01_Data_Acquisition.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ad54925d",
   "metadata": {},
   "source": [
    "# English Premier League VAR Analysis\n",
    "## Part 1 - Data Acquisition\n",
    "___"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf8f9b86",
   "metadata": {},
   "source": [
    "#### Data Sources\n",
    "- https://www.espn.com.sg/football/english-premier-league/story/4182135/how-var-decisions-affected-every-premier-league-club-in-2020-21\n",
    "- https://www.espn.com/soccer/english-premier-league/story/3929823/how-var-decisions-have-affected-every-premier-league-club\n",
    "- https://www.eurosport.com/football/premier-league/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8764c521",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import necessary dependencies\n",
    "from bs4 import BeautifulSoup\n",
    "import urllib\n",
    "import re\n",
    "import time\n",
    "import pandas as pd\n",
    "import json\n",
    "from datetime import datetime, date, timedelta\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from datetime import datetime as dt\n",
    "from selenium import webdriver\n",
    "from selenium.common.exceptions import NoSuchElementException\n",
    "from selenium.common.exceptions import ElementClickInterceptedException\n",
    "from selenium.webdriver.common.by import By\n",
    "from selenium.webdriver.support.ui import WebDriverWait\n",
    "from selenium.webdriver.support import expected_conditions as EC\n",
    "from selenium.webdriver.common.action_chains import ActionChains\n",
    "\n",
    "pd.options.display.max_rows = 5000\n",
    "\n",
    "VAR_PAGE_2019_2020 = 'https://www.espn.com/soccer/english-premier-league/story/3929823/how-var-decisions-have-affected-every-premier-league-club'\n",
    "VAR_PAGE_2020_2021 = 'https://www.espn.com.sg/football/english-premier-league/story/4182135/how-var-decisions-affected-every-premier-league-club-in-2020-21'\n",
    "EPL_TABLE_2019_2020 = 'https://www.eurosport.com/football/premier-league/2019-2020/standing.shtml'\n",
    "EPL_TABLE_2020_2021 = 'https://www.eurosport.com/football/premier-league/2020-2021/standing.shtml'\n",
    "\n",
    "# Set wait times\n",
    "waittime = 30\n",
    "sleeptime = 0.5\n",
    "\n",
    "# Initiate web driver\n",
    "try:\n",
    "    driver.close() # Close any existing WebDrivers\n",
    "except Exception:\n",
    "    pass\n",
    "\n",
    "# Set webdriver options\n",
    "options = webdriver.ChromeOptions()\n",
    "options.add_argument('--no-sandbox')\n",
    "options.add_argument('ignore-certificate-errors')\n",
    "\n",
    "# Initiate webdriver\n",
    "driver = webdriver.Chrome(options=options) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c882d9c",
   "metadata": {},
   "source": [
    "___\n",
    "### 1. Get Team Statistics\n",
    "\n",
    "#### (i) 2020/2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8408a169",
   "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>team_name</th>\n",
       "      <th>net_score</th>\n",
       "      <th>stats_combined</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>+4</td>\n",
       "      <td>Overturns: 7\\nLeading to goals for: 1\\nDisallo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Everton</td>\n",
       "      <td>+4</td>\n",
       "      <td>Overturns: 7\\nRejected overturns: 1\\nLeading t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>+3</td>\n",
       "      <td>Overturns: 13\\nRejected overturns: 1\\nLeading ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>+3</td>\n",
       "      <td>Overturns: 14\\nRejected overturns: 1\\nLeading ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>+3</td>\n",
       "      <td>Overturns: 11\\nLeading to goals for: 3\\nDisall...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>+2</td>\n",
       "      <td>Overturns: 11\\nRejected overturns: 1\\nLeading ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>+2</td>\n",
       "      <td>Overturns: 16\\nLeading to goals for: 5\\nDisall...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>+1</td>\n",
       "      <td>Overturns: 16\\nRejected overturns: 1\\nLeading ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>+1</td>\n",
       "      <td>Overturns: 10\\nRejected overturns: 1\\nLeading ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Leeds</td>\n",
       "      <td>+1</td>\n",
       "      <td>Overturns: 9\\nLeading to goals for: 1\\nDisallo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>+1</td>\n",
       "      <td>Overturns: 9\\nLeading to goals for: 2\\nDisallo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>0</td>\n",
       "      <td>Overturns: 18\\nRejected overturns: 1\\nLeading ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>0</td>\n",
       "      <td>Overturns: 10\\nLeading to goals for: 2\\nDisall...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>0</td>\n",
       "      <td>Overturns: 14\\nLeading to goals for: 2\\nDisall...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>-1</td>\n",
       "      <td>Overturns: 12\\nLeading to goals for: 2\\nDisall...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>-3</td>\n",
       "      <td>Overturns: 16\\nRejected overturns: 1\\nLeading ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>-3</td>\n",
       "      <td>Overturns: 11\\nLeading to goals for: 0\\nDisall...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>-6</td>\n",
       "      <td>Overturns: 12\\nLeading to goals for: 1\\nDisall...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>-6</td>\n",
       "      <td>Overturns: 18\\nRejected overturns: 2\\nLeading ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>-6</td>\n",
       "      <td>Overturns: 12\\nLeading to goals for: 0\\nDisall...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 team_name net_score  \\\n",
       "0                  Burnley        +4   \n",
       "1                  Everton        +4   \n",
       "2                  Chelsea        +3   \n",
       "3                   Fulham        +3   \n",
       "4         Sheffield United        +3   \n",
       "5              Aston Villa        +2   \n",
       "6           Leicester City        +2   \n",
       "7   Brighton & Hove Albion        +1   \n",
       "8           Crystal Palace        +1   \n",
       "9                    Leeds        +1   \n",
       "10         Manchester City        +1   \n",
       "11       Manchester United         0   \n",
       "12               Newcastle         0   \n",
       "13             Southampton         0   \n",
       "14                West Ham        -1   \n",
       "15       Tottenham Hotspur        -3   \n",
       "16                  Wolves        -3   \n",
       "17                 Arsenal        -6   \n",
       "18               Liverpool        -6   \n",
       "19               West Brom        -6   \n",
       "\n",
       "                                       stats_combined  \n",
       "0   Overturns: 7\\nLeading to goals for: 1\\nDisallo...  \n",
       "1   Overturns: 7\\nRejected overturns: 1\\nLeading t...  \n",
       "2   Overturns: 13\\nRejected overturns: 1\\nLeading ...  \n",
       "3   Overturns: 14\\nRejected overturns: 1\\nLeading ...  \n",
       "4   Overturns: 11\\nLeading to goals for: 3\\nDisall...  \n",
       "5   Overturns: 11\\nRejected overturns: 1\\nLeading ...  \n",
       "6   Overturns: 16\\nLeading to goals for: 5\\nDisall...  \n",
       "7   Overturns: 16\\nRejected overturns: 1\\nLeading ...  \n",
       "8   Overturns: 10\\nRejected overturns: 1\\nLeading ...  \n",
       "9   Overturns: 9\\nLeading to goals for: 1\\nDisallo...  \n",
       "10  Overturns: 9\\nLeading to goals for: 2\\nDisallo...  \n",
       "11  Overturns: 18\\nRejected overturns: 1\\nLeading ...  \n",
       "12  Overturns: 10\\nLeading to goals for: 2\\nDisall...  \n",
       "13  Overturns: 14\\nLeading to goals for: 2\\nDisall...  \n",
       "14  Overturns: 12\\nLeading to goals for: 2\\nDisall...  \n",
       "15  Overturns: 16\\nRejected overturns: 1\\nLeading ...  \n",
       "16  Overturns: 11\\nLeading to goals for: 0\\nDisall...  \n",
       "17  Overturns: 12\\nLeading to goals for: 1\\nDisall...  \n",
       "18  Overturns: 18\\nRejected overturns: 2\\nLeading ...  \n",
       "19  Overturns: 12\\nLeading to goals for: 0\\nDisall...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get driver to retrieve homepage\n",
    "driver.get(VAR_PAGE_2020_2021)\n",
    "\n",
    "# Wait for page to load\n",
    "driver.implicitly_wait(waittime)\n",
    "\n",
    "# Team numbering\n",
    "team_list_elems = driver.find_elements_by_xpath(\"//div[@class='article-body']/h2\")\n",
    "team_list = []\n",
    "net_score_list = []\n",
    "\n",
    "for team in team_list_elems:\n",
    "    team_name = team.text.rsplit(' ',1)[0]\n",
    "    net_score = team.text.rsplit(' ',1)[-1]\n",
    "    team_list.append(team_name)\n",
    "    net_score_list.append(net_score)\n",
    "    \n",
    "all_elems = driver.find_elements_by_xpath(\"//div[@class='article-body']/p\")\n",
    "\n",
    "# Get general statistics for each of the 20 teams\n",
    "team_stats_elems = [elem.text for elem in all_elems if 'Overturns: ' in elem.text]\n",
    "team_stats_list = []\n",
    "\n",
    "for stats in team_stats_elems:\n",
    "    if 'Overturns: ' in stats:\n",
    "        team_stats_list.append(stats)\n",
    "\n",
    "data_tuples = list(zip(team_list,net_score_list, team_stats_list))\n",
    "team_stats_df_2021 = pd.DataFrame(data_tuples, columns=['team_name', 'net_score', 'stats_combined'])\n",
    "team_stats_df_2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "21d73599",
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_col_mapping = [('overturns_total','Overturns'),\n",
    "                    ('overturns_rejected','Rejected overturns'),\n",
    "                    ('leading_to_goals_for','Leading to goals for'),\n",
    "                    ('leading_to_goals_against','Leading to goals against'), \n",
    "                    ('disallowed_goals_for','Disallowed goals for'),\n",
    "                    ('disallowed_goals_against','Disallowed goals against'),\n",
    "                    ('net_goal_score','Net goal score'),\n",
    "                    ('subj_decisions_for','Subjective decisions for'),\n",
    "                    ('subj_decisions_against','Subjective decisions against'),\n",
    "                    ('net_subjective_score','Net subjective score'),\n",
    "                    ('penalties_for','Penalties for / against'),\n",
    "                    ('penalties_against','Penalties for / against'),\n",
    "                    ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "02009b56",
   "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>team_name</th>\n",
       "      <th>net_score</th>\n",
       "      <th>overturns_total</th>\n",
       "      <th>overturns_rejected</th>\n",
       "      <th>leading_to_goals_for</th>\n",
       "      <th>leading_to_goals_against</th>\n",
       "      <th>disallowed_goals_for</th>\n",
       "      <th>disallowed_goals_against</th>\n",
       "      <th>net_goal_score</th>\n",
       "      <th>subj_decisions_for</th>\n",
       "      <th>subj_decisions_against</th>\n",
       "      <th>net_subjective_score</th>\n",
       "      <th>penalties_for</th>\n",
       "      <th>penalties_against</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>+4</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>+3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Everton</td>\n",
       "      <td>+4</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>+2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>+3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>+3</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>+2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>+2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>+3</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>+3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>+3</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>+5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>+2</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>+2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>+2</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>+2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>+1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>+1</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>+1</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Leeds</td>\n",
       "      <td>+1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>+1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>+1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>+4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>-1</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>+3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>-3</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>-2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>-2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>-3</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>-3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>-6</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>-6</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>-7</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>-3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>-6</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>-5</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 team_name net_score overturns_total overturns_rejected  \\\n",
       "0                  Burnley        +4               7                  0   \n",
       "1                  Everton        +4               7                  1   \n",
       "2                  Chelsea        +3              13                  1   \n",
       "3                   Fulham        +3              14                  1   \n",
       "4         Sheffield United        +3              11                  0   \n",
       "5              Aston Villa        +2              11                  1   \n",
       "6           Leicester City        +2              16                  0   \n",
       "7   Brighton & Hove Albion        +1              16                  1   \n",
       "8           Crystal Palace        +1              10                  1   \n",
       "9                    Leeds        +1               9                  0   \n",
       "10         Manchester City        +1               9                  0   \n",
       "11       Manchester United         0              18                  1   \n",
       "12               Newcastle         0              10                  0   \n",
       "13             Southampton         0              14                  0   \n",
       "14                West Ham        -1              12                  0   \n",
       "15       Tottenham Hotspur        -3              16                  1   \n",
       "16                  Wolves        -3              11                  0   \n",
       "17                 Arsenal        -6              12                  0   \n",
       "18               Liverpool        -6              18                  2   \n",
       "19               West Brom        -6              12                  0   \n",
       "\n",
       "   leading_to_goals_for leading_to_goals_against disallowed_goals_for  \\\n",
       "0                     1                        0                    1   \n",
       "1                     2                        0                    1   \n",
       "2                     4                        0                    2   \n",
       "3                     1                        1                    2   \n",
       "4                     3                        1                    0   \n",
       "5                     0                        0                    3   \n",
       "6                     5                        3                    2   \n",
       "7                     2                        3                    3   \n",
       "8                     2                        1                    0   \n",
       "9                     1                        1                    2   \n",
       "10                    2                        1                    2   \n",
       "11                    3                        1                    3   \n",
       "12                    2                        3                    1   \n",
       "13                    2                        1                    3   \n",
       "14                    2                        1                    1   \n",
       "15                    2                        5                    4   \n",
       "16                    0                        3                    2   \n",
       "17                    1                        1                    2   \n",
       "18                    0                        3                    7   \n",
       "19                    0                        4                    0   \n",
       "\n",
       "   disallowed_goals_against net_goal_score subj_decisions_for  \\\n",
       "0                         1             -1                  3   \n",
       "1                         1             +2                  3   \n",
       "2                         0             +2                  3   \n",
       "3                         5             +3                  5   \n",
       "4                         3             +5                  2   \n",
       "5                         3              0                  5   \n",
       "6                         2             +2                  4   \n",
       "7                         3             -1                  4   \n",
       "8                         1              0                  4   \n",
       "9                         1             -1                  3   \n",
       "10                        0             -1                  2   \n",
       "11                        1              0                  7   \n",
       "12                        1             -1                  3   \n",
       "13                        4              0                  3   \n",
       "14                        3             +3                  2   \n",
       "15                        5             -2                  3   \n",
       "16                        2             -3                  1   \n",
       "17                        2              0                  2   \n",
       "18                        3             -7                  3   \n",
       "19                        2             -2                  1   \n",
       "\n",
       "   subj_decisions_against net_subjective_score penalties_for  \\\n",
       "0                       0                   +3             1   \n",
       "1                       0                   +3             1   \n",
       "2                       1                   +2             2   \n",
       "3                       5                    0             2   \n",
       "4                       3                   -1             3   \n",
       "5                       3                   +2             0   \n",
       "6                       3                   +1             4   \n",
       "7                       4                    0             2   \n",
       "8                       4                    0             2   \n",
       "9                       2                   +1             0   \n",
       "10                      2                    0             1   \n",
       "11                      3                   +4             3   \n",
       "12                      3                    0             2   \n",
       "13                      3                    0             2   \n",
       "14                      2                    0             1   \n",
       "15                      5                   -2             2   \n",
       "16                      4                   -3             0   \n",
       "17                      3                   -1             1   \n",
       "18                      6                   -3             0   \n",
       "19                      6                   -5             0   \n",
       "\n",
       "   penalties_against       year  \n",
       "0                  0  2020/2021  \n",
       "1                  0  2020/2021  \n",
       "2                  0  2020/2021  \n",
       "3                  1  2020/2021  \n",
       "4                  1  2020/2021  \n",
       "5                  0  2020/2021  \n",
       "6                  3  2020/2021  \n",
       "7                  3  2020/2021  \n",
       "8                  1  2020/2021  \n",
       "9                  1  2020/2021  \n",
       "10                 1  2020/2021  \n",
       "11                 1  2020/2021  \n",
       "12                 3  2020/2021  \n",
       "13                 2  2020/2021  \n",
       "14                 1  2020/2021  \n",
       "15                 4  2020/2021  \n",
       "16                 2  2020/2021  \n",
       "17                 0  2020/2021  \n",
       "18                 3  2020/2021  \n",
       "19                 2  2020/2021  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create columns\n",
    "stats_col_list = [mapping[0] for mapping in stats_col_mapping]\n",
    "\n",
    "for col in stats_col_list:\n",
    "    team_stats_df_2021[col] = 0\n",
    "    \n",
    "# Update columns based on stats combined information\n",
    "for i in range(len(team_stats_df_2021)):\n",
    "    stats_info = team_stats_df_2021.iloc[i, :]['stats_combined']\n",
    "    for line in stats_info.split('\\n'):\n",
    "        key = line.split(': ')[0]\n",
    "        value = line.split(': ')[1]\n",
    "        for mapping in stats_col_mapping:\n",
    "            if mapping[1] == key:\n",
    "                team_stats_df_2021.loc[i, mapping[0]] = value\n",
    "                \n",
    "# Amend penalties_for and penalties_against columns\n",
    "team_stats_df_2021['penalties_for'] = team_stats_df_2021['penalties_for'].apply(lambda x: x.split(' / ')[0])\n",
    "\n",
    "# Amend penalties_for and penalties_against columns\n",
    "team_stats_df_2021['penalties_against'] = team_stats_df_2021['penalties_against'].apply(lambda x: x.split(' / ')[1])\n",
    "\n",
    "# Add year column\n",
    "team_stats_df_2021['year'] = '2020/2021'\n",
    "\n",
    "# Drop stats_combined column\n",
    "team_stats_df_2021.drop(columns=['stats_combined'], inplace=True)\n",
    "\n",
    "team_stats_df_2021"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc1589e6",
   "metadata": {},
   "source": [
    "### 1. Get Team Statistics  \n",
    "\n",
    "#### (ii) 2019/2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "715957ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Direct driver to 2019-2020 page\n",
    "driver.get(VAR_PAGE_2019_2020)\n",
    "\n",
    "# Team numbering\n",
    "team_list_elems = driver.find_elements_by_xpath(\"//div[@class='article-body']/video1/h2\") + \\\n",
    "                    driver.find_elements_by_xpath(\"//div[@class='article-body']/video1/video2/h2\")\n",
    "                    \n",
    "team_list = []\n",
    "net_score_list = []\n",
    "\n",
    "for team in team_list_elems:\n",
    "    team_name = team.text.rsplit(' ',1)[0]\n",
    "    net_score = team.text.rsplit(' ',1)[-1]\n",
    "    team_list.append(team_name)\n",
    "    net_score_list.append(net_score)\n",
    "    \n",
    "all_elems = driver.find_elements_by_xpath(\"//div[@class='article-body']/video1/p\") + \\\n",
    "            driver.find_elements_by_xpath(\"//div[@class='article-body']/video1/video2/p\")\n",
    "\n",
    "# Get general statistics for each of the 20 teams\n",
    "team_stats_elems = [elem.text for elem in all_elems if 'Overturns: ' in elem.text]\n",
    "team_stats_list = []\n",
    "\n",
    "for stats in team_stats_elems:\n",
    "    if 'Overturns: ' in stats:\n",
    "        team_stats_list.append(stats)\n",
    "        \n",
    "data_tuples = list(zip(team_list,net_score_list, team_stats_list))\n",
    "team_stats_df_1920 = pd.DataFrame(data_tuples, columns=['team_name', 'net_score', 'stats_combined'])\n",
    "\n",
    "# Create columns\n",
    "stats_col_list = [mapping[0] for mapping in stats_col_mapping]\n",
    "\n",
    "for col in stats_col_list:\n",
    "    team_stats_df_1920[col] = 0\n",
    "    \n",
    "# Update columns based on stats combined information\n",
    "for i in range(len(team_stats_df_1920)):\n",
    "    stats_info = team_stats_df_1920.iloc[i, :]['stats_combined']\n",
    "    for line in stats_info.split('\\n'):\n",
    "        key = line.split(': ')[0]\n",
    "        value = line.split(': ')[1]\n",
    "        for mapping in stats_col_mapping:\n",
    "            if mapping[1] == key:\n",
    "                team_stats_df_1920.loc[i, mapping[0]] = value"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62f1ad0a",
   "metadata": {},
   "source": [
    "2019/2020 data does not have `penalties for/against` information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "192a65f5",
   "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>team_name</th>\n",
       "      <th>net_score</th>\n",
       "      <th>overturns_total</th>\n",
       "      <th>overturns_rejected</th>\n",
       "      <th>leading_to_goals_for</th>\n",
       "      <th>leading_to_goals_against</th>\n",
       "      <th>disallowed_goals_for</th>\n",
       "      <th>disallowed_goals_against</th>\n",
       "      <th>net_goal_score</th>\n",
       "      <th>subj_decisions_for</th>\n",
       "      <th>subj_decisions_against</th>\n",
       "      <th>net_subjective_score</th>\n",
       "      <th>penalties_for</th>\n",
       "      <th>penalties_against</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>+8</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>+7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>+2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>+7</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>+6</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>+4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>+4</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>+2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>+4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>+3</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>+2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>+2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>+3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>+1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>+3</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>+6</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>-3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>+2</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>+2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>+1</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>+1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>+1</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>+2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>-1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>+1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>-3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Everton</td>\n",
       "      <td>-1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>-2</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>-3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>-2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>-2</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>-2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Watford</td>\n",
       "      <td>-2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>-2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>-3</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>-3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>-4</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>-5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>+1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>-5</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>-4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>-5</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>-3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>+1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Norwich City</td>\n",
