                 1                    0   \n",
       "167                 0                    0   \n",
       "168                 0                    0   \n",
       "169                 0                    0   \n",
       "170                 0                    0   \n",
       "171                 0                    0   \n",
       "172                 0                    0   \n",
       "173                 0                    0   \n",
       "174                 0                    0   \n",
       "175                 1                    0   \n",
       "176                 0                    0   \n",
       "177                 0                    0   \n",
       "178                 1                    0   \n",
       "179                 0                    0   \n",
       "180                 0                    0   \n",
       "181                 0                    0   \n",
       "182                 0                    0   \n",
       "183                 1                    0   \n",
       "184                 1                    0   \n",
       "185                 0                    0   \n",
       "186                 0                    0   \n",
       "187                 0                    0   \n",
       "188                 0                    0   \n",
       "189                 0                    0   \n",
       "190                 1                    1   \n",
       "191                 0                    0   \n",
       "192                 0                    0   \n",
       "193                 0                    0   \n",
       "194                 0                    0   \n",
       "195                 0                    0   \n",
       "196                 0                    0   \n",
       "197                 0                    0   \n",
       "198                 0                    0   \n",
       "199                 0                    0   \n",
       "200                 0                    0   \n",
       "201                 0                    0   \n",
       "202                 0                    0   \n",
       "203                 0                    0   \n",
       "204                 0                    0   \n",
       "205                 0                    0   \n",
       "206                 1                    0   \n",
       "207                 0                    0   \n",
       "208                 0                    0   \n",
       "209                 0                    0   \n",
       "210                 0                    0   \n",
       "211                 1                    1   \n",
       "212                 1                    0   \n",
       "213                 0                    0   \n",
       "214                 0                    0   \n",
       "215                 0                    0   \n",
       "216                 0                    0   \n",
       "217                 0                    0   \n",
       "218                 0                    0   \n",
       "219                 0                    0   \n",
       "220                 0                    0   \n",
       "221                 0                    0   \n",
       "222                 0                    0   \n",
       "223                 0                    0   \n",
       "224                 0                    0   \n",
       "225                 0                    0   \n",
       "226                 0                    0   \n",
       "227                 1                    0   \n",
       "228                 0                    0   \n",
       "229                 0                    0   \n",
       "230                 0                    0   \n",
       "231                 0                    1   \n",
       "232                 0                    0   \n",
       "233                 0                    0   \n",
       "234                 0                    0   \n",
       "235                 0                    0   \n",
       "236                 0                    0   \n",
       "237                 0                    0   \n",
       "238                 1                    0   \n",
       "239                 0                    0   \n",
       "240                 0                    0   \n",
       "\n",
       "                                      players_involved  sum_incident_types  \n",
       "0                       [Trossard, Dan, Burn, Leandro]                 1.0  \n",
       "1            [Bailey, Jesus, Peacock-Farrell, Gabriel]                 1.0  \n",
       "2                [Ryan, Wesley, Hourihane, Mat, Conor]                 1.0  \n",
       "3                    [Ashley, Xhaka, Granit, Westwood]                 1.0  \n",
       "4      [Michael, Neil, Maupay, Connolly, Keane, Aaron]                 2.0  \n",
       "5                          [Robbie, Shaw, Brady, Luke]                 2.0  \n",
       "6                      [Jamie, Vardy, James, Maddison]                 1.0  \n",
       "7                                        [Ajayi, Semi]                 2.0  \n",
       "8                                      [Erik, Pieters]                 3.0  \n",
       "9                                        [Luiz, David]                 1.0  \n",
       "10                                        [John, Egan]                 1.0  \n",
       "11                                    [Jack, OConnell]                 1.0  \n",
       "12   [Kyle, Erik, Wood, Chris, Pieters, Walker-Peters]                 2.0  \n",
       "13                                      [Vydra, Matej]                 1.0  \n",
       "14                                       [Kane, Harry]                 1.0  \n",
       "15                            [Dominic, Calvert-Lewin]                 1.0  \n",
       "16                                         [Dan, Burn]                 1.0  \n",
       "17                           [Joel, Ward, Richarlison]                 2.0  \n",
       "18                            [Dominic, Calvert-Lewin]                 1.0  \n",
       "19                                     [Glenn, Murray]                 1.0  \n",
       "20                    [Henderson, Jordan, Sadio, Mane]                 1.0  \n",
       "21         [Berg, Johann, Rodriguez, Gudmundsson, Jay]                 1.0  \n",
       "22                            [Dominic, Calvert-Lewin]                 2.0  \n",
       "23                        [Aubameyang, Pierre-Emerick]                 1.0  \n",
       "24                        [Perez, Ayoze, Gomes, Andre]                 1.0  \n",
       "25                                       [Sadio, Mane]                 1.0  \n",
       "26   [Dominic, Trent, Calvert-Lewin, Alexander-Arnold]                 1.0  \n",
       "27                    [Keane, Mason, Holgate, Michael]                 1.0  \n",
       "28                  [Martial, Cantwell, Todd, Anthony]                 2.0  \n",
       "29     [Ben, Marcus, Daniel, Godfrey, James, Rashford]                 2.0  \n",
       "30                 [Bernardo, Marcus, Silva, Rashford]                 2.0  \n",
       "31                                     [Pepe, Nicolas]                 2.0  \n",
       "32    [David, De, Gea, Roberto, Dijk, Firmino, Virgil]                 1.0  \n",
       "33                 [Andreas, Mane, Sadio, Christensen]                 1.0  \n",
       "34   [Williams, Kurt, Zouma, Brandon, Cesar, Azpili...                 1.0  \n",
       "35                                   [Olivier, Giroud]                 1.0  \n",
       "36                       [Deeney, Craig, Troy, Dawson]                 1.0  \n",
       "37                         [Reece, Pedro, Neto, James]                 1.0  \n",
       "38                                    [Abraham, Tammy]                 1.0  \n",
       "39                 [David, De, Sigurdsson, Gea, Gylfi]                 1.0  \n",
       "40                  [Christian, Jonny, Pulisic, Evans]                 2.0  \n",
       "41                                  [Fernandes, Bruno]                 2.0  \n",
       "42                     [Werner, Aaron, Timo, Jorginho]                 1.0  \n",
       "43                                      [Ayew, Jordan]                 1.0  \n",
       "44                                [Basham, Ben, Chris]                 2.0  \n",
       "45                     [Paul, Pogba, Antonio, Michael]                 2.0  \n",
       "46                               [Hudson-Odoi, Callum]                 2.0  \n",
       "47                                      [Ayew, Jordan]                 1.0  \n",
       "48                                      [Werner, Timo]                 1.0  \n",
       "49                         [Chambers, Sokratis, Calum]                 1.0  \n",
       "50                   [Wilfried, Chambers, Zaha, Calum]                 2.0  \n",
       "51                   [Fabian, Chilwell, Balbuena, Ben]                 3.0  \n",
       "52                                [Christian, Pulisic]                 1.0  \n",
       "53                      [Tomkins, Ayew, James, Jordan]                 0.0  \n",
       "54                            [Werner, Timo, Jorginho]                 2.0  \n",
       "55                                      [Werner, Timo]                 1.0  \n",
       "56                        [Meyer, Zaha, Max, Wilfried]                 1.0  \n",
       "57       [Bobby, Decordova-Reid, Mitrovic, Aleksandar]                 1.0  \n",
       "58                                   [Wickham, Connor]                 1.0  \n",
       "59   [Sharp, Robinson, Billy, Jack, Aleksandar, Mit...                 2.0  \n",
       "60            [Meyer, Max, Aubameyang, Pierre-Emerick]                 2.0  \n",
       "61                  [Kamara, Eze, Aboubakar, Eberechi]                 2.0  \n",
       "62                                  [Jairo, Riedewald]                 2.0  \n",
       "63                                        [Joel, Ward]                 1.0  \n",
       "64    [Tom, Ademola, Benrahma, Lookman, Saïd, Cairney]                 2.0  \n",
       "65                                    [Sakho, Mamadou]                 1.0  \n",
       "66   [De, Cordova-Reid, Fuchs, Cavaleiro, Christian...                 2.0  \n",
       "67                  [Grealish, Patrick, Jack, Aanholt]                 2.0  \n",
       "68         [Marriner, Andre, Cavaleiro, Fabinho, Ivan]                 1.0  \n",
       "69                            [John, Hourihane, Conor]                 1.0  \n",
       "70                     [Welbeck, Lallana, Danny, Adam]                 1.0  \n",
       "71                         [Wood, Jonny, Evans, Chris]                 1.0  \n",
       "72                 [Andersen, Wilson, Callum, Joachim]                 1.0  \n",
       "73                         [Walcott, Che, Adams, Theo]                 1.0  \n",
       "74                               [Hudson-Odoi, Callum]                 1.0  \n",
       "75                                       [Wood, Chris]                 1.0  \n",
       "76               [Soucek, Aleksandar, Mitrovic, Tomas]                 1.0  \n",
       "77                         [Lemina, Josh, Maja, Mario]                 1.0  \n",
       "78                     [Jose, Barnes, Ashley, Holebas]                 2.0  \n",
       "79                      [Luke, Ayling, Roberts, Tyler]                 1.0  \n",
       "80                            [Grealish, Jack, Wesley]                 1.0  \n",
       "81                     [Mario, Ollie, Watkins, Lemina]                 2.0  \n",
       "82        [Adam, Rodriguez, Smith, Wilson, Harry, Jay]                 2.0  \n",
       "83                       [Philip, Josh, King, Billing]                 1.0  \n",
       "84           [Ben, Mee, Aguero, Sergio, Riyad, Mahrez]                 2.0  \n",
       "85                    [Jose, Willian, Daniel, Podence]                 1.0  \n",
       "86               [Emiliano, Ashley, Buendia, Westwood]                 1.0  \n",
       "87                      [Bukayo, Dani, Saka, Ceballos]                 1.0  \n",
       "88           [Sander, Oliver, Factual, Berge, Fabinho]                 2.0  \n",
       "89                                    [Shelvey, Jonjo]                 1.0  \n",
       "90                                    [Salah, Mohamed]                 1.0  \n",
       "91                                   [Boufal, Sofiane]                 2.0  \n",
       "92                    [Djenepo, Hayden, Isaac, Moussa]                 1.0  \n",
       "93                    [John, Joel, Lundstram, Veltman]                 1.0  \n",
       "94                                            [Oliver]                 1.0  \n",
       "95                 [Fernandez, Sharp, Billy, Federico]                 2.0  \n",
       "96                              [Josh, King, Cherries]                 1.0  \n",
       "97                      [Edna, Craig, Dawson, Stevens]                 3.0  \n",
       "98                   [Cutrone, Raul, Jimenez, Patrick]                 1.0  \n",
       "99                      [Ryan, Ayoze, Bertrand, Perez]                 1.0  \n",
       "100                 [Phil, Anwar, Ghazi, El, Jagielka]                 2.0  \n",
       "101                                     [Jakub, Moder]                 1.0  \n",
       "102                                 [Michail, Antonio]                 1.0  \n",
       "103                                   [Heung-Min, Son]                 1.0  \n",
       "104                                     [Jonny, Evans]                 1.0  \n",
       "105                                      [Shane, Long]                 2.0  \n",
       "106                          [Ezri, Konsa, Che, Adams]                 1.0  \n",
       "107             [Stephens, Jimenez, Jonny, Jack, Raul]                 2.0  \n",
       "108                   [Boufal, Ritchie, Sofiane, Matt]                 2.0  \n",
       "109                              [Barkley, John, Ross]                 1.0  \n",
       "110                          [March, Solly, Trezeguet]                 2.0  \n",
       "111                       [Harry, Wilson, Danny, Ings]                 2.0  \n",
       "112                                   [Ollie, Watkins]                 1.0  \n",
       "113                              [Mason, Mount, Cesar]                 1.0  \n",
       "114                  [Grealish, Jack, Jake, Livermore]                 1.0  \n",
       "115                                   [Ollie, Watkins]                 1.0  \n",
       "116   [Aanholt, Patrick, Taylor, Cash, Matty, Anthony]                 1.0  \n",
       "117                                      [Sadio, Mane]                 1.0  \n",
       "118                               [Pedro, Jonny, Neto]                 1.0  \n",
       "119                       [Sadio, Lallana, Adam, Mane]                 1.0  \n",
       "120                    [Diogo, Jota, Roberto, Firmino]                 1.0  \n",
       "121                      [Ramsey, John, Jacob, Stones]                 2.0  \n",
       "122                       [Riyad, Mahrez, Foden, Phil]                 1.0  \n",
       "123                     [Barnes, Harvey, Jamie, Vardy]                 1.0  \n",
       "124                 [Leander, Willy, Dendoncker, Boly]                 1.0  \n",
