T2Workshop.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "95ce44bc-8153-4f61-b90d-0065a41aa24e",
   "metadata": {},
   "source": [
    "# **Football Forecasting Workshop**\n",
    "\n",
    "### Warwick Data Science Society (WDSS)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2129972a-b969-43b9-8e1e-c4b3f2eb8568",
   "metadata": {},
   "source": [
    "<img src=\"logo_subtitle.png\" width=200 />"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd1f454a-37a3-40c0-945f-76a39b082e97",
   "metadata": {},
   "source": [
    "### Sponsor"
   ]
  },
  {
   "attachments": {
    "62edd42b-37ab-4876-a1e2-df9314c8b6ff.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "dc2f7cf1-1724-4776-b3ed-fb865f9fb228",
   "metadata": {},
   "source": [
    "<img src=\"mustard-systems-logo.png\" width=180![logo_subtitle.png](attachment:62edd42b-37ab-4876-a1e2-df9314c8b6ff.png) />"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59bb8e56-b650-4802-a0d0-686e72fb380c",
   "metadata": {},
   "source": [
    "### Modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7ef07c46-f050-4d14-9378-850d92a32797",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import some modules\n",
    "from scipy.stats import poisson, skellam\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.api as sm\n",
    "import statsmodels.formula.api as smf\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4bca21d-3958-4136-a965-c67323b3dd31",
   "metadata": {},
   "source": [
    "### Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4de73d2-be1e-4d08-947c-f6ac7aa29e4a",
   "metadata": {},
   "source": [
    "https://www.football-data.co.uk/notes.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2774067c-713b-43d6-a2aa-5cb67c17d8d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to retrieve EPL matches from any given year\n",
    "def get_premier_league_data(start_year):\n",
    "    season = str(start_year)[-2:] + str(start_year + 1)[-2:]\n",
    "    data = pd.read_csv(\"http://www.football-data.co.uk/mmz4281/\" + season + \"/E0.csv\")\n",
    "    data = data[['HomeTeam','AwayTeam','FTHG','FTAG', 'FTR','Date']]\n",
    "    data = data.rename(columns={'FTHG': 'HomeGoals', 'FTAG': 'AwayGoals', 'FTR':'Result'})\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f4abffaa-5eb4-4797-88fa-086fabc35023",
   "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>HomeTeam</th>\n",
       "      <th>AwayTeam</th>\n",
       "      <th>HomeGoals</th>\n",
       "      <th>AwayGoals</th>\n",
       "      <th>Result</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Man United</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>H</td>\n",
       "      <td>10/08/2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bournemouth</td>\n",
       "      <td>Cardiff</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>H</td>\n",
       "      <td>11/08/2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>11/08/2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Huddersfield</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>A</td>\n",
       "      <td>11/08/2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>11/08/2018</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       HomeTeam        AwayTeam  HomeGoals  AwayGoals Result        Date\n",
       "0    Man United       Leicester          2          1      H  10/08/2018\n",
       "1   Bournemouth         Cardiff          2          0      H  11/08/2018\n",
       "2        Fulham  Crystal Palace          0          2      A  11/08/2018\n",
       "3  Huddersfield         Chelsea          0          3      A  11/08/2018\n",
       "4     Newcastle       Tottenham          1          2      A  11/08/2018"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = get_premier_league_data(2018)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41d0fb54-ff13-4b5d-950b-38488cae222d",
   "metadata": {},
   "source": [
    "### Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b28d4fe6-5966-4f3e-8f9a-5ceec15ab8a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "HomeGoals    1.568421\n",
       "AwayGoals    1.252632\n",
       "dtype: float64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b1bccb51-8b33-469a-927c-92bfb3425951",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prepare the dataset\n",
    "# Separate home and away teams/goals - then concatenate\n",
    "goal_model_data = pd.concat([data[['HomeTeam','AwayTeam','HomeGoals']].assign(home=1).rename(\n",