       "      <td>-7</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>-4</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>-4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 team_name net_score overturns_total  overturns_rejected  \\\n",
       "0   Brighton & Hove Albion        +8              12                   0   \n",
       "1        Manchester United        +7              13                   0   \n",
       "2           Crystal Palace        +4              12                   0   \n",
       "3                  Burnley        +3              11                   0   \n",
       "4                Newcastle        +3               3                   0   \n",
       "5              Southampton        +3              13                   0   \n",
       "6                Liverpool        +2               8                   0   \n",
       "7           Leicester City        +1              15                   0   \n",
       "8        Tottenham Hotspur        +1              15                   0   \n",
       "9          Manchester City         0              16                   0   \n",
       "10                 Arsenal        -1               9                   0   \n",
       "11                 Everton        -1               7                   0   \n",
       "12         AFC Bournemouth        -2              12                   0   \n",
       "13                 Chelsea        -2              12                   0   \n",
       "14                 Watford        -2               6                   0   \n",
       "15             Aston Villa        -3               7                   0   \n",
       "16                West Ham        -4              16                   0   \n",
       "17        Sheffield United        -5              11                   0   \n",
       "18                  Wolves        -5               9                   0   \n",
       "19            Norwich City        -7              11                   0   \n",
       "\n",
       "   leading_to_goals_for leading_to_goals_against disallowed_goals_for  \\\n",
       "0                     2                        0                    2   \n",
       "1                     1                        2                    0   \n",
       "2                     3                        0                    4   \n",
       "3                     2                        1                    3   \n",
       "4                     1                        0                    0   \n",
       "5                     0                        1                    0   \n",
       "6                     1                        0                    3   \n",
       "7                     1                        1                    3   \n",
       "8                     1                        1                    4   \n",
       "9                     3                        2                    4   \n",
       "10                    4                        1                    2   \n",
       "11                    2                        1                    2   \n",
       "12                    2                        1                    5   \n",
       "13                    2                        2                    4   \n",
       "14                    1                        2                    1   \n",
       "15                    0                        1                    3   \n",
       "16                    1                        5                    5   \n",
       "17                    0                        1                    5   \n",
       "18                    1                        1                    4   \n",
       "19                    0                        2                    2   \n",
       "\n",
       "   disallowed_goals_against net_goal_score subj_decisions_for  \\\n",
       "0                         7             +7                  2   \n",
       "1                         7             +6                  6   \n",
       "2                         1             +2                  6   \n",
       "3                         4             +2                  4   \n",
       "4                         0             +1                  2   \n",
       "5                         7             +6                  1   \n",
       "6                         4             +2                  1   \n",
       "7                         4             +1                  3   \n",
       "8                         6             +2                  3   \n",
       "9                         2             -1                  4   \n",
       "10                        0             +1                  1   \n",
       "11                        1              0                  2   \n",
       "12                        1             -3                  2   \n",
       "13                        2             -2                  4   \n",
       "14                        1             -1                  1   \n",
       "15                        1             -3                  2   \n",
       "16                        4             -5                  2   \n",
       "17                        2             -4                  1   \n",
       "18                        1             -3                  2   \n",
       "19                        2             -4                  1   \n",
       "\n",
       "   subj_decisions_against net_subjective_score penalties_for  \\\n",
       "0                       0                   +2                 \n",
       "1                       2                   +4                 \n",
       "2                       2                   +4                 \n",
       "3                       2                   +2                 \n",
       "4                       0                    2                 \n",
       "5                       4                   -3                 \n",
       "6                       1                    0                 \n",
       "7                       3                    0                 \n",
       "8                       3                    0                 \n",
       "9                       4                    0                 \n",
       "10                      4                   -3                 \n",
       "11                      2                    0                 \n",
       "12                      4                   -2                 \n",
       "13                      4                    0                 \n",
       "14                      3                   -2                 \n",
       "15                      3                   -1                 \n",
       "16                      1                   +1                 \n",
       "17                      2                   -1                 \n",
       "18                      1                   +1                 \n",
       "19                      5                   -4                 \n",
       "\n",
       "   penalties_against       year  \n",
       "0                     2019/2020  \n",
       "1                     2019/2020  \n",
       "2                     2019/2020  \n",
       "3                     2019/2020  \n",
       "4                     2019/2020  \n",
       "5                     2019/2020  \n",
       "6                     2019/2020  \n",
       "7                     2019/2020  \n",
       "8                     2019/2020  \n",
       "9                     2019/2020  \n",
       "10                    2019/2020  \n",
       "11                    2019/2020  \n",
       "12                    2019/2020  \n",
       "13                    2019/2020  \n",
       "14                    2019/2020  \n",
       "15                    2019/2020  \n",
       "16                    2019/2020  \n",
       "17                    2019/2020  \n",
       "18                    2019/2020  \n",
       "19                    2019/2020  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Amend penalties_for and penalties_against columns\n",
    "team_stats_df_1920['penalties_for'] = ''\n",
    "team_stats_df_1920['penalties_against'] = ''\n",
    "\n",
    "# Add year column\n",
    "team_stats_df_1920['year'] = '2019/2020'\n",
    "\n",
    "# Drop unnecessary columns\n",
    "team_stats_df_1920.drop(columns=['stats_combined'], inplace=True)\n",
    "team_stats_df_1920"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47092dbd",
   "metadata": {},
   "source": [
    "### 1. Get team statistics\n",
    "\n",
    "#### (iii) Combined: 2019/2020 and 2020/2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4177a6f7",
   "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>team_name</th>\n",
       "      <th>net_score</th>\n",
       "      <th>overturns_total</th>\n",
       "      <th>overturns_rejected</th>\n",
       "      <th>leading_to_goals_for</th>\n",
       "      <th>leading_to_goals_against</th>\n",
       "      <th>disallowed_goals_for</th>\n",
       "      <th>disallowed_goals_against</th>\n",
       "      <th>net_goal_score</th>\n",
       "      <th>subj_decisions_for</th>\n",
       "      <th>subj_decisions_against</th>\n",
       "      <th>net_subjective_score</th>\n",
       "      <th>penalties_for</th>\n",
       "      <th>penalties_against</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>-3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>-1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>-3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Everton</td>\n",
       "      <td>-1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>-2</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>-3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>-2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>-2</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>-2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Watford</td>\n",
       "      <td>-2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>-2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>-3</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>-3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>-4</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>-5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>-5</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>-4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>-5</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>-3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Norwich City</td>\n",
       "      <td>-7</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>-4</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>-4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Everton</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Leeds</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>-1</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>-3</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>-2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>-2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>-3</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>-3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>-6</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>-6</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>-7</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>-3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>-6</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>-5</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 team_name net_score overturns_total overturns_rejected  \\\n",
       "0   Brighton & Hove Albion         8              12                  0   \n",
       "1        Manchester United         7              13                  0   \n",
       "2           Crystal Palace         4              12                  0   \n",
       "3                  Burnley         3              11                  0   \n",
       "4                Newcastle         3               3                  0   \n",
       "5              Southampton         3              13                  0   \n",
       "6                Liverpool         2               8                  0   \n",
       "7           Leicester City         1              15                  0   \n",
       "8        Tottenham Hotspur         1              15                  0   \n",
       "9          Manchester City         0              16                  0   \n",
       "10                 Arsenal        -1               9                  0   \n",
       "11                 Everton        -1               7                  0   \n",
       "12         AFC Bournemouth        -2              12                  0   \n",
       "13                 Chelsea        -2              12                  0   \n",
       "14                 Watford        -2               6                  0   \n",
       "15             Aston Villa        -3               7                  0   \n",
       "16                West Ham        -4              16                  0   \n",
       "17        Sheffield United        -5              11                  0   \n",
       "18                  Wolves        -5               9                  0   \n",
       "19            Norwich City        -7              11                  0   \n",
       "20                 Burnley         4               7                  0   \n",
       "21                 Everton         4               7                  1   \n",
       "22                 Chelsea         3              13                  1   \n",
       "23                  Fulham         3              14                  1   \n",
       "24        Sheffield United         3              11                  0   \n",
       "25             Aston Villa         2              11                  1   \n",
       "26          Leicester City         2              16                  0   \n",
       "27  Brighton & Hove Albion         1              16                  1   \n",
       "28          Crystal Palace         1              10                  1   \n",
       "29                   Leeds         1               9                  0   \n",
       "30         Manchester City         1               9                  0   \n",
       "31       Manchester United         0              18                  1   \n",
       "32               Newcastle         0              10                  0   \n",
       "33             Southampton         0              14                  0   \n",
       "34                West Ham        -1              12                  0   \n",
       "35       Tottenham Hotspur        -3              16                  1   \n",
       "36                  Wolves        -3              11                  0   \n",
       "37                 Arsenal        -6              12                  0   \n",
       "38               Liverpool        -6              18                  2   \n",
       "39               West Brom        -6              12                  0   \n",
       "\n",
       "   leading_to_goals_for leading_to_goals_against disallowed_goals_for  \\\n",
       "0                     2                        0                    2   \n",
       "1                     1                        2                    0   \n",
       "2                     3                        0                    4   \n",
       "3                     2                        1                    3   \n",
       "4                     1                        0                    0   \n",
       "5                     0                        1                    0   \n",
       "6                     1                        0                    3   \n",
       "7                     1                        1                    3   \n",
       "8                     1                        1                    4   \n",
       "9                     3                        2                    4   \n",
       "10                    4                        1                    2   \n",
       "11                    2                        1                    2   \n",
       "12                    2                        1                    5   \n",
       "13                    2                        2                    4   \n",
       "14                    1                        2                    1   \n",
       "15                    0                        1                    3   \n",
       "16                    1                        5                    5   \n",
       "17                    0                        1                    5   \n",
       "18                    1                        1                    4   \n",
       "19                    0                        2                    2   \n",
       "20                    1                        0                    1   \n",
       "21                    2                        0                    1   \n",
       "22                    4                        0                    2   \n",
       "23                    1                        1                    2   \n",
       "24                    3                        1                    0   \n",
       "25                    0                        0                    3   \n",
       "26                    5                        3                    2   \n",
       "27                    2                        3                    3   \n",
       "28                    2                        1                    0   \n",
       "29                    1                        1                    2   \n",
       "30                    2                        1                    2   \n",
       "31                    3                        1                    3   \n",
       "32                    2                        3                    1   \n",
       "33                    2                        1                    3   \n",
       "34                    2                        1                    1   \n",
       "35                    2                        5                    4   \n",
       "36                    0                        3                    2   \n",
       "37                    1                        1                    2   \n",
       "38                    0                        3                    7   \n",
       "39                    0                        4                    0   \n",
       "\n",
       "   disallowed_goals_against net_goal_score subj_decisions_for  \\\n",
       "0                         7              7                  2   \n",
       "1                         7              6                  6   \n",
       "2                         1              2                  6   \n",
       "3                         4              2                  4   \n",
       "4                         0              1                  2   \n",
       "5                         7              6                  1   \n",
       "6                         4              2                  1   \n",
       "7                         4              1                  3   \n",
       "8                         6              2                  3   \n",
       "9                         2             -1                  4   \n",
       "10                        0              1                  1   \n",
       "11                        1              0                  2   \n",
       "12                        1             -3                  2   \n",
       "13                        2             -2                  4   \n",
       "14                        1             -1                  1   \n",
       "15                        1             -3                  2   \n",
       "16                        4             -5                  2   \n",
       "17                        2             -4                  1   \n",
       "18                        1             -3                  2   \n",
       "19                        2             -4                  1   \n",
       "20                        1             -1                  3   \n",
       "21                        1              2                  3   \n",
       "22                        0              2                  3   \n",
       "23                        5              3                  5   \n",
       "24                        3              5                  2   \n",
       "25                        3              0                  5   \n",
       "26                        2              2                  4   \n",
       "27                        3             -1                  4   \n",
       "28                        1              0                  4   \n",
       "29                        1             -1                  3   \n",
       "30                        0             -1                  2   \n",
       "31                        1              0                  7   \n",
       "32                        1             -1                  3   \n",
       "33                        4              0                  3   \n",
       "34                        3              3                  2   \n",
       "35                        5             -2                  3   \n",
       "36                        2             -3                  1   \n",
       "37                        2              0                  2   \n",
       "38                        3             -7                  3   \n",
       "39                        2             -2                  1   \n",
       "\n",
       "   subj_decisions_against net_subjective_score penalties_for  \\\n",
       "0                       0                    2                 \n",
       "1                       2                    4                 \n",
       "2                       2                    4                 \n",
       "3                       2                    2                 \n",
       "4                       0                    2                 \n",
       "5                       4                   -3                 \n",
       "6                       1                    0                 \n",
       "7                       3                    0                 \n",
       "8                       3                    0                 \n",
       "9                       4                    0                 \n",
       "10                      4                   -3                 \n",
       "11                      2                    0                 \n",
       "12                      4                   -2                 \n",
       "13                      4                    0                 \n",
       "14                      3                   -2                 \n",
       "15                      3                   -1                 \n",
       "16                      1                    1                 \n",
       "17                      2                   -1                 \n",
       "18                      1                    1                 \n",
       "19                      5                   -4                 \n",
       "20                      0                    3             1   \n",
       "21                      0                    3             1   \n",
       "22                      1                    2             2   \n",
       "23                      5                    0             2   \n",
       "24                      3                   -1             3   \n",
       "25                      3                    2             0   \n",
       "26                      3                    1             4   \n",
       "27                      4                    0             2   \n",
       "28                      4                    0             2   \n",
       "29                      2                    1             0   \n",
       "30                      2                    0             1   \n",
       "31                      3                    4             3   \n",
       "32                      3                    0             2   \n",
       "33                      3                    0             2   \n",
       "34                      2                    0             1   \n",
       "35                      5                   -2             2   \n",
       "36                      4                   -3             0   \n",
       "37                      3                   -1             1   \n",
       "38                      6                   -3             0   \n",
       "39                      6                   -5             0   \n",
       "\n",
       "   penalties_against       year  \n",
       "0                     2019/2020  \n",
       "1                     2019/2020  \n",
       "2                     2019/2020  \n",
       "3                     2019/2020  \n",
       "4                     2019/2020  \n",
       "5                     2019/2020  \n",
       "6                     2019/2020  \n",
       "7                     2019/2020  \n",
       "8                     2019/2020  \n",
       "9                     2019/2020  \n",
       "10                    2019/2020  \n",
       "11                    2019/2020  \n",
       "12                    2019/2020  \n",
       "13                    2019/2020  \n",
       "14                    2019/2020  \n",
       "15                    2019/2020  \n",
       "16                    2019/2020  \n",
       "17                    2019/2020  \n",
       "18                    2019/2020  \n",
       "19                    2019/2020  \n",
       "20                 0  2020/2021  \n",
       "21                 0  2020/2021  \n",
       "22                 0  2020/2021  \n",
       "23                 1  2020/2021  \n",
       "24                 1  2020/2021  \n",
       "25                 0  2020/2021  \n",
       "26                 3  2020/2021  \n",
       "27                 3  2020/2021  \n",
       "28                 1  2020/2021  \n",
       "29                 1  2020/2021  \n",
       "30                 1  2020/2021  \n",
       "31                 1  2020/2021  \n",
       "32                 3  2020/2021  \n",
       "33                 2  2020/2021  \n",
       "34                 1  2020/2021  \n",
       "35                 4  2020/2021  \n",
       "36                 2  2020/2021  \n",
       "37                 0  2020/2021  \n",
       "38                 3  2020/2021  \n",
       "39                 2  2020/2021  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "team_stats_df = team_stats_df_1920.append(team_stats_df_2021)\n",
    "\n",
    "# For net score related columns, remove + sign\n",
    "for col in team_stats_df.filter(like='net_').columns:\n",
    "    team_stats_df[col] = team_stats_df[col].str.replace('+','', regex=True)\n",
    "    \n",
    "team_stats_df = team_stats_df.reset_index(drop=True)\n",
    "team_stats_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2649bf11",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export as CSV file\n",
    "export_date = dt.today().strftime('%Y%m%d')\n",
    "team_stats_df.to_csv(f'./data/EPL_VAR_Team_Stats_Raw_{export_date}.csv', index = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b5e21b6",
   "metadata": {},
   "source": [
    "___\n",
    "### 2. Get incident data  \n",
    "\n",
    "#### (i) 2020 - 2021 Season"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "faabdbbe",
   "metadata": {},
   "source": [
    "##### Define custom functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "82ae6c1e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_opposition_team(x):\n",
    "    '''\n",
    "    Get name of opposition team\n",
    "    '''\n",
    "    pattern = \"Game: (.*?) \\(\"\n",
    "    substring = re.search(pattern, x).group(1).strip()\n",
    "    return substring\n",
    "\n",
    "def get_home_or_away(x):\n",
    "    '''\n",
    "    Get string on match played home or away\n",
    "    '''\n",
    "    pattern = \"\\((.*?)\\;\"\n",
    "    try:\n",
    "        substring = re.search(pattern, x).group(1)\n",