       "125  [Mateusz, Tielemans, Klich, Maddison, James, Y...                 2.0  \n",
       "126                    [Serge, Aurier, Heung-Min, Son]                 1.0  \n",
       "127                                     [Perez, Ayoze]                 1.0  \n",
       "128                        [Jamie, Vardy, Max, Kilman]                 2.0  \n",
       "129                               [Kelechi, Iheanacho]                 1.0  \n",
       "130                    [Mason, Chilwell, Ben, Holgate]                 2.0  \n",
       "131                                  [Maddison, James]                 1.0  \n",
       "132      [Jamie, Aurier, Vardy, Wesley, Fofana, Serge]                 2.0  \n",
       "133                         [Willy, Pedro, Neto, Boly]                 1.0  \n",
       "134                                   [Harvey, Barnes]                 2.0  \n",
       "135                 [Daniel, Maddison, James, Amartey]                 1.0  \n",
       "136                    [Aguero, Praet, Dennis, Sergio]                 2.0  \n",
       "137                    [Ndidi, Pepe, Wilfred, Nicolas]                 2.0  \n",
       "138             [Lacazette, Ndidi, Wilfred, Alexandre]                 2.0  \n",
       "139                               [Kelechi, Iheanacho]                 1.0  \n",
       "140                                       [Diop, Issa]                 1.0  \n",
       "141                [Ndidi, Gylfi, Sigurdsson, Wilfred]                 2.0  \n",
       "142                 [Jamie, Vardy, Alderweireld, Toby]                 2.0  \n",
       "143                   [Nketiah, Edward, James, Justin]                 2.0  \n",
       "144                                     [Maupay, Neal]                 1.0  \n",
       "145                 [Gabriel, Laporte, Jesus, Aymeric]                 1.0  \n",
       "146                     [Jamal, Bissouma, Lewis, Yves]                 1.0  \n",
       "147                                 [Marcus, Rashford]                 1.0  \n",
       "148                   [Fernandes, Neal, Maupay, Bruno]                 2.0  \n",
       "149                     [Paul, Pogba, Aaron, Connolly]                 1.0  \n",
       "150  [Pierre-Emile, Graham, Tariq, Lamptey, Scott, ...                 1.0  \n",
       "151                           [John, David, Lundstram]                 1.0  \n",
       "152                       [Kane, Harry, Lallana, Adam]                 2.0  \n",
       "153                                     [Declan, Rice]                 1.0  \n",
       "154        [Willian, Marcos, Gazzaniga, Paulo, Alonso]                 2.0  \n",
       "155                 [Antonio, Rudiger, Heung-Min, Son]                 2.0  \n",
       "156                                   [Salah, Mohamed]                 1.0  \n",
       "157                                      [Sadio, Mane]                 1.0  \n",
       "158  [Robertson, Gross, Pascal, Andrew, Welbeck, Da...                 2.0  \n",
       "159   [Kyle, March, Solly, Walker-Peters, Danny, Ings]                 2.0  \n",
       "160                                     [Teemu, Pukki]                 1.0  \n",
       "161   [Ilkay, Aurier, Gundogan, Aguero, Sergio, Serge]                 2.0  \n",
       "162                     [Okay, Yokuslu, Gross, Pascal]                 2.0  \n",
       "163  [Heung-Min, Engels, Bjorn, Bergwijn, Son, Steven]                 2.0  \n",
       "164                          [Lee, Mason, Dunk, Lewis]                 0.0  \n",
       "165                                   [Heung-Min, Son]                 1.0  \n",
       "166                              [Kyle, Walker-Peters]                 1.0  \n",
       "167                   [Lindelof, Ayew, Victor, Jordan]                 2.0  \n",
       "168                       [Wilfried, David, Zaha, Gea]                 1.0  \n",
       "169                        [Kane, Harry, Lucas, Moura]                 1.0  \n",
       "170                       [Josh, King, Callum, Wilson]                 1.0  \n",
       "171                                 [Patrick, Bamford]                 1.0  \n",
       "172     [Retake, Declan, Aguero, Missed, Sergio, Rice]                 1.0  \n",
       "173                 [Gabriel, Raheem, Jesus, Sterling]                 1.0  \n",
       "174                         [Aanholt, Patrick, Palace]                 2.0  \n",
       "175                [Moutinho, Luka, Joao, Milivojevic]                 1.0  \n",
       "176  [Raheem, Leander, Riyad, Mahrez, Dendoncker, S...                 2.0  \n",
       "177  [Retake, Raheem, Connor, Missed, Sterling, Coady]                 1.0  \n",
       "178               [Aanholt, Matheus, Patrick, Pereira]                 1.0  \n",
       "179                                     [Mousset, Lys]                 1.0  \n",
       "180                       [Joao, Foden, Phil, Cancelo]                 1.0  \n",
       "181              [Luka, Darnell, Milivojevic, Furlong]                 2.0  \n",
       "182                   [Podence, Daniel, Romain, Saiss]                 1.0  \n",
       "183                   [Alioski, Pepe, Ezgjan, Nicolas]                 1.0  \n",
       "184                             [Willian, Fernandinho]                 3.0  \n",
       "185                [Mateusz, Lukasz, Fabianski, Klich]                 1.0  \n",
       "186                       [Cooper, Liam, Saka, Bukayo]                 2.0  \n",
       "187                      [Gabriel, Cook, Steve, Jesus]                 2.0  \n",
       "188                   [Nathan, Diego, Llorente, Tella]                 2.0  \n",
       "189                                  [Onel, Hernandez]                 1.0  \n",
       "190                     [Gabriel, Cooper, Liam, Jesus]                 2.0  \n",
       "191                    [De, Kevin, Bruyne, Joe, Gomez]                 2.0  \n",
       "192                 [Gabriel, Laporte, Jesus, Aymeric]                 1.0  \n",
       "193                       [Aubameyang, Pierre-Emerick]                 1.0  \n",
       "194                                 [Marcus, Rashford]                 2.0  \n",
       "195                [Lacazette, Ozil, Mesut, Alexandre]                 1.0  \n",
       "196                 [Bernardo, Gundogan, Ilkay, Silva]                 1.0  \n",
       "197                                   [Gabriel, Jesus]                 1.0  \n",
       "198  [Alexandre, Pierre-Emerick, Aubameyang, Dawson...                 2.0  \n",
       "199    [Neal, Michael, Maupay, Connolly, Keane, Aaron]                 2.0  \n",
       "200                  [Joelinton, Saint-Maximin, Allan]                 2.0  \n",
       "201                     [Fernandes, Juan, Mata, Bruno]                 1.0  \n",
       "202  [Fernandes, Bruno, Marcus, Jamal, Lewis, Rashf...                 2.0  \n",
       "203                 [Johnstone, Fernandes, Sam, Bruno]                 1.0  \n",
       "204               [Conor, Fernandes, Gallagher, Bruno]                 2.0  \n",
       "205                                       [Josh, King]                 1.0  \n",
       "206                                    [Bednarek, Jan]                 1.0  \n",
       "207                                       [Che, Adams]                 1.0  \n",
       "208                           [Kayne, Edinson, Cavani]                 2.0  \n",
       "209                                     [Dan, Gosling]                 1.0  \n",
       "210                      [Ajayi, Maguire, Semi, Harry]                 2.0  \n",
       "211                                 [Aaron, Cresswell]                 2.0  \n",
       "212                     [Ben, Wilson, Callum, Godfrey]                 2.0  \n",
       "213           [Scott, Heung-Min, Edinson, Cavani, Son]                 1.0  \n",
       "214                [Eric, Phillips, Bailly, Nathaniel]                 1.0  \n",
       "215           [Juan, Mata, Beek, Romain, Donny, Saiss]                 2.0  \n",
       "216                       [Eric, Dier, Callum, Wilson]                 2.0  \n",
       "217                     [Kurt, Zouma, Giroud, Olivier]                 1.0  \n",
       "218                              [Mason, Mount, Cesar]                 1.0  \n",
       "219                    [Jesse, Clark, Lingard, Ciaran]                 2.0  \n",
       "220                       [Deulofeu, Gerard, Jorginho]                 2.0  \n",
       "221                                 [Michail, Antonio]                 1.0  \n",
       "222                                   [Callum, Wilson]                 1.0  \n",
       "223                       [Matt, Doherty, Danny, Ings]                 2.0  \n",
       "224                      [Kane, Harry, Heung-Min, Son]                 1.0  \n",
       "225                  [Michail, Antonio, Soucek, Tomas]                 1.0  \n",
       "226                       [Deulofeu, Gerard, Jorginho]                 1.0  \n",
       "227                              [Christian, Kabasele]                 2.0  \n",
       "228                     [Moura, Lucas, Heung-Min, Son]                 1.0  \n",
       "229  [Djenepo, Heung-Min, Son, Moussa, Sergio, Regu...                 2.0  \n",
       "230                           [John, Hourihane, Conor]                 1.0  \n",
       "231                [Yarmolenko, Andriy, Soucek, Tomas]                 1.0  \n",
       "232                         [Diojo, Sadio, Jota, Mane]                 1.0  \n",
       "233                       [Grealish, John, Egan, Jack]                 2.0  \n",
       "234                                   [Jesse, Lingard]                 1.0  \n",
       "235                  [Snodgrass, Declan, Robert, Rice]                 1.0  \n",
       "236                                   [Heung-Min, Son]                 1.0  \n",
       "237                 [Salah, Firmino, Roberto, Mohamed]                 1.0  \n",
       "238                                    [Basham, Chris]                 1.0  \n",
       "239                        [Conor, Sadio, Coady, Mane]                 2.0  \n",
       "240               [Lacazette, Alexandre, Saka, Bukayo]                 1.0  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "incidents_df['month'] = incidents_df['date'].apply(lambda x: get_match_month(x))\n",
    "incidents_df['match_minute'] = incidents_df['incident'].apply(lambda x: get_match_minute(x))\n",
    "incidents_df['incident_penalty'] = incidents_df['incident'].apply(lambda x: get_penalty_incidence(x))\n",
    "incidents_df['incident_foul'] = incidents_df['incident'].apply(lambda x: get_foul_incidence(x))\n",
    "incidents_df['incident_handball'] = incidents_df['incident'].apply(lambda x: get_handball_incidence(x))\n",
    "incidents_df['incident_offside'] = incidents_df['incident'].apply(lambda x: get_offside_incidence(x))\n",
    "incidents_df['incident_redcard'] = incidents_df['incident'].apply(lambda x: get_redcard_incidence(x))\n",
    "incidents_df['incident_yellowcard'] = incidents_df['incident'].apply(lambda x: get_yellowcard_incidence(x))\n",
    "# incidents_df['incident_goal'] = incidents_df['incident'].apply(lambda x: get_goal_incidence(x))\n",
    "incidents_df['players_involved'] = incidents_df['incident'].apply(lambda x: get_players_involved(x))\n",
    "\n",
    "incident_cols = [col for col in incidents_df if col.startswith('incident_')]\n",
    "for i, row in incidents_df.iterrows():\n",
    "    sum_score = 0\n",
    "    for col in incident_cols:\n",
    "        sum_score += row[col]\n",
    "    incidents_df.loc[i, 'sum_incident_types'] = int(sum_score)\n",
    "\n",
    "incidents_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "67c5d965",
   "metadata": {
    "scrolled": true
   },
   "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>incident</th>\n",
       "      <th>team_decision</th>\n",
       "      <th>team</th>\n",
       "      <th>home_or_away</th>\n",
       "      <th>opposition</th>\n",
       "      <th>opposition_decision</th>\n",
       "      <th>date</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>match_minute</th>\n",
       "      <th>incident_penalty</th>\n",
       "      <th>incident_foul</th>\n",
       "      <th>incident_handball</th>\n",
       "      <th>incident_offside</th>\n",
       "      <th>incident_redcard</th>\n",
       "      <th>incident_yellowcard</th>\n",
       "      <th>players_involved</th>\n",
       "      <th>sum_incident_types</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Brighton goal for Leandro Trossard ruled out f...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Home</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>For</td>\n",
       "      <td>Aug. 17</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>27</td>\n",
       "      <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>[Trossard, Dan, Burn, Leandro]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Conor Hourihane goal ruled out for a foul by W...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Away</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Against</td>\n",
       "      <td>Oct. 19</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Ryan, Wesley, Hourihane, Mat, Conor]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Penalty awarded (scored by Neil Maupay) for fo...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Home</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Against</td>\n",
       "      <td>Oct. 26</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>78</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Michael, Neil, Maupay, Connolly, Keane, Aaron]</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Jamie Vardy penalty retaken after James Maddis...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Home</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>Against</td>\n",
       "      <td>Nov. 23</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>80</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>[Jamie, Vardy, James, Maddison]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>David Luiz goal disallowed for offside, 63rd m...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Away</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 5</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>63</td>\n",
       "      <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>[Luiz, David]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>John Egan goal ruled out for handball, 8th min...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 21</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[John, Egan]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Jack O'Connell goal disallowed for offside, 54...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Home</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 21</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>54</td>\n",
       "      <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>[Jack, OConnell]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Harry Kane goal ruled out for offside, 24th mi...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Away</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Dec. 26</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>24</td>\n",