    "            columns={'HomeTeam':'team', 'AwayTeam':'opponent','HomeGoals':'goals'}),\n",
    "           data[['AwayTeam','HomeTeam','AwayGoals']].assign(home=0).rename(\n",
    "            columns={'AwayTeam':'team', 'HomeTeam':'opponent','AwayGoals':'goals'})])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "db6415e3-ab4c-41c3-ad1c-b9ea44d3fbcd",
   "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>opponent</th>\n",
       "      <th>goals</th>\n",
       "      <th>home</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>Man City</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>Bournemouth</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>Newcastle</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Leicester</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>Cardiff</td>\n",
       "      <td>Man United</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>Huddersfield</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>Everton</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>Watford</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             team        opponent  goals  home\n",
       "370      Man City        Brighton      4     0\n",
       "371       Arsenal         Burnley      3     0\n",
       "372   Bournemouth  Crystal Palace      3     0\n",
       "373     Newcastle          Fulham      4     0\n",
       "374       Chelsea       Leicester      0     0\n",
       "375        Wolves       Liverpool      0     0\n",
       "376       Cardiff      Man United      2     0\n",
       "377  Huddersfield     Southampton      1     0\n",
       "378       Everton       Tottenham      2     0\n",
       "379      West Ham         Watford      4     0"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "goal_model_data.tail(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "93c5045f-4b70-43d4-96c4-63ae35500620",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Building the model\n",
    "# Poisson Regression: log-linear model\n",
    "poisson_model = smf.glm(formula=\"goals ~ home + team + opponent\", data=goal_model_data, \n",
    "                        family=sm.families.Poisson()).fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6eea0367-090f-41f9-afdb-d7bd8b2bfaf6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>Generalized Linear Model Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>         <td>goals</td>      <th>  No. Observations:  </th>  <td>   760</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                  <td>GLM</td>       <th>  Df Residuals:      </th>  <td>   720</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model Family:</th>         <td>Poisson</td>     <th>  Df Model:          </th>  <td>    39</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Link Function:</th>          <td>log</td>       <th>  Scale:             </th> <td>  1.0000</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>                <td>IRLS</td>       <th>  Log-Likelihood:    </th> <td> -1065.1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>            <td>Sat, 15 Jan 2022</td> <th>  Deviance:          </th> <td>  762.55</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                <td>14:22:20</td>     <th>  Pearson chi2:      </th>  <td>  656.</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Iterations:</th>          <td>5</td>        <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>     <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "               <td></td>                 <th>coef</th>     <th>std err</th>      <th>z</th>      <th>P>|z|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>                  <td>    0.5061</td> <td>    0.188</td> <td>    2.685</td> <td> 0.007</td> <td>    0.137</td> <td>    0.876</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>team[T.Bournemouth]</th>        <td>   -0.2470</td> <td>    0.178</td> <td>   -1.388</td> <td> 0.165</td> <td>   -0.596</td> <td>    0.102</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>team[T.Brighton]</th>           <td>   -0.7283</td> <td>    0.206</td> <td>   -3.538</td> <td> 0.000</td> <td>   -1.132</td> <td>   -0.325</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>team[T.Burnley]</th>            <td>   -0.4684</td> <td>    0.190</td> <td>   -2.468</td> <td> 0.014</td> <td>   -0.841</td> <td>   -0.096</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>team[T.Cardiff]</th>            <td>   -0.7485</td> <td>    0.208</td> <td>   -3.600</td> <td> 0.000</td> <td>   -1.156</td> <td>   -0.341</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>team[T.Chelsea]</th>            <td>   -0.1597</td> <td>    0.172</td> <td>   -0.927</td> <td> 0.354</td> <td>   -0.497</td> <td>    0.178</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>team[T.Crystal Palace]</th>     <td>   -0.3578</td> <td>    0.183</td> <td>   -1.957</td> <td> 0.050</td> <td>   -0.716</td> <td>    0.000</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>team[T.Everton]</th>            <td>   -0.3074</td> <td>    0.180</td> <td>   -1.710</td> <td> 0.087</td> <td>   -0.660</td> <td>    0.045</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>team[T.Fulham]</th>             <td>   -0.7366</td> <td>    0.208</td> <td>   -3.542</td> <td> 0.000</td> <td>   -1.144</td> <td>   -0.329</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>team[T.Huddersfield]</th>       <td>   -1.1778</td> <td>    0.243</td> <td>   -4.837</td> <td> 0.000</td> <td>   -1.655</td> <td>   -0.701</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>team[T.Leicester]</th>          <td>   -0.3627</td> <td>    0.183</td> <td>   -1.984</td> <td> 0.047</td> <td>   -0.721</td> <td>   -0.004</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>team[T.Liverpool]</th>          <td>    0.1698</td> <td>    0.158</td> <td>    1.074</td> <td> 0.283</td> <td>   -0.140</td> <td>    0.480</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>team[T.Man City]</th>           <td>    0.2362</td> <td>    0.156</td> <td>    1.515</td> <td> 0.130</td> <td>   -0.069</td> <td>    0.542</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>team[T.Man United]</th>         <td>   -0.1135</td> <td>    0.171</td> <td>   -0.664</td> <td> 0.507</td> <td>   -0.448</td> <td>    0.221</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>team[T.Newcastle]</th>          <td>   -0.5573</td> <td>    0.194</td> <td>   -2.874</td> <td> 0.004</td> <td>   -0.937</td> <td>   -0.177</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>team[T.Southampton]</th>        <td>   -0.4714</td> <td>    0.190</td> <td>   -2.483</td> <td> 0.013</td> <td>   -0.843</td> <td>   -0.099</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>team[T.Tottenham]</th>          <td>   -0.0980</td> <td>    0.169</td> <td>   -0.578</td> <td> 0.563</td> <td>   -0.430</td> <td>    0.234</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>team[T.Watford]</th>            <td>   -0.3324</td> <td>    0.182</td> <td>   -1.829</td> <td> 0.067</td> <td>   -0.689</td> <td>    0.024</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>team[T.West Ham]</th>           <td>   -0.3363</td> <td>    0.182</td> <td>   -1.850</td> <td> 0.064</td> <td>   -0.693</td> <td>    0.020</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>team[T.Wolves]</th>             <td>   -0.4465</td> <td>    0.187</td> <td>   -2.384</td> <td> 0.017</td> <td>   -0.814</td> <td>   -0.079</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>opponent[T.Bournemouth]</th>    <td>    0.3008</td> <td>    0.184</td> <td>    1.631</td> <td> 0.103</td> <td>   -0.061</td> <td>    0.662</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>opponent[T.Brighton]</th>       <td>    0.1253</td> <td>    0.191</td> <td>    0.657</td> <td> 0.511</td> <td>   -0.249</td> <td>    0.499</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>opponent[T.Burnley]</th>        <td>    0.2607</td> <td>    0.186</td> <td>    1.405</td> <td> 0.160</td> <td>   -0.103</td> <td>    0.624</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>opponent[T.Cardiff]</th>        <td>    0.2644</td> <td>    0.185</td> <td>    1.430</td> <td> 0.153</td> <td>   -0.098</td> <td>    0.627</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>opponent[T.Chelsea]</th>        <td>   -0.2790</td> <td>    0.213</td> <td>   -1.310</td> <td> 0.190</td> <td>   -0.697</td> <td>    0.139</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>opponent[T.Crystal Palace]</th> <td>    0.0167</td> <td>    0.196</td> <td>    0.085</td> <td> 0.932</td> <td>   -0.368</td> <td>    0.402</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>opponent[T.Everton]</th>        <td>   -0.1224</td> <td>    0.204</td> <td>   -0.601</td> <td> 0.548</td> <td>   -0.522</td> <td>    