    "        if substring.strip() == 'A':\n",
    "            return 'Away'\n",
    "        else:\n",
    "            return 'Home'\n",
    "    except:\n",
    "        return ''\n",
    "    \n",
    "def get_match_date(x):\n",
    "    '''\n",
    "    Get date of match played\n",
    "    '''\n",
    "    pattern = \"\\;(.*?)\\)\"\n",
    "    try:\n",
    "        substring = re.search(pattern, x).group(1).strip()\n",
    "    except:\n",
    "        substring = ''\n",
    "    return substring\n",
    "\n",
    "def get_all_incidents(x):\n",
    "    '''\n",
    "    Get list of all incidents for a match\n",
    "    '''\n",
    "    return x.split('\\nIncident: ')[1:]\n",
    "\n",
    "def get_decision(x):\n",
    "    '''\n",
    "    Get decision of VAR incident (for or against)\n",
    "    '''\n",
    "    decision = x.split('-')[-1].title().strip()\n",
    "    return decision\n",
    "\n",
    "# Adapted from: https://stackoverflow.com/questions/12680754/split-explode-pandas-dataframe-string-entry-to-separate-rows\n",
    "def explode(df, lst_cols, fill_value='', preserve_index=False):\n",
    "    '''\n",
    "    Create new row for each individual incident of a match\n",
    "    '''\n",
    "    # make sure `lst_cols` is list-alike\n",
    "    if (lst_cols is not None\n",
    "        and len(lst_cols) > 0\n",
    "        and not isinstance(lst_cols, (list, tuple, np.ndarray, pd.Series))):\n",
    "        lst_cols = [lst_cols]\n",
    "        \n",
    "    # all columns except `lst_cols`\n",
    "    idx_cols = df.columns.difference(lst_cols)\n",
    "    # calculate lengths of lists\n",
    "    lens = df[lst_cols[0]].str.len()\n",
    "    # preserve original index values    \n",
    "    idx = np.repeat(df.index.values, lens)\n",
    "    # create \"exploded\" DF\n",
    "    res = (pd.DataFrame({\n",
    "                col:np.repeat(df[col].values, lens)\n",
    "                for col in idx_cols},\n",
    "                index=idx)\n",
    "             .assign(**{col:np.concatenate(df.loc[lens>0, col].values)\n",
    "                            for col in lst_cols}))\n",
    "\n",
    "    if (lens == 0).any():\n",
    "        # at least one list in cells is empty\n",
    "        res = (res.append(df.loc[lens==0, idx_cols], sort=False)\n",
    "                  .fillna(fill_value))\n",
    "        \n",
    "    # revert the original index order\n",
    "    res = res.sort_index()\n",
    "    # reset index if requested\n",
    "    if not preserve_index:        \n",
    "        res = res.reset_index(drop=True)\n",
    "    return res\n",
    "\n",
    "def get_incident_minute(x):  \n",
    "    '''\n",
    "    Get match minute of incident\n",
    "    '''\n",
    "    minute = x.split(',')[-1].split('-')[0].strip()\n",
    "    minute_num = re.sub('\\D', '', minute)\n",
    "    return minute_num"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1ca4ea6c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['Burnley',\n",
       "  'Game: Man City (A; Nov. 28)\\nIncident: Bailey Peacock-Farrell own goal disallowed for offside in the build-up against Gabriel Jesus, 77th minute - FOR'],\n",
       " ['Burnley',\n",
       "  'Game: Arsenal (A; Dec. 13)\\nIncident: Granit Xhaka sent off for violent conduct on Ashley Westwood, 58th minute - FOR'],\n",
       " ['Burnley',\n",
       "  'Game: Man United (H; Jan. 12)\\nIncident: Man United free-kick and Robbie Brady red-card review cancelled for foul in the build-up by Luke Shaw, who was booked - NEUTRAL'],\n",
       " ['Burnley',\n",
       "  'Game: West Brom (H; Feb. 20)\\nIncident: Semi Ajayi sent off for handball and denying an obvious goal-scoring opportunity, 28th minute - FOR'],\n",
       " ['Burnley',\n",
       "  'Game: Arsenal (H; March 6)\\nIncident: Penalty and red card for handball against Erik Pieters cancelled, 85th minute - FOR'],\n",
       " ['Burnley',\n",
       "  'Game: Southampton (A; April 4)\\nIncident: Penalty awarded (scored by Chris Wood) for foul on Erik Pieters by Kyle Walker-Peters, 8th minute - FOR'],\n",
       " ['Burnley',\n",
       "  'Game: Wolves (A; April 25)\\nIncident: Matej Vydra goal disallowed for offside, 50th minute - AGAINST'],\n",
       " ['Everton',\n",
       "  'Game: West Brom (H; Sept. 19)\\nIncident: Dominic Calvert-Lewin goal awarded after originally ruled out for offside, 31st minute - FOR'],\n",
       " ['Everton',\n",
       "  'Game: Crystal Palace (A; Sept. 26)\\nIncident: Penalty awarded (scored by Richarlison) for handball by Joel Ward, 41st minute - FOR'],\n",
       " ['Everton',\n",
       "  'Game: Liverpool (H; Oct. 17)\\nIncident: Jordan Henderson goal ruled out for offside against Sadio Mane, 90th minute - FOR'],\n",
       " ['Everton',\n",
       "  'Game: Chelsea (H; Dec. 12)\\nIncident: Penalty cancelled for offside against Dominic Calvert-Lewin, 63rd minute - AGAINST'],\n",
       " ['Everton',\n",
       "  'Game: Leicester (A; Dec. 16)\\nIncident: Penalty cancelled for challenge on Ayoze Perez by Andre Gomes, 81st minute - FOR'],\n",
       " ['Everton',\n",
       "  'Game: Liverpool (A; Feb. 20)\\nIncident: Penalty overturn review rejected after Trent Alexander-Arnold had brought down Dominic Calvert-Lewin, 81st minute - FOR'],\n",
       " ['Everton',\n",
       "  'Game: Southampton (H; March 1)\\nIncident: Michael Keane goal disallowed for offside in the build-up against Mason Holgate, 25th minute - AGAINST'],\n",
       " ['Everton',\n",
       "  'Game: Arsenal (A; April 23)\\nIncident: Arsenal penalty rescinded for offside in the build-up against Nicolas Pepe, 51st minute - FOR'],\n",
       " ['Chelsea',\n",
       "  'Game: Liverpool (H; Sept. 20)\\nIncident: Andreas Christensen sent off for denying a goal-scoring opportunity when bringing down Sadio Mane, 45th minute - AGAINST'],\n",
       " ['Chelsea',\n",
       "  'Game: Everton (A; Dec. 12)\\nIncident: Penalty cancelled for offside against Dominic Calvert-Lewin, 63rd minute - FOR'],\n",
       " ['Chelsea',\n",
       "  'Game: Wolves (A; Dec. 15)\\nIncident: Penalty cancelled for challenge on Pedro Neto by Reece James, 81st minute - FOR'],\n",
       " ['Chelsea',\n",
       "  'Game: Arsenal (A; Dec. 26)\\nIncident: Tammy Abraham goal awarded after incorrect offside, 85th minute - FOR'],\n",
       " ['Chelsea',\n",
       "  \"Game: Leicester (A; Jan. 19)\\nIncident: Penalty cancelled as Jonny Evans' foul on Christian Pulisic was outside the area, 39th minute - AGAINST\"],\n",
       " ['Chelsea',\n",
       "  \"Game: Sheffield United (A; Feb. 7)\\nIncident: Penalty for Ben Chilwell's challenge on Chris Basham cancelled for offside, 11th minute - FOR\\nIncident: Penalty awarded (scored by Jorginho) for Aaron Ramsdale's challenge on Timo Werner, 58th minute - FOR\"],\n",
       " ['Chelsea',\n",
       "  'Game: Man United (H; Feb. 28)\\nIncident: Penalty review rejected for handball against Callum Hudson-Odoi, 15th minute - FOR'],\n",
       " ['Chelsea',\n",
       "  'Game: Liverpool (A; March 4)\\nIncident: Timo Werner goal disallowed for offside, 24th minute - AGAINST'],\n",
       " ['Chelsea',\n",
       "  'Game: West Ham (A; April 24)\\nIncident: Fabian Balbuena yellow card upgraded to red for foul on Ben Chilwell, 79th minute - FOR'],\n",
       " ['Chelsea',\n",
       "  'Game: Arsenal (H; May 12)\\nIncident: Christian Pulisic goal disallowed for offside, 60th minute - AGAINST'],\n",
       " ['Chelsea',\n",
       "  'Game: Leicester (H; May 18)\\nIncident: Timo Werner goal disallowed for handball, 35th minute - AGAINST\\nIncident: Penalty awarded (scored by Jorginho) after Timo Werner adjudged to have been fouled inside the area, 65th minute - FOR'],\n",
       " ['Fulham',\n",
       "  'Game: Aston Villa (H; Sept. 28)\\nIncident: Bobby Decordova-Reid goal disallowed for foul in the build-up by Aleksandar Mitrovic, 56th minute - AGAINST'],\n",
       " ['Fulham',\n",
       "  'Game: Sheffield United (A; Oct. 18)\\nIncident: Penalty awarded (scored by Billy Sharp) for foul on Jack Robinson by Aleksandar Mitrovic, 85th minute - AGAINST'],\n",
       " ['Fulham',\n",
       "  'Game: Crystal Palace (H; Oct. 24)\\nIncident: Aboubakar Kamara sent off for foul on Eberechi Eze, 86th minute - AGAINST'],\n",
       " ['Fulham',\n",
       "  'Game: West Ham (A; Nov. 7)\\nIncident: Penalty awarded (missed by Ademola Lookman) for foul on Tom Cairney by Saïd Benrahma, 95th minute - FOR'],\n",
       " ['Fulham',\n",
       "  'Game: Leicester (A; Nov. 30)\\nIncident: Penalty awarded (scored by Ivan Cavaleiro) for foul on Bobby De Cordova-Reid by Christian Fuchs, 35th minute - FOR'],\n",
       " ['Fulham',\n",
       "  'Game: Liverpool (H; Dec. 13)\\nIncident: Penalty review rejected by referee Andre Marriner following Fabinho challenge on Ivan Cavaleiro, 16th minute - AGAINST'],\n",
       " ['Fulham',\n",
       "  'Game: Brighton (H; Dec. 16)\\nIncident: Adam Lallana goal disallowed for handball in the build-up by Danny Welbeck, 49th minute - FOR'],\n",
       " ['Fulham',\n",
       "  'Game: Newcastle (A; Dec. 19)\\nIncident: Joachim Andersen sent off for denying a goal-scoring opportunity following challenge on Callum Wilson, 62nd minute - AGAINST'],\n",
       " ['Fulham',\n",
       "  'Game: Southampton (H; Dec. 26)\\nIncident: Goal (scored by Theo Walcott) disallowed for offside against Che Adams, 85th minute - FOR'],\n",
       " ['Fulham',\n",
       "  'Game: West Ham (H; Feb. 6)\\nIncident: Tomas Soucek sent off for elbow on Aleksandar Mitrovic, 90th minute - FOR'],\n",
       " ['Fulham',\n",
       "  'Game: Tottenham (H; March 4)\\nIncident: Josh Maja goal disallowed for handball in the build-up by Mario Lemina, 64th minute - AGAINST'],\n",
       " ['Fulham',\n",
       "  'Game: Leeds (H; March 19)\\nIncident: Luke Ayling goal disallowed for offside against Tyler Roberts in the build-up, 8th minute - FOR'],\n",
       " ['Fulham',\n",
       "  'Game: Aston Villa (A; April 4)\\nIncident: Penalty cancelled. Mario Lemina adjudged not to have fouled Ollie Watkins, 45th minute - FOR'],\n",
       " ['Fulham',\n",
       "  'Game: Wolves (H; April 9)\\nIncident: Willian Jose goal disallowed for offside in the build-up against Daniel Podence, 45th minute - FOR'],\n",
       " ['Fulham',\n",
       "  'Game: Arsenal (A; April 18)\\nIncident: Dani Ceballos goal disallowed for offside in the build-up against Bukayo Saka, 40th minute - FOR'],\n",
       " ['Sheffield United',\n",
       "  'Game: Fulham (H; Oct. 18)\\nIncident: Penalty awarded (scored by Billy Sharp) for foul on Jack Robinson by Aleksandar Mitrovic, 85th minute - FOR'],\n",
       " ['Sheffield United',\n",
       "  'Game: Liverpool (A; Oct. 24)\\nIncident: Penalty awarded (scored by Sander Berge) for foul on Oliver McBurnie by Fabinho. Factual decision on where foul took place, 10th minute - FOR\\nIncident: Mohamed Salah goal disallowed for offside, 62nd minute - FOR'],\n",
       " ['Sheffield United',\n",
       "  'Game: Brighton (A; Dec. 20)\\nIncident: John Lundstram sent off for challenge on Joel Veltman, 40th minute - AGAINST'],\n",
       " ['Sheffield United',\n",
       "  'Game: Newcastle (H; Jan. 12)\\nIncident: Penalty awarded (scored by Billy Sharp) for handball by Federico Fernandez, 73rd minute - FOR'],\n",
       " ['Sheffield United',\n",
       "  \"Game: Chelsea (H; Feb. 7)\\nIncident: Penalty for Ben Chilwell's challenge on Chris Basham cancelled for offside, 11th minute - AGAINST\\nIncident: Penalty awarded (scored by Jorginho) for Aaron Ramsdale's challenge on Timo Werner, 58th minute - AGAINST\"],\n",
       " ['Sheffield United',\n",
       "  'Game: West Ham (A; Feb. 15)\\nIncident: Penalty cancelled after Craig Dawson ruled offside before being fouled by Edna Stevens, 5th minute - FOR'],\n",
       " ['Sheffield United',\n",
       "  'Game: Aston Villa (H; March 3)\\nIncident: Phil Jagielka sent off for professional foul on Anwar El Ghazi, 57th minute - AGAINST'],\n",
       " ['Sheffield United',\n",
       "  'Game: Brighton (H; April 24)\\nIncident: Jakub Moder goal disallowed for offside, 56th minute - FOR'],\n",
       " ['Sheffield United',\n",
       "  'Game: Tottenham (A; May 2)\\nIncident: Son Heung-Min goal disallowed for offside, 50th minute - FOR'],\n",
       " ['Aston Villa',\n",
       "  'Game: Fulham (A; Sept. 28)\\nIncident: Bobby Decordova-Reid goal disallowed for foul in the build-up by Aleksandar Mitrovic, 56th minute - FOR'],\n",
       " ['Aston Villa',\n",
       "  'Game: Southampton (H; Nov. 1)\\nIncident: Ezri Konsa own goal disallowed for offside against Che Adams, 3rd minute - FOR'],\n",
       " ['Aston Villa',\n",
       "  'Game: Arsenal (A; Nov. 8)\\nIncident: John McGinn goal disallowed for offside against Ross Barkley, 1st minute - AGAINST'],\n",
       " ['Aston Villa',\n",
       "  'Game: Brighton (H; Nov. 21)\\nIncident: Penalty rescinded after Solly March adjudged not to have fouled Trezeguet, 92nd minute - AGAINST'],\n",
       " ['Aston Villa',\n",
       "  'Game: West Ham (A; Nov. 30)\\nIncident: Ollie Watkins goal disallowed for offside, 92nd minute - AGAINST'],\n",
       " ['Aston Villa',\n",
       "  'Game: West Brom (A; Dec. 20)\\nIncident: Jake Livermore sent off for high tackle on Jack Grealish, 36th minute - FOR\\nIncident: Ollie Watkins goal ruled out for offside, 72nd minute - AGAINST'],\n",
       " ['Aston Villa',\n",
       "  'Game: Crystal Palace (H; Dec. 26)\\nIncident: Penalty review rejected by referee Anthony Taylor following Matty Cash challenge on Patrick van Aanholt, 24th minute - FOR'],\n",
       " ['Aston Villa',\n",
       "  'Game: Sheffield United (A; March 3)\\nIncident: Phil Jagielka sent off for professional foul on Anwar El Ghazi, 57th minute - FOR'],\n",
       " ['Aston Villa',\n",
       "  'Game: Fulham (H; April 4)\\nIncident: Penalty cancelled. Mario Lemina adjudged not to have fouled Ollie Watkins, 45th minute - AGAINST'],\n",
       " ['Aston Villa',\n",
       "  'Game: Liverpool (A; April 10)\\nIncident: Roberto Firmino goal ruled out for offside against Diogo Jota in the build-up, 45th minute - FOR'],\n",
       " ['Aston Villa',\n",
       "  'Game: Man City (H; April 21)\\nIncident: John Stones yellow changed to red for high challenge on Jacob Ramsey, 42nd minute - FOR'],\n",
       " ['Leicester City',\n",
       "  'Game: West Ham (H; Oct. 4)\\nIncident: Jamie Vardy offside in build-up to Harvey Barnes goal, 90th minute - AGAINST'],\n",
       " ['Leicester City',\n",
       "  'Game: Leeds (A; Nov. 2)\\nIncident: Penalty awarded (scored by Youri Tielemans) for foul on James Maddison by Mateusz Klich, 88th minute - FOR'],\n",
       " ['Leicester City',\n",
       "  'Game: Wolves (H; Nov. 8)\\nIncident: Penalty awarded (scored by Jamie Vardy) for handball by Max Kilman, 14th minute - FOR'],\n",
       " ['Leicester City',\n",
       "  'Game: Fulham (H; Nov. 30)\\nIncident: Penalty awarded (scored by Ivan Cavaleiro) for foul on Bobby De Cordova-Reid by Christian Fuchs, 35th minute - AGAINST'],\n",
       " ['Leicester City',\n",
       "  'Game: Everton (H; Dec. 16)\\nIncident: Penalty cancelled for challenge on Ayoze Perez by Andre Gomes, 81st minute - AGAINST'],\n",
       " ['Leicester City',\n",
       "  'Game: Tottenham (A; Dec. 20)\\nIncident: Penalty awarded (scored by Jamie Vardy) after foul on Wesley Fofana by Serge Aurier, 45th minute - FOR\\nIncident: James Maddison goal ruled out for offside, 47th minute - AGAINST'],\n",
       " ['Leicester City',\n",
       "  \"Game: Chelsea (H; Jan. 19)\\nIncident: Penalty cancelled as Jonny Evans' foul on Christian Pulisic was outside the area, 39th minute - FOR\"],\n",
       " ['Leicester City',\n",
       "  \"Game: Liverpool (H; Feb. 13)\\nIncident: Penalty cancelled after Thiago's foul on Harvey Barnes adjudged to be outside the area, 76th minute - AGAINST\\nIncident: James Maddison goal allowed after incorrect offside against Daniel Amartey, 79th minute - FOR\"],\n",
       " ['Leicester City',\n",
       "  'Game: Arsenal (H; Feb. 28)\\nIncident: Penalty cancelled as foul on Nicolas Pepe by Wilfred Ndidi deemed outside the area, 14th minute - FOR\\nIncident: Penalty awarded (scored by Alexandre Lacazette) for handball against Wilfred Ndidi, 45th minute - AGAINST'],\n",
       " ['Leicester City',\n",
       "  'Game: West Ham (A; April 11)\\nIncident: Issa Diop goal ruled out for offside, 54th minute - FOR'],\n",
       " ['Leicester City',\n",
       "  'Game: Chelsea (A; May 18)\\nIncident: Timo Werner goal disallowed for handball, 35th minute - FOR\\nIncident: Penalty awarded (scored by Jorginho) after Timo Werner adjudged to have been fouled inside the area, 65th minute - AGAINST'],\n",
       " ['Leicester City',\n",
       "  'Game: Tottenham (H; May 23)\\nIncident: Penalty awarded (scored by Jamie Vardy) for foul on Vardy by Toby Alderweireld, 16th minute - FOR'],\n",
       " ['Brighton & Hove Albion',\n",
       "  'Game: Newcastle (A; Sept. 20)\\nIncident: Neal Maupay goal allowed after being ruled out for offside, 8th minute - FOR\\nIncident: Yves Bissouma sent off for dangerous challenge on Jamal Lewis, 86th minute - AGAINST'],\n",
       " ['Brighton & Hove Albion',\n",
       "  'Game: Man United (H; Sept. 26)\\nIncident: Penalty cancelled for challenge on Aaron Connolly by Paul Pogba, 48th minute - AGAINST\\nIncident: Marcus Rashford goal disallowed for offside, 52nd minute - FOR\\nIncident: Penalty awarded (scored by Bruno Fernandes) for handball against Neal Maupay, 90th minute - AGAINST'],\n",
       " ['Brighton & Hove Albion',\n",
       "  'Game: Tottenham (A; Nov. 1)\\nIncident: Penalty awarded (scored by Harry Kane) after foul on Kane by Adam Lallana adjudged to be inside the area, 11th minute - AGAINST\\nIncident: Goal for Tariq Lamptey stands after Graham Scott rejects VAR review for foul in the build-up by Solly March on Pierre-Emile Hojbjerg, 56th minute - FOR'],\n",
       " ['Brighton & Hove Albion',\n",
       "  'Game: Aston Villa (A; Nov. 21)\\nIncident: Penalty rescinded after Solly March adjudged not to have fouled Trezeguet, 92nd minute - FOR'],\n",
       " ['Brighton & Hove Albion',\n",
       "  'Game: Liverpool (H; Nov. 28)\\nIncident: Mohamed Salah goal disallowed for offside, 35th minute - FOR\\nIncident: Offside against Sadio Mane after scoring, 85th minute - FOR\\nIncident: Penalty awarded (scored by Pascal Gross) for a foul on Danny Welbeck by Andrew Robertson, 92nd minute - FOR'],\n",
       " ['Brighton & Hove Albion',\n",
       "  'Game: Southampton (H; Dec. 7)\\nIncident: Penalty conceded (scored by Danny Ings) after Solly March adjudged to have fouled Kyle Walker-Peters inside the area, 80th minute - AGAINST'],\n",
       " ['Brighton & Hove Albion',\n",
       "  'Game: Fulham (A; Dec. 16)\\nIncident: Adam Lallana goal disallowed for handball in the build-up by Danny Welbeck, 49th minute - AGAINST'],\n",
       " ['Brighton & Hove Albion',\n",
       "  'Game: Sheffield United (H; Dec. 20)\\nIncident: John Lundstram sent off for challenge on Joel Veltman, 40th minute - FOR'],\n",
       " ['Brighton & Hove Albion',\n",
       "  'Game: West Brom (A; Feb. 27)\\nIncident: Penalty conceded (missed by Pascal Gross) for handball against Okay Yokuslu, 17th minute - FOR\\nIncident: Lewis Dunk goal disallowed as referee Lee Mason had blown his whistle before the ball crossed the line, 37th minute - AGAINST'],\n",
       " ['Brighton & Hove Albion',\n",
       "  'Game: Sheffield United (A; April 24)\\nIncident: Jakub Moder goal disallowed for offside, 56th minute - AGAINST'],\n",
       " ['Crystal Palace',\n",
       "  'Game: Southampton (H; Sept. 12)\\nIncident: Red card for Kyle Walker-Peters rescinded, 51st minute - AGAINST'],\n",
       " ['Crystal Palace',\n",
       "  'Game: Man United (A; Sept. 19)\\nIncident: Penalty awarded (missed by Jordan Ayew) for handball by Victor Lindelof, 70th minute - FOR\\nIncident: Penalty retaken (scored by Wilfried Zaha) for encroachment by David de Gea, 73rd minute - FOR'],\n",
       " ['Crystal Palace',\n",
       "  'Game: Everton (H; Sept. 26)\\nIncident: Penalty awarded (scored by Richarlison) for handball by Joel Ward, 41st minute - AGAINST'],\n",
       " ['Crystal Palace',\n",
       "  'Game: Leeds (H; Nov. 7)\\nIncident: Patrick Bamford goal disallowed for offside, 19th minute - FOR'],\n",
       " ['Crystal Palace',\n",
       "  'Game: Fulham (A; Oct. 24)\\nIncident: Aboubakar Kamara sent off for foul on Eberechi Eze, 86th minute - FOR'],\n",
       " ['Crystal Palace',\n",
       "  'Game: Wolves (A; Oct. 30)\\nIncident: Penalty for Crystal Palace cancelled for offside against Patrick van Aanholt, 38th minute - AGAINST\\nIncident: Luka Milivojevic sent off for a challenge on Joao Moutinho, 85th minute - AGAINST'],\n",
       " ['Crystal Palace',\n",
       "  'Game: WBA (A; Dec. 6)\\nIncident: Matheus Pereira sent off for challenge on Patrick van Aanholt, 35th minute - FOR'],\n",
       " ['Crystal Palace',\n",
       "  'Game: Aston Villa (A; Dec. 26)\\nIncident: Penalty review rejected by referee Anthony Taylor following Matty Cash challenge on Patrick van Aanholt, 24th minute - AGAINST'],\n",
       " ['Crystal Palace',\n",
       "  'Game: West Brom (H; March 13)\\nIncident: Penalty conceded (scored by Luka Milivojevic) for handball against Darnell Furlong, 34th minute - FOR'],\n",
       " ['Leeds',\n",
       "  'Game: Wolves (H; Oct. 19)\\nIncident: Goal for Romain Saiss disallowed for offside in the build-up by Daniel Podence, 54th minute - FOR'],\n",
       " ['Leeds',\n",
       "  'Game: Leicester (H; Nov. 2)\\nIncident: Penalty awarded (scored by Youri Tielemans) for foul on James Maddison by Mateusz Klich, 88th minute - AGAINST'],\n",
       " ['Leeds',\n",
       "  'Game: Crystal Palace (A; Nov. 7)\\nIncident: Patrick Bamford goal disallowed for offside, 19th minute - AGAINST'],\n",
       " ['Leeds',\n",
       "  'Game: Arsenal (H; Nov. 22)\\nIncident: Nicolas Pepe sent off for headbutt on Ezgjan Alioski, 51st minute - FOR'],\n",
       " ['Leeds',\n",
       "  'Game: West Ham (H; Dec. 11)\\nIncident: Penalty retaken (scored by Mateusz Klich) for encroachment by Lukasz Fabianski, 6th minute - FOR'],\n",
       " ['Leeds',\n",
       "  'Game: Arsenal (A; Feb. 14)\\nIncident: Penalty cancelled after Liam Cooper adjudged not to have fouled Bukayo Saka, 35th minute - FOR'],\n",
       " ['Leeds',\n",
       "  'Game: Southampton (H; Feb. 23)\\nIncident: Penalty cancelled after Diego Llorente adjudged not to have fouled Nathan Tella, 33rd minute - FOR'],\n",
       " ['Leeds',\n",
       "  'Game: Fulham (A; March 19)\\nIncident: Luke Ayling goal disallowed for offside against Tyler Roberts in the build-up, 8th minute - AGAINST'],\n",
       " ['Leeds',\n",
       "  'Game: Man City (A; April 10)\\nIncident: Liam Cooper card upgraded from yellow to red for high challenge on Gabriel Jesus, 45th minute - AGAINST'],\n",
       " ['Manchester City',\n",
       "  'Game: Liverpool (H; Nov. 8)\\nIncident: Penalty awarded (missed by Kevin De Bruyne) for handball against Joe Gomez, 41st minute - FOR'],\n",
       " ['Manchester City',\n",
       "  'Game: Tottenham (A; Nov. 21)\\nIncident: Aymeric Laporte goal disallowed for handball by Gabriel Jesus, 27th minute - AGAINST'],\n",
       " ['Manchester City',\n",
       "  'Game: Burnley (H; Nov. 28)\\nIncident: Bailey Peacock-Farrell own goal disallowed for offside in the build-up against Gabriel Jesus, 77th minute - AGAINST'],\n",
       " ['Manchester City',\n",
       "  'Game: Man United (A; Dec. 12)\\nIncident: Penalty cancelled for offside against Marcus Rashford, 38th minute - FOR'],\n",
       " ['Manchester City',\n",
       "  'Game: West Brom (A; Jan. 26)\\nIncident: Ilkay Gundogan goal awarded after incorrect offside against Bernardo Silva, 20th minute - FOR'],\n",
       " ['Manchester City',\n",
       "  'Game: Wolves (H; March 2)\\nIncident: Gabriel Jesus goal allowed after incorrect offside, 90th minute - FOR'],\n",
       " ['Manchester City',\n",
       "  'Game: Leeds (H; April 10)\\nIncident: Liam Cooper card upgraded from yellow to red for high challenge on Gabriel Jesus, 45th minute - FOR'],\n",
       " ['Manchester City',\n",
       "  'Game: Aston Villa (A; April 21)\\nIncident: John Stones yellow changed to red for high challenge on Jacob Ramsey, 42nd minute - AGAINST'],\n",
       " ['Manchester City',\n",
       "  'Game: Newcastle (A; May 14)\\nIncident: Penalty awarded (scored by Joelinton) after incorrect offside against Allan Saint-Maximin, 45th minute - AGAINST'],\n",
       " ['Manchester United',\n",
       "  'Game: Crystal Palace (H; Sept. 19)\\nIncident: Penalty awarded (missed by Jordan Ayew) for handball by Victor Lindelof, 70th minute - AGAINST\\nIncident: Penalty retaken (scored by Wilfried Zaha) for encroachment by David de Gea, 73rd minute - AGAINST'],\n",
       " ['Manchester United',\n",
       "  'Game: Brighton (A; Sept. 26)\\nIncident: Penalty cancelled for challenge on Aaron Connolly by Paul Pogba, 48th minute - FOR\\nIncident: Marcus Rashford goal disallowed for offside, 52nd minute - AGAINST\\nIncident: Penalty awarded (scored by Bruno Fernandes) for handball against Neal Maupay, 90th minute - FOR'],\n",
       " ['Manchester United',\n",
       "  'Game: Newcastle (A; Oct. 17)\\nIncident: Bruno Fernandes goal ruled out for offside against Juan Mata, 19th minute - AGAINST\\nIncident: Penalty awarded (missed by Bruno Fernandes) for foul on Marcus Rashford by Jamal Lewis, 54th minute - FOR'],\n",
       " ['Manchester United',\n",
       "  'Game: West Brom (H; Nov. 21)\\nIncident: WBA penalty cancelled after Bruno Fernandes adjudged not to have fouled Conor Gallagher, 47th minute - FOR\\nIncident: Penalty retake (scored by Bruno Fernandes) after encroachment by Sam Johnstone, 56th minute - FOR'],\n",
       " ['Manchester United',\n",
       "  'Game: Man City (H; Dec. 12)\\nIncident: Penalty cancelled for offside against Marcus Rashford, 38th minute - AGAINST'],\n",
       " ['Manchester United',\n",
       "  'Game: Burnley (A; Jan. 12)\\nIncident: Man United free-kick and Robbie Brady red-card review cancelled for foul in the build-up by Luke Shaw, who was booked - NEUTRAL'],\n",
       " ['Manchester United',\n",
       "  \"Game: Southampton (H; Feb. 2)\\nIncident: Penalty cancelled after Kayne Ramsay's foul on Edinson Cavani ruled outside the area, 42nd minute - AGAINST\\nIncident: Goal for Che Adams disallowed for offside, 53rd minute - FOR\\nIncident: Jan Bednarek sent off for denying an obvious goal-scoring opportunity, 53rd minute - FOR\"],\n",
       " ['Manchester United',\n",
       "  'Game: West Brom (A; Feb. 14)\\nIncident: Penalty cancelled after Semi Ajayi adjudged not to have fouled Harry Maguire, 64th minute - AGAINST'],\n",
       " ['Manchester United',\n",
       "  'Game: Chelsea (A; Feb. 28)\\nIncident: Penalty review rejected for handball against Callum Hudson-Odoi, 15th minute - AGAINST'],\n",
       " ['Manchester United',\n",
       "  'Game: Tottenham (A; April 11)\\nIncident: Edinson Cavani goal ruled out for foul on Son Heung-Min by Scott McTominay, 33rd minute - AGAINST'],\n",
       " ['Manchester United',\n",
       "  'Game: Liverpool (H; May 13)\\nIncident: Penalty cancelled for challenge on Nathaniel Phillips by Eric Bailly, 27th minute - FOR'],\n",
       " ['Manchester United',\n",
       "  'Game: Wolves (A; May 23)\\nIncident: 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",
       " ['Newcastle',\n",
       "  'Game: Brighton (H; Sept. 20)\\nIncident: Neal Maupay goal allowed after being ruled out for offside, 8th minute - AGAINST\\nIncident: Yves Bissouma sent off for dangerous challenge on Jamal Lewis, 86th minute - FOR'],\n",
       " ['Newcastle',\n",
       "  'Game: Tottenham (A; Sept. 27)\\nIncident: Penalty awarded (scored by Callum Wilson) for handball by Eric Dier, 90th minute - FOR'],\n",
       " ['Newcastle',\n",
       "  'Game: Man United (H; Oct. 17)\\nIncident: Bruno Fernandes goal ruled out for offside against Juan Mata, 19th minute - FOR\\nIncident: Penalty awarded (missed by Bruno Fernandes) for foul on Marcus Rashford by Jamal Lewis, 54th minute - AGAINST'],\n",
       " ['Newcastle',\n",
       "  'Game: Fulham (H; Dec. 19)\\nIncident: Joachim Andersen sent off for denying a goal-scoring opportunity following challenge on Callum Wilson, 62nd minute - FOR'],\n",
       " ['Newcastle',\n",