       "      <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>[Kane, Harry]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Dan Burn goal ruled out for offside, 58th minu...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Home</td>\n",
       "      <td>Bournemouth</td>\n",
       "      <td>For</td>\n",
       "      <td>Dec. 28</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>58</td>\n",
       "      <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>[Dan, Burn]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Goal for Dominic Calvert-Lewin ruled out for h...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Away</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Against</td>\n",
       "      <td>Jan. 11</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>75</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Dominic, Calvert-Lewin]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Goal for Glenn Murray allowed after incorrect ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Away</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Against</td>\n",
       "      <td>Feb. 1</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Glenn, Murray]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Jay Rodriguez goal ruled out for offside again...</td>\n",
       "      <td>For</td>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Away</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Against</td>\n",
       "      <td>July 26</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>57</td>\n",
       "      <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>[Berg, Johann, Rodriguez, Gudmundsson, Jay]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             incident team_decision  \\\n",
       "0   Brighton goal for Leandro Trossard ruled out f...       Against   \n",
       "2   Conor Hourihane goal ruled out for a foul by W...           For   \n",
       "4   Penalty awarded (scored by Neil Maupay) for fo...           For   \n",
       "6   Jamie Vardy penalty retaken after James Maddis...           For   \n",
       "9   David Luiz goal disallowed for offside, 63rd m...           For   \n",
       "10  John Egan goal ruled out for handball, 8th min...           For   \n",
       "11  Jack O'Connell goal disallowed for offside, 54...           For   \n",
       "14  Harry Kane goal ruled out for offside, 24th mi...           For   \n",
       "16  Dan Burn goal ruled out for offside, 58th minu...       Against   \n",
       "18  Goal for Dominic Calvert-Lewin ruled out for h...           For   \n",
       "19  Goal for Glenn Murray allowed after incorrect ...           For   \n",
       "21  Jay Rodriguez goal ruled out for offside again...           For   \n",
       "\n",
       "                      team home_or_away        opposition opposition_decision  \\\n",
       "0   Brighton & Hove Albion         Home          West Ham                 For   \n",
       "2   Brighton & Hove Albion         Away       Aston Villa             Against   \n",
       "4   Brighton & Hove Albion         Home           Everton             Against   \n",
       "6   Brighton & Hove Albion         Home         Leicester             Against   \n",
       "9   Brighton & Hove Albion         Away           Arsenal             Against   \n",
       "10  Brighton & Hove Albion         Home  Sheffield United             Against   \n",
       "11  Brighton & Hove Albion         Home  Sheffield United             Against   \n",
       "14  Brighton & Hove Albion         Away         Tottenham             Against   \n",
       "16  Brighton & Hove Albion         Home       Bournemouth                 For   \n",
       "18  Brighton & Hove Albion         Away           Everton             Against   \n",
       "19  Brighton & Hove Albion         Away          West Ham             Against   \n",
       "21  Brighton & Hove Albion         Away           Burnley             Against   \n",
       "\n",
       "       date       year month match_minute  incident_penalty  incident_foul  \\\n",
       "0   Aug. 17  2019/2020   Aug           27                 0              0   \n",
       "2   Oct. 19  2019/2020   Oct           42                 0              1   \n",
       "4   Oct. 26  2019/2020   Oct           78                 1              1   \n",
       "6   Nov. 23  2019/2020   Nov           80                 1              0   \n",
       "9    Dec. 5  2019/2020   Dec           63                 0              0   \n",
       "10  Dec. 21  2019/2020   Dec            8                 0              0   \n",
       "11  Dec. 21  2019/2020   Dec           54                 0              0   \n",
       "14  Dec. 26  2019/2020   Dec           24                 0              0   \n",
       "16  Dec. 28  2019/2020   Dec           58                 0              0   \n",
       "18  Jan. 11  2019/2020   Jan           75                 0              0   \n",
       "19   Feb. 1  2019/2020   Feb           79                 0              0   \n",
       "21  July 26  2019/2020   Jul           57                 0              0   \n",
       "\n",
       "    incident_handball  incident_offside  incident_redcard  \\\n",
       "0                   0                 1                 0   \n",
       "2                   0                 0                 0   \n",
       "4                   0                 0                 0   \n",
       "6                   0                 0                 0   \n",
       "9                   0                 1                 0   \n",
       "10                  1                 0                 0   \n",
       "11                  0                 1                 0   \n",
       "14                  0                 1                 0   \n",
       "16                  0                 1                 0   \n",
       "18                  1                 0                 0   \n",
       "19                  1                 0                 0   \n",
       "21                  0                 1                 0   \n",
       "\n",
       "    incident_yellowcard                                 players_involved  \\\n",
       "0                     0                   [Trossard, Dan, Burn, Leandro]   \n",
       "2                     0            [Ryan, Wesley, Hourihane, Mat, Conor]   \n",
       "4                     0  [Michael, Neil, Maupay, Connolly, Keane, Aaron]   \n",
       "6                     0                  [Jamie, Vardy, James, Maddison]   \n",
       "9                     0                                    [Luiz, David]   \n",
       "10                    0                                     [John, Egan]   \n",
       "11                    0                                 [Jack, OConnell]   \n",
       "14                    0                                    [Kane, Harry]   \n",
       "16                    0                                      [Dan, Burn]   \n",
       "18                    0                         [Dominic, Calvert-Lewin]   \n",
       "19                    0                                  [Glenn, Murray]   \n",
       "21                    0      [Berg, Johann, Rodriguez, Gudmundsson, Jay]   \n",
       "\n",
       "    sum_incident_types  \n",
       "0                  1.0  \n",
       "2                  1.0  \n",
       "4                  2.0  \n",
       "6                  1.0  \n",
       "9                  1.0  \n",
       "10                 1.0  \n",
       "11                 1.0  \n",
       "14                 1.0  \n",
       "16                 1.0  \n",
       "18                 1.0  \n",
       "19                 1.0  \n",
       "21                 1.0  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Inspect data by checking incidents of specific EPL team\n",
    "incidents_df[(incidents_df.team == 'Brighton & Hove Albion') & (incidents_df.year == '2019/2020')]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db8b2d08",
   "metadata": {},
   "source": [
    "### Feature Description\n",
    "Specifics on each of the features after data import and further pre-processing\n",
    "\n",
    "`incident`: Description (text) of VAR overturned incident (string)  \n",
    "`team_decision`: Decision awarded to primary team (categorical: 'for', 'against', 'neutral')   \n",
    "`team`: Name of the primary team (categorical: 'Arsenal', 'Burnley', 'Chelsea', ...)   \n",
    "`home_or_away`: Match location with respect to primary team (binary: 'home', 'away')  \n",
    "`opposition`:  Name of opposition team (categorical: 'Arsenal', 'Burnley', 'Chelsea', ...)  \n",
    "`opposition_decision`: Decision awarded to opposition team (categorical: 'for', 'against', 'neutral')  \n",
    "`date`:  Date of the match involving VAR incident (date: mmm/dd)  \n",
    "`year`:  Season of the match involving VAR incident (categorical: '2019/2020', '2020/2021'  \n",
    "`month`: Month of the match involving VAR incident (date: mmm)  \n",
    "`match_minute`:  Minute of the match when the VAR incident occurred (numeric: range 0 - 90)  \n",
    "`incident_penalty`:  Does the incident involve a penalty? (binary: '1 (Yes)', '0 (No)')  \n",
    "`incident_foul`:  Does the incident involve a foul? (binary: '1 (Yes)', '0 (No)')  \n",
    "`incident_handball`:  Does the incident involve a handball? (binary: '1 (Yes)', '0 (No)')  \n",
    "`incident_offside`:  Does the incident involve an offside? (binary: '1 (Yes)', '0 (No)')  \n",
    "`incident_redcard`:  Does the incident involve a red card? (binary: '1 (Yes)', '0 (No)')  \n",
    "`incident_yellowcard`:  Does the incident involve a yellow card? (binary: '1 (Yes)', '0 (No)')  \n",
    "`sum_incident_types`:  Total number of incident types (numeric)  \n",
    "`players_involved`:  List of names of footballers involved in the VAR incident (list of string)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa984c07",
   "metadata": {},
   "source": [
    "___\n",
    "### Exploratory Analysis of Incidents"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e834a772",
   "metadata": {},
   "source": [
    "#### (i) Players involved"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9299dfd7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Heung-Min', 10),\n",
       " ('Son', 10),\n",
       " ('James', 8),\n",
       " ('John', 8),\n",
       " ('Sadio', 8),\n",
       " ('Mane', 8),\n",
       " ('Jesus', 7),\n",
       " ('Gabriel', 7),\n",
       " ('Jack', 7),\n",
       " ('Harry', 7),\n",
       " ('Callum', 7),\n",
       " ('Wilson', 7),\n",
       " ('Ben', 6),\n",
       " ('Fernandes', 6),\n",
       " ('Bruno', 6),\n",
       " ('Patrick', 6),\n",
       " ('Conor', 5),\n",
       " ('Aaron', 5),\n",
       " ('Jamie', 5),\n",
       " ('Vardy', 5),\n",
       " ('David', 5),\n",
       " ('Chris', 5),\n",
       " ('Jordan', 5),\n",
       " ('Mason', 5),\n",
       " ('Marcus', 5),\n",
       " ('Rashford', 5),\n",
       " ('Jonny', 5),\n",
       " ('Antonio', 5),\n",
       " ('Danny', 5),\n",
       " ('Josh', 5),\n",
       " ('Sergio', 5),\n",
       " ('Michael', 4),\n",
       " ('Maupay', 4),\n",
       " ('Maddison', 4),\n",
       " ('Kane', 4),\n",
       " ('Dominic', 4),\n",
       " ('Calvert-Lewin', 4),\n",
       " ('Aubameyang', 4),\n",
       " ('Pierre-Emerick', 4),\n",
       " ('Daniel', 4),\n",
       " ('De', 4),\n",
       " ('Christian', 4),\n",
       " ('Werner', 4),\n",
       " ('Timo', 4),\n",
       " ('Jorginho', 4),\n",
       " ('Ayew', 4),\n",
       " ('Grealish', 4),\n",
       " ('Aanholt', 4),\n",
       " ('Adam', 4),\n",
       " ('King', 4),\n",
       " ('Aguero', 4),\n",
       " ('Lacazette', 4),\n",
       " ('Alexandre', 4),\n",
       " ('Dan', 3),\n",
       " ('Wesley', 3),\n",
       " ('Hourihane', 3),\n",
       " ('Ashley', 3),\n",
       " ('Connolly', 3),\n",
       " ('Keane', 3),\n",
       " ('Kyle', 3),\n",
       " ('Wood', 3),\n",
       " ('Walker-Peters', 3),\n",
       " ('Joel', 3),\n",
       " ('Perez', 3),\n",
       " ('Ayoze', 3),\n",
       " ('Pepe', 3),\n",
       " ('Nicolas', 3),\n",
       " ('Gea', 3),\n",
       " ('Roberto', 3),\n",
       " ('Firmino', 3),\n",
       " ('Cesar', 3),\n",
       " ('Craig', 3),\n",
       " ('Dawson', 3),\n",
       " ('Pedro', 3),\n",
       " ('Neto', 3),\n",
       " ('Evans', 3),\n",
       " ('Wilfried', 3),\n",
       " ('Zaha', 3),\n",
       " ('Max', 3),\n",
       " ('Mitrovic', 3),\n",
       " ('Aleksandar', 3),\n",
       " ('Lallana', 3),\n",
       " ('Che', 3),\n",
       " ('Adams', 3),\n",
       " ('Soucek', 3),\n",
       " ('Tomas', 3),\n",
       " ('Barnes', 3),\n",
       " ('Ollie', 3),\n",
       " ('Watkins', 3),\n",
       " ('Riyad', 3),\n",
       " ('Mahrez', 3),\n",
       " ('Willian', 3),\n",
       " ('Bukayo', 3),\n",
       " ('Saka', 3),\n",
       " ('Salah', 3),\n",
       " ('Mohamed', 3),\n",
       " ('Phil', 3),\n",
       " ('Michail', 3),\n",
       " ('March', 3),\n",
       " ('Solly', 3),\n",
       " ('Ings', 3),\n",
       " ('Serge', 3),\n",
       " ('Aurier', 3),\n",
       " ('Ndidi', 3),\n",
       " ('Wilfred', 3),\n",
       " ('Neal', 3),\n",
       " ('Lewis', 3),\n",
       " ('Declan', 3),\n",
       " ('Rice', 3),\n",
       " ('Raheem', 3),\n",
       " ('Sterling', 3),\n",
       " ('Burn', 2),\n",
       " ('Ryan', 2),\n",
       " ('Westwood', 2),\n",
       " ('Luke', 2),\n",
       " ('Ajayi', 2),\n",
       " ('Semi', 2),\n",
       " ('Erik', 2),\n",
       " ('Pieters', 2),\n",
       " ('Egan', 2),\n",
       " ('Ward', 2),\n",
       " ('Rodriguez', 2),\n",
       " ('Jay', 2),\n",
       " ('Andre', 2),\n",
       " ('Holgate', 2),\n",
       " ('Anthony', 2),\n",
       " ('Godfrey', 2),\n",
       " ('Bernardo', 2),\n",
       " ('Silva', 2),\n",
       " ('Kurt', 2),\n",
       " ('Zouma', 2),\n",
       " ('Olivier', 2),\n",
       " ('Giroud', 2),\n",
       " ('Sigurdsson', 2),\n",
       " ('Gylfi', 2),\n",
       " ('Pulisic', 2),\n",
       " ('Basham', 2),\n",
       " ('Paul', 2),\n",
       " ('Pogba', 2),\n",
       " ('Hudson-Odoi', 2),\n",
       " ('Chambers', 2),\n",
       " ('Calum', 2),\n",
       " ('Chilwell', 2),\n",
       " ('Meyer', 2),\n",
       " ('Bobby', 2),\n",
       " ('Connor', 2),\n",
       " ('Sharp', 2),\n",
       " ('Billy', 2),\n",
       " ('Cavaleiro', 2),\n",
       " ('Ivan', 2),\n",
       " ('Fabinho', 2),\n",
       " ('Welbeck', 2),\n",
       " ('Lemina', 2),\n",
       " ('Mario', 2),\n",
       " ('Jose', 2),\n",
       " ('Podence', 2),\n",
       " ('Oliver', 2),\n",
       " ('Boufal', 2),\n",
       " ('Sofiane', 2),\n",
       " ('Djenepo', 2),\n",
       " ('Moussa', 2),\n",
       " ('Lundstram', 2),\n",
       " ('Raul', 2),\n",
       " ('Jimenez', 2),\n",
       " ('Matt', 2),\n",
       " ('Mount', 2),\n",
       " ('Jota', 2),\n",
       " ('Foden', 2),\n",
       " ('Harvey', 2),\n",
       " ('Leander', 2),\n",
       " ('Willy', 2),\n",
       " ('Dendoncker', 2),\n",
       " ('Boly', 2),\n",
       " ('Mateusz', 2),\n",
       " ('Klich', 2),\n",
       " ('Kelechi', 2),\n",
       " ('Iheanacho', 2),\n",
       " ('Laporte', 2),\n",
       " ('Aymeric', 2),\n",
       " ('Jamal', 2),\n",
       " ('Scott', 2),\n",
       " ('Gross', 2),\n",
       " ('Pascal', 2),\n",
       " ('Ilkay', 2),\n",
       " ('Gundogan', 2),\n",
       " ('Lucas', 2),\n",
       " ('Moura', 2),\n",
       " ('Retake', 2),\n",
       " ('Missed', 2),\n",
       " ('Luka', 2),\n",