0.277</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>opponent[T.Fulham]</th>         <td>    0.4252</td> <td>    0.179</td> <td>    2.374</td> <td> 0.018</td> <td>    0.074</td> <td>    0.776</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>opponent[T.Huddersfield]</th>   <td>    0.3495</td> <td>    0.181</td> <td>    1.928</td> <td> 0.054</td> <td>   -0.006</td> <td>    0.705</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>opponent[T.Leicester]</th>      <td>   -0.0827</td> <td>    0.201</td> <td>   -0.410</td> <td> 0.681</td> <td>   -0.477</td> <td>    0.312</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>opponent[T.Liverpool]</th>      <td>   -0.8271</td> <td>    0.255</td> <td>   -3.239</td> <td> 0.001</td> <td>   -1.328</td> <td>   -0.327</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>opponent[T.Man City]</th>       <td>   -0.7766</td> <td>    0.252</td> <td>   -3.088</td> <td> 0.002</td> <td>   -1.270</td> <td>   -0.284</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>opponent[T.Man United]</th>     <td>    0.0493</td> <td>    0.196</td> <td>    0.252</td> <td> 0.801</td> <td>   -0.334</td> <td>    0.433</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>opponent[T.Newcastle]</th>      <td>   -0.0914</td> <td>    0.201</td> <td>   -0.454</td> <td> 0.650</td> <td>   -0.486</td> <td>    0.303</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>opponent[T.Southampton]</th>    <td>    0.2154</td> <td>    0.187</td> <td>    1.150</td> <td> 0.250</td> <td>   -0.152</td> <td>    0.583</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>opponent[T.Tottenham]</th>      <td>   -0.2751</td> <td>    0.213</td> <td>   -1.291</td> <td> 0.197</td> <td>   -0.693</td> <td>    0.142</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>opponent[T.Watford]</th>        <td>    0.1252</td> <td>    0.192</td> <td>    0.654</td> <td> 0.513</td> <td>   -0.250</td> <td>    0.501</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>opponent[T.West Ham]</th>       <td>    0.0548</td> <td>    0.195</td> <td>    0.281</td> <td> 0.778</td> <td>   -0.327</td> <td>    0.436</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>opponent[T.Wolves]</th>         <td>   -0.1292</td> <td>    0.204</td> <td>   -0.635</td> <td> 0.526</td> <td>   -0.528</td> <td>    0.270</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>home</th>                       <td>    0.2248</td> <td>    0.061</td> <td>    3.657</td> <td> 0.000</td> <td>    0.104</td> <td>    0.345</td>\n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                 Generalized Linear Model Regression Results                  \n",
       "==============================================================================\n",
       "Dep. Variable:                  goals   No. Observations:                  760\n",
       "Model:                            GLM   Df Residuals:                      720\n",
       "Model Family:                 Poisson   Df Model:                           39\n",
       "Link Function:                    log   Scale:                          1.0000\n",
       "Method:                          IRLS   Log-Likelihood:                -1065.1\n",
       "Date:                Sat, 15 Jan 2022   Deviance:                       762.55\n",
       "Time:                        14:22:20   Pearson chi2:                     656.\n",
       "No. Iterations:                     5                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==============================================================================================\n",
       "                                 coef    std err          z      P>|z|      [0.025      0.975]\n",
       "----------------------------------------------------------------------------------------------\n",
       "Intercept                      0.5061      0.188      2.685      0.007       0.137       0.876\n",
       "team[T.Bournemouth]           -0.2470      0.178     -1.388      0.165      -0.596       0.102\n",
       "team[T.Brighton]              -0.7283      0.206     -3.538      0.000      -1.132      -0.325\n",
       "team[T.Burnley]               -0.4684      0.190     -2.468      0.014      -0.841      -0.096\n",
       "team[T.Cardiff]               -0.7485      0.208     -3.600      0.000      -1.156      -0.341\n",
       "team[T.Chelsea]               -0.1597      0.172     -0.927      0.354      -0.497       0.178\n",