       "  'Game: Sheffield United (A; Jan. 12)\\nIncident: Penalty awarded (scored by Billy Sharp) for handball by Federico Fernandez, 73rd minute - AGAINST'],\n",
       " ['Newcastle',\n",
       "  'Game: West Ham (H; April 17)\\nIncident: Penalty awarded (scored by Jesse Lingard) for handball by Ciaran Clark, 76th minute - AGAINST'],\n",
       " ['Newcastle',\n",
       "  'Game: Liverpool (A; April 24)\\nIncident: Callum Wilson goal disallowed for handball, 92nd minute - AGAINST'],\n",
       " ['Newcastle',\n",
       "  'Game: Man City (H; May 14)\\nIncident: Penalty awarded (scored by Joelinton) after incorrect offside against Allan Saint-Maximin, 45th minute - FOR'],\n",
       " ['Southampton',\n",
       "  'Game: Crystal Palace (A; Sept. 12)\\nIncident: Red card for Kyle Walker-Peters rescinded, 51st minute - FOR'],\n",
       " ['Southampton',\n",
       "  'Game: Tottenham (H; Sept. 20)\\nIncident: Goal (scored by Harry Kane) disallowed for offside against Son Heung-Min, 3rd minute - FOR\\nIncident: Penalty awarded (scored by Danny Ings) for handball by Matt Doherty, 90th minute - FOR'],\n",
       " ['Southampton',\n",
       "  'Game: Aston Villa (A; Nov. 1)\\nIncident: Ezri Konsa own goal disallowed for offside against Che Adams, 3rd minute - AGAINST'],\n",
       " ['Southampton',\n",
       "  'Game: Brighton (A; Dec. 7)\\nIncident: Penalty conceded (scored by Danny Ings) after Solly March adjudged to have fouled Kyle Walker-Peters inside the area, 80th minute - FOR'],\n",
       " ['Southampton',\n",
       "  'Game: Fulham (A; Dec. 26)\\nIncident: Goal (scored by Theo Walcott) disallowed for offside against Che Adams, 85th minute - AGAINST'],\n",
       " ['Southampton',\n",
       "  \"Game: Man United (A; Feb. 2)\\nIncident: Penalty cancelled after Kayne Ramsay's foul on Edinson Cavani ruled outside the area, 42nd minute - FOR\\nIncident: Goal for Che Adams disallowed for offside, 53rd minute - AGAINST\\nIncident: Jan Bednarek sent off for denying an obvious goal-scoring opportunity, 53rd minute - AGAINST\"],\n",
       " ['Southampton',\n",
       "  'Game: Leeds (A; Feb. 23)\\nIncident: Penalty cancelled after Diego Llorente adjudged not to have fouled Nathan Tella, 33rd minute - AGAINST'],\n",
       " ['Southampton',\n",
       "  'Game: Everton (A; March 1)\\nIncident: Michael Keane goal disallowed for offside in the build-up against Mason Holgate, 25th minute - FOR'],\n",
       " ['Southampton',\n",
       "  'Game: Burnley (H; April 4)\\nIncident: Penalty awarded (scored by Chris Wood) for foul on Erik Pieters by Kyle Walker-Peters, 8th minute - AGAINST'],\n",
       " ['Southampton',\n",
       "  \"Game: Tottenham (A; April 21)\\nIncident: Son Heung-Min goal disallowed for offside against Lucas Moura in the goalkeeper's line of vision, 74th minute - FOR\\nIncident: 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",
       " ['West Ham',\n",
       "  'Game: Newcastle United (H; Sept. 12)\\nIncident: Yellow card for Tomas Soucek switched to Andriy Yarmolenko due to mistaken identity by the referee.'],\n",
       " ['West Ham',\n",
       "  'Game: Leicester (A; Oct. 4)\\nIncident: Jamie Vardy offside in build-up to Harvey Barnes goal, 90th minute - FOR'],\n",
       " ['West Ham',\n",
       "  'Game: Liverpool (A; Oct. 31)\\nIncident: Diojo Jota goal disallowed for a foul by Sadio Mane, 82nd minute - FOR'],\n",
       " ['West Ham',\n",
       "  'Game: Fulham (H; Nov. 7)\\nIncident: Penalty awarded (missed by Ademola Lookman) for foul on Tom Cairney by Saïd Benrahma, 95th minute - AGAINST'],\n",
       " ['West Ham',\n",
       "  'Game: Aston Villa (H; Nov. 30)\\nIncident: Ollie Watkins goal disallowed for offside, 92nd minute - FOR'],\n",
       " ['West Ham',\n",
       "  'Game: Leeds (A; Dec. 11)\\nIncident: Penalty retaken (scored by Mateusz Klich) for encroachment by Lukasz Fabianski, 6th minute - AGAINST'],\n",
       " ['West Ham',\n",
       "  'Game: Fulham (A; Feb. 6)\\nIncident: Tomas Soucek sent off for elbow on Aleksandar Mitrovic, 90th minute - AGAINST'],\n",
       " ['West Ham',\n",
       "  'Game: Sheffield United (H; Feb. 15)\\nIncident: Penalty cancelled after Craig Dawson ruled offside before being fouled by Edna Stevens, 5th minute - AGAINST'],\n",
       " ['West Ham',\n",
       "  'Game: Tottenham (H; Feb. 21)\\nIncident: Goal for Jesse Lingard allowed after incorrect offside, 47th minute - FOR'],\n",
       " ['West Ham',\n",
       "  'Game: Leicester (H; April 11)\\nIncident: Issa Diop goal ruled out for offside, 54th minute - AGAINST'],\n",
       " ['West Ham',\n",
       "  'Game: Newcastle (A; April 17)\\nIncident: Penalty awarded (scored by Jesse Lingard) for handball by Ciaran Clark, 76th minute - FOR'],\n",
       " ['West Ham',\n",
       "  'Game: Chelsea (H; April 24)\\nIncident: Fabian Balbuena yellow card upgraded to red for foul on Ben Chilwell, 79th minute - AGAINST'],\n",
       " ['Tottenham Hotspur',\n",
       "  'Game: Southampton (A; Sept. 20)\\nIncident: Goal (scored by Harry Kane) disallowed for offside against Son Heung-Min, 3rd minute - AGAINST\\nIncident: Penalty awarded (scored by Danny Ings) for handball by Matt Doherty, 90th minute - AGAINST'],\n",
       " ['Tottenham Hotspur',\n",
       "  'Game: Newcastle (H; Sept. 27)\\nIncident: Penalty awarded (scored by Callum Wilson) for handball by Eric Dier, 90th minute - AGAINST'],\n",
       " ['Tottenham Hotspur',\n",
       "  'Game: Brighton (H; Nov. 1)\\nIncident: Penalty awarded (scored by Harry Kane) after foul on Kane by Adam Lallana adjudged to be inside the area, 11th minute - FOR\\nIncident: Goal for Tariq Lamptey stands after Graham Scott rejects VAR review for foul in the build-up by Solly March on Pierre-Emile Hojbjerg, 56th minute - AGAINST'],\n",
       " ['Tottenham Hotspur',\n",
       "  'Game: Man City (H; Nov. 21)\\nIncident: Aymeric Laporte goal disallowed for handball by Gabriel Jesus, 27th minute - FOR'],\n",
       " ['Tottenham Hotspur',\n",
       "  'Game: Leicester (H; Dec. 20)\\nIncident: Penalty awarded (scored by Jamie Vardy) after foul on Wesley Fofana by Serge Aurier, 45th minute - AGAINST\\nIncident: James Maddison goal ruled out for offside, 47th minute - FOR'],\n",
       " ['Tottenham Hotspur',\n",
       "  'Game: Liverpool (H; Jan. 28)\\nIncident: Son Heung-Min goal disallowed for offside in the build-up, 3rd minute - AGAINST\\nIncident: Mohamed Salah goal ruled out for handball in the build-up by Roberto Firmino, 56th minute - FOR'],\n",
       " ['Tottenham Hotspur',\n",
       "  'Game: West Ham (A; Feb. 21)\\nIncident: Goal for Jesse Lingard allowed after incorrect offside, 47th minute - AGAINST'],\n",
       " ['Tottenham Hotspur',\n",
       "  'Game: Fulham (A; March 4)\\nIncident: Josh Maja goal disallowed for handball in the build-up by Mario Lemina, 64th minute - FOR'],\n",
       " ['Tottenham Hotspur',\n",
       "  'Game: Man United (H; April 11)\\nIncident: Edinson Cavani goal ruled out for foul on Son Heung-Min by Scott McTominay, 33rd minute - FOR'],\n",
       " ['Tottenham Hotspur',\n",
       "  \"Game: Southampton (H; April 21)\\nIncident: Son Heung-Min goal disallowed for offside against Lucas Moura in the goalkeeper's line of vision, 74th minute - AGAINST\\nIncident: Penalty awarded (scored by Son Heung-Min) after foul by Moussa Djenepo on Sergio Reguilon adjudged to be inside the area, 86th minute - FOR\"],\n",
       " ['Tottenham Hotspur',\n",
       "  'Game: Sheffield United (H; May 2)\\nIncident: Son Heung-Min goal disallowed for offside, 50th minute - AGAINST'],\n",
       " ['Tottenham Hotspur',\n",
       "  'Game: Leicester (A; May 23)\\nIncident: Penalty awarded (scored by Jamie Vardy) for foul on Vardy by Toby Alderweireld, 16th minute - AGAINST'],\n",
       " ['Wolves',\n",
       "  'Game: Leeds (A; Oct. 19)\\nIncident: Goal for Romain Saiss disallowed for offside in the build-up by Daniel Podence, 54th minute - AGAINST'],\n",
       " ['Wolves',\n",
       "  'Game: Crystal Palace (H; Oct. 30)\\nIncident: Penalty for Crystal Palace cancelled for offside against Patrick van Aanholt, 38th minute - FOR\\nIncident: Luka Milivojevic sent off for a challenge on Joao Moutinho, 85th minute - FOR'],\n",
       " ['Wolves',\n",
       "  'Game: Leicester (A; Nov. 8)\\nIncident: Penalty awarded (scored by Jamie Vardy) for handball by Max Kilman, 14th minute - AGAINST'],\n",
       " ['Wolves',\n",
       "  'Game: Liverpool (A; Dec. 6)\\nIncident: Penalty cancelled, Sadio Mane adjudged not to have fouled Conor Coady, 44th minute - AGAINST'],\n",
       " ['Wolves',\n",
       "  'Game: Chelsea (H; Dec. 15)\\nIncident: Penalty cancelled for challenge on Pedro Neto by Reece James, 81st minute - AGAINST'],\n",
       " ['Wolves',\n",
       "  'Game: Arsenal (H; Feb. 2)\\nIncident: Bukayo Saka goal disallowed for offside in the build-up against Alexandre Lacazette, 9th minute - FOR'],\n",
       " ['Wolves',\n",
       "  'Game: Man City (A; March 2)\\nIncident: Gabriel Jesus goal allowed after incorrect offside, 90th minute - AGAINST'],\n",
       " ['Wolves',\n",
       "  'Game: Fulham (A; April 9)\\nIncident: Willian Jose goal disallowed for offside in the build-up against Daniel Podence, 45th minute - AGAINST'],\n",
       " ['Wolves',\n",
       "  'Game: Burnley (H; April 25)\\nIncident: Matej Vydra goal disallowed for offside, 50th minute - FOR'],\n",
       " ['Wolves',\n",
       "  'Game: Man United (H; May 23)\\nIncident: Penalty awarded (missed by Juan Mata but scored on the rebound) for foul on Donny van de Beek by Romain Saiss, 45th minute - AGAINST'],\n",
       " ['Arsenal',\n",
       "  'Game: Aston Villa (H; Nov. 8)\\nIncident: John McGinn goal disallowed for offside against Ross Barkley, 1st minute - FOR'],\n",
       " ['Arsenal',\n",
       "  'Game: Leeds (A; Nov. 22)\\nIncident: Nicolas Pepe sent off for headbutt on Ezgjan Alioski, 51st minute - AGAINST'],\n",
       " ['Arsenal',\n",
       "  'Game: Burnley (H; Dec. 13)\\nIncident: Granit Xhaka sent off for violent conduct on Ashley Westwood, 58th minute - AGAINST'],\n",
       " ['Arsenal',\n",
       "  'Game: Chelsea (H; Dec. 26)\\nIncident: Tammy Abraham goal awarded after incorrect offside, 85th minute - AGAINST'],\n",
       " ['Arsenal',\n",
       "  'Game: Wolves (A; Feb. 2)\\nIncident: Bukayo Saka goal disallowed for offside in the build-up against Alexandre Lacazette, 9th minute - AGAINST'],\n",
       " ['Arsenal',\n",
       "  'Game: Leeds (H; Feb. 14)\\nIncident: Penalty cancelled after Liam Cooper adjudged not to have fouled Bukayo Saka, 35th minute - AGAINST'],\n",
       " ['Arsenal',\n",
       "  'Game: Leicester (A; Feb. 28)\\nIncident: Penalty cancelled as foul on Nicolas Pepe by Wilfred Ndidi deemed outside the area, 14th minute - AGAINST\\nIncident: Penalty awarded (scored by Alexandre Lacazette) for handball against Wilfred Ndidi, 45th minute - FOR'],\n",
       " ['Arsenal',\n",
       "  'Game: Burnley (A; March 6)\\nIncident: Penalty and red card for handball against Erik Pieters cancelled, 85th minute - AGAINST'],\n",
       " ['Arsenal',\n",
       "  'Game: Fulham (H; April 18)\\nIncident: Dani Ceballos goal disallowed for offside in the build-up against Bukayo Saka, 40th minute - AGAINST'],\n",
       " ['Arsenal',\n",
       "  'Game: Everton (H; April 23)\\nIncident: Arsenal penalty rescinded for offside in the build-up against Nicolas Pepe, 51st minute - AGAINST'],\n",
       " ['Arsenal',\n",
       "  'Game: Chelsea (A; May 12)\\nIncident: Christian Pulisic goal disallowed for offside, 60th minute - FOR'],\n",
       " ['Liverpool',\n",
       "  'Game: Chelsea (A; Sept. 20)\\nIncident: Andreas Christensen sent off for denying a goal-scoring opportunity when bringing down Sadio Mane, 45th minute - FOR'],\n",
       " ['Liverpool',\n",
       "  'Game: Everton (A; Oct. 17)\\nIncident: Jordan Henderson goal ruled out for offside against Sadio Mane, 90th minute - AGAINST'],\n",
       " ['Liverpool',\n",
       "  'Game: Sheffield United (H; Oct. 24)\\nIncident: Penalty awarded (scored by Sander Berge) for foul on Oliver McBurnie by Fabinho. Factual decision on where foul took place, 10th minute - AGAINST\\nIncident: Mohamed Salah goal disallowed for offside, 62nd minute - AGAINST'],\n",
       " ['Liverpool',\n",
       "  'Game: West Ham (H; Oct. 31)\\nIncident: Diojo Jota goal disallowed for a foul by Sadio Mane, 82nd minute - AGAINST'],\n",
       " ['Liverpool',\n",
       "  'Game: Man City (A; Nov. 8)\\nIncident: Penalty awarded (missed by Kevin De Bruyne) for handball against Joe Gomez, 41st minute - AGAINST'],\n",
       " ['Liverpool',\n",
       "  'Game: Brighton (A; Nov. 28)\\nIncident: Mohamed Salah goal disallowed for offside, 35th minute - AGAINST\\nIncident: Offside against Sadio Mane after scoring, 85th minute - AGAINST\\nIncident: Penalty awarded (scored by Pascal Gross) for a foul on Danny Welbeck by Andrew Robertson, 92nd minute - AGAINST'],\n",
       " ['Liverpool',\n",
       "  'Game: Wolves (H; Dec. 6)\\nIncident: Penalty cancelled, Sadio Mane adjudged not to have fouled Conor Coady, 44th minute - FOR'],\n",
       " ['Liverpool',\n",
       "  'Game: Fulham (A; Dec. 13)\\nIncident: Penalty review rejected by referee Andre Marriner following Fabinho challenge on Ivan Cavaleiro, 16th minute - FOR'],\n",
       " ['Liverpool',\n",
       "  'Game: Tottenham (A; Jan. 28)\\nIncident: Son Heung-Min goal disallowed for offside in the build-up, 3rd minute - FOR\\nIncident: Mohamed Salah goal ruled out for handball in the build-up by Roberto Firmino, 56th minute - AGAINST'],\n",
       " ['Liverpool',\n",
       "  \"Game: Leicester (A; Feb. 13)\\nIncident: Penalty cancelled after Thiago's foul on Harvey Barnes adjudged to be outside the area, 76th minute - FOR\\nIncident: James Maddison goal allowed after incorrect offside against Daniel Amartey, 79th minute - AGAINST\"],\n",
       " ['Liverpool',\n",
       "  'Game: Everton (H; Feb. 20)\\nIncident: Penalty overturn review rejected after Trent Alexander-Arnold had brought down Dominic Calvert-Lewin, 81st minute - AGAINST'],\n",
       " ['Liverpool',\n",
       "  'Game: Chelsea (H; March 4)\\nIncident: Timo Werner goal disallowed for offside, 24th minute - FOR'],\n",
       " ['Liverpool',\n",
       "  'Game: Aston Villa (H; April 10)\\nIncident: Roberto Firmino goal ruled out for offside against Diogo Jota in the build-up, 45th minute - AGAINST'],\n",
       " ['Liverpool',\n",
       "  'Game: Newcastle (H; April 24)\\nIncident: Callum Wilson goal disallowed for handball, 92nd minute - FOR'],\n",
       " ['Liverpool',\n",
       "  'Game: Man United (A; May 13)\\nIncident: Penalty cancelled for challenge on Nathaniel Phillips by Eric Bailly, 27th minute - AGAINST'],\n",
       " ['West Brom',\n",
       "  'Game: Everton (A; Sept. 19)\\nIncident: Dominic Calvert-Lewin goal awarded after originally ruled out for offside, 31st minute - AGAINST'],\n",
       " ['West Brom',\n",
       "  'Game: Man United (A; Nov. 21)\\nIncident: WBA penalty cancelled after Bruno Fernandes adjudged not to have fouled Conor Gallagher, 47th minute - AGAINST\\nIncident: Penalty retake (scored by Bruno Fernandes) after encroachment by Sam Johnstone, 56th minute - AGAINST'],\n",
       " ['West Brom',\n",
       "  'Game: Crystal Palace (H; Dec. 6)\\nIncident: Matheus Pereira sent off for challenge on Patrick van Aanholt, 35th minute - AGAINST'],\n",
       " ['West Brom',\n",
       "  'Game: Aston Villa (H; Dec. 20)\\nIncident: Jake Livermore sent off for high tackle on Jack Grealish, 36th minute - AGAINST\\nIncident: Ollie Watkins goal ruled out for offside, 72nd minute - FOR'],\n",
       " ['West Brom',\n",
       "  'Game: Man City (H; Jan. 26)\\nIncident: Ilkay Gundogan goal awarded after incorrect offside against Bernardo Silva, 20th minute - AGAINST'],\n",
       " ['West Brom',\n",
       "  'Game: Man United (H; Feb. 14)\\nIncident: Penalty cancelled after Semi Ajayi adjudged not to have fouled Harry Maguire, 64th minute - FOR'],\n",
       " ['West Brom',\n",
       "  'Game: Burnley (A; Feb. 20)\\nIncident: Semi Ajayi sent off for handball and denying an obvious goal-scoring opportunity, 28th minute - AGAINST'],\n",
       " ['West Brom',\n",
       "  'Game: Brighton (H; Feb. 27)\\nIncident: Penalty conceded (missed by Pascal Gross) for handball against Okay Yokuslu, 17th minute - AGAINST\\nIncident: Lewis Dunk goal disallowed as referee Lee Mason had blown his whistle before the ball crossed the line, 37th minute - FOR'],\n",
       " ['West Brom',\n",
       "  'Game: Crystal Palace (A; March 13)\\nIncident: Penalty conceded (scored by Luka Milivojevic) for handball against Darnell Furlong, 34th minute - AGAINST']]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Direct web driver to 2020-2021 page\n",
    "driver.get(VAR_PAGE_2020_2021)\n",
    "\n",
    "# Team numbering\n",
    "team_list_elems = driver.find_elements_by_xpath(\"//div[@class='article-body']/h2\")\n",
    "team_title_list = []\n",
    "team_list = []\n",
    "\n",
    "for team in team_list_elems:\n",
    "    team_title_list.append(team.text)\n",
    "    team_list.append(team.text.rsplit(' ',1)[0])\n",
    "\n",
    "incident_list = []\n",
    "inc_list = team_title_list + ['Game', 'Incident']\n",
    "exc_list = ['Overturns:']\n",
    "\n",
    "parent = driver.find_element_by_xpath(\"//div[@class='article-body']\")\n",
    "for child in parent.find_elements_by_xpath('./child::*'):\n",
    "    if any(keyword in child.text for keyword in inc_list) and not any(keyword in child.text for keyword in exc_list):\n",
    "        incident_list.append(child.text)\n",
    "\n",
    "team_name = ''\n",
    "incident_list_organized_2021 = []\n",
    "\n",
    "for line in incident_list[1:]:\n",
    "    global team_name\n",
    "    for name in team_list:\n",
    "        if line.startswith(name):\n",
    "            team_name = name\n",
    "            continue\n",
    "    if line.startswith('Game'):\n",
    "        incident_list_organized_2021.append([team_name, line])\n",
    "        \n",
    "incident_list_organized_2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2430d0a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "209"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(incident_list_organized_2021)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "50d9e87b",
   "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>team</th>\n",
       "      <th>match_info_full</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>Game: Man City (A; Nov. 28)\\nIncident: Bailey ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>Game: Arsenal (A; Dec. 13)\\nIncident: Granit X...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>Game: Man United (H; Jan. 12)\\nIncident: Man U...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>Game: West Brom (H; Feb. 20)\\nIncident: Semi A...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>Game: Arsenal (H; March 6)\\nIncident: Penalty ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>Game: Southampton (A; April 4)\\nIncident: Pena...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>Game: Wolves (A; April 25)\\nIncident: Matej Vy...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Everton</td>\n",
       "      <td>Game: West Brom (H; Sept. 19)\\nIncident: Domin...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Everton</td>\n",
       "      <td>Game: Crystal Palace (A; Sept. 26)\\nIncident: ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Everton</td>\n",
       "      <td>Game: Liverpool (H; Oct. 17)\\nIncident: Jordan...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Everton</td>\n",
       "      <td>Game: Chelsea (H; Dec. 12)\\nIncident: Penalty ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Everton</td>\n",
       "      <td>Game: Leicester (A; Dec. 16)\\nIncident: Penalt...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Everton</td>\n",
       "      <td>Game: Liverpool (A; Feb. 20)\\nIncident: Penalt...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Everton</td>\n",
       "      <td>Game: Southampton (H; March 1)\\nIncident: Mich...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Everton</td>\n",
       "      <td>Game: Arsenal (A; April 23)\\nIncident: Arsenal...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: Liverpool (H; Sept. 20)\\nIncident: Andre...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: Everton (A; Dec. 12)\\nIncident: Penalty ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: Wolves (A; Dec. 15)\\nIncident: Penalty c...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: Arsenal (A; Dec. 26)\\nIncident: Tammy Ab...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: Leicester (A; Jan. 19)\\nIncident: Penalt...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: Sheffield United (A; Feb. 7)\\nIncident: ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: Man United (H; Feb. 28)\\nIncident: Penal...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: Liverpool (A; March 4)\\nIncident: Timo W...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: West Ham (A; April 24)\\nIncident: Fabian...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: Arsenal (H; May 12)\\nIncident: Christian...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: Leicester (H; May 18)\\nIncident: Timo We...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>Game: Aston Villa (H; Sept. 28)\\nIncident: Bob...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>Game: Sheffield United (A; Oct. 18)\\nIncident:...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>Game: Crystal Palace (H; Oct. 24)\\nIncident: A...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>Game: West Ham (A; Nov. 7)\\nIncident: Penalty ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>Game: Leicester (A; Nov. 30)\\nIncident: Penalt...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>Game: Liverpool (H; Dec. 13)\\nIncident: Penalt...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>Game: Brighton (H; Dec. 16)\\nIncident: Adam La...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>Game: Newcastle (A; Dec. 19)\\nIncident: Joachi...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>Game: Southampton (H; Dec. 26)\\nIncident: Goal...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>Game: West Ham (H; Feb. 6)\\nIncident: Tomas So...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>Game: Tottenham (H; March 4)\\nIncident: Josh M...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>Game: Leeds (H; March 19)\\nIncident: Luke Ayli...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>Game: Aston Villa (A; April 4)\\nIncident: Pena...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>Game: Wolves (H; April 9)\\nIncident: Willian J...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>Game: Arsenal (A; April 18)\\nIncident: Dani Ce...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Game: Fulham (H; Oct. 18)\\nIncident: Penalty a...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Game: Liverpool (A; Oct. 24)\\nIncident: Penalt...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Game: Brighton (A; Dec. 20)\\nIncident: John Lu...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Game: Newcastle (H; Jan. 12)\\nIncident: Penalt...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Game: Chelsea (H; Feb. 7)\\nIncident: Penalty f...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Game: West Ham (A; Feb. 15)\\nIncident: Penalty...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Game: Aston Villa (H; March 3)\\nIncident: Phil...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Game: Brighton (H; April 24)\\nIncident: Jakub ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Game: Tottenham (A; May 2)\\nIncident: Son Heun...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Game: Fulham (A; Sept. 28)\\nIncident: Bobby De...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Game: Southampton (H; Nov. 1)\\nIncident: Ezri ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Game: Arsenal (A; Nov. 8)\\nIncident: John McGi...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Game: Brighton (H; Nov. 21)\\nIncident: Penalty...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Game: West Ham (A; Nov. 30)\\nIncident: Ollie W...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Game: West Brom (A; Dec. 20)\\nIncident: Jake L...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Game: Crystal Palace (H; Dec. 26)\\nIncident: P...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Game: Sheffield United (A; March 3)\\nIncident:...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Game: Fulham (H; April 4)\\nIncident: Penalty c...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Game: Liverpool (A; April 10)\\nIncident: Rober...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Game: Man City (H; April 21)\\nIncident: John S...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: West Ham (H; Oct. 4)\\nIncident: Jamie Va...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Leeds (A; Nov. 2)\\nIncident: Penalty awa...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Wolves (H; Nov. 8)\\nIncident: Penalty aw...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Fulham (H; Nov. 30)\\nIncident: Penalty a...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Everton (H; Dec. 16)\\nIncident: Penalty ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Tottenham (A; Dec. 20)\\nIncident: Penalt...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Chelsea (H; Jan. 19)\\nIncident: Penalty ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Liverpool (H; Feb. 13)\\nIncident: Penalt...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Arsenal (H; Feb. 28)\\nIncident: Penalty ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: West Ham (A; April 11)\\nIncident: Issa D...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Chelsea (A; May 18)\\nIncident: Timo Wern...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Tottenham (H; May 23)\\nIncident: Penalty...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: Newcastle (A; Sept. 20)\\nIncident: Neal ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: Man United (H; Sept. 26)\\nIncident: Pena...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: Tottenham (A; Nov. 1)\\nIncident: Penalty...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: Aston Villa (A; Nov. 21)\\nIncident: Pena...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: Liverpool (H; Nov. 28)\\nIncident: Mohame...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: Southampton (H; Dec. 7)\\nIncident: Penal...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: Fulham (A; Dec. 16)\\nIncident: Adam Lall...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: Sheffield United (H; Dec. 20)\\nIncident:...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: West Brom (A; Feb. 27)\\nIncident: Penalt...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: Sheffield United (A; April 24)\\nIncident...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Game: Southampton (H; Sept. 12)\\nIncident: Red...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Game: Man United (A; Sept. 19)\\nIncident: Pena...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Game: Everton (H; Sept. 26)\\nIncident: Penalty...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Game: Leeds (H; Nov. 7)\\nIncident: Patrick Bam...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Game: Fulham (A; Oct. 24)\\nIncident: Aboubakar...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Game: Wolves (A; Oct. 30)\\nIncident: Penalty f...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Game: WBA (A; Dec. 6)\\nIncident: Matheus Perei...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Game: Aston Villa (A; Dec. 26)\\nIncident: Pena...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Game: West Brom (H; March 13)\\nIncident: Penal...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Leeds</td>\n",
       "      <td>Game: Wolves (H; Oct. 19)\\nIncident: Goal for ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Leeds</td>\n",
       "      <td>Game: Leicester (H; Nov. 2)\\nIncident: Penalty...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Leeds</td>\n",
       "      <td>Game: Crystal Palace (A; Nov. 7)\\nIncident: Pa...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Leeds</td>\n",