       " ('Joao', 2),\n",
       " ('Milivojevic', 2),\n",
       " ('Coady', 2),\n",
       " ('Romain', 2),\n",
       " ('Saiss', 2),\n",
       " ('Cooper', 2),\n",
       " ('Liam', 2),\n",
       " ('Juan', 2),\n",
       " ('Mata', 2),\n",
       " ('Edinson', 2),\n",
       " ('Cavani', 2),\n",
       " ('Eric', 2),\n",
       " ('Jesse', 2),\n",
       " ('Lingard', 2),\n",
       " ('Deulofeu', 2),\n",
       " ('Gerard', 2),\n",
       " ('Trossard', 1),\n",
       " ('Leandro', 1),\n",
       " ('Bailey', 1),\n",
       " ('Peacock-Farrell', 1),\n",
       " ('Mat', 1),\n",
       " ('Xhaka', 1),\n",
       " ('Granit', 1),\n",
       " ('Neil', 1),\n",
       " ('Robbie', 1),\n",
       " ('Shaw', 1),\n",
       " ('Brady', 1),\n",
       " ('Luiz', 1),\n",
       " ('OConnell', 1),\n",
       " ('Vydra', 1),\n",
       " ('Matej', 1),\n",
       " ('Richarlison', 1),\n",
       " ('Glenn', 1),\n",
       " ('Murray', 1),\n",
       " ('Henderson', 1),\n",
       " ('Berg', 1),\n",
       " ('Johann', 1),\n",
       " ('Gudmundsson', 1),\n",
       " ('Gomes', 1),\n",
       " ('Trent', 1),\n",
       " ('Alexander-Arnold', 1),\n",
       " ('Martial', 1),\n",
       " ('Cantwell', 1),\n",
       " ('Todd', 1),\n",
       " ('Dijk', 1),\n",
       " ('Virgil', 1),\n",
       " ('Andreas', 1),\n",
       " ('Christensen', 1),\n",
       " ('Williams', 1),\n",
       " ('Brandon', 1),\n",
       " ('Azpilicueta', 1),\n",
       " ('Deeney', 1),\n",
       " ('Troy', 1),\n",
       " ('Reece', 1),\n",
       " ('Abraham', 1),\n",
       " ('Tammy', 1),\n",
       " ('Sokratis', 1),\n",
       " ('Fabian', 1),\n",
       " ('Balbuena', 1),\n",
       " ('Tomkins', 1),\n",
       " ('Decordova-Reid', 1),\n",
       " ('Wickham', 1),\n",
       " ('Robinson', 1),\n",
       " ('Kamara', 1),\n",
       " ('Eze', 1),\n",
       " ('Aboubakar', 1),\n",
       " ('Eberechi', 1),\n",
       " ('Jairo', 1),\n",
       " ('Riedewald', 1),\n",
       " ('Tom', 1),\n",
       " ('Ademola', 1),\n",
       " ('Benrahma', 1),\n",
       " ('Lookman', 1),\n",
       " ('Saïd', 1),\n",
       " ('Cairney', 1),\n",
       " ('Sakho', 1),\n",
       " ('Mamadou', 1),\n",
       " ('Cordova-Reid', 1),\n",
       " ('Fuchs', 1),\n",
       " ('Marriner', 1),\n",
       " ('Andersen', 1),\n",
       " ('Joachim', 1),\n",
       " ('Walcott', 1),\n",
       " ('Theo', 1),\n",
       " ('Maja', 1),\n",
       " ('Holebas', 1),\n",
       " ('Ayling', 1),\n",
       " ('Roberts', 1),\n",
       " ('Tyler', 1),\n",
       " ('Smith', 1),\n",
       " ('Philip', 1),\n",
       " ('Billing', 1),\n",
       " ('Mee', 1),\n",
       " ('Emiliano', 1),\n",
       " ('Buendia', 1),\n",
       " ('Dani', 1),\n",
       " ('Ceballos', 1),\n",
       " ('Sander', 1),\n",
       " ('Factual', 1),\n",
       " ('Berge', 1),\n",
       " ('Shelvey', 1),\n",
       " ('Jonjo', 1),\n",
       " ('Hayden', 1),\n",
       " ('Isaac', 1),\n",
       " ('Veltman', 1),\n",
       " ('Fernandez', 1),\n",
       " ('Federico', 1),\n",
       " ('Cherries', 1),\n",
       " ('Edna', 1),\n",
       " ('Stevens', 1),\n",
       " ('Cutrone', 1),\n",
       " ('Bertrand', 1),\n",
       " ('Anwar', 1),\n",
       " ('Ghazi', 1),\n",
       " ('El', 1),\n",
       " ('Jagielka', 1),\n",
       " ('Jakub', 1),\n",
       " ('Moder', 1),\n",
       " ('Shane', 1),\n",
       " ('Long', 1),\n",
       " ('Ezri', 1),\n",
       " ('Konsa', 1),\n",
       " ('Stephens', 1),\n",
       " ('Ritchie', 1),\n",
       " ('Barkley', 1),\n",
       " ('Ross', 1),\n",
       " ('Trezeguet', 1),\n",
       " ('Jake', 1),\n",
       " ('Livermore', 1),\n",
       " ('Taylor', 1),\n",
       " ('Cash', 1),\n",
       " ('Matty', 1),\n",
       " ('Diogo', 1),\n",
       " ('Ramsey', 1),\n",
       " ('Jacob', 1),\n",
       " ('Stones', 1),\n",
       " ('Tielemans', 1),\n",
       " ('Youri', 1),\n",
       " ('Kilman', 1),\n",
       " ('Fofana', 1),\n",
       " ('Amartey', 1),\n",
       " ('Praet', 1),\n",
       " ('Dennis', 1),\n",
       " ('Diop', 1),\n",
       " ('Issa', 1),\n",
       " ('Alderweireld', 1),\n",
       " ('Toby', 1),\n",
       " ('Nketiah', 1),\n",
       " ('Edward', 1),\n",
       " ('Justin', 1),\n",
       " ('Bissouma', 1),\n",
       " ('Yves', 1),\n",
       " ('Pierre-Emile', 1),\n",
       " ('Graham', 1),\n",
       " ('Tariq', 1),\n",
       " ('Lamptey', 1),\n",
       " ('Hojbjerg', 1),\n",
       " ('Marcos', 1),\n",
       " ('Gazzaniga', 1),\n",
       " ('Paulo', 1),\n",
       " ('Alonso', 1),\n",
       " ('Rudiger', 1),\n",
       " ('Robertson', 1),\n",
       " ('Andrew', 1),\n",
       " ('Teemu', 1),\n",
       " ('Pukki', 1),\n",
       " ('Okay', 1),\n",
       " ('Yokuslu', 1),\n",
       " ('Engels', 1),\n",
       " ('Bjorn', 1),\n",
       " ('Bergwijn', 1),\n",
       " ('Steven', 1),\n",
       " ('Lee', 1),\n",
       " ('Dunk', 1),\n",
       " ('Lindelof', 1),\n",
       " ('Victor', 1),\n",
       " ('Bamford', 1),\n",
       " ('Palace', 1),\n",
       " ('Moutinho', 1),\n",
       " ('Matheus', 1),\n",
       " ('Pereira', 1),\n",
       " ('Mousset', 1),\n",
       " ('Lys', 1),\n",
       " ('Cancelo', 1),\n",
       " ('Darnell', 1),\n",
       " ('Furlong', 1),\n",
       " ('Alioski', 1),\n",
       " ('Ezgjan', 1),\n",
       " ('Fernandinho', 1),\n",
       " ('Lukasz', 1),\n",
       " ('Fabianski', 1),\n",
       " ('Cook', 1),\n",
       " ('Steve', 1),\n",
       " ('Nathan', 1),\n",
       " ('Diego', 1),\n",
       " ('Llorente', 1),\n",
       " ('Tella', 1),\n",
       " ('Onel', 1),\n",
       " ('Hernandez', 1),\n",
       " ('Kevin', 1),\n",
       " ('Bruyne', 1),\n",
       " ('Joe', 1),\n",
       " ('Gomez', 1),\n",
       " ('Ozil', 1),\n",
       " ('Mesut', 1),\n",
       " ('Joelinton', 1),\n",
       " ('Saint-Maximin', 1),\n",
       " ('Allan', 1),\n",
       " ('Johnstone', 1),\n",
       " ('Sam', 1),\n",
       " ('Gallagher', 1),\n",
       " ('Bednarek', 1),\n",
       " ('Jan', 1),\n",
       " ('Kayne', 1),\n",
       " ('Gosling', 1),\n",
       " ('Maguire', 1),\n",
       " ('Cresswell', 1),\n",
       " ('Phillips', 1),\n",
       " ('Bailly', 1),\n",
       " ('Nathaniel', 1),\n",
       " ('Beek', 1),\n",
       " ('Donny', 1),\n",
       " ('Dier', 1),\n",
       " ('Clark', 1),\n",
       " ('Ciaran', 1),\n",
       " ('Doherty', 1),\n",
       " ('Kabasele', 1),\n",
       " ('Reguilon', 1),\n",
       " ('Yarmolenko', 1),\n",
       " ('Andriy', 1),\n",
       " ('Diojo', 1),\n",
       " ('Snodgrass', 1),\n",
       " ('Robert', 1)]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "player_list = []\n",
    "for i, row in incidents_df.iterrows():\n",
    "    for j in row['players_involved']:\n",
    "        player_list.append(j)\n",
    "        \n",
    "player_counter = Counter(player_list)\n",
    "player_counter.most_common()  # Sort by most frequent value count"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f07963b4",
   "metadata": {},
   "source": [
    "Top 5 players most frequently involved in VAR incidents:  \n",
    "- Son Heung-Min (10)  \n",
    "- Sadio Mane (8)  \n",
    "- Gabriel Jesus (7)  \n",
    "- Callum Wilson (7)\n",
    "- Bruno Fernandes (6)  \n",
    "\n",
    "*Importance of domain knowledge in interpreting the above footballer names*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d1df64e",
   "metadata": {},
   "source": [
    "___\n",
    "#### (ii) Type of incident"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e821092c",
   "metadata": {},
   "source": [
    "##### Overall"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0ba2adde",
   "metadata": {},
   "outputs": [
    {
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       "      <th>incident_penalty</th>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <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>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>13</th>\n",
       "      <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>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>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>16</th>\n",
       "      <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>17</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <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>21</th>\n",
       "      <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>22</th>\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>23</th>\n",
       "      <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>24</th>\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>25</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\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>27</th>\n",
       "      <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>28</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\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>30</th>\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>31</th>\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>32</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <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>34</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\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>38</th>\n",
       "      <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>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>40</th>\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>41</th>\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>42</th>\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>43</th>\n",
       "      <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>44</th>\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>45</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <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>48</th>\n",
       "      <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>49</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\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>51</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <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>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>54</th>\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>55</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <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>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>58</th>\n",
       "      <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>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>60</th>\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>61</th>\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>62</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <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>64</th>\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>65</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\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>67</th>\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>68</th>\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>69</th>\n",
       "      <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>70</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <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>73</th>\n",
       "      <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>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>75</th>\n",
       "      <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>76</th>\n",
       "      <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>77</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\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>79</th>\n",
       "      <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>80</th>\n",
       "      <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>81</th>\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>82</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\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>85</th>\n",
       "      <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>86</th>\n",
       "      <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>87</th>\n",
       "      <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>88</th>\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>89</th>\n",
       "      <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>90</th>\n",
       "      <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>91</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <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>93</th>\n",
       "      <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>94</th>\n",
       "      <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>95</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <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>97</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <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>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>100</th>\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>101</th>\n",
       "      <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>102</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <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>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>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>106</th>\n",
       "      <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>107</th>\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>108</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <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>110</th>\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>111</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <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>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>114</th>\n",
       "      <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>115</th>\n",
       "      <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>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>117</th>\n",
       "      <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>118</th>\n",
       "      <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>119</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\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>126</th>\n",
       "      <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>127</th>\n",
       "      <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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <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>130</th>\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>131</th>\n",
       "      <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>132</th>\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>133</th>\n",
       "      <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>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>135</th>\n",
       "      <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>136</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\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>138</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <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>141</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\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>143</th>\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>144</th>\n",
       "      <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>145</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <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>147</th>\n",
       "      <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>148</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\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>150</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <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>152</th>\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>153</th>\n",
       "      <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>154</th>\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>155</th>\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>156</th>\n",
       "      <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>157</th>\n",
       "      <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>158</th>\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>159</th>\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>160</th>\n",
       "      <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>161</th>\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>162</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\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>164</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <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>166</th>\n",
       "      <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>167</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\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>169</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <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>172</th>\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>173</th>\n",
       "      <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>174</th>\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>175</th>\n",
       "      <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>176</th>\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>177</th>\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>178</th>\n",
       "      <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>179</th>\n",
       "      <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>180</th>\n",
       "      <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>181</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <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>183</th>\n",
       "      <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>184</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\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>186</th>\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>187</th>\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>188</th>\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>189</th>\n",
       "      <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>190</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\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>194</th>\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>195</th>\n",
       "      <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>196</th>\n",
       "      <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>197</th>\n",
       "      <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>198</th>\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>199</th>\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>200</th>\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>201</th>\n",
       "      <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>202</th>\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>203</th>\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>204</th>\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>205</th>\n",
       "      <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>206</th>\n",
       "      <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>207</th>\n",
       "      <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>208</th>\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>209</th>\n",
       "      <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>210</th>\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>211</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\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>213</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\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>215</th>\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>216</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <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>219</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\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>221</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <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>225</th>\n",
       "      <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>226</th>\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>227</th>\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>228</th>\n",
       "      <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>229</th>\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>230</th>\n",
       "      <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>231</th>\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>232</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <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>235</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <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>237</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <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>239</th>\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>240</th>\n",
       "      <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",
       "</div>"
      ],
      "text/plain": [
       "     incident_penalty  incident_foul  incident_handball  incident_offside  \\\n",
       "0                   0              0                  0                 1   \n",
       "1                   0              0                  0                 1   \n",
       "2                   0              1                  0                 0   \n",
       "3                   0              0                  0                 0   \n",
       "4                   1              1                  0                 0   \n",
       "5                   0              1                  0                 0   \n",
       "6                   1              0                  0                 0   \n",
       "7                   0              0                  1                 0   \n",
       "8                   1              0                  1                 0   \n",
       "9                   0              0                  0                 1   \n",
       "10                  0              0                  1                 0   \n",
       "11                  0              0                  0                 1   \n",
       "12                  1              1                  0                 0   \n",
       "13                  0              0                  0                 1   \n",
       "14                  0              0                  0                 1   \n",
       "15                  0              0                  0                 1   \n",
       "16                  0              0                  0                 1   \n",
       "17                  1              0                  1                 0   \n",
       "18                  0              0                  1                 0   \n",
       "19                  0              0                  1                 0   \n",
       "20                  0              0                  0                 1   \n",
       "21                  0              0                  0                 1   \n",
       "22                  1              0                  0                 1   \n",
       "23                  0              0                  0                 1   \n",
       "24                  1              0                  0                 0   \n",
       "25                  0              0                  1                 0   \n",
       "26                  1              0                  0                 0   \n",
       "27                  0              0                  0                 1   \n",
       "28                  1              0                  1                 0   \n",
       "29                  1              1                  0                 0   \n",
       "30                  1              1                  0                 0   \n",
       "31                  1              0                  0                 1   \n",
       "32                  0              1                  0                 0   \n",
       "33                  0              0                  0                 0   \n",
       "34                  0              1                  0                 0   \n",
       "35                  0              0                  0                 1   \n",
       "36                  0              0                  1                 0   \n",
       "37                  1              0                  0                 0   \n",
       "38                  0              0                  0                 1   \n",
       "39                  0              0                  0                 1   \n",
       "40                  1              1                  0                 0   \n",
       "41                  1              1                  0                 0   \n",
       "42                  1              0                  0                 0   \n",
       "43                  0              0                  0                 1   \n",
       "44                  1              0                  0                 1   \n",
       "45                  1              0                  1                 0   \n",
       "46                  1              0                  1                 0   \n",
       "47                  0              0                  0                 1   \n",
       "48                  0              0                  0                 1   \n",
       "49                  0              1                  0                 0   \n",
       "50                  1              1                  0                 0   \n",
       "51                  0              1                  0                 0   \n",
       "52                  0              0                  0                 1   \n",
       "53                  0              0                  0                 0   \n",
       "54                  1              1                  0                 0   \n",
       "55                  0              0                  1                 0   \n",
       "56                  0              0                  0                 1   \n",
       "57                  0              1                  0                 0   \n",
       "58                  0              0                  0                 1   \n",
       "59                  1              1                  0                 0   \n",
       "60                  0              1                  0                 0   \n",
       "61                  0              1                  0                 0   \n",
       "62                  1              0                  1                 0   \n",
       "63                  0              0                  0                 0   \n",
       "64                  1              1                  0                 0   \n",
       "65                  0              0                  1                 0   \n",
       "66                  1              1                  0                 0   \n",
       "67                  1              1                  0                 0   \n",
       "68                  1              0                  0                 0   \n",
       "69                  0              0                  0                 1   \n",
       "70                  0              0                  1                 0   \n",
       "71                  0              1                  0                 0   \n",
       "72                  0              0                  0                 0   \n",
       "73                  0              0                  0                 1   \n",
       "74                  1              0                  0                 0   \n",
       "75                  0              0                  0                 1   \n",
       "76                  0              0                  0                 0   \n",
       "77                  0              0                  1                 0   \n",
       "78                  1              1                  0                 0   \n",
       "79                  0              0                  0                 1   \n",
       "80                  0              0                  0                 1   \n",
       "81                  1              1                  0                 0   \n",
       "82                  1              0                  1                 0   \n",
       "83                  0              0                  1                 0   \n",
       "84                  1              1                  0                 0   \n",
       "85                  0              0                  0                 1   \n",
       "86                  0              0                  0                 0   \n",
       "87                  0              0                  0                 1   \n",
       "88                  1              1                  0                 0   \n",
       "89                  0              0                  0                 1   \n",
       "90                  0              0                  0                 1   \n",
       "91                  1              0                  1                 0   \n",
       "92                  0              0                  0                 0   \n",
       "93                  0              0                  0                 0   \n",
       "94                  0              0                  0                 1   \n",
       "95                  1              0                  1                 0   \n",
       "96                  0              0                  0                 1   \n",
       "97                  1              1                  0                 1   \n",
       "98                  0              0                  0                 1   \n",
       "99                  0              0                  0                 0   \n",
       "100                 0              1                  0                 0   \n",
       "101                 0              0                  0                 1   \n",
       "102                 0              0                  1                 0   \n",
       "103                 0              0                  0                 1   \n",
       "104                 0              0                  0                 1   \n",
       "105                 1              0                  0                 1   \n",
       "106                 0              0                  0                 1   \n",