       "      <td>Game: Arsenal (H; Nov. 22)\\nIncident: Nicolas ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Leeds</td>\n",
       "      <td>Game: West Ham (H; Dec. 11)\\nIncident: Penalty...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Leeds</td>\n",
       "      <td>Game: Arsenal (A; Feb. 14)\\nIncident: Penalty ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Leeds</td>\n",
       "      <td>Game: Southampton (H; Feb. 23)\\nIncident: Pena...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Leeds</td>\n",
       "      <td>Game: Fulham (A; March 19)\\nIncident: Luke Ayl...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Leeds</td>\n",
       "      <td>Game: Man City (A; April 10)\\nIncident: Liam C...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Liverpool (H; Nov. 8)\\nIncident: Penalty...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Tottenham (A; Nov. 21)\\nIncident: Aymeri...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Burnley (H; Nov. 28)\\nIncident: Bailey P...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Man United (A; Dec. 12)\\nIncident: Penal...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: West Brom (A; Jan. 26)\\nIncident: Ilkay ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Wolves (H; March 2)\\nIncident: Gabriel J...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Leeds (H; April 10)\\nIncident: Liam Coop...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Aston Villa (A; April 21)\\nIncident: Joh...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Newcastle (A; May 14)\\nIncident: Penalty...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: Crystal Palace (H; Sept. 19)\\nIncident: ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: Brighton (A; Sept. 26)\\nIncident: Penalt...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: Newcastle (A; Oct. 17)\\nIncident: Bruno ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: West Brom (H; Nov. 21)\\nIncident: WBA pe...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: Man City (H; Dec. 12)\\nIncident: Penalty...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: Burnley (A; Jan. 12)\\nIncident: Man Unit...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: Southampton (H; Feb. 2)\\nIncident: Penal...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: West Brom (A; Feb. 14)\\nIncident: Penalt...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: Chelsea (A; Feb. 28)\\nIncident: Penalty ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: Tottenham (A; April 11)\\nIncident: Edins...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: Liverpool (H; May 13)\\nIncident: Penalty...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: Wolves (A; May 23)\\nIncident: Penalty aw...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Game: Brighton (H; Sept. 20)\\nIncident: Neal M...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Game: Tottenham (A; Sept. 27)\\nIncident: Penal...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Game: Man United (H; Oct. 17)\\nIncident: Bruno...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Game: Fulham (H; Dec. 19)\\nIncident: Joachim A...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Game: Sheffield United (A; Jan. 12)\\nIncident:...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Game: West Ham (H; April 17)\\nIncident: Penalt...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Game: Liverpool (A; April 24)\\nIncident: Callu...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Game: Man City (H; May 14)\\nIncident: Penalty ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>Game: Crystal Palace (A; Sept. 12)\\nIncident: ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>Game: Tottenham (H; Sept. 20)\\nIncident: Goal ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>Game: Aston Villa (A; Nov. 1)\\nIncident: Ezri ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>Game: Brighton (A; Dec. 7)\\nIncident: Penalty ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>Game: Fulham (A; Dec. 26)\\nIncident: Goal (sco...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>Game: Man United (A; Feb. 2)\\nIncident: Penalt...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>Game: Leeds (A; Feb. 23)\\nIncident: Penalty ca...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>Game: Everton (A; March 1)\\nIncident: Michael ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>Game: Burnley (H; April 4)\\nIncident: Penalty ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>Game: Tottenham (A; April 21)\\nIncident: Son H...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Newcastle United (H; Sept. 12)\\nIncident...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Leicester (A; Oct. 4)\\nIncident: Jamie V...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Liverpool (A; Oct. 31)\\nIncident: Diojo ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Fulham (H; Nov. 7)\\nIncident: Penalty aw...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Aston Villa (H; Nov. 30)\\nIncident: Olli...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Leeds (A; Dec. 11)\\nIncident: Penalty re...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Fulham (A; Feb. 6)\\nIncident: Tomas Souc...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Sheffield United (H; Feb. 15)\\nIncident:...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Tottenham (H; Feb. 21)\\nIncident: Goal f...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Leicester (H; April 11)\\nIncident: Issa ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Newcastle (A; April 17)\\nIncident: Penal...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Chelsea (H; April 24)\\nIncident: Fabian ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Southampton (A; Sept. 20)\\nIncident: Goa...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Newcastle (H; Sept. 27)\\nIncident: Penal...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Brighton (H; Nov. 1)\\nIncident: Penalty ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Man City (H; Nov. 21)\\nIncident: Aymeric...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Leicester (H; Dec. 20)\\nIncident: Penalt...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Liverpool (H; Jan. 28)\\nIncident: Son He...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: West Ham (A; Feb. 21)\\nIncident: Goal fo...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Fulham (A; March 4)\\nIncident: Josh Maja...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Man United (H; April 11)\\nIncident: Edin...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Southampton (H; April 21)\\nIncident: Son...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Sheffield United (H; May 2)\\nIncident: S...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Leicester (A; May 23)\\nIncident: Penalty...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>Game: Leeds (A; Oct. 19)\\nIncident: Goal for R...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>Game: Crystal Palace (H; Oct. 30)\\nIncident: P...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>Game: Leicester (A; Nov. 8)\\nIncident: Penalty...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>Game: Liverpool (A; Dec. 6)\\nIncident: Penalty...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>Game: Chelsea (H; Dec. 15)\\nIncident: Penalty ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>Game: Arsenal (H; Feb. 2)\\nIncident: Bukayo Sa...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>Game: Man City (A; March 2)\\nIncident: Gabriel...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>Game: Fulham (A; April 9)\\nIncident: Willian J...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>Game: Burnley (H; April 25)\\nIncident: Matej V...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>Game: Man United (H; May 23)\\nIncident: Penalt...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Game: Aston Villa (H; Nov. 8)\\nIncident: John ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Game: Leeds (A; Nov. 22)\\nIncident: Nicolas Pe...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Game: Burnley (H; Dec. 13)\\nIncident: Granit X...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Game: Chelsea (H; Dec. 26)\\nIncident: Tammy Ab...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Game: Wolves (A; Feb. 2)\\nIncident: Bukayo Sak...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Game: Leeds (H; Feb. 14)\\nIncident: Penalty ca...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Game: Leicester (A; Feb. 28)\\nIncident: Penalt...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Game: Burnley (A; March 6)\\nIncident: Penalty ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Game: Fulham (H; April 18)\\nIncident: Dani Ceb...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Game: Everton (H; April 23)\\nIncident: Arsenal...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Game: Chelsea (A; May 12)\\nIncident: Christian...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Chelsea (A; Sept. 20)\\nIncident: Andreas...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Everton (A; Oct. 17)\\nIncident: Jordan H...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Sheffield United (H; Oct. 24)\\nIncident:...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: West Ham (H; Oct. 31)\\nIncident: Diojo J...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Man City (A; Nov. 8)\\nIncident: Penalty ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Brighton (A; Nov. 28)\\nIncident: Mohamed...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Wolves (H; Dec. 6)\\nIncident: Penalty ca...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Fulham (A; Dec. 13)\\nIncident: Penalty r...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Tottenham (A; Jan. 28)\\nIncident: Son He...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Leicester (A; Feb. 13)\\nIncident: Penalt...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Everton (H; Feb. 20)\\nIncident: Penalty ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Chelsea (H; March 4)\\nIncident: Timo Wer...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Aston Villa (H; April 10)\\nIncident: Rob...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Newcastle (H; April 24)\\nIncident: Callu...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Man United (A; May 13)\\nIncident: Penalt...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>Game: Everton (A; Sept. 19)\\nIncident: Dominic...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>Game: Man United (A; Nov. 21)\\nIncident: WBA p...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>Game: Crystal Palace (H; Dec. 6)\\nIncident: Ma...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>Game: Aston Villa (H; Dec. 20)\\nIncident: Jake...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>Game: Man City (H; Jan. 26)\\nIncident: Ilkay G...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>Game: Man United (H; Feb. 14)\\nIncident: Penal...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>Game: Burnley (A; Feb. 20)\\nIncident: Semi Aja...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>Game: Brighton (H; Feb. 27)\\nIncident: Penalty...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>Game: Crystal Palace (A; March 13)\\nIncident: ...</td>\n",
       "      <td>2020/2021</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       team  \\\n",
       "0                   Burnley   \n",
       "1                   Burnley   \n",
       "2                   Burnley   \n",
       "3                   Burnley   \n",
       "4                   Burnley   \n",
       "5                   Burnley   \n",
       "6                   Burnley   \n",
       "7                   Everton   \n",
       "8                   Everton   \n",
       "9                   Everton   \n",
       "10                  Everton   \n",
       "11                  Everton   \n",
       "12                  Everton   \n",
       "13                  Everton   \n",
       "14                  Everton   \n",
       "15                  Chelsea   \n",
       "16                  Chelsea   \n",
       "17                  Chelsea   \n",
       "18                  Chelsea   \n",
       "19                  Chelsea   \n",
       "20                  Chelsea   \n",
       "21                  Chelsea   \n",
       "22                  Chelsea   \n",
       "23                  Chelsea   \n",
       "24                  Chelsea   \n",
       "25                  Chelsea   \n",
       "26                   Fulham   \n",
       "27                   Fulham   \n",
       "28                   Fulham   \n",
       "29                   Fulham   \n",
       "30                   Fulham   \n",
       "31                   Fulham   \n",
       "32                   Fulham   \n",
       "33                   Fulham   \n",
       "34                   Fulham   \n",
       "35                   Fulham   \n",
       "36                   Fulham   \n",
       "37                   Fulham   \n",
       "38                   Fulham   \n",
       "39                   Fulham   \n",
       "40                   Fulham   \n",
       "41         Sheffield United   \n",
       "42         Sheffield United   \n",
       "43         Sheffield United   \n",
       "44         Sheffield United   \n",
       "45         Sheffield United   \n",
       "46         Sheffield United   \n",
       "47         Sheffield United   \n",
       "48         Sheffield United   \n",
       "49         Sheffield United   \n",
       "50              Aston Villa   \n",
       "51              Aston Villa   \n",
       "52              Aston Villa   \n",
       "53              Aston Villa   \n",
       "54              Aston Villa   \n",
       "55              Aston Villa   \n",
       "56              Aston Villa   \n",
       "57              Aston Villa   \n",
       "58              Aston Villa   \n",
       "59              Aston Villa   \n",
       "60              Aston Villa   \n",
       "61           Leicester City   \n",
       "62           Leicester City   \n",
       "63           Leicester City   \n",
       "64           Leicester City   \n",
       "65           Leicester City   \n",
       "66           Leicester City   \n",
       "67           Leicester City   \n",
       "68           Leicester City   \n",
       "69           Leicester City   \n",
       "70           Leicester City   \n",
       "71           Leicester City   \n",
       "72           Leicester City   \n",
       "73   Brighton & Hove Albion   \n",
       "74   Brighton & Hove Albion   \n",
       "75   Brighton & Hove Albion   \n",
       "76   Brighton & Hove Albion   \n",
       "77   Brighton & Hove Albion   \n",
       "78   Brighton & Hove Albion   \n",
       "79   Brighton & Hove Albion   \n",
       "80   Brighton & Hove Albion   \n",
       "81   Brighton & Hove Albion   \n",
       "82   Brighton & Hove Albion   \n",
       "83           Crystal Palace   \n",
       "84           Crystal Palace   \n",
       "85           Crystal Palace   \n",
       "86           Crystal Palace   \n",
       "87           Crystal Palace   \n",
       "88           Crystal Palace   \n",
       "89           Crystal Palace   \n",
       "90           Crystal Palace   \n",
       "91           Crystal Palace   \n",
       "92                    Leeds   \n",
       "93                    Leeds   \n",
       "94                    Leeds   \n",
       "95                    Leeds   \n",
       "96                    Leeds   \n",
       "97                    Leeds   \n",
       "98                    Leeds   \n",
       "99                    Leeds   \n",
       "100                   Leeds   \n",
       "101         Manchester City   \n",
       "102         Manchester City   \n",
       "103         Manchester City   \n",
       "104         Manchester City   \n",
       "105         Manchester City   \n",
       "106         Manchester City   \n",
       "107         Manchester City   \n",
       "108         Manchester City   \n",
       "109         Manchester City   \n",
       "110       Manchester United   \n",
       "111       Manchester United   \n",
       "112       Manchester United   \n",
       "113       Manchester United   \n",
       "114       Manchester United   \n",
       "115       Manchester United   \n",
       "116       Manchester United   \n",
       "117       Manchester United   \n",
       "118       Manchester United   \n",
       "119       Manchester United   \n",
       "120       Manchester United   \n",
       "121       Manchester United   \n",
       "122               Newcastle   \n",
       "123               Newcastle   \n",
       "124               Newcastle   \n",
       "125               Newcastle   \n",
       "126               Newcastle   \n",
       "127               Newcastle   \n",
       "128               Newcastle   \n",
       "129               Newcastle   \n",
       "130             Southampton   \n",
       "131             Southampton   \n",
       "132             Southampton   \n",
       "133             Southampton   \n",
       "134             Southampton   \n",
       "135             Southampton   \n",
       "136             Southampton   \n",
       "137             Southampton   \n",
       "138             Southampton   \n",
       "139             Southampton   \n",
       "140                West Ham   \n",
       "141                West Ham   \n",
       "142                West Ham   \n",
       "143                West Ham   \n",
       "144                West Ham   \n",
       "145                West Ham   \n",
       "146                West Ham   \n",
       "147                West Ham   \n",
       "148                West Ham   \n",
       "149                West Ham   \n",
       "150                West Ham   \n",
       "151                West Ham   \n",
       "152       Tottenham Hotspur   \n",
       "153       Tottenham Hotspur   \n",
       "154       Tottenham Hotspur   \n",
       "155       Tottenham Hotspur   \n",
       "156       Tottenham Hotspur   \n",
       "157       Tottenham Hotspur   \n",
       "158       Tottenham Hotspur   \n",
       "159       Tottenham Hotspur   \n",
       "160       Tottenham Hotspur   \n",
       "161       Tottenham Hotspur   \n",
       "162       Tottenham Hotspur   \n",
       "163       Tottenham Hotspur   \n",
       "164                  Wolves   \n",
       "165                  Wolves   \n",
       "166                  Wolves   \n",
       "167                  Wolves   \n",
       "168                  Wolves   \n",
       "169                  Wolves   \n",
       "170                  Wolves   \n",
       "171                  Wolves   \n",
       "172                  Wolves   \n",
       "173                  Wolves   \n",
       "174                 Arsenal   \n",
       "175                 Arsenal   \n",
       "176                 Arsenal   \n",
       "177                 Arsenal   \n",
       "178                 Arsenal   \n",
       "179                 Arsenal   \n",
       "180                 Arsenal   \n",
       "181                 Arsenal   \n",
       "182                 Arsenal   \n",
       "183                 Arsenal   \n",
       "184                 Arsenal   \n",
       "185               Liverpool   \n",
       "186               Liverpool   \n",
       "187               Liverpool   \n",
       "188               Liverpool   \n",
       "189               Liverpool   \n",
       "190               Liverpool   \n",
       "191               Liverpool   \n",
       "192               Liverpool   \n",
       "193               Liverpool   \n",
       "194               Liverpool   \n",
       "195               Liverpool   \n",
       "196               Liverpool   \n",
       "197               Liverpool   \n",
       "198               Liverpool   \n",
       "199               Liverpool   \n",
       "200               West Brom   \n",
       "201               West Brom   \n",
       "202               West Brom   \n",
       "203               West Brom   \n",
       "204               West Brom   \n",
       "205               West Brom   \n",
       "206               West Brom   \n",
       "207               West Brom   \n",
       "208               West Brom   \n",
       "\n",
       "                                       match_info_full       year  \n",
       "0    Game: Man City (A; Nov. 28)\\nIncident: Bailey ...  2020/2021  \n",
       "1    Game: Arsenal (A; Dec. 13)\\nIncident: Granit X...  2020/2021  \n",
       "2    Game: Man United (H; Jan. 12)\\nIncident: Man U...  2020/2021  \n",
       "3    Game: West Brom (H; Feb. 20)\\nIncident: Semi A...  2020/2021  \n",
       "4    Game: Arsenal (H; March 6)\\nIncident: Penalty ...  2020/2021  \n",
       "5    Game: Southampton (A; April 4)\\nIncident: Pena...  2020/2021  \n",
       "6    Game: Wolves (A; April 25)\\nIncident: Matej Vy...  2020/2021  \n",
       "7    Game: West Brom (H; Sept. 19)\\nIncident: Domin...  2020/2021  \n",
       "8    Game: Crystal Palace (A; Sept. 26)\\nIncident: ...  2020/2021  \n",
       "9    Game: Liverpool (H; Oct. 17)\\nIncident: Jordan...  2020/2021  \n",
       "10   Game: Chelsea (H; Dec. 12)\\nIncident: Penalty ...  2020/2021  \n",
       "11   Game: Leicester (A; Dec. 16)\\nIncident: Penalt...  2020/2021  \n",
       "12   Game: Liverpool (A; Feb. 20)\\nIncident: Penalt...  2020/2021  \n",
       "13   Game: Southampton (H; March 1)\\nIncident: Mich...  2020/2021  \n",
       "14   Game: Arsenal (A; April 23)\\nIncident: Arsenal...  2020/2021  \n",
       "15   Game: Liverpool (H; Sept. 20)\\nIncident: Andre...  2020/2021  \n",
       "16   Game: Everton (A; Dec. 12)\\nIncident: Penalty ...  2020/2021  \n",
       "17   Game: Wolves (A; Dec. 15)\\nIncident: Penalty c...  2020/2021  \n",
       "18   Game: Arsenal (A; Dec. 26)\\nIncident: Tammy Ab...  2020/2021  \n",
       "19   Game: Leicester (A; Jan. 19)\\nIncident: Penalt...  2020/2021  \n",
       "20   Game: Sheffield United (A; Feb. 7)\\nIncident: ...  2020/2021  \n",
       "21   Game: Man United (H; Feb. 28)\\nIncident: Penal...  2020/2021  \n",
       "22   Game: Liverpool (A; March 4)\\nIncident: Timo W...  2020/2021  \n",
       "23   Game: West Ham (A; April 24)\\nIncident: Fabian...  2020/2021  \n",
       "24   Game: Arsenal (H; May 12)\\nIncident: Christian...  2020/2021  \n",
       "25   Game: Leicester (H; May 18)\\nIncident: Timo We...  2020/2021  \n",
       "26   Game: Aston Villa (H; Sept. 28)\\nIncident: Bob...  2020/2021  \n",
       "27   Game: Sheffield United (A; Oct. 18)\\nIncident:...  2020/2021  \n",
       "28   Game: Crystal Palace (H; Oct. 24)\\nIncident: A...  2020/2021  \n",
       "29   Game: West Ham (A; Nov. 7)\\nIncident: Penalty ...  2020/2021  \n",
       "30   Game: Leicester (A; Nov. 30)\\nIncident: Penalt...  2020/2021  \n",
       "31   Game: Liverpool (H; Dec. 13)\\nIncident: Penalt...  2020/2021  \n",
       "32   Game: Brighton (H; Dec. 16)\\nIncident: Adam La...  2020/2021  \n",
       "33   Game: Newcastle (A; Dec. 19)\\nIncident: Joachi...  2020/2021  \n",
       "34   Game: Southampton (H; Dec. 26)\\nIncident: Goal...  2020/2021  \n",
       "35   Game: West Ham (H; Feb. 6)\\nIncident: Tomas So...  2020/2021  \n",
       "36   Game: Tottenham (H; March 4)\\nIncident: Josh M...  2020/2021  \n",
       "37   Game: Leeds (H; March 19)\\nIncident: Luke Ayli...  2020/2021  \n",
       "38   Game: Aston Villa (A; April 4)\\nIncident: Pena...  2020/2021  \n",
       "39   Game: Wolves (H; April 9)\\nIncident: Willian J...  2020/2021  \n",
       "40   Game: Arsenal (A; April 18)\\nIncident: Dani Ce...  2020/2021  \n",
       "41   Game: Fulham (H; Oct. 18)\\nIncident: Penalty a...  2020/2021  \n",
       "42   Game: Liverpool (A; Oct. 24)\\nIncident: Penalt...  2020/2021  \n",
       "43   Game: Brighton (A; Dec. 20)\\nIncident: John Lu...  2020/2021  \n",
       "44   Game: Newcastle (H; Jan. 12)\\nIncident: Penalt...  2020/2021  \n",
       "45   Game: Chelsea (H; Feb. 7)\\nIncident: Penalty f...  2020/2021  \n",
       "46   Game: West Ham (A; Feb. 15)\\nIncident: Penalty...  2020/2021  \n",
       "47   Game: Aston Villa (H; March 3)\\nIncident: Phil...  2020/2021  \n",
       "48   Game: Brighton (H; April 24)\\nIncident: Jakub ...  2020/2021  \n",
       "49   Game: Tottenham (A; May 2)\\nIncident: Son Heun...  2020/2021  \n",
       "50   Game: Fulham (A; Sept. 28)\\nIncident: Bobby De...  2020/2021  \n",
       "51   Game: Southampton (H; Nov. 1)\\nIncident: Ezri ...  2020/2021  \n",
       "52   Game: Arsenal (A; Nov. 8)\\nIncident: John McGi...  2020/2021  \n",
       "53   Game: Brighton (H; Nov. 21)\\nIncident: Penalty...  2020/2021  \n",
       "54   Game: West Ham (A; Nov. 30)\\nIncident: Ollie W...  2020/2021  \n",
       "55   Game: West Brom (A; Dec. 20)\\nIncident: Jake L...  2020/2021  \n",
       "56   Game: Crystal Palace (H; Dec. 26)\\nIncident: P...  2020/2021  \n",
       "57   Game: Sheffield United (A; March 3)\\nIncident:...  2020/2021  \n",
       "58   Game: Fulham (H; April 4)\\nIncident: Penalty c...  2020/2021  \n",
       "59   Game: Liverpool (A; April 10)\\nIncident: Rober...  2020/2021  \n",
       "60   Game: Man City (H; April 21)\\nIncident: John S...  2020/2021  \n",
       "61   Game: West Ham (H; Oct. 4)\\nIncident: Jamie Va...  2020/2021  \n",
       "62   Game: Leeds (A; Nov. 2)\\nIncident: Penalty awa...  2020/2021  \n",
       "63   Game: Wolves (H; Nov. 8)\\nIncident: Penalty aw...  2020/2021  \n",
       "64   Game: Fulham (H; Nov. 30)\\nIncident: Penalty a...  2020/2021  \n",
       "65   Game: Everton (H; Dec. 16)\\nIncident: Penalty ...  2020/2021  \n",
       "66   Game: Tottenham (A; Dec. 20)\\nIncident: Penalt...  2020/2021  \n",
       "67   Game: Chelsea (H; Jan. 19)\\nIncident: Penalty ...  2020/2021  \n",
       "68   Game: Liverpool (H; Feb. 13)\\nIncident: Penalt...  2020/2021  \n",
       "69   Game: Arsenal (H; Feb. 28)\\nIncident: Penalty ...  2020/2021  \n",
       "70   Game: West Ham (A; April 11)\\nIncident: Issa D...  2020/2021  \n",
       "71   Game: Chelsea (A; May 18)\\nIncident: Timo Wern...  2020/2021  \n",
       "72   Game: Tottenham (H; May 23)\\nIncident: Penalty...  2020/2021  \n",
       "73   Game: Newcastle (A; Sept. 20)\\nIncident: Neal ...  2020/2021  \n",
       "74   Game: Man United (H; Sept. 26)\\nIncident: Pena...  2020/2021  \n",
       "75   Game: Tottenham (A; Nov. 1)\\nIncident: Penalty...  2020/2021  \n",
       "76   Game: Aston Villa (A; Nov. 21)\\nIncident: Pena...  2020/2021  \n",
       "77   Game: Liverpool (H; Nov. 28)\\nIncident: Mohame...  2020/2021  \n",
       "78   Game: Southampton (H; Dec. 7)\\nIncident: Penal...  2020/2021  \n",
       "79   Game: Fulham (A; Dec. 16)\\nIncident: Adam Lall...  2020/2021  \n",
       "80   Game: Sheffield United (H; Dec. 20)\\nIncident:...  2020/2021  \n",
       "81   Game: West Brom (A; Feb. 27)\\nIncident: Penalt...  2020/2021  \n",
       "82   Game: Sheffield United (A; April 24)\\nIncident...  2020/2021  \n",
       "83   Game: Southampton (H; Sept. 12)\\nIncident: Red...  2020/2021  \n",
       "84   Game: Man United (A; Sept. 19)\\nIncident: Pena...  2020/2021  \n",
       "85   Game: Everton (H; Sept. 26)\\nIncident: Penalty...  2020/2021  \n",
       "86   Game: Leeds (H; Nov. 7)\\nIncident: Patrick Bam...  2020/2021  \n",
       "87   Game: Fulham (A; Oct. 24)\\nIncident: Aboubakar...  2020/2021  \n",
       "88   Game: Wolves (A; Oct. 30)\\nIncident: Penalty f...  2020/2021  \n",
       "89   Game: WBA (A; Dec. 6)\\nIncident: Matheus Perei...  2020/2021  \n",
       "90   Game: Aston Villa (A; Dec. 26)\\nIncident: Pena...  2020/2021  \n",
       "91   Game: West Brom (H; March 13)\\nIncident: Penal...  2020/2021  \n",
       "92   Game: Wolves (H; Oct. 19)\\nIncident: Goal for ...  2020/2021  \n",
       "93   Game: Leicester (H; Nov. 2)\\nIncident: Penalty...  2020/2021  \n",
       "94   Game: Crystal Palace (A; Nov. 7)\\nIncident: Pa...  2020/2021  \n",
       "95   Game: Arsenal (H; Nov. 22)\\nIncident: Nicolas ...  2020/2021  \n",
       "96   Game: West Ham (H; Dec. 11)\\nIncident: Penalty...  2020/2021  \n",
       "97   Game: Arsenal (A; Feb. 14)\\nIncident: Penalty ...  2020/2021  \n",