       "107                 1              1                  0                 0   \n",
       "108                 1              0                  1                 0   \n",
       "109                 0              0                  0                 1   \n",
       "110                 1              1                  0                 0   \n",
       "111                 1              0                  1                 0   \n",
       "112                 0              0                  0                 1   \n",
       "113                 0              0                  0                 1   \n",
       "114                 0              0                  0                 0   \n",
       "115                 0              0                  0                 1   \n",
       "116                 1              0                  0                 0   \n",
       "117                 0              0                  0                 1   \n",
       "118                 0              0                  0                 1   \n",
       "119                 0              0                  1                 0   \n",
       "120                 0              0                  0                 1   \n",
       "121                 0              0                  0                 0   \n",
       "122                 0              0                  1                 0   \n",
       "123                 0              0                  0                 1   \n",
       "124                 0              0                  1                 0   \n",
       "125                 1              1                  0                 0   \n",
       "126                 0              0                  0                 1   \n",
       "127                 0              0                  0                 1   \n",
       "128                 1              0                  1                 0   \n",
       "129                 0              0                  0                 1   \n",
       "130                 1              1                  0                 0   \n",
       "131                 0              0                  0                 1   \n",
       "132                 1              1                  0                 0   \n",
       "133                 0              0                  0                 1   \n",
       "134                 1              1                  0                 0   \n",
       "135                 0              0                  0                 1   \n",
       "136                 1              0                  1                 0   \n",
       "137                 1              1                  0                 0   \n",
       "138                 1              0                  1                 0   \n",
       "139                 0              0                  1                 0   \n",
       "140                 0              0                  0                 1   \n",
       "141                 1              0                  1                 0   \n",
       "142                 1              1                  0                 0   \n",
       "143                 0              1                  0                 0   \n",
       "144                 0              0                  0                 1   \n",
       "145                 0              0                  1                 0   \n",
       "146                 0              0                  0                 0   \n",
       "147                 0              0                  0                 1   \n",
       "148                 1              0                  1                 0   \n",
       "149                 1              0                  0                 0   \n",
       "150                 0              1                  0                 0   \n",
       "151                 0              0                  0                 1   \n",
       "152                 1              1                  0                 0   \n",
       "153                 0              0                  0                 1   \n",
       "154                 1              1                  0                 0   \n",
       "155                 0              1                  0                 0   \n",
       "156                 0              0                  0                 1   \n",
       "157                 0              0                  0                 1   \n",
       "158                 1              1                  0                 0   \n",
       "159                 1              1                  0                 0   \n",
       "160                 0              0                  0                 1   \n",
       "161                 1              1                  0                 0   \n",
       "162                 1              0                  1                 0   \n",
       "163                 1              1                  0                 0   \n",
       "164                 0              0                  0                 0   \n",
       "165                 0              0                  0                 1   \n",
       "166                 0              0                  0                 0   \n",
       "167                 1              0                  1                 0   \n",
       "168                 1              0                  0                 0   \n",
       "169                 0              0                  1                 0   \n",
       "170                 0              0                  1                 0   \n",
       "171                 0              0                  0                 1   \n",
       "172                 1              0                  0                 0   \n",
       "173                 0              0                  0                 1   \n",
       "174                 1              0                  0                 1   \n",
       "175                 0              0                  0                 0   \n",
       "176                 1              1                  0                 0   \n",
       "177                 1              0                  0                 0   \n",
       "178                 0              0                  0                 0   \n",
       "179                 0              0                  0                 1   \n",
       "180                 0              0                  0                 1   \n",
       "181                 1              0                  1                 0   \n",
       "182                 0              0                  0                 1   \n",
       "183                 0              0                  0                 0   \n",
       "184                 1              0                  1                 0   \n",
       "185                 1              0                  0                 0   \n",
       "186                 1              1                  0                 0   \n",
       "187                 1              1                  0                 0   \n",
       "188                 1              1                  0                 0   \n",
       "189                 0              0                  0                 1   \n",
       "190                 0              0                  0                 0   \n",
       "191                 1              0                  1                 0   \n",
       "192                 0              0                  1                 0   \n",
       "193                 1              0                  0                 0   \n",
       "194                 1              0                  0                 1   \n",
       "195                 0              0                  0                 1   \n",
       "196                 0              0                  0                 1   \n",
       "197                 0              0                  0                 1   \n",
       "198                 1              1                  0                 0   \n",
       "199                 1              1                  0                 0   \n",
       "200                 1              0                  0                 1   \n",
       "201                 0              0                  0                 1   \n",
       "202                 1              1                  0                 0   \n",
       "203                 1              0                  0                 0   \n",
       "204                 1              1                  0                 0   \n",
       "205                 0              0                  0                 1   \n",
       "206                 0              0                  0                 0   \n",
       "207                 0              0                  0                 1   \n",
       "208                 1              1                  0                 0   \n",
       "209                 0              0                  0                 1   \n",
       "210                 1              1                  0                 0   \n",
       "211                 0              0                  0                 0   \n",
       "212                 0              1                  0                 0   \n",
       "213                 0              1                  0                 0   \n",
       "214                 1              0                  0                 0   \n",
       "215                 1              1                  0                 0   \n",
       "216                 1              0                  1                 0   \n",
       "217                 0              1                  0                 0   \n",
       "218                 0              0                  0                 1   \n",
       "219                 1              0                  1                 0   \n",
       "220                 1              1                  0                 0   \n",
       "221                 0              0                  1                 0   \n",
       "222                 0              0                  1                 0   \n",
       "223                 1              0                  1                 0   \n",
       "224                 0              0                  0                 1   \n",
       "225                 0              0                  0                 1   \n",
       "226                 1              0                  0                 0   \n",
       "227                 0              1                  0                 0   \n",
       "228                 0              0                  0                 1   \n",
       "229                 1              1                  0                 0   \n",
       "230                 0              0                  0                 1   \n",
       "231                 0              0                  0                 0   \n",
       "232                 0              1                  0                 0   \n",
       "233                 1              0                  1                 0   \n",
       "234                 0              0                  0                 1   \n",
       "235                 0              0                  1                 0   \n",
       "236                 0              0                  0                 1   \n",
       "237                 0              0                  1                 0   \n",
       "238                 0              0                  0                 0   \n",
       "239                 1              1                  0                 0   \n",
       "240                 0              0                  0                 1   \n",
       "\n",
       "     incident_redcard  incident_yellowcard  \n",
       "0                   0                    0  \n",
       "1                   0                    0  \n",
       "2                   0                    0  \n",
       "3                   1                    0  \n",
       "4                   0                    0  \n",
       "5                   1                    0  \n",
       "6                   0                    0  \n",
       "7                   1                    0  \n",
       "8                   1                    0  \n",
       "9                   0                    0  \n",
       "10                  0                    0  \n",
       "11                  0                    0  \n",
       "12                  0                    0  \n",
       "13                  0                    0  \n",
       "14                  0                    0  \n",
       "15                  0                    0  \n",
       "16                  0                    0  \n",
       "17                  0                    0  \n",
       "18                  0                    0  \n",
       "19                  0                    0  \n",
       "20                  0                    0  \n",
       "21                  0                    0  \n",
       "22                  0                    0  \n",
       "23                  0                    0  \n",
       "24                  0                    0  \n",
       "25                  0                    0  \n",
       "26                  0                    0  \n",
       "27                  0                    0  \n",
       "28                  0                    0  \n",
       "29                  0                    0  \n",
       "30                  0                    0  \n",
       "31                  0                    0  \n",
       "32                  0                    0  \n",
       "33                  1                    0  \n",
       "34                  0                    0  \n",
       "35                  0                    0  \n",
       "36                  0                    0  \n",
       "37                  0                    0  \n",
       "38                  0                    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",
       "47                  0                    0  \n",
       "48                  0                    0  \n",
       "49                  0                    0  \n",
       "50                  0                    0  \n",
       "51                  1                    1  \n",
       "52                  0                    0  \n",
       "53                  0                    0  \n",
       "54                  0                    0  \n",
       "55                  0                    0  \n",
       "56                  0                    0  \n",
       "57                  0                    0  \n",
       "58                  0                    0  \n",
       "59                  0                    0  \n",
       "60                  1                    0  \n",
       "61                  1                    0  \n",
       "62                  0                    0  \n",
       "63                  1                    0  \n",
       "64                  0                    0  \n",
       "65                  0                    0  \n",
       "66                  0                    0  \n",
       "67                  0                    0  \n",
       "68                  0                    0  \n",