       "98   Game: Southampton (H; Feb. 23)\\nIncident: Pena...  2020/2021  \n",
       "99   Game: Fulham (A; March 19)\\nIncident: Luke Ayl...  2020/2021  \n",
       "100  Game: Man City (A; April 10)\\nIncident: Liam C...  2020/2021  \n",
       "101  Game: Liverpool (H; Nov. 8)\\nIncident: Penalty...  2020/2021  \n",
       "102  Game: Tottenham (A; Nov. 21)\\nIncident: Aymeri...  2020/2021  \n",
       "103  Game: Burnley (H; Nov. 28)\\nIncident: Bailey P...  2020/2021  \n",
       "104  Game: Man United (A; Dec. 12)\\nIncident: Penal...  2020/2021  \n",
       "105  Game: West Brom (A; Jan. 26)\\nIncident: Ilkay ...  2020/2021  \n",
       "106  Game: Wolves (H; March 2)\\nIncident: Gabriel J...  2020/2021  \n",
       "107  Game: Leeds (H; April 10)\\nIncident: Liam Coop...  2020/2021  \n",
       "108  Game: Aston Villa (A; April 21)\\nIncident: Joh...  2020/2021  \n",
       "109  Game: Newcastle (A; May 14)\\nIncident: Penalty...  2020/2021  \n",
       "110  Game: Crystal Palace (H; Sept. 19)\\nIncident: ...  2020/2021  \n",
       "111  Game: Brighton (A; Sept. 26)\\nIncident: Penalt...  2020/2021  \n",
       "112  Game: Newcastle (A; Oct. 17)\\nIncident: Bruno ...  2020/2021  \n",
       "113  Game: West Brom (H; Nov. 21)\\nIncident: WBA pe...  2020/2021  \n",
       "114  Game: Man City (H; Dec. 12)\\nIncident: Penalty...  2020/2021  \n",
       "115  Game: Burnley (A; Jan. 12)\\nIncident: Man Unit...  2020/2021  \n",
       "116  Game: Southampton (H; Feb. 2)\\nIncident: Penal...  2020/2021  \n",
       "117  Game: West Brom (A; Feb. 14)\\nIncident: Penalt...  2020/2021  \n",
       "118  Game: Chelsea (A; Feb. 28)\\nIncident: Penalty ...  2020/2021  \n",
       "119  Game: Tottenham (A; April 11)\\nIncident: Edins...  2020/2021  \n",
       "120  Game: Liverpool (H; May 13)\\nIncident: Penalty...  2020/2021  \n",
       "121  Game: Wolves (A; May 23)\\nIncident: Penalty aw...  2020/2021  \n",
       "122  Game: Brighton (H; Sept. 20)\\nIncident: Neal M...  2020/2021  \n",
       "123  Game: Tottenham (A; Sept. 27)\\nIncident: Penal...  2020/2021  \n",
       "124  Game: Man United (H; Oct. 17)\\nIncident: Bruno...  2020/2021  \n",
       "125  Game: Fulham (H; Dec. 19)\\nIncident: Joachim A...  2020/2021  \n",
       "126  Game: Sheffield United (A; Jan. 12)\\nIncident:...  2020/2021  \n",
       "127  Game: West Ham (H; April 17)\\nIncident: Penalt...  2020/2021  \n",
       "128  Game: Liverpool (A; April 24)\\nIncident: Callu...  2020/2021  \n",
       "129  Game: Man City (H; May 14)\\nIncident: Penalty ...  2020/2021  \n",
       "130  Game: Crystal Palace (A; Sept. 12)\\nIncident: ...  2020/2021  \n",
       "131  Game: Tottenham (H; Sept. 20)\\nIncident: Goal ...  2020/2021  \n",
       "132  Game: Aston Villa (A; Nov. 1)\\nIncident: Ezri ...  2020/2021  \n",
       "133  Game: Brighton (A; Dec. 7)\\nIncident: Penalty ...  2020/2021  \n",
       "134  Game: Fulham (A; Dec. 26)\\nIncident: Goal (sco...  2020/2021  \n",
       "135  Game: Man United (A; Feb. 2)\\nIncident: Penalt...  2020/2021  \n",
       "136  Game: Leeds (A; Feb. 23)\\nIncident: Penalty ca...  2020/2021  \n",
       "137  Game: Everton (A; March 1)\\nIncident: Michael ...  2020/2021  \n",
       "138  Game: Burnley (H; April 4)\\nIncident: Penalty ...  2020/2021  \n",
       "139  Game: Tottenham (A; April 21)\\nIncident: Son H...  2020/2021  \n",
       "140  Game: Newcastle United (H; Sept. 12)\\nIncident...  2020/2021  \n",
       "141  Game: Leicester (A; Oct. 4)\\nIncident: Jamie V...  2020/2021  \n",
       "142  Game: Liverpool (A; Oct. 31)\\nIncident: Diojo ...  2020/2021  \n",
       "143  Game: Fulham (H; Nov. 7)\\nIncident: Penalty aw...  2020/2021  \n",
       "144  Game: Aston Villa (H; Nov. 30)\\nIncident: Olli...  2020/2021  \n",
       "145  Game: Leeds (A; Dec. 11)\\nIncident: Penalty re...  2020/2021  \n",
       "146  Game: Fulham (A; Feb. 6)\\nIncident: Tomas Souc...  2020/2021  \n",
       "147  Game: Sheffield United (H; Feb. 15)\\nIncident:...  2020/2021  \n",
       "148  Game: Tottenham (H; Feb. 21)\\nIncident: Goal f...  2020/2021  \n",
       "149  Game: Leicester (H; April 11)\\nIncident: Issa ...  2020/2021  \n",
       "150  Game: Newcastle (A; April 17)\\nIncident: Penal...  2020/2021  \n",
       "151  Game: Chelsea (H; April 24)\\nIncident: Fabian ...  2020/2021  \n",
       "152  Game: Southampton (A; Sept. 20)\\nIncident: Goa...  2020/2021  \n",
       "153  Game: Newcastle (H; Sept. 27)\\nIncident: Penal...  2020/2021  \n",
       "154  Game: Brighton (H; Nov. 1)\\nIncident: Penalty ...  2020/2021  \n",
       "155  Game: Man City (H; Nov. 21)\\nIncident: Aymeric...  2020/2021  \n",
       "156  Game: Leicester (H; Dec. 20)\\nIncident: Penalt...  2020/2021  \n",
       "157  Game: Liverpool (H; Jan. 28)\\nIncident: Son He...  2020/2021  \n",
       "158  Game: West Ham (A; Feb. 21)\\nIncident: Goal fo...  2020/2021  \n",
       "159  Game: Fulham (A; March 4)\\nIncident: Josh Maja...  2020/2021  \n",
       "160  Game: Man United (H; April 11)\\nIncident: Edin...  2020/2021  \n",
       "161  Game: Southampton (H; April 21)\\nIncident: Son...  2020/2021  \n",
       "162  Game: Sheffield United (H; May 2)\\nIncident: S...  2020/2021  \n",
       "163  Game: Leicester (A; May 23)\\nIncident: Penalty...  2020/2021  \n",
       "164  Game: Leeds (A; Oct. 19)\\nIncident: Goal for R...  2020/2021  \n",
       "165  Game: Crystal Palace (H; Oct. 30)\\nIncident: P...  2020/2021  \n",
       "166  Game: Leicester (A; Nov. 8)\\nIncident: Penalty...  2020/2021  \n",
       "167  Game: Liverpool (A; Dec. 6)\\nIncident: Penalty...  2020/2021  \n",
       "168  Game: Chelsea (H; Dec. 15)\\nIncident: Penalty ...  2020/2021  \n",
       "169  Game: Arsenal (H; Feb. 2)\\nIncident: Bukayo Sa...  2020/2021  \n",
       "170  Game: Man City (A; March 2)\\nIncident: Gabriel...  2020/2021  \n",
       "171  Game: Fulham (A; April 9)\\nIncident: Willian J...  2020/2021  \n",
       "172  Game: Burnley (H; April 25)\\nIncident: Matej V...  2020/2021  \n",
       "173  Game: Man United (H; May 23)\\nIncident: Penalt...  2020/2021  \n",
       "174  Game: Aston Villa (H; Nov. 8)\\nIncident: John ...  2020/2021  \n",
       "175  Game: Leeds (A; Nov. 22)\\nIncident: Nicolas Pe...  2020/2021  \n",
       "176  Game: Burnley (H; Dec. 13)\\nIncident: Granit X...  2020/2021  \n",
       "177  Game: Chelsea (H; Dec. 26)\\nIncident: Tammy Ab...  2020/2021  \n",
       "178  Game: Wolves (A; Feb. 2)\\nIncident: Bukayo Sak...  2020/2021  \n",
       "179  Game: Leeds (H; Feb. 14)\\nIncident: Penalty ca...  2020/2021  \n",
       "180  Game: Leicester (A; Feb. 28)\\nIncident: Penalt...  2020/2021  \n",
       "181  Game: Burnley (A; March 6)\\nIncident: Penalty ...  2020/2021  \n",
       "182  Game: Fulham (H; April 18)\\nIncident: Dani Ceb...  2020/2021  \n",
       "183  Game: Everton (H; April 23)\\nIncident: Arsenal...  2020/2021  \n",
       "184  Game: Chelsea (A; May 12)\\nIncident: Christian...  2020/2021  \n",
       "185  Game: Chelsea (A; Sept. 20)\\nIncident: Andreas...  2020/2021  \n",
       "186  Game: Everton (A; Oct. 17)\\nIncident: Jordan H...  2020/2021  \n",
       "187  Game: Sheffield United (H; Oct. 24)\\nIncident:...  2020/2021  \n",
       "188  Game: West Ham (H; Oct. 31)\\nIncident: Diojo J...  2020/2021  \n",
       "189  Game: Man City (A; Nov. 8)\\nIncident: Penalty ...  2020/2021  \n",
       "190  Game: Brighton (A; Nov. 28)\\nIncident: Mohamed...  2020/2021  \n",
       "191  Game: Wolves (H; Dec. 6)\\nIncident: Penalty ca...  2020/2021  \n",
       "192  Game: Fulham (A; Dec. 13)\\nIncident: Penalty r...  2020/2021  \n",
       "193  Game: Tottenham (A; Jan. 28)\\nIncident: Son He...  2020/2021  \n",
       "194  Game: Leicester (A; Feb. 13)\\nIncident: Penalt...  2020/2021  \n",
       "195  Game: Everton (H; Feb. 20)\\nIncident: Penalty ...  2020/2021  \n",
       "196  Game: Chelsea (H; March 4)\\nIncident: Timo Wer...  2020/2021  \n",
       "197  Game: Aston Villa (H; April 10)\\nIncident: Rob...  2020/2021  \n",
       "198  Game: Newcastle (H; April 24)\\nIncident: Callu...  2020/2021  \n",
       "199  Game: Man United (A; May 13)\\nIncident: Penalt...  2020/2021  \n",
       "200  Game: Everton (A; Sept. 19)\\nIncident: Dominic...  2020/2021  \n",
       "201  Game: Man United (A; Nov. 21)\\nIncident: WBA p...  2020/2021  \n",
       "202  Game: Crystal Palace (H; Dec. 6)\\nIncident: Ma...  2020/2021  \n",
       "203  Game: Aston Villa (H; Dec. 20)\\nIncident: Jake...  2020/2021  \n",
       "204  Game: Man City (H; Jan. 26)\\nIncident: Ilkay G...  2020/2021  \n",
       "205  Game: Man United (H; Feb. 14)\\nIncident: Penal...  2020/2021  \n",
       "206  Game: Burnley (A; Feb. 20)\\nIncident: Semi Aja...  2020/2021  \n",
       "207  Game: Brighton (H; Feb. 27)\\nIncident: Penalty...  2020/2021  \n",
       "208  Game: Crystal Palace (A; March 13)\\nIncident: ...  2020/2021  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "incident_df_2021 = pd.DataFrame.from_records(incident_list_organized_2021, columns=['team', 'match_info_full'])\n",
    "incident_df_2021['year'] = '2020/2021'\n",
    "incident_df_2021"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8ebc914",
   "metadata": {},
   "source": [
    "___\n",
    "### 2. Get incident data  \n",
    "\n",
    "#### (ii) 2019/2020 Season"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "72cc49e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Direct driver to 2019/2020 page\n",
    "driver.get(VAR_PAGE_2019_2020)\n",
    "\n",
    "# Team numbering\n",
    "team_list_elems = driver.find_elements_by_xpath(\"//div[@class='article-body']/video1/h2\") + \\\n",
    "                    driver.find_elements_by_xpath(\"//div[@class='article-body']/video1/video2/h2\")\n",
    "team_title_list = []\n",
    "team_list = []\n",
    "\n",
    "for team in team_list_elems:\n",
    "    team_title_list.append(team.text)\n",
    "    team_list.append(team.text.rsplit(' ',1)[0])\n",
    "\n",
    "incident_list = []\n",
    "inc_list = team_title_list + ['Game', 'Incident']\n",
    "exc_list = ['Overturns:']\n",
    "\n",
    "parent = driver.find_element_by_xpath(\"//div[@class='article-body']/video1\")\n",
    "\n",
    "all_children_elements = parent.find_elements_by_xpath('./child::*') + \\\n",
    "                        parent.find_elements_by_xpath('./video2/child::*')\n",
    "\n",
    "for child in all_children_elements:\n",
    "    if any(keyword in child.text for keyword in inc_list) and not any(keyword in child.text for keyword in exc_list):\n",
    "        incident_list.append(child.text)\n",
    "team_name = ''\n",
    "incident_list_organized_1920 = []\n",
    "\n",
    "for line in incident_list[1:]:\n",
    "    global team_name\n",
    "    for name in team_list:\n",
    "        if line.startswith(name):\n",
    "            team_name = name\n",
    "            continue\n",
    "    if line.startswith('Game'):\n",
    "        incident_list_organized_1920.append([team_name, line])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "cd0326b2",
   "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>team</th>\n",
       "      <th>match_info_full</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: West Ham (H; Aug. 17)\\nIncident: Brighto...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: Aston Villa (A; Oct. 19)\\nIncident: Cono...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: Everton (H; Oct. 26)\\nIncident: Penalty ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: Leicester (H; Nov. 23)\\nIncident: Jamie ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: Arsenal (A; Dec. 5)\\nIncident: David Lui...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: Sheffield United (H; Dec. 21)\\nIncident:...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: Tottenham (A; Dec. 26)\\nIncident: Harry ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: Bournemouth (H; Dec. 28)\\nIncident: Dan ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: Everton (A; Jan. 11)\\nIncident: Goal for...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: West Ham (A; Feb. 1)\\nIncident: Goal for...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>Game: Burnley (A; July 26)\\nIncident: Jay Rodr...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: Arsenal (H; Sept. 30)\\nIncident: Pierre-...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: Liverpool (H; Oct. 20)\\nIncident: Sadio ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: Norwich (A; Oct. 27)\\nIncident: Penalty ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: Man City (A; Dec. 7)\\nIncident: Penalty ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: Liverpool (A; Jan. 19)\\nIncident: Robert...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: Chelsea (A; Feb. 17)\\nIncident: Kurt Zou...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: Watford (H; Feb. 23)\\nIncident: Goal for...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: Everton (A; March 1)\\nIncident: Goal for...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: Tottenham (A; June 19)\\nIncident: Penalt...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: Crystal Palace (A; July )\\nIncident: Jor...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Game: West Ham (H; July 22)\\nIncident: Penalty...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Game: West Ham (A; Oct. 5)\\nIncident: Jordan A...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Game: Arsenal (A; Oct. 27)\\nIncident: Penalty ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Game: Liverpool (H; Nov. 23)\\nIncident: James ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Game: Southampton (A; Dec. 28)\\nIncident: Goal...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Game: Norwich (A; Jan. 1)\\nIncident: Connor Wi...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Game: Arsenal (H; Jan. 11)\\nIncident: Pierre-E...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Game: Manchester City (A; Jan. 18)\\nIncident: ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Game: Sheffield United (H; Feb. 1)\\nIncident: ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Game: Aston Villa (A; July 12)\\nIncident: Mama...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Game: Man United (H; July )\\nIncident: Jordan ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>Game: Aston Villa (A; Sept. 28)\\nIncident: Goa...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>Game: Leicester (A; Oct. 21)\\nIncident: Jonny ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>Game: Chelsea (H; Oct. 26)\\nIncident: Penalty ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>Game: West Ham (H; Nov. 9)\\nIncident: Chris Wo...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>Game: Watford (A; Nov. 23)\\nIncident: Penalty ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>Game: Aston Villa (H; Jan. 1)\\nIncident: Goal ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>Game: Bournemouth (H; Feb. 22)\\nIncident: Goal...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>Game: Man City (A; June 22)\\nIncident: Penalty...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>Game: Norwich (A; July 18)\\nIncident: Red card...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>Game: Brighton (H; July 26)\\nIncident: Jay Rod...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Game: Sheffield United (A; Dec. 5)\\nIncident: ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Game: Southampton (A; March 7)\\nIncident: Mous...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>Game: Sheffield United (A; Sept. 14)\\nIncident...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>Game: AFC Bournemouth (H; Sept. 20)\\nIncident:...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>Game: Wolves (A; Oct. 19)\\nIncident: Raul Jime...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>Game: Leicester (H; Oct. 25)\\nIncident: Ryan B...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>Game: West Ham (H; Dec. 14)\\nIncident: Goal fo...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>Game: Crystal Palace (H; Dec. 28)\\nIncident: G...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>Game: Leicester (A; Jan. 11)\\nIncident: Penalt...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>Game: Wolves (H; Jan. 18)\\nIncident: Penalty a...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>Game: Newcastle (H; March 7)\\nIncident: Moussa...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>Game: Bournemouth (A; July 19)\\nIncident: Pena...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Chelsea (A; Sept. 22)\\nIncident: Chelsea...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Man United (A; Oct. 20)\\nIncident: Sadio...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Crystal Palace (A; Nov. 23)\\nIncident: J...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Watford (H; Dec. 14)\\nIncident: Sadio Ma...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Wolves (H; Dec. 29)\\nIncident: Goal for ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Man United (H; Jan. 19)\\nIncident: Rober...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Game: Man City (A; July 2)\\nIncident: City goa...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Wolves (H; Aug. 11)\\nIncident: Wolves go...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Tottenham (H; Sept. 21)\\nIncident: Goal ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Burnley (H; Oct. 21)\\nIncident: Jonny Ev...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Southampton (A; Oct. 25)\\nIncident: Ryan...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Brighton (A; Nov. 23)\\nIncident: Jamie V...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Everton (H; Dec. 1)\\nIncident: Penalty f...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Southampton (H; Jan. 11)\\nIncident: Pena...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Wolves (A; Feb. 14)\\nIncident: Wolves go...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Man City (H; Feb. 22)\\nIncident: Penalty...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Norwich (A; Feb. 28)\\nIncident: Goal for...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Everton (A; July 1)\\nIncident: Penalty a...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Game: Arsenal (A; July 7)\\nIncident: Edward Nk...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Man City (A; Aug. 17)\\nIncident: City go...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Leicester (A; Sept. 21)\\nIncident: Goal ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Sheffield United (H; Nov. 9)\\nIncident: ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: West Ham (A; Nov. 23)\\nIncident: Declan ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Chelsea (H; Dec. 22)\\nIncident: Penalty ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Brighton (H; Dec. 26)\\nIncident: Harry K...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Norwich (A; Dec. 28)\\nIncident: Teemu Pu...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Manchester City (H; Feb. 2)\\nIncident: P...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Aston Villa (A; Feb. 16)\\nIncident: Pena...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Man United (H; June 19)\\nIncident: Penal...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: West Ham (H; June 23)\\nIncident: Son Heu...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: Sheffield United (A; July 2)\\nIncident: ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Game: AFC Bournemouth (A; July 9)\\nIncident: G...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: West Ham (A; Aug. 10)\\nIncident: City go...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Tottenham (A; Aug. 17)\\nIncident: City g...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Man United (H; Dec. 7)\\nIncident: Penalt...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Wolves (A; Dec. 27)\\nIncident: Penalty a...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Sheffield United (H; Dec. 29)\\nIncident:...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Everton (H; Jan. 1)\\nIncident: Goal for ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Crystal Palace (H; Jan. 18)\\nIncident: P...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Tottenham (A; Feb. 2)\\nIncident: Penalty...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Leicester (A; Feb. 22)\\nIncident: Penalt...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Burnley (H; June 22)\\nIncident: Penalty ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Chelsea (A; June 25)\\nIncident: Fernandi...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Liverpool (H; July 2)\\nIncident: City go...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Man City (A; July 15)\\nIncident: Man Cit...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Game: Norwich (H; July 26)\\nIncident: Goal for...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Game: Man United (A; Sept. 30)\\nIncident: Pier...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Game: Crystal Palace (H; Oct. 27)\\nIncident: P...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Game: Norwich (A; Dec. 1)\\nIncident: Pierre-Em...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Game: Brighton (H; Dec. 5)\\nIncident: David Lu...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Game: Crystal Palace (A; Jan. 11)\\nIncident: P...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Game: West Ham (H; March 7)\\nIncident: Alexand...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Game: Leicester (H; July 7)\\nIncident: Edward ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Game: Watford (H; July 26)\\nIncident: Penalty ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Everton</td>\n",
       "      <td>Game: Brighton &amp; Hove Albion (A; Oct. 26)\\nInc...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Everton</td>\n",
       "      <td>Game: Leicester (A; Dec. 1)\\nIncident: Penalty...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Everton</td>\n",
       "      <td>Game: Man City (A; Jan. 1)\\nIncident: Goal for...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Everton</td>\n",
       "      <td>Game: Brighton (H; Jan. 11)\\nIncident: Goal fo...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Everton</td>\n",
       "      <td>Game: Man United (H; March 1)\\nIncident: Goal ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Everton</td>\n",
       "      <td>Game: Leicester (H; July 1)\\nIncident: Penalty...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Game: Southampton (A; Sept. 20)\\nIncident: Jos...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Game: West Ham (H; Sept. 28)\\nIncident: Josh K...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Game: Chelsea (A; Dec. 14)\\nIncident: Dan Gosl...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Game: Brighton (A; Dec. 28)\\nIncident: Dan Bur...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Game: West Ham (A; Jan. 1)\\nIncident: Aaron Cr...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Game: Norwich (A; Jan. 18)\\nIncident: Red card...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Game: Burnley (A; Feb. 22)\\nIncident: Goal for...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Game: Tottenham (H; July 9)\\nIncident: Goal fo...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Game: Man City (A; July 15)\\nIncident: Man Cit...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>Game: Southampton (H; July 19)\\nIncident: Pena...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: Norwich (A; Aug. 24)\\nIncident: Chelsea ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: Liverpool (H; Sept. 22)\\nIncident: Goal ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: Burnley (A; Oct. 26)\\nIncident: Penalty ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: Watford (A; Nov. 2)\\nIncident: Penalty (...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: West Ham (H; Nov. 30)\\nIncident: Goal fo...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: Bournemouth (H; Dec. 14)\\nIncident: Dan ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: Tottenham (A; Dec. 22)\\nIncident: Penalt...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: Manchester United (H; Feb. 17)\\nIncident...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: Manchester City (H; June 25)\\nIncident: ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Game: West Ham (A; July 1)\\nIncident: Tomas So...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Watford</td>\n",
       "      <td>Game: Chelsea (H; Nov. 2)\\nIncident: Penalty (...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Watford</td>\n",
       "      <td>Game: Burnley (H; Nov. 23)\\nIncident: Penalty ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Watford</td>\n",
       "      <td>Game: Liverpool (A; Dec. 14)\\nIncident: Sadio ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Watford</td>\n",
       "      <td>Game: Wolves (H; Jan. 1)\\nIncident: Christian ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Watford</td>\n",
       "      <td>Game: Man United (A; Feb. 23)\\nIncident: Goal ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Watford</td>\n",
       "      <td>Game: Arsenal (A; July 26)\\nIncident: Penalty ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Game: Burnley (H; Sept. 28)\\nIncident: Goal fo...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Game: Brighton (H; Oct. 19)\\nIncident: Conor H...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Game: Sheffield United (A; Dec. 14)\\nIncident:...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Game: Burnley (A; Jan. 1)\\nIncident: Goal for ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Game: Tottenham (H; Feb. 16)\\nIncident: Penalt...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Game: Crystal Palace (H; July 12)\\nIncident: M...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Man City (H; Aug. 10)\\nIncident: City go...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Brighton (A; Aug. 17)\\nIncident: Brighto...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: AFC Bournemouth (A; Sept. 28)\\nIncident:...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Crystal Palace (H; Oct. 5)\\nIncident: Jo...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Burnley (A; Nov. 9)\\nIncident: Chris Woo...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Tottenham (H; Nov. 23)\\nIncident: Declan...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Chelsea (A; Nov. 30)\\nIncident: Goal for...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Southampton (A; Dec. 14)\\nIncident: Goal...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Bournemouth (H; Jan. 1)\\nIncident: Aaron...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Sheffield United (A; Jan. 10)\\nIncident:...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Brighton &amp; Hove Albion (H; Feb. 1)\\nInci...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Arsenal (A; March 7)\\nIncident: Alexandr...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Tottenham (A; June 23)\\nIncident: Son He...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Chelsea (H; July 1)\\nIncident: Tomas Sou...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Game: Man United (A; July 22)\\nIncident: Penal...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Game: Southampton (H; Sept. 14)\\nIncident: Oli...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Game: Tottenham (A; Nov. 9)\\nIncident: Goal fo...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Game: Newcastle (H; Dec. 5)\\nIncident: Jonjo S...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Game: Norwich (A; Dec. 8)\\nIncident: Red card ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Game: Aston Villa (H; Dec. 14)\\nIncident: Pena...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Game: Brighton (A; Dec. 21)\\nIncident: John Eg...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Game: Manchester City (A; Dec. 29)\\nIncident: ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Game: West Ham (H; Jan. 10)\\nIncident: Goal fo...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Game: Crystal Palace (A; Feb. 1)\\nIncident: Re...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Game: Tottenham (H; July 2)\\nIncident: Goal fo...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>Game: Leicester (A; Aug. 11)\\nIncident: Wolves...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>Game: Southampton (H; Oct. 19)\\nIncident: Raul...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>Game: Man City (H; Dec. 27)\\nIncident: Penalty...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>Game: Liverpool (A; Dec. 29)\\nIncident: Goal f...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>Game: Watford (A; Jan. 1)\\nIncident: Christian...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>Game: Southampton (A; Jan. 18)\\nIncident: Pena...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>Game: Leicester (A; Feb. 14)\\nIncident: Wolves...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Game: Chelsea (H; Aug. 24)\\nIncident: Chelsea ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Game: Man United (H; Oct. 27)\\nIncident: Penal...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Game: Arsenal (H; Dec. 1)\\nIncident: Pierre-Em...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Game: Sheffield United (H; Dec. 8)\\nIncident: ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Game: Tottenham (H; Dec. 28)\\nIncident: Teemu ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Game: Crystal Palace (H; Jan. 1)\\nIncident: Co...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Game: Bournemouth (H; Jan. 18)\\nIncident: Red ...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Game: Leicester (H; Feb. 28)\\nIncident: Goal f...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Game: Burnley (H; July 18)\\nIncident: Red card...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Game: Man City (A; July 26)\\nIncident: Goal fo...</td>\n",
       "      <td>2019/2020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       team  \\\n",
       "0    Brighton & Hove Albion   \n",
       "1    Brighton & Hove Albion   \n",
       "2    Brighton & Hove Albion   \n",
       "3    Brighton & Hove Albion   \n",
       "4    Brighton & Hove Albion   \n",
       "5    Brighton & Hove Albion   \n",
       "6    Brighton & Hove Albion   \n",
       "7    Brighton & Hove Albion   \n",
       "8    Brighton & Hove Albion   \n",
       "9    Brighton & Hove Albion   \n",
       "10   Brighton & Hove Albion   \n",
       "11        Manchester United   \n",
       "12        Manchester United   \n",
       "13        Manchester United   \n",
       "14        Manchester United   \n",
       "15        Manchester United   \n",
       "16        Manchester United   \n",
       "17        Manchester United   \n",
       "18        Manchester United   \n",
       "19        Manchester United   \n",
       "20        Manchester United   \n",
       "21        Manchester United   \n",
       "22           Crystal Palace   \n",
       "23           Crystal Palace   \n",
       "24           Crystal Palace   \n",
       "25           Crystal Palace   \n",
       "26           Crystal Palace   \n",
       "27           Crystal Palace   \n",
       "28           Crystal Palace   \n",
       "29           Crystal Palace   \n",
       "30           Crystal Palace   \n",
       "31           Crystal Palace   \n",
       "32                  Burnley   \n",
       "33                  Burnley   \n",
       "34                  Burnley   \n",
       "35                  Burnley   \n",
       "36                  Burnley   \n",
       "37                  Burnley   \n",
       "38                  Burnley   \n",
       "39                  Burnley   \n",
       "40                  Burnley   \n",
       "41                  Burnley   \n",
       "42                Newcastle   \n",
       "43                Newcastle   \n",
       "44              Southampton   \n",
       "45              Southampton   \n",
       "46              Southampton   \n",
       "47              Southampton   \n",
       "48              Southampton   \n",
       "49              Southampton   \n",
       "50              Southampton   \n",
       "51              Southampton   \n",
       "52              Southampton   \n",
       "53              Southampton   \n",
       "54                Liverpool   \n",
       "55                Liverpool   \n",
       "56                Liverpool   \n",
       "57                Liverpool   \n",
       "58                Liverpool   \n",
       "59                Liverpool   \n",
       "60                Liverpool   \n",
       "61           Leicester City   \n",
       "62           Leicester City   \n",
       "63           Leicester City   \n",
       "64           Leicester City   \n",
       "65           Leicester City   \n",
       "66           Leicester City   \n",
       "67           Leicester City   \n",
       "68           Leicester City   \n",
       "69           Leicester City   \n",
       "70           Leicester City   \n",
       "71           Leicester City   \n",
       "72           Leicester City   \n",
       "73        Tottenham Hotspur   \n",
       "74        Tottenham Hotspur   \n",
       "75        Tottenham Hotspur   \n",
       "76        Tottenham Hotspur   \n",
       "77        Tottenham Hotspur   \n",
       "78        Tottenham Hotspur   \n",
       "79        Tottenham Hotspur   \n",
       "80        Tottenham Hotspur   \n",
       "81        Tottenham Hotspur   \n",
       "82        Tottenham Hotspur   \n",
       "83        Tottenham Hotspur   \n",
       "84        Tottenham Hotspur   \n",
       "85        Tottenham Hotspur   \n",
       "86          Manchester City   \n",
       "87          Manchester City   \n",
       "88          Manchester City   \n",
       "89          Manchester City   \n",
       "90          Manchester City   \n",
       "91          Manchester City   \n",
       "92          Manchester City   \n",
       "93          Manchester City   \n",
       "94          Manchester City   \n",
       "95          Manchester City   \n",
       "96          Manchester City   \n",
       "97          Manchester City   \n",
       "98          Manchester City   \n",
       "99          Manchester City   \n",
       "100                 Arsenal   \n",
       "101                 Arsenal   \n",
       "102                 Arsenal   \n",
       "103                 Arsenal   \n",
       "104                 Arsenal   \n",
       "105                 Arsenal   \n",
       "106                 Arsenal   \n",
       "107                 Arsenal   \n",
       "108                 Everton   \n",
       "109                 Everton   \n",
       "110                 Everton   \n",
       "111                 Everton   \n",
       "112                 Everton   \n",
       "113                 Everton   \n",
       "114         AFC Bournemouth   \n",
       "115         AFC Bournemouth   \n",
       "116         AFC Bournemouth   \n",
       "117         AFC Bournemouth   \n",
       "118         AFC Bournemouth   \n",
       "119         AFC Bournemouth   \n",
       "120         AFC Bournemouth   \n",
       "121         AFC Bournemouth   \n",
       "122         AFC Bournemouth   \n",
       "123         AFC Bournemouth   \n",
       "124                 Chelsea   \n",
       "125                 Chelsea   \n",
       "126                 Chelsea   \n",
       "127                 Chelsea   \n",
       "128                 Chelsea   \n",
       "129                 Chelsea   \n",
       "130                 Chelsea   \n",
       "131                 Chelsea   \n",
       "132                 Chelsea   \n",
       "133                 Chelsea   \n",
       "134                 Watford   \n",
       "135                 Watford   \n",
       "136                 Watford   \n",
       "137                 Watford   \n",
       "138                 Watford   \n",
       "139                 Watford   \n",
       "140             Aston Villa   \n",
       "141             Aston Villa   \n",
       "142             Aston Villa   \n",
       "143             Aston Villa   \n",
       "144             Aston Villa   \n",
       "145             Aston Villa   \n",
       "146                West Ham   \n",
       "147                West Ham   \n",
       "148                West Ham   \n",
       "149                West Ham   \n",
       "150                West Ham   \n",
       "151                West Ham   \n",
       "152                West Ham   \n",
       "153                West Ham   \n",
       "154                West Ham   \n",
       "155                West Ham   \n",
       "156                West Ham   \n",
       "157                West Ham   \n",
       "158                West Ham   \n",
       "159                West Ham   \n",
       "160                West Ham   \n",
       "161        Sheffield United   \n",
       "162        Sheffield United   \n",
       "163        Sheffield United   \n",
       "164        Sheffield United   \n",
       "165        Sheffield United   \n",
       "166        Sheffield United   \n",
       "167        Sheffield United   \n",
       "168        Sheffield United   \n",
       "169        Sheffield United   \n",
       "170        Sheffield United   \n",
       "171                  Wolves   \n",
       "172                  Wolves   \n",
       "173                  Wolves   \n",
       "174                  Wolves   \n",
       "175                  Wolves   \n",
       "176                  Wolves   \n",
       "177                  Wolves   \n",
       "178            Norwich City   \n",
       "179            Norwich City   \n",
       "180            Norwich City   \n",
       "181            Norwich City   \n",
       "182            Norwich City   \n",
       "183            Norwich City   \n",
       "184            Norwich City   \n",
       "185            Norwich City   \n",
       "186            Norwich City   \n",
       "187            Norwich City   \n",
       "\n",
       "                                       match_info_full       year  \n",
       "0    Game: West Ham (H; Aug. 17)\\nIncident: Brighto...  2019/2020  \n",
       "1    Game: Aston Villa (A; Oct. 19)\\nIncident: Cono...  2019/2020  \n",
       "2    Game: Everton (H; Oct. 26)\\nIncident: Penalty ...  2019/2020  \n",
       "3    Game: Leicester (H; Nov. 23)\\nIncident: Jamie ...  2019/2020  \n",
       "4    Game: Arsenal (A; Dec. 5)\\nIncident: David Lui...  2019/2020  \n",
       "5    Game: Sheffield United (H; Dec. 21)\\nIncident:...  2019/2020  \n",
       "6    Game: Tottenham (A; Dec. 26)\\nIncident: Harry ...  2019/2020  \n",
       "7    Game: Bournemouth (H; Dec. 28)\\nIncident: Dan ...  2019/2020  \n",
       "8    Game: Everton (A; Jan. 11)\\nIncident: Goal for...  2019/2020  \n",
       "9    Game: West Ham (A; Feb. 1)\\nIncident: Goal for...  2019/2020  \n",
       "10   Game: Burnley (A; July 26)\\nIncident: Jay Rodr...  2019/2020  \n",
       "11   Game: Arsenal (H; Sept. 30)\\nIncident: Pierre-...  2019/2020  \n",
       "12   Game: Liverpool (H; Oct. 20)\\nIncident: Sadio ...  2019/2020  \n",
       "13   Game: Norwich (A; Oct. 27)\\nIncident: Penalty ...  2019/2020  \n",
       "14   Game: Man City (A; Dec. 7)\\nIncident: Penalty ...  2019/2020  \n",
       "15   Game: Liverpool (A; Jan. 19)\\nIncident: Robert...  2019/2020  \n",
       "16   Game: Chelsea (A; Feb. 17)\\nIncident: Kurt Zou...  2019/2020  \n",
       "17   Game: Watford (H; Feb. 23)\\nIncident: Goal for...  2019/2020  \n",
       "18   Game: Everton (A; March 1)\\nIncident: Goal for...  2019/2020  \n",
       "19   Game: Tottenham (A; June 19)\\nIncident: Penalt...  2019/2020  \n",
       "20   Game: Crystal Palace (A; July )\\nIncident: Jor...  2019/2020  \n",
       "21   Game: West Ham (H; July 22)\\nIncident: Penalty...  2019/2020  \n",
       "22   Game: West Ham (A; Oct. 5)\\nIncident: Jordan A...  2019/2020  \n",
       "23   Game: Arsenal (A; Oct. 27)\\nIncident: Penalty ...  2019/2020  \n",
       "24   Game: Liverpool (H; Nov. 23)\\nIncident: James ...  2019/2020  \n",
       "25   Game: Southampton (A; Dec. 28)\\nIncident: Goal...  2019/2020  \n",
       "26   Game: Norwich (A; Jan. 1)\\nIncident: Connor Wi...  2019/2020  \n",
       "27   Game: Arsenal (H; Jan. 11)\\nIncident: Pierre-E...  2019/2020  \n",
       "28   Game: Manchester City (A; Jan. 18)\\nIncident: ...  2019/2020  \n",
       "29   Game: Sheffield United (H; Feb. 1)\\nIncident: ...  2019/2020  \n",
       "30   Game: Aston Villa (A; July 12)\\nIncident: Mama...  2019/2020  \n",
       "31   Game: Man United (H; July )\\nIncident: Jordan ...  2019/2020  \n",
       "32   Game: Aston Villa (A; Sept. 28)\\nIncident: Goa...  2019/2020  \n",
       "33   Game: Leicester (A; Oct. 21)\\nIncident: Jonny ...  2019/2020  \n",
       "34   Game: Chelsea (H; Oct. 26)\\nIncident: Penalty ...  2019/2020  \n",
       "35   Game: West Ham (H; Nov. 9)\\nIncident: Chris Wo...  2019/2020  \n",
       "36   Game: Watford (A; Nov. 23)\\nIncident: Penalty ...  2019/2020  \n",
       "37   Game: Aston Villa (H; Jan. 1)\\nIncident: Goal ...  2019/2020  \n",
       "38   Game: Bournemouth (H; Feb. 22)\\nIncident: Goal...  2019/2020  \n",
       "39   Game: Man City (A; June 22)\\nIncident: Penalty...  2019/2020  \n",
       "40   Game: Norwich (A; July 18)\\nIncident: Red card...  2019/2020  \n",
       "41   Game: Brighton (H; July 26)\\nIncident: Jay Rod...  2019/2020  \n",
       "42   Game: Sheffield United (A; Dec. 5)\\nIncident: ...  2019/2020  \n",
       "43   Game: Southampton (A; March 7)\\nIncident: Mous...  2019/2020  \n",
       "44   Game: Sheffield United (A; Sept. 14)\\nIncident...  2019/2020  \n",
       "45   Game: AFC Bournemouth (H; Sept. 20)\\nIncident:...  2019/2020  \n",
       "46   Game: Wolves (A; Oct. 19)\\nIncident: Raul Jime...  2019/2020  \n",
       "47   Game: Leicester (H; Oct. 25)\\nIncident: Ryan B...  2019/2020  \n",
       "48   Game: West Ham (H; Dec. 14)\\nIncident: Goal fo...  2019/2020  \n",
       "49   Game: Crystal Palace (H; Dec. 28)\\nIncident: G...  2019/2020  \n",
       "50   Game: Leicester (A; Jan. 11)\\nIncident: Penalt...  2019/2020  \n",
       "51   Game: Wolves (H; Jan. 18)\\nIncident: Penalty a...  2019/2020  \n",
       "52   Game: Newcastle (H; March 7)\\nIncident: Moussa...  2019/2020  \n",
       "53   Game: Bournemouth (A; July 19)\\nIncident: Pena...  2019/2020  \n",
       "54   Game: Chelsea (A; Sept. 22)\\nIncident: Chelsea...  2019/2020  \n",
       "55   Game: Man United (A; Oct. 20)\\nIncident: Sadio...  2019/2020  \n",
       "56   Game: Crystal Palace (A; Nov. 23)\\nIncident: J...  2019/2020  \n",
       "57   Game: Watford (H; Dec. 14)\\nIncident: Sadio Ma...  2019/2020  \n",
       "58   Game: Wolves (H; Dec. 29)\\nIncident: Goal for ...  2019/2020  \n",
       "59   Game: Man United (H; Jan. 19)\\nIncident: Rober...  2019/2020  \n",
       "60   Game: Man City (A; July 2)\\nIncident: City goa...  2019/2020  \n",
       "61   Game: Wolves (H; Aug. 11)\\nIncident: Wolves go...  2019/2020  \n",
       "62   Game: Tottenham (H; Sept. 21)\\nIncident: Goal ...  2019/2020  \n",
       "63   Game: Burnley (H; Oct. 21)\\nIncident: Jonny Ev...  2019/2020  \n",
       "64   Game: Southampton (A; Oct. 25)\\nIncident: Ryan...  2019/2020  \n",
       "65   Game: Brighton (A; Nov. 23)\\nIncident: Jamie V...  2019/2020  \n",
       "66   Game: Everton (H; Dec. 1)\\nIncident: Penalty f...  2019/2020  \n",
       "67   Game: Southampton (H; Jan. 11)\\nIncident: Pena...  2019/2020  \n",
       "68   Game: Wolves (A; Feb. 14)\\nIncident: Wolves go...  2019/2020  \n",
       "69   Game: Man City (H; Feb. 22)\\nIncident: Penalty...  2019/2020  \n",
       "70   Game: Norwich (A; Feb. 28)\\nIncident: Goal for...  2019/2020  \n",
       "71   Game: Everton (A; July 1)\\nIncident: Penalty a...  2019/2020  \n",
       "72   Game: Arsenal (A; July 7)\\nIncident: Edward Nk...  2019/2020  \n",
       "73   Game: Man City (A; Aug. 17)\\nIncident: City go...  2019/2020  \n",
       "74   Game: Leicester (A; Sept. 21)\\nIncident: Goal ...  2019/2020  \n",
       "75   Game: Sheffield United (H; Nov. 9)\\nIncident: ...  2019/2020  \n",
       "76   Game: West Ham (A; Nov. 23)\\nIncident: Declan ...  2019/2020  \n",
       "77   Game: Chelsea (H; Dec. 22)\\nIncident: Penalty ...  2019/2020  \n",
       "78   Game: Brighton (H; Dec. 26)\\nIncident: Harry K...  2019/2020  \n",
       "79   Game: Norwich (A; Dec. 28)\\nIncident: Teemu Pu...  2019/2020  \n",
       "80   Game: Manchester City (H; Feb. 2)\\nIncident: P...  2019/2020  \n",
       "81   Game: Aston Villa (A; Feb. 16)\\nIncident: Pena...  2019/2020  \n",
       "82   Game: Man United (H; June 19)\\nIncident: Penal...  2019/2020  \n",
       "83   Game: West Ham (H; June 23)\\nIncident: Son Heu...  2019/2020  \n",
       "84   Game: Sheffield United (A; July 2)\\nIncident: ...  2019/2020  \n",
       "85   Game: AFC Bournemouth (A; July 9)\\nIncident: G...  2019/2020  \n",
       "86   Game: West Ham (A; Aug. 10)\\nIncident: City go...  2019/2020  \n",
       "87   Game: Tottenham (A; Aug. 17)\\nIncident: City g...  2019/2020  \n",
       "88   Game: Man United (H; Dec. 7)\\nIncident: Penalt...  2019/2020  \n",
       "89   Game: Wolves (A; Dec. 27)\\nIncident: Penalty a...  2019/2020  \n",
       "90   Game: Sheffield United (H; Dec. 29)\\nIncident:...  2019/2020  \n",
       "91   Game: Everton (H; Jan. 1)\\nIncident: Goal for ...  2019/2020  \n",
       "92   Game: Crystal Palace (H; Jan. 18)\\nIncident: P...  2019/2020  \n",
       "93   Game: Tottenham (A; Feb. 2)\\nIncident: Penalty...  2019/2020  \n",
       "94   Game: Leicester (A; Feb. 22)\\nIncident: Penalt...  2019/2020  \n",
       "95   Game: Burnley (H; June 22)\\nIncident: Penalty ...  2019/2020  \n",
       "96   Game: Chelsea (A; June 25)\\nIncident: Fernandi...  2019/2020  \n",
       "97   Game: Liverpool (H; July 2)\\nIncident: City go...  2019/2020  \n",
       "98   Game: Man City (A; July 15)\\nIncident: Man Cit...  2019/2020  \n",
       "99   Game: Norwich (H; July 26)\\nIncident: Goal for...  2019/2020  \n",
       "100  Game: Man United (A; Sept. 30)\\nIncident: Pier...  2019/2020  \n",
       "101  Game: Crystal Palace (H; Oct. 27)\\nIncident: P...  2019/2020  \n",
       "102  Game: Norwich (A; Dec. 1)\\nIncident: Pierre-Em...  2019/2020  \n",
       "103  Game: Brighton (H; Dec. 5)\\nIncident: David Lu...  2019/2020  \n",
       "104  Game: Crystal Palace (A; Jan. 11)\\nIncident: P...  2019/2020  \n",
       "105  Game: West Ham (H; March 7)\\nIncident: Alexand...  2019/2020  \n",
       "106  Game: Leicester (H; July 7)\\nIncident: Edward ...  2019/2020  \n",
       "107  Game: Watford (H; July 26)\\nIncident: Penalty ...  2019/2020  \n",
       "108  Game: Brighton & Hove Albion (A; Oct. 26)\\nInc...  2019/2020  \n",
       "109  Game: Leicester (A; Dec. 1)\\nIncident: Penalty...  2019/2020  \n",
       "110  Game: Man City (A; Jan. 1)\\nIncident: Goal for...  2019/2020  \n",
       "111  Game: Brighton (H; Jan. 11)\\nIncident: Goal fo...  2019/2020  \n",
       "112  Game: Man United (H; March 1)\\nIncident: Goal ...  2019/2020  \n",
       "113  Game: Leicester (H; July 1)\\nIncident: Penalty...  2019/2020  \n",
       "114  Game: Southampton (A; Sept. 20)\\nIncident: Jos...  2019/2020  \n",
       "115  Game: West Ham (H; Sept. 28)\\nIncident: Josh K...  2019/2020  \n",
       "116  Game: Chelsea (A; Dec. 14)\\nIncident: Dan Gosl...  2019/2020  \n",
       "117  Game: Brighton (A; Dec. 28)\\nIncident: Dan Bur...  2019/2020  \n",
       "118  Game: West Ham (A; Jan. 1)\\nIncident: Aaron Cr...  2019/2020  \n",
       "119  Game: Norwich (A; Jan. 18)\\nIncident: Red card...  2019/2020  \n",
       "120  Game: Burnley (A; Feb. 22)\\nIncident: Goal for...  2019/2020  \n",
       "121  Game: Tottenham (H; July 9)\\nIncident: Goal fo...  2019/2020  \n",
       "122  Game: Man City (A; July 15)\\nIncident: Man Cit...  2019/2020  \n",
       "123  Game: Southampton (H; July 19)\\nIncident: Pena...  2019/2020  \n",
       "124  Game: Norwich (A; Aug. 24)\\nIncident: Chelsea ...  2019/2020  \n",
       "125  Game: Liverpool (H; Sept. 22)\\nIncident: Goal ...  2019/2020  \n",
       "126  Game: Burnley (A; Oct. 26)\\nIncident: Penalty ...  2019/2020  \n",
       "127  Game: Watford (A; Nov. 2)\\nIncident: Penalty (...  2019/2020  \n",
       "128  Game: West Ham (H; Nov. 30)\\nIncident: Goal fo...  2019/2020  \n",
       "129  Game: Bournemouth (H; Dec. 14)\\nIncident: Dan ...  2019/2020  \n",
       "130  Game: Tottenham (A; Dec. 22)\\nIncident: Penalt...  2019/2020  \n",
       "131  Game: Manchester United (H; Feb. 17)\\nIncident...  2019/2020  \n",
       "132  Game: Manchester City (H; June 25)\\nIncident: ...  2019/2020  \n",
       "133  Game: West Ham (A; July 1)\\nIncident: Tomas So...  2019/2020  \n",
       "134  Game: Chelsea (H; Nov. 2)\\nIncident: Penalty (...  2019/2020  \n",
       "135  Game: Burnley (H; Nov. 23)\\nIncident: Penalty ...  2019/2020  \n",
       "136  Game: Liverpool (A; Dec. 14)\\nIncident: Sadio ...  2019/2020  \n",
       "137  Game: Wolves (H; Jan. 1)\\nIncident: Christian ...  2019/2020  \n",
       "138  Game: Man United (A; Feb. 23)\\nIncident: Goal ...  2019/2020  \n",
       "139  Game: Arsenal (A; July 26)\\nIncident: Penalty ...  2019/2020  \n",
       "140  Game: Burnley (H; Sept. 28)\\nIncident: Goal fo...  2019/2020  \n",
       "141  Game: Brighton (H; Oct. 19)\\nIncident: Conor H...  2019/2020  \n",
       "142  Game: Sheffield United (A; Dec. 14)\\nIncident:...  2019/2020  \n",
       "143  Game: Burnley (A; Jan. 1)\\nIncident: Goal for ...  2019/2020  \n",
       "144  Game: Tottenham (H; Feb. 16)\\nIncident: Penalt...  2019/2020  \n",
       "145  Game: Crystal Palace (H; July 12)\\nIncident: M...  2019/2020  \n",
       "146  Game: Man City (H; Aug. 10)\\nIncident: City go...  2019/2020  \n",
       "147  Game: Brighton (A; Aug. 17)\\nIncident: Brighto...  2019/2020  \n",
       "148  Game: AFC Bournemouth (A; Sept. 28)\\nIncident:...  2019/2020  \n",
       "149  Game: Crystal Palace (H; Oct. 5)\\nIncident: Jo...  2019/2020  \n",
       "150  Game: Burnley (A; Nov. 9)\\nIncident: Chris Woo...  2019/2020  \n",
       "151  Game: Tottenham (H; Nov. 23)\\nIncident: Declan...  2019/2020  \n",
       "152  Game: Chelsea (A; Nov. 30)\\nIncident: Goal for...  2019/2020  \n",
       "153  Game: Southampton (A; Dec. 14)\\nIncident: Goal...  2019/2020  \n",
       "154  Game: Bournemouth (H; Jan. 1)\\nIncident: Aaron...  2019/2020  \n",
       "155  Game: Sheffield United (A; Jan. 10)\\nIncident:...  2019/2020  \n",
       "156  Game: Brighton & Hove Albion (H; Feb. 1)\\nInci...  2019/2020  \n",
       "157  Game: Arsenal (A; March 7)\\nIncident: Alexandr...  2019/2020  \n",
       "158  Game: Tottenham (A; June 23)\\nIncident: Son He...  2019/2020  \n",
       "159  Game: Chelsea (H; July 1)\\nIncident: Tomas Sou...  2019/2020  \n",
       "160  Game: Man United (A; July 22)\\nIncident: Penal...  2019/2020  \n",
       "161  Game: Southampton (H; Sept. 14)\\nIncident: Oli...  2019/2020  \n",
       "162  Game: Tottenham (A; Nov. 9)\\nIncident: Goal fo...  2019/2020  \n",
       "163  Game: Newcastle (H; Dec. 5)\\nIncident: Jonjo S...  2019/2020  \n",
       "164  Game: Norwich (A; Dec. 8)\\nIncident: Red card ...  2019/2020  \n",
       "165  Game: Aston Villa (H; Dec. 14)\\nIncident: Pena...  2019/2020  \n",
       "166  Game: Brighton (A; Dec. 21)\\nIncident: John Eg...  2019/2020  \n",
       "167  Game: Manchester City (A; Dec. 29)\\nIncident: ...  2019/2020  \n",
       "168  Game: West Ham (H; Jan. 10)\\nIncident: Goal fo...  2019/2020  \n",
       "169  Game: Crystal Palace (A; Feb. 1)\\nIncident: Re...  2019/2020  \n",
       "170  Game: Tottenham (H; July 2)\\nIncident: Goal fo...  2019/2020  \n",
       "171  Game: Leicester (A; Aug. 11)\\nIncident: Wolves...  2019/2020  \n",
       "172  Game: Southampton (H; Oct. 19)\\nIncident: Raul...  2019/2020  \n",
       "173  Game: Man City (H; Dec. 27)\\nIncident: Penalty...  2019/2020  \n",
       "174  Game: Liverpool (A; Dec. 29)\\nIncident: Goal f...  2019/2020  \n",
       "175  Game: Watford (A; Jan. 1)\\nIncident: Christian...  2019/2020  \n",
       "176  Game: Southampton (A; Jan. 18)\\nIncident: Pena...  2019/2020  \n",
       "177  Game: Leicester (A; Feb. 14)\\nIncident: Wolves...  2019/2020  \n",
       "178  Game: Chelsea (H; Aug. 24)\\nIncident: Chelsea ...  2019/2020  \n",
       "179  Game: Man United (H; Oct. 27)\\nIncident: Penal...  2019/2020  \n",
       "180  Game: Arsenal (H; Dec. 1)\\nIncident: Pierre-Em...  2019/2020  \n",
       "181  Game: Sheffield United (H; Dec. 8)\\nIncident: ...  2019/2020  \n",
       "182  Game: Tottenham (H; Dec. 28)\\nIncident: Teemu ...  2019/2020  \n",
       "183  Game: Crystal Palace (H; Jan. 1)\\nIncident: Co...  2019/2020  \n",
       "184  Game: Bournemouth (H; Jan. 18)\\nIncident: Red ...  2019/2020  \n",
       "185  Game: Leicester (H; Feb. 28)\\nIncident: Goal f...  2019/2020  \n",
       "186  Game: Burnley (H; July 18)\\nIncident: Red card...  2019/2020  \n",
       "187  Game: Man City (A; July 26)\\nIncident: Goal fo...  2019/2020  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "incident_df_1920 = pd.DataFrame.from_records(incident_list_organized_1920, columns=['team', 'match_info_full'])\n",
    "incident_df_1920['year'] = '2019/2020'\n",
    "incident_df_1920"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "558f7090",
   "metadata": {},
   "source": [
    "___\n",
    "### 2. Get incident data\n",
    "\n",
    "#### (iii) Combined (2019/2020 and 2020/2021 Seasons)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d522e7a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "471"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "incidents_df = incident_df_1920.append(incident_df_2021)\n",
    "incidents_df['opposition'] = incidents_df['match_info_full'].apply(lambda x: get_opposition_team(x))\n",
    "incidents_df['home_or_away'] = incidents_df['match_info_full'].apply(lambda x: get_home_or_away(x))\n",
    "incidents_df['date'] = incidents_df['match_info_full'].apply(lambda x: get_match_date(x))\n",
    "incidents_df['incident'] = incidents_df['match_info_full'].apply(lambda x: get_all_incidents(x))\n",
    "incidents_df = explode(incidents_df, ['incident'], fill_value='', preserve_index=True)\n",
    "incidents_df.drop(columns = ['match_info_full'], inplace = True)\n",
    "incidents_df['team_decision'] = incidents_df['incident'].apply(lambda x: get_decision(x))\n",
    "incidents_df = incidents_df[['incident', 'team_decision', 'team', 'opposition', 'home_or_away', 'date', 'year']]\n",
    "incidents_df = incidents_df.reset_index(drop = True)\n",
    "len(incidents_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4db13652",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export as CSV file\n",
    "export_date = dt.today().strftime('%Y%m%d')\n",
    "incidents_df.to_csv(f'./data/EPL_VAR_Incidents_Raw_{export_date}.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "96e82bc7",
   "metadata": {},
   "source": [
    "___\n",
    "### 3. Get team VAR decisions\n",
    "\n",
    "#### (i) 2020/2021 Season"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "dbeedb3d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Direct web driver to 2020-2021 page\n",
    "driver.get(VAR_PAGE_2020_2021)\n",
    "\n",
    "decision_elems = driver.find_elements_by_xpath(\"//aside[@class='inline editorial float-r']\")\n",
    "\n",
    "for elem in decision_elems:\n",
    "    if 'decisions for' in elem.text.lower():\n",
    "        decisions_for_text_2021 = elem.text \n",
    "    elif 'decisions against' in elem.text.lower():\n",
    "        decisions_against_text_2021 = elem.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1cb64e7c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<selenium.webdriver.remote.webelement.WebElement (session=\"61d3398dc0c34599692e09581f98e55c\", element=\"fb225f4d-bc0a-4d0c-a08e-e24ba1d477d9\")>,\n",
       " <selenium.webdriver.remote.webelement.WebElement (session=\"61d3398dc0c34599692e09581f98e55c\", element=\"1b174eaf-d300-4b2d-81f4-6d96e60c16f9\")>,\n",