       "69                  0                    0  \n",
       "70                  0                    0  \n",
       "71                  0                    0  \n",
       "72                  1                    0  \n",
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      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "incident_types = incidents_df.loc[:, incidents_df.columns.str.startswith('incident_')]\n",
    "incident_types = incident_types.apply(pd.to_numeric)\n",
    "incident_types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c1cd6664",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>incident_penalty</th>\n",
       "      <td>94</td>\n",
       "      <td>39.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>incident_offside</th>\n",
       "      <td>89</td>\n",
       "      <td>36.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>incident_foul</th>\n",
       "      <td>64</td>\n",
       "      <td>26.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>incident_handball</th>\n",
       "      <td>49</td>\n",
       "      <td>20.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>incident_redcard</th>\n",
       "      <td>32</td>\n",
       "      <td>13.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>incident_yellowcard</th>\n",
       "      <td>5</td>\n",
       "      <td>2.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     count  percentage\n",
       "incident_penalty        94        39.0\n",
       "incident_offside        89        36.9\n",
       "incident_foul           64        26.6\n",
       "incident_handball       49        20.3\n",
       "incident_redcard        32        13.3\n",
       "incident_yellowcard      5         2.1"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Analyse by individual incident type\n",
    "incident_type_count = pd.DataFrame(incident_types.sum(axis = 0, skipna = True), columns = ['count'])\n",
    "incident_type_count['percentage'] = round((incident_type_count['count'] / len(incident_types) * 100),1)\n",
    "incident_type_count.sort_values(by = 'percentage', ascending=False, inplace = True)\n",
    "incident_type_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "79f25207",
   "metadata": {},
   "outputs": [],
   "source": [
    "incident_types['incident_type_description'] = ''\n",
    "\n",
    "# Combinations of incident\n",
    "for i, row in incident_types.iterrows():\n",
    "    description = ''\n",
    "    for col in incident_types.columns:\n",
    "        if row[col] == 1:\n",
    "            incident_type = col.split('_')[-1]\n",
    "            description += (incident_type + ', ')\n",
    "        else:\n",
    "            pass\n",
    "        \n",
    "    description = description.rstrip(', ')\n",
    "    incident_types.loc[i, 'incident_type_description'] = description"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0fca8a03",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\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>count</th>\n",
       "      <th>percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>offside</th>\n",
       "      <td>81</td>\n",
       "      <td>33.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>penalty, foul</th>\n",
       "      <td>44</td>\n",
       "      <td>18.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>penalty, handball</th>\n",
       "      <td>23</td>\n",
       "      <td>9.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>handball</th>\n",
       "      <td>23</td>\n",
       "      <td>9.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>penalty</th>\n",
       "      <td>17</td>\n",
       "      <td>7.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>redcard</th>\n",
       "      <td>17</td>\n",
       "      <td>7.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>foul</th>\n",
       "      <td>10</td>\n",
       "      <td>4.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>foul, redcard</th>\n",
       "      <td>8</td>\n",
       "      <td>3.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>penalty, offside</th>\n",
       "      <td>7</td>\n",
       "      <td>2.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>redcard, yellowcard</th>\n",
       "      <td>3</td>\n",
       "      <td>1.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>penalty, handball, redcard</th>\n",
       "      <td>2</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>handball, redcard</th>\n",
       "      <td>1</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>foul, redcard, yellowcard</th>\n",
       "      <td>1</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yellowcard</th>\n",
       "      <td>1</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>penalty, foul, offside</th>\n",
       "      <td>1</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            count  percentage\n",
       "offside                        81        33.6\n",
       "penalty, foul                  44        18.3\n",
       "penalty, handball              23         9.5\n",
       "handball                       23         9.5\n",
       "penalty                        17         7.1\n",
       "redcard                        17         7.1\n",
       "foul                           10         4.1\n",
       "foul, redcard                   8         3.3\n",
       "penalty, offside                7         2.9\n",
       "redcard, yellowcard             3         1.2\n",
       "                                2         0.8\n",
       "penalty, handball, redcard      2         0.8\n",
       "handball, redcard               1         0.4\n",
       "foul, redcard, yellowcard       1         0.4\n",
       "yellowcard                      1         0.4\n",
       "penalty, foul, offside          1         0.4"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Analyse by combination incident type\n",
    "incident_combi_types = pd.DataFrame(incident_types['incident_type_description'].value_counts())\n",
    "incident_combi_types.columns = ['count']\n",
    "incident_combi_types['percentage'] = round((incident_combi_types['count'] / len(incident_types) * 100),1)\n",
    "incident_combi_types.sort_values(by = 'percentage', ascending=False, inplace = True)\n",
    "incident_combi_types"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be9595db",
   "metadata": {},
   "source": [
    "___\n",
    "##### Year on year difference \n",
    "- VAR is back in the Premier League for the second season in 2020/2021, complete with an overhaul to fall into line with FIFA protocols\n",
    "- It would be interesting to compare the incidents of 2019/2020 season against 2020/2021 season"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "da741c89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Nov', 'Mar', 'Sep', 'Feb', 'Jan', 'Oct', 'Dec']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# SKIP this since the 2020/2021 season is already almost complete\n",
    "\n",
    "# Compare only up to current month (filter by months for better comparison)\n",
    "# incidents_df_2021 = incidents_df[incidents_df['year'] == '2020/2021']\n",
    "# month_subset_2021 = incidents_df_2021['month'].unique()\n",
    "\n",
    "# incidents_df_1920 = incidents_df[incidents_df['year'] == '2019/2020']\n",
    "# month_subset_1920 = incidents_df_1920['month'].unique()\n",
    "\n",
    "# # Create comparison based on common months\n",
    "# common_months = list(set(month_subset_2021).intersection(month_subset_1920))\n",
    "# common_months\n",
    "\n",
    "# incidents_df_1920_sm = incidents_df_1920[incidents_df_1920['month'].isin(common_months)]\n",
    "# incidents_df_2021_sm = incidents_df_2021[incidents_df_2021['month'].isin(common_months)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c275cfd",
   "metadata": {},
   "source": [
    "No VAR incidents in April 2020 (for 2019/2020 season) due to suspension of EPL matches (COVID-19 pandemic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0638085f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get incident count for 2019/2020\n",
    "incidents_df_1920 = incidents_df[incidents_df['year'] == '2019/2020']\n",
    "incident_types_1920 = incidents_df_1920.loc[:, incidents_df_1920.columns.str.startswith('incident_')]\n",
    "incident_types_1920 = incident_types_1920.apply(pd.to_numeric)\n",
    "\n",
    "# Analyse by individual incident type\n",
    "incident_type_count_1920 = pd.DataFrame(incident_types_1920.sum(axis=0, skipna=True), columns = ['2019/2020 Count'])\n",
    "incident_type_count_1920['2019/2020 Percentage'] = round((incident_type_count_1920['2019/2020 Count'] / len(incident_types_1920) * 100),1)\n",
    "# incident_type_count_1920.sort_values(by = '2019/2020 Percentage', ascending=False, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "50bc853c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get incident count for 2020/2021\n",
    "incidents_df_2021 = incidents_df[incidents_df['year'] == '2020/2021']\n",
    "incident_types_2021 = incidents_df_2021.loc[:, incidents_df_2021.columns.str.startswith('incident_')]\n",
    "incident_types_2021 = incident_types_2021.apply(pd.to_numeric)\n",
    "\n",
    "# Analyse by individual incident type\n",
    "incident_type_count_2021 = pd.DataFrame(incident_types_2021.sum(axis = 0, skipna = True), columns = ['2020/2021 Count'])\n",
    "incident_type_count_2021['2020/2021 Percentage'] = round((incident_type_count_2021['2020/2021 Count'] / len(incident_types_2021) * 100),1)\n",
    "# incident_type_count_2021.sort_values(by = '2020/2021 Percentage', ascending=False, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a97cf01c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>2019/2020 Count</th>\n",
       "      <th>2019/2020 Percentage</th>\n",
       "      <th>2020/2021 Count</th>\n",
       "      <th>2020/2021 Percentage</th>\n",
       "      <th>Percent Difference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>incident_penalty</th>\n",
       "      <td>36</td>\n",
       "      <td>31.9</td>\n",
       "      <td>58</td>\n",
       "      <td>45.3</td>\n",
       "      <td>+13.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>incident_foul</th>\n",
       "      <td>29</td>\n",
       "      <td>25.7</td>\n",
       "      <td>35</td>\n",
       "      <td>27.3</td>\n",
       "      <td>+1.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>incident_handball</th>\n",
       "      <td>28</td>\n",
       "      <td>24.8</td>\n",
       "      <td>21</td>\n",
       "      <td>16.4</td>\n",
       "      <td>-8.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>incident_offside</th>\n",
       "      <td>43</td>\n",
       "      <td>38.1</td>\n",
       "      <td>46</td>\n",
       "      <td>35.9</td>\n",
       "      <td>-2.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>incident_redcard</th>\n",
       "      <td>12</td>\n",
       "      <td>10.6</td>\n",
       "      <td>20</td>\n",
       "      <td>15.6</td>\n",
       "      <td>+5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>incident_yellowcard</th>\n",
       "      <td>1</td>\n",
       "      <td>0.9</td>\n",
       "      <td>4</td>\n",
       "      <td>3.1</td>\n",
       "      <td>+2.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     2019/2020 Count  2019/2020 Percentage  2020/2021 Count  \\\n",
       "incident_penalty                  36                  31.9               58   \n",
       "incident_foul                     29                  25.7               35   \n",
       "incident_handball                 28                  24.8               21   \n",
       "incident_offside                  43                  38.1               46   \n",
       "incident_redcard                  12                  10.6               20   \n",
       "incident_yellowcard                1                   0.9                4   \n",
       "\n",
       "                     2020/2021 Percentage Percent Difference  \n",
       "incident_penalty                     45.3              +13.4  \n",
       "incident_foul                        27.3               +1.6  \n",
       "incident_handball                    16.4               -8.4  \n",
       "incident_offside                     35.9               -2.2  \n",
       "incident_redcard                     15.6               +5.0  \n",
       "incident_yellowcard                   3.1               +2.2  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "incident_type_comparison = pd.concat([incident_type_count_1920, incident_type_count_2021], axis=1)\n",
    "incident_type_comparison['Percent Difference'] = incident_type_comparison['2020/2021 Percentage'] - \\\n",
    "                                                incident_type_comparison['2019/2020 Percentage']\n",
    "\n",
    "def add_plus_sign(x):\n",
    "    if x > 0:\n",
    "        return '+' + str(round(x,2))\n",
    "    else:\n",
    "        return x\n",
    "\n",
    "incident_type_comparison['Percent Difference'] = incident_type_comparison['Percent Difference'].apply(lambda x: add_plus_sign(x))\n",
    "incident_type_comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "2c09fe0f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "VAR incidents for 2019/2020: 113\n",
      "VAR incidents for 2020/2021: 128\n"
     ]
    }
   ],
   "source": [
    "print(f'VAR incidents for 2019/2020: {len(incidents_df_1920)}')\n",
    "print(f'VAR incidents for 2020/2021: {len(incidents_df_2021)}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b80b555",
   "metadata": {},
   "source": [
    "##### Deep dive into penalties increase in 2020/2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "fcc8c8f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "58"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "penalties_2021 = incidents_df[(incidents_df.incident_penalty == 1) & (incidents_df.year == '2020/2021')]\n",
    "len(penalties_2021['incident'].tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "2908b853",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Penalty awarded (scored by Neil Maupay) for foul on Aaron Connolly by Michael Keane, 78th minute - FOR',\n",
       " 'Jamie Vardy penalty retaken after James Maddison scored the rebound with encroachment, 80th minute - FOR',\n",
       " 'Penalty awarded (missed by Anthony Martial) for handball by Todd Cantwell, 41st minute - FOR',\n",
       " 'Penalty awarded (missed by Marcus Rashford) for foul on Daniel James by Ben Godfrey, 25th minute - FOR',\n",
       " 'Penalty awarded (scored by Marcus Rashford) for foul on Rashford by Bernardo Silva, 23rd minute - FOR',\n",
       " 'Penalty awarded for a foul on Bruno Fernandes overturned, 91st minute - AGAINST',\n",
       " 'Penalty awarded for a handball by Paul Pogba (scored by Michael Antonio), 45th minute - AGAINST',\n",
       " 'Penalty awarded for foul by Calum Chambers on Wilfried Zaha (initially booked for diving), 32nd minute - FOR',\n",
       " 'Penalty for handball against Jairo Riedewald cancelled, 72nd minute - FOR',\n",
       " 'Penalty cancelled, awarded for foul on Jack Grealish by Patrick van Aanholt, 47th minute - FOR',\n",
       " 'Penalty overturned for diving by Callum Hudson-Odoi, 76th minute - FOR',\n",
       " 'Penalty (scored by Barnes) awarded for foul on Ashley Barnes by Jose Holebas, 80th minute - FOR',\n",
       " \"Goal for Harry Wilson ruled out for handball by Bournemouth's Adam Smith, penalty awarded and scored by Jay Rodriguez, 57th minute - FOR\",\n",
       " 'Penalty given (scored by Riyad Mahrez) for a foul by Ben Mee on Sergio Aguero, 45th minute - AGAINST',\n",
       " 'Penalty awarded for handball by Sofiane Boufal, 40th minute - FOR',\n",
       " 'Penalty for Southampton cancelled for offside against Shane Long in build-up, 63rd minute - AGAINST',\n",
       " 'Penalty awarded (scored by Raul Jimenez) for foul on Jonny by Jack Stephens, 65th minute - AGAINST',\n",
       " 'Penalty awarded (missed by Matt Ritchie) for handball by Sofiane Boufal, 40th minute - AGAINST',\n",
       " 'Penalty awarded (missed by Danny Ings) for handball by Harry Wilson, 57th minute - FOR',\n",
       " 'Penalty for foul on Ben Chilwell by Mason Holgate cancelled, 34th minute - AGAINST',\n",
       " 'Penalty (missed by Sergio Aguero) awarded for handball against Dennis Praet - AGAINST',\n",
       " 'Penalty awarded (scored by Gylfi Sigurdsson) for handball against Wilfred Ndidi, 13th minute - AGAINST',\n",
       " 'Penalty (scored by Willian) awarded for foul by Paulo Gazzaniga on Marcos Alonso, 45th minute - AGAINST',\n",
       " 'Penalty (missed by Ilkay Gundogan) awarded for foul by Serge Aurier on Sergio Aguero, 38th minute - AGAINST',\n",
       " 'Penalty (missed by Son Heung-Min but scored on the rebound) awarded for foul by Bjorn Engels on Steven Bergwijn, 45th minute - FOR',\n",
       " 'Missed City penalty retaken due to encroachment by Declan Rice. Retake scored by Sergio Aguero, 86th minute - FOR',\n",
       " 'Penalty awarded (missed by Raheem Sterling) for foul on Riyad Mahrez by Leander Dendoncker, 21st minute - FOR',\n",
       " 'Missed City penalty retaken due to encroachment by Connor Coady . Retake scored by on rebound by Raheem Sterling, 25th minute - FOR',\n",
       " 'Fernandinho sent off for deliberate handball on the goalline, penalty scored by Willian, 77th minute - AGAINST',\n",
       " 'Man City penalty, for a foul on Gabriel Jesus by Steve Cook, overturned, 71st minute - AGAINST',\n",
       " 'Pierre-Emerick Aubameyang missed penalty retaken (and scored) following encroachment by a defender, 29th minute - FOR',\n",
       " 'Penalty (scored by Pierre-Emerick Aubameyang) awarded for foul by Craig Dawson on Alexandre Lacazette, 2nd minute - FOR',\n",
       " 'Penalty awarded (scored by Neal Maupay) for foul on Aaron Connolly by Michael Keane, 78th minute - AGAINST',\n",
       " 'Penalty (scored by Deulofeu) awarded for foul by Jorginho for trip on Gerard Deulofeu, 77th minute - AGAINST',\n",
       " 'Penalty (scored by Deulofeu) awarded for trip on Gerard Deulofeu by Jorginho, 77th minute - FOR',\n",
       " 'Penalty awarded (missed by Jack Grealish) for handball by John Egan, 76th minute - FOR']"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "penalties_1920 = incidents_df[(incidents_df.incident_penalty == 1) & (incidents_df.year == '2019/2020')]\n",
    "penalties_1920['incident'].tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "3de8faf2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Penalty and red card for handball against Erik Pieters cancelled, 85th minute - FOR',\n",
       " 'Penalty awarded (scored by Chris Wood) for foul on Erik Pieters by Kyle Walker-Peters, 8th minute - FOR',\n",
       " 'Penalty awarded (scored by Richarlison) for handball by Joel Ward, 41st minute - FOR',\n",
       " 'Penalty cancelled for offside against Dominic Calvert-Lewin, 63rd minute - AGAINST',\n",
       " 'Penalty cancelled for challenge on Ayoze Perez by Andre Gomes, 81st minute - FOR',\n",
       " 'Penalty overturn review rejected after Trent Alexander-Arnold had brought down Dominic Calvert-Lewin, 81st minute - FOR',\n",
       " 'Arsenal penalty rescinded for offside in the build-up against Nicolas Pepe, 51st minute - FOR',\n",
       " 'Penalty cancelled for challenge on Pedro Neto by Reece James, 81st minute - FOR',\n",
       " \"Penalty cancelled as Jonny Evans' foul on Christian Pulisic was outside the area, 39th minute - AGAINST\",\n",
       " \"Penalty awarded (scored by Jorginho) for Aaron Ramsdale's challenge on Timo Werner, 58th minute - FOR\",\n",
       " \"Penalty for Ben Chilwell's challenge on Chris Basham cancelled for offside, 11th minute - FOR\",\n",
       " 'Penalty review rejected for handball against Callum Hudson-Odoi, 15th minute - FOR',\n",
       " 'Penalty awarded (scored by Jorginho) after Timo Werner adjudged to have been fouled inside the area, 65th minute - FOR',\n",
       " 'Penalty awarded (scored by Billy Sharp) for foul on Jack Robinson by Aleksandar Mitrovic, 85th minute - AGAINST',\n",
       " 'Penalty awarded (missed by Ademola Lookman) for foul on Tom Cairney by Saïd Benrahma, 95th minute - FOR',\n",
       " 'Penalty awarded (scored by Ivan Cavaleiro) for foul on Bobby De Cordova-Reid by Christian Fuchs, 35th minute - FOR',\n",
       " 'Penalty review rejected by referee Andre Marriner following Fabinho challenge on Ivan Cavaleiro, 16th minute - AGAINST',\n",
       " 'Penalty cancelled. Mario Lemina adjudged not to have fouled Ollie Watkins, 45th minute - FOR',\n",
       " 'Penalty awarded (scored by Sander Berge) for foul on Oliver McBurnie by Fabinho. Factual decision on where foul took place, 10th minute - FOR',\n",
       " 'Penalty awarded (scored by Billy Sharp) for handball by Federico Fernandez, 73rd minute - FOR',\n",
       " 'Penalty cancelled after Craig Dawson ruled offside before being fouled by Edna Stevens, 5th minute - FOR',\n",
       " 'Penalty rescinded after Solly March adjudged not to have fouled Trezeguet, 92nd minute - AGAINST',\n",
       " 'Penalty review rejected by referee Anthony Taylor following Matty Cash challenge on Patrick van Aanholt, 24th minute - FOR',\n",
       " 'Penalty awarded (scored by Youri Tielemans) for foul on James Maddison by Mateusz Klich, 88th minute - FOR',\n",
       " 'Penalty awarded (scored by Jamie Vardy) for handball by Max Kilman, 14th minute - FOR',\n",
       " 'Penalty awarded (scored by Jamie Vardy) after foul on Wesley Fofana by Serge Aurier, 45th minute - FOR',\n",
       " \"Penalty cancelled after Thiago's foul on Harvey Barnes adjudged to be outside the area, 76th minute - AGAINST\",\n",
       " 'Penalty cancelled as foul on Nicolas Pepe by Wilfred Ndidi deemed outside the area, 14th minute - FOR',\n",
       " 'Penalty awarded (scored by Alexandre Lacazette) for handball against Wilfred Ndidi, 45th minute - AGAINST',\n",
       " 'Penalty awarded (scored by Jamie Vardy) for foul on Vardy by Toby Alderweireld, 16th minute - FOR',\n",
       " 'Penalty awarded (scored by Bruno Fernandes) for handball against Neal Maupay, 90th minute - AGAINST',\n",
       " 'Penalty cancelled for challenge on Aaron Connolly by Paul Pogba, 48th minute - AGAINST',\n",
       " 'Penalty awarded (scored by Harry Kane) after foul on Kane by Adam Lallana adjudged to be inside the area, 11th minute - AGAINST',\n",
       " 'Penalty awarded (scored by Pascal Gross) for a foul on Danny Welbeck by Andrew Robertson, 92nd minute - FOR',\n",
       " 'Penalty conceded (scored by Danny Ings) after Solly March adjudged to have fouled Kyle Walker-Peters inside the area, 80th minute - AGAINST',\n",
       " 'Penalty conceded (missed by Pascal Gross) for handball against Okay Yokuslu, 17th minute - FOR',\n",
       " 'Penalty awarded (missed by Jordan Ayew) for handball by Victor Lindelof, 70th minute - FOR',\n",
       " 'Penalty retaken (scored by Wilfried Zaha) for encroachment by David de Gea, 73rd minute - FOR',\n",
       " 'Penalty for Crystal Palace cancelled for offside against Patrick van Aanholt, 38th minute - AGAINST',\n",
       " 'Penalty conceded (scored by Luka Milivojevic) for handball against Darnell Furlong, 34th minute - FOR',\n",
       " 'Penalty retaken (scored by Mateusz Klich) for encroachment by Lukasz Fabianski, 6th minute - FOR',\n",
       " 'Penalty cancelled after Liam Cooper adjudged not to have fouled Bukayo Saka, 35th minute - FOR',\n",
       " 'Penalty cancelled after Diego Llorente adjudged not to have fouled Nathan Tella, 33rd minute - FOR',\n",
       " 'Penalty awarded (missed by Kevin De Bruyne) for handball against Joe Gomez, 41st minute - FOR',\n",
       " 'Penalty cancelled for offside against Marcus Rashford, 38th minute - FOR',\n",
       " 'Penalty awarded (scored by Joelinton) after incorrect offside against Allan Saint-Maximin, 45th minute - AGAINST',\n",
       " 'Penalty awarded (missed by Bruno Fernandes) for foul on Marcus Rashford by Jamal Lewis, 54th minute - FOR',\n",
       " 'Penalty retake (scored by Bruno Fernandes) after encroachment by Sam Johnstone, 56th minute - FOR',\n",
       " 'WBA penalty cancelled after Bruno Fernandes adjudged not to have fouled Conor Gallagher, 47th minute - FOR',\n",
       " \"Penalty cancelled after Kayne Ramsay's foul on Edinson Cavani ruled outside the area, 42nd minute - AGAINST\",\n",
       " 'Penalty cancelled after Semi Ajayi adjudged not to have fouled Harry Maguire, 64th minute - AGAINST',\n",
       " 'Penalty cancelled for challenge on Nathaniel Phillips by Eric Bailly, 27th minute - FOR',\n",
       " 'Penalty awarded (missed by Juan Mata but scored on the rebound) for foul on Donny van de Beek by Romain Saiss, 45th minute - FOR',\n",
       " 'Penalty awarded (scored by Callum Wilson) for handball by Eric Dier, 90th minute - FOR',\n",
       " 'Penalty awarded (scored by Jesse Lingard) for handball by Ciaran Clark, 76th minute - AGAINST',\n",
       " 'Penalty awarded (scored by Danny Ings) for handball by Matt Doherty, 90th minute - FOR',\n",
       " 'Penalty awarded (scored by Son Heung-Min) after foul by Moussa Djenepo on Sergio Reguilon adjudged to be inside the area, 86th minute - AGAINST',\n",
       " 'Penalty cancelled, Sadio Mane adjudged not to have fouled Conor Coady, 44th minute - AGAINST']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "penalties_2021['incident'].tolist()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31f3ec74",
   "metadata": {},
   "source": [
    "___\n",
    "### (iii) Match time of incident"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ae561bfc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "incidents_df['match_minute'] = incidents_df['match_minute'].apply(pd.to_numeric)\n",
    "incidents_df['match_minute'].plot(kind='hist', bins = 18);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7e649674",
   "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>incident</th>\n",
       "      <th>team_decision</th>\n",
       "      <th>team</th>\n",
       "      <th>home_or_away</th>\n",
       "      <th>opposition</th>\n",
       "      <th>opposition_decision</th>\n",
       "      <th>date</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>match_minute</th>\n",
       "      <th>incident_penalty</th>\n",
       "      <th>incident_foul</th>\n",
       "      <th>incident_handball</th>\n",
       "      <th>incident_offside</th>\n",
       "      <th>incident_redcard</th>\n",
       "      <th>incident_yellowcard</th>\n",
       "      <th>players_involved</th>\n",
       "      <th>sum_incident_types</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>John McGinn goal disallowed for offside agains...</td>\n",
       "      <td>Against</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Away</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>For</td>\n",
       "      <td>Nov. 8</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>Nov</td>\n",
       "      <td>1.0</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>[Barkley, John, Ross]</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Penalty (scored by Pierre-Emerick Aubameyang) ...</td>\n",
       "      <td>For</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Home</td>\n",
       "      <td>Watford</td>\n",
       "      <td>Against</td>\n",
       "      <td>July 26</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Alexandre, Pierre-Emerick, Aubameyang, Dawson...</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              incident team_decision  \\\n",
       "109  John McGinn goal disallowed for offside agains...       Against   \n",
       "198  Penalty (scored by Pierre-Emerick Aubameyang) ...           For   \n",
       "\n",
       "            team home_or_away opposition opposition_decision     date  \\\n",
       "109  Aston Villa         Away    Arsenal                 For   Nov. 8   \n",
       "198      Arsenal         Home    Watford             Against  July 26   \n",
       "\n",
       "          year month  match_minute  incident_penalty  incident_foul  \\\n",
       "109  2020/2021   Nov           1.0                 0              0   \n",
       "198  2019/2020   Jul           2.0                 1              1   \n",
       "\n",
       "     incident_handball  incident_offside  incident_redcard  \\\n",
       "109                  0                 1                 0   \n",
       "198                  0                 0                 0   \n",
       "\n",
       "     incident_yellowcard                                   players_involved  \\\n",
       "109                    0                              [Barkley, John, Ross]   \n",
       "198                    0  [Alexandre, Pierre-Emerick, Aubameyang, Dawson...   \n",
       "\n",
       "     sum_incident_types  \n",
       "109                 1.0  \n",
       "198                 2.0  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "incidents_df[incidents_df['match_minute'] < 3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "8aa2c8aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "# To standardize stoppage time incidents (to match with that of first half 45'), all incidents past 90min mark \n",
    "# (i.e. stoppage time) will be assigned the timing 90min\n",
    "for i, row in incidents_df.iterrows():\n",
    "    if row['match_minute'] > 90:\n",
    "        incidents_df.loc[i, 'match_minute'] = 90"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "834831bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export to Tableau for better visualization\n",
    "export_date = dt.today().strftime('%Y%m%d')\n",
    "incidents_df.to_csv(f'./data/EPL_VAR_Incidents_Processed_{export_date}.csv', index = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68eee975",
   "metadata": {},
   "source": [
    "See `EPL VAR Analysis - Tableau Viz.twb` Tableau workbook for more information"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "d6ba00cd",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f5df461",
   "metadata": {},
   "source": [
    "*Image from `EPL VAR Analysis - Tableau Viz` Tableau workbook*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3dfe9c9",
   "metadata": {},
   "source": [
    "- We can see some pattern of 'W' trend for each half i.e. Spikes in VAR incidents in the middle and towards the end of the half\n",
    "- Incidents occurring at 45min and 90min mark include stoppage time incidents (Verified by manually checking a sample on https://www.premierleague.com/results). This essentially means that incidents happening from 46th min onwards belong to the second half"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "fbb1b413",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(incidents_df[(incidents_df['match_minute'] >= 44) & (incidents_df['match_minute'] <=45)])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}