       " <selenium.webdriver.remote.webelement.WebElement (session=\"61d3398dc0c34599692e09581f98e55c\", element=\"a41a3d66-fd4e-4331-8cc4-f1dbe206c02f\")>]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "decision_elems"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "13340820",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Brighton & Hove Albion 9',\n",
       " 'Fulham 9',\n",
       " 'Leicester City 9',\n",
       " 'Manchester United 9',\n",
       " 'Chelsea 8',\n",
       " 'Aston Villa 7',\n",
       " 'Liverpool 7',\n",
       " 'Sheffield United 7',\n",
       " 'Southampton 7',\n",
       " 'Tottenham Hotspur 7',\n",
       " 'Crystal Palace 6',\n",
       " 'Everton 6',\n",
       " 'Burnley 5',\n",
       " 'Leeds 5',\n",
       " 'Manchester City 5',\n",
       " 'Newcastle 5',\n",
       " 'West Ham 5',\n",
       " 'Wolves 4',\n",
       " 'Arsenal 3',\n",
       " 'West Brom 3']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "decisions_for_2021_list = decisions_for_text_2021.split('\\n')[2:]\n",
    "decisions_against_2021_list = decisions_against_text_2021.split('\\n')[2:]\n",
    "decisions_for_2021_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "9d9b3c62",
   "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>team</th>\n",
       "      <th>year</th>\n",
       "      <th>decisions_for</th>\n",
       "      <th>decisions_against</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Everton</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Leeds</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      team       year decisions_for decisions_against\n",
       "0   Brighton & Hove Albion  2020/2021             9                 8\n",
       "1                   Fulham  2020/2021             9                 6\n",
       "2           Leicester City  2020/2021             9                 7\n",
       "3        Manchester United  2020/2021             9                 9\n",
       "4                  Chelsea  2020/2021             8                 5\n",
       "5              Aston Villa  2020/2021             7                 5\n",
       "6                Liverpool  2020/2021             7                13\n",
       "7         Sheffield United  2020/2021             7                 4\n",
       "8              Southampton  2020/2021             7                 7\n",
       "9        Tottenham Hotspur  2020/2021             7                10\n",
       "10          Crystal Palace  2020/2021             6                 5\n",
       "11                 Everton  2020/2021             6                 2\n",
       "12                 Burnley  2020/2021             5                 1\n",
       "13                   Leeds  2020/2021             5                 4\n",
       "14         Manchester City  2020/2021             5                 4\n",
       "15               Newcastle  2020/2021             5                 5\n",
       "16                West Ham  2020/2021             5                 6\n",
       "17                  Wolves  2020/2021             4                 7\n",
       "18                 Arsenal  2020/2021             3                 9\n",
       "19               West Brom  2020/2021             3                 9"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "decisions_df_2021 = pd.DataFrame(columns = ['team', 'year', 'decisions_for', 'decisions_against'])\n",
    "year = '2020/2021'\n",
    "\n",
    "for i in decisions_for_2021_list:\n",
    "    count = i.rsplit(' ',1)[-1]\n",
    "    team = i.rsplit(' ',1)[0]\n",
    "    decisions_df_2021 = decisions_df_2021.append({'team': team, \n",
    "                                                  'year': year,                                                  \n",
    "                                                  'decisions_for': count}, \n",
    "                                                  ignore_index=True)\n",
    "    \n",
    "for i in decisions_against_2021_list:\n",
    "    count = i.rsplit(' ',1)[-1]\n",
    "    team = i.rsplit(' ',1)[0]\n",
    "    decisions_df_2021.loc[decisions_df_2021['team'] == team, 'decisions_against'] = count\n",
    "\n",
    "decisions_df_2021"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "335d8bb4",
   "metadata": {},
   "source": [
    "___\n",
    "### 3. Get team VAR decisions\n",
    "\n",
    "#### (ii) 2019/2020 Season"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "7ca7af8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Direct web driver to 2019-2020 page\n",
    "driver.get(VAR_PAGE_2019_2020)\n",
    "\n",
    "decision_elems = driver.find_elements_by_xpath(\"//aside[@class='inline editorial float-r']\")\n",
    "\n",
    "for elem in decision_elems:\n",
    "    if 'decisions for' in elem.text.lower():\n",
    "        decisions_for_text_1920 = elem.text \n",
    "    elif 'decisions against' in elem.text.lower():\n",
    "        decisions_against_text_1920 = elem.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "89a319c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "decisions_for_1920_list = decisions_for_text_1920.split('\\n')[2:]\n",
    "decisions_against_1920_list = decisions_against_text_1920.split('\\n')[2:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "0c8aefee",
   "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>team</th>\n",
       "      <th>year</th>\n",
       "      <th>decisions_for</th>\n",
       "      <th>decisions_against</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Everton</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Norwich City</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Watford</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      team       year decisions_for decisions_against\n",
       "0   Brighton & Hove Albion  2019/2020            10                 2\n",
       "1        Manchester United  2019/2020            10                 3\n",
       "2           Crystal Palace  2019/2020             8                 4\n",
       "3           Leicester City  2019/2020             8                 7\n",
       "4          Manchester City  2019/2020             8                 8\n",
       "5              Southampton  2019/2020             8                 5\n",
       "6        Tottenham Hotspur  2019/2020             8                 7\n",
       "7                  Burnley  2019/2020             7                 4\n",
       "8                 West Ham  2019/2020             6                10\n",
       "9          AFC Bournemouth  2019/2020             5                 7\n",
       "10                 Chelsea  2019/2020             5                 7\n",
       "11               Liverpool  2019/2020             5                 3\n",
       "12                 Arsenal  2019/2020             4                 5\n",
       "13                 Everton  2019/2020             3                 4\n",
       "14               Newcastle  2019/2020             3                 0\n",
       "15        Sheffield United  2019/2020             3                 8\n",
       "16             Aston Villa  2019/2020             2                 5\n",
       "17            Norwich City  2019/2020             2                 9\n",
       "18                 Watford  2019/2020             2                 4\n",
       "19                  Wolves  2019/2020             2                 7"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "decisions_df_1920 = pd.DataFrame(columns = ['team', 'year', 'decisions_for', 'decisions_against'])\n",
    "year = '2019/2020'\n",
    "\n",
    "for i in decisions_for_1920_list:\n",
    "    count = i.rsplit(' ',1)[-1]\n",
    "    team = i.rsplit(' ',1)[0]\n",
    "    decisions_df_1920 = decisions_df_1920.append({'team': team, \n",
    "                                                  'year': year,                                                  \n",
    "                                                  'decisions_for': count}, \n",
    "                                                  ignore_index=True)\n",
    "    \n",
    "for i in decisions_against_1920_list:\n",
    "    count = i.rsplit(' ',1)[-1]\n",
    "    team = i.rsplit(' ',1)[0]\n",
    "    decisions_df_1920.loc[decisions_df_1920['team'] == team, 'decisions_against'] = count\n",
    "\n",
    "decisions_df_1920"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aea96e28",
   "metadata": {},
   "source": [
    "___\n",
    "### 3. Get team VAR decisions\n",
    "\n",
    "#### (iii) Combined (2019/2020 and 2020/2021 Seasons)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "92337dc4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>team</th>\n",
       "      <th>year</th>\n",
       "      <th>decisions_for</th>\n",
       "      <th>decisions_against</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Everton</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Leeds</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Everton</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Norwich City</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Watford</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      team       year decisions_for decisions_against\n",
       "0   Brighton & Hove Albion  2020/2021             9                 8\n",
       "1                   Fulham  2020/2021             9                 6\n",
       "2           Leicester City  2020/2021             9                 7\n",
       "3        Manchester United  2020/2021             9                 9\n",
       "4                  Chelsea  2020/2021             8                 5\n",
       "5              Aston Villa  2020/2021             7                 5\n",
       "6                Liverpool  2020/2021             7                13\n",
       "7         Sheffield United  2020/2021             7                 4\n",
       "8              Southampton  2020/2021             7                 7\n",
       "9        Tottenham Hotspur  2020/2021             7                10\n",
       "10          Crystal Palace  2020/2021             6                 5\n",
       "11                 Everton  2020/2021             6                 2\n",
       "12                 Burnley  2020/2021             5                 1\n",
       "13                   Leeds  2020/2021             5                 4\n",
       "14         Manchester City  2020/2021             5                 4\n",
       "15               Newcastle  2020/2021             5                 5\n",
       "16                West Ham  2020/2021             5                 6\n",
       "17                  Wolves  2020/2021             4                 7\n",
       "18                 Arsenal  2020/2021             3                 9\n",
       "19               West Brom  2020/2021             3                 9\n",
       "20  Brighton & Hove Albion  2019/2020            10                 2\n",
       "21       Manchester United  2019/2020            10                 3\n",
       "22          Crystal Palace  2019/2020             8                 4\n",
       "23          Leicester City  2019/2020             8                 7\n",
       "24         Manchester City  2019/2020             8                 8\n",
       "25             Southampton  2019/2020             8                 5\n",
       "26       Tottenham Hotspur  2019/2020             8                 7\n",
       "27                 Burnley  2019/2020             7                 4\n",
       "28                West Ham  2019/2020             6                10\n",
       "29         AFC Bournemouth  2019/2020             5                 7\n",
       "30                 Chelsea  2019/2020             5                 7\n",
       "31               Liverpool  2019/2020             5                 3\n",
       "32                 Arsenal  2019/2020             4                 5\n",
       "33                 Everton  2019/2020             3                 4\n",
       "34               Newcastle  2019/2020             3                 0\n",
       "35        Sheffield United  2019/2020             3                 8\n",
       "36             Aston Villa  2019/2020             2                 5\n",
       "37            Norwich City  2019/2020             2                 9\n",
       "38                 Watford  2019/2020             2                 4\n",
       "39                  Wolves  2019/2020             2                 7"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "decisions_df = pd.concat([decisions_df_2021, decisions_df_1920]).reset_index(drop=True)\n",
    "decisions_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "f69c9ca0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export as CSV file\n",
    "export_date = dt.today().strftime('%Y%m%d')\n",
    "decisions_df.to_csv(f'./data/EPL_VAR_Decisions_{export_date}.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56dbd760",
   "metadata": {},
   "source": [
    "___\n",
    "### 4. Get EPL League Positions and Points Tally\n",
    "\n",
    "#### (i) 2019/2020 Season"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "e8d0bc2a",
   "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>team</th>\n",
       "      <th>year</th>\n",
       "      <th>position</th>\n",
       "      <th>points</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>2</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>3</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>4</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>5</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>6</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Wolverhampton Wanderers</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>7</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>9</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>10</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>11</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Everton</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>12</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Newcastle United</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>13</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>14</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>15</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>West Ham United</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>16</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>17</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Bournemouth</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>18</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Watford</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>19</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Norwich City</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       team       year position points\n",
       "0                 Liverpool  2019/2020        1     99\n",
       "1           Manchester City  2019/2020        2     81\n",
       "2         Manchester United  2019/2020        3     66\n",
       "3                   Chelsea  2019/2020        4     66\n",
       "4            Leicester City  2019/2020        5     62\n",
       "5         Tottenham Hotspur  2019/2020        6     59\n",
       "6   Wolverhampton Wanderers  2019/2020        7     59\n",
       "7                   Arsenal  2019/2020        8     56\n",
       "8          Sheffield United  2019/2020        9     54\n",
       "9                   Burnley  2019/2020       10     54\n",
       "10              Southampton  2019/2020       11     52\n",
       "11                  Everton  2019/2020       12     49\n",
       "12         Newcastle United  2019/2020       13     44\n",
       "13           Crystal Palace  2019/2020       14     43\n",
       "14   Brighton & Hove Albion  2019/2020       15     41\n",
       "15          West Ham United  2019/2020       16     39\n",
       "16              Aston Villa  2019/2020       17     35\n",
       "17              Bournemouth  2019/2020       18     34\n",
       "18                  Watford  2019/2020       19     34\n",
       "19             Norwich City  2019/2020       20     21"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Direct web driver to 2019-2020 page\n",
    "driver.get(EPL_TABLE_2019_2020)\n",
    "\n",
    "table_elems = driver.find_elements_by_xpath(\"//tr[@class='standing-table__row']\")\n",
    "\n",
    "epl_table_1920 = pd.DataFrame(columns=['team', 'year', 'position', 'points'])\n",
    "\n",
    "for elem in table_elems:\n",
    "    row_list = elem.text.split('\\n')\n",
    "    team = row_list[1]\n",
    "    position = row_list[0]\n",
    "    points = row_list[-1].split(' ')[-1]\n",
    "    year = '2019/2020'\n",
    "    \n",
    "    epl_table_1920 = epl_table_1920.append({'team': team, \n",
    "                                            'year': year,                                                  \n",
    "                                            'position': position,\n",
    "                                            'points': points}, \n",
    "                                             ignore_index=True)\n",
    "\n",
    "epl_table_1920"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2188c46",
   "metadata": {},
   "source": [
    "___\n",
    "### 4. Get EPL League Positions and Points Tally\n",
    "\n",
    "#### (ii) 2020/2021 Season"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "c56ac55b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Direct web driver to 2020-2021 page\n",
    "driver.get(EPL_TABLE_2020_2021)\n",
    "\n",
    "table_elems = driver.find_elements_by_xpath(\"//tr[@class='standing-table__row']\")\n",
    "\n",
    "epl_table_2021 = pd.DataFrame(columns=['team', 'year', 'position', 'points'])\n",
    "\n",
    "for elem in table_elems:\n",
    "    row_list = elem.text.split('\\n')\n",
    "    team = row_list[1]\n",
    "    position = row_list[0]\n",
    "    points = row_list[-1].split(' ')[-1]\n",
    "    year = '2020/2021'\n",
    "    \n",
    "    epl_table_2021 = epl_table_2021.append({'team': team, \n",
    "                                            'year': year,                                                  \n",
    "                                            'position': position,\n",
    "                                            'points': points}, \n",
    "                                             ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "57cfdcac",
   "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>team</th>\n",
       "      <th>year</th>\n",
       "      <th>position</th>\n",
       "      <th>points</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>1</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>2</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>3</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>4</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>5</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>West Ham United</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>6</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>7</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>8</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Leeds United</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>9</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Everton</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>10</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>11</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Newcastle United</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>12</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Wolverhampton Wanderers</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>13</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>14</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>15</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>16</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>17</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>18</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>West Bromwich Albion</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>19</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>20</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       team       year position points\n",
       "0           Manchester City  2020/2021        1     86\n",
       "1         Manchester United  2020/2021        2     74\n",
       "2                 Liverpool  2020/2021        3     69\n",
       "3                   Chelsea  2020/2021        4     67\n",
       "4            Leicester City  2020/2021        5     66\n",
       "5           West Ham United  2020/2021        6     65\n",
       "6         Tottenham Hotspur  2020/2021        7     62\n",
       "7                   Arsenal  2020/2021        8     61\n",
       "8              Leeds United  2020/2021        9     59\n",
       "9                   Everton  2020/2021       10     59\n",
       "10              Aston Villa  2020/2021       11     55\n",
       "11         Newcastle United  2020/2021       12     45\n",
       "12  Wolverhampton Wanderers  2020/2021       13     45\n",
       "13           Crystal Palace  2020/2021       14     44\n",
       "14              Southampton  2020/2021       15     43\n",
       "15   Brighton & Hove Albion  2020/2021       16     41\n",
       "16                  Burnley  2020/2021       17     39\n",
       "17                   Fulham  2020/2021       18     28\n",
       "18     West Bromwich Albion  2020/2021       19     26\n",
       "19         Sheffield United  2020/2021       20     23"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epl_table_2021"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8cbfc5c0",
   "metadata": {},
   "source": [
    "___\n",
    "### 4. Get EPL League Positions and Points Tally\n",
    "\n",
    "#### (iii) Combined (2019/2020 and 2020/2021 Seasons)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "573d6306",
   "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>team</th>\n",
       "      <th>year</th>\n",
       "      <th>position</th>\n",
       "      <th>points</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>2</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>3</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>4</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>5</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>6</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Wolverhampton Wanderers</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>7</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>9</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>10</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>11</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Everton</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>12</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Newcastle United</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>13</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>14</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>15</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>West Ham United</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>16</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>17</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Bournemouth</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>18</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Watford</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>19</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Norwich City</td>\n",
       "      <td>2019/2020</td>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>1</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>2</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>3</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>4</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>5</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>West Ham United</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>6</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>7</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>8</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Leeds United</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>9</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Everton</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>10</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>11</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Newcastle United</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>12</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Wolverhampton Wanderers</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>13</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>14</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>15</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Brighton &amp; Hove Albion</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>16</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>17</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>18</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>West Bromwich Albion</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>19</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>2020/2021</td>\n",
       "      <td>20</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       team       year position points\n",
       "0                 Liverpool  2019/2020        1     99\n",
       "1           Manchester City  2019/2020        2     81\n",
       "2         Manchester United  2019/2020        3     66\n",
       "3                   Chelsea  2019/2020        4     66\n",
       "4            Leicester City  2019/2020        5     62\n",
       "5         Tottenham Hotspur  2019/2020        6     59\n",
       "6   Wolverhampton Wanderers  2019/2020        7     59\n",
       "7                   Arsenal  2019/2020        8     56\n",
       "8          Sheffield United  2019/2020        9     54\n",
       "9                   Burnley  2019/2020       10     54\n",
       "10              Southampton  2019/2020       11     52\n",
       "11                  Everton  2019/2020       12     49\n",
       "12         Newcastle United  2019/2020       13     44\n",
       "13           Crystal Palace  2019/2020       14     43\n",
       "14   Brighton & Hove Albion  2019/2020       15     41\n",
       "15          West Ham United  2019/2020       16     39\n",
       "16              Aston Villa  2019/2020       17     35\n",
       "17              Bournemouth  2019/2020       18     34\n",
       "18                  Watford  2019/2020       19     34\n",
       "19             Norwich City  2019/2020       20     21\n",
       "20          Manchester City  2020/2021        1     86\n",
       "21        Manchester United  2020/2021        2     74\n",
       "22                Liverpool  2020/2021        3     69\n",
       "23                  Chelsea  2020/2021        4     67\n",
       "24           Leicester City  2020/2021        5     66\n",
       "25          West Ham United  2020/2021        6     65\n",
       "26        Tottenham Hotspur  2020/2021        7     62\n",
       "27                  Arsenal  2020/2021        8     61\n",
       "28             Leeds United  2020/2021        9     59\n",
       "29                  Everton  2020/2021       10     59\n",
       "30              Aston Villa  2020/2021       11     55\n",
       "31         Newcastle United  2020/2021       12     45\n",
       "32  Wolverhampton Wanderers  2020/2021       13     45\n",
       "33           Crystal Palace  2020/2021       14     44\n",
       "34              Southampton  2020/2021       15     43\n",
       "35   Brighton & Hove Albion  2020/2021       16     41\n",
       "36                  Burnley  2020/2021       17     39\n",
       "37                   Fulham  2020/2021       18     28\n",
       "38     West Bromwich Albion  2020/2021       19     26\n",
       "39         Sheffield United  2020/2021       20     23"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epl_table_df = pd.concat([epl_table_1920, epl_table_2021]).reset_index(drop=True)\n",
    "epl_table_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "a00130b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export as CSV file\n",
    "export_date = dt.today().strftime('%Y%m%d')\n",
    "epl_table_df.to_csv(f'./data/EPL_Table_{export_date}.csv', index=False)"
   ]
  }
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