       "team[T.Crystal Palace]        -0.3578      0.183     -1.957      0.050      -0.716       0.000\n",
       "team[T.Everton]               -0.3074      0.180     -1.710      0.087      -0.660       0.045\n",
       "team[T.Fulham]                -0.7366      0.208     -3.542      0.000      -1.144      -0.329\n",
       "team[T.Huddersfield]          -1.1778      0.243     -4.837      0.000      -1.655      -0.701\n",
       "team[T.Leicester]             -0.3627      0.183     -1.984      0.047      -0.721      -0.004\n",
       "team[T.Liverpool]              0.1698      0.158      1.074      0.283      -0.140       0.480\n",
       "team[T.Man City]               0.2362      0.156      1.515      0.130      -0.069       0.542\n",
       "team[T.Man United]            -0.1135      0.171     -0.664      0.507      -0.448       0.221\n",
       "team[T.Newcastle]             -0.5573      0.194     -2.874      0.004      -0.937      -0.177\n",
       "team[T.Southampton]           -0.4714      0.190     -2.483      0.013      -0.843      -0.099\n",
       "team[T.Tottenham]             -0.0980      0.169     -0.578      0.563      -0.430       0.234\n",
       "team[T.Watford]               -0.3324      0.182     -1.829      0.067      -0.689       0.024\n",
       "team[T.West Ham]              -0.3363      0.182     -1.850      0.064      -0.693       0.020\n",
       "team[T.Wolves]                -0.4465      0.187     -2.384      0.017      -0.814      -0.079\n",
       "opponent[T.Bournemouth]        0.3008      0.184      1.631      0.103      -0.061       0.662\n",
       "opponent[T.Brighton]           0.1253      0.191      0.657      0.511      -0.249       0.499\n",
       "opponent[T.Burnley]            0.2607      0.186      1.405      0.160      -0.103       0.624\n",
       "opponent[T.Cardiff]            0.2644      0.185      1.430      0.153      -0.098       0.627\n",
       "opponent[T.Chelsea]           -0.2790      0.213     -1.310      0.190      -0.697       0.139\n",
       "opponent[T.Crystal Palace]     0.0167      0.196      0.085      0.932      -0.368       0.402\n",
       "opponent[T.Everton]           -0.1224      0.204     -0.601      0.548      -0.522       0.277\n",
       "opponent[T.Fulham]             0.4252      0.179      2.374      0.018       0.074       0.776\n",
       "opponent[T.Huddersfield]       0.3495      0.181      1.928      0.054      -0.006       0.705\n",
       "opponent[T.Leicester]         -0.0827      0.201     -0.410      0.681      -0.477       0.312\n",
       "opponent[T.Liverpool]         -0.8271      0.255     -3.239      0.001      -1.328      -0.327\n",
       "opponent[T.Man City]          -0.7766      0.252     -3.088      0.002      -1.270      -0.284\n",
       "opponent[T.Man United]         0.0493      0.196      0.252      0.801      -0.334       0.433\n",
       "opponent[T.Newcastle]         -0.0914      0.201     -0.454      0.650      -0.486       0.303\n",
       "opponent[T.Southampton]        0.2154      0.187      1.150      0.250      -0.152       0.583\n",
       "opponent[T.Tottenham]         -0.2751      0.213     -1.291      0.197      -0.693       0.142\n",
       "opponent[T.Watford]            0.1252      0.192      0.654      0.513      -0.250       0.501\n",
       "opponent[T.West Ham]           0.0548      0.195      0.281      0.778      -0.327       0.436\n",
       "opponent[T.Wolves]            -0.1292      0.204     -0.635      0.526      -0.528       0.270\n",
       "home                           0.2248      0.061      3.657      0.000       0.104       0.345\n",
       "==============================================================================================\n",
       "\"\"\""
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get a statistical summary of the poisson model\n",
    "poisson_model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56210e01-d59d-4152-8670-2c983ca29f2f",
   "metadata": {},
   "source": [
    "### Simulation & Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "73ba923b-a549-45eb-a5b0-28cc52f8d56b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[9.03985522e-02, 1.43662567e-01, 1.14155220e-01, 6.04723249e-02,\n",
       "        2.40258533e-02, 7.63644036e-03, 2.02265523e-03, 4.59204323e-04,\n",
       "        9.12216930e-05],\n",
       "       [7.36127965e-02, 1.16986423e-01, 9.29581806e-02, 4.92434540e-02,\n",
       "        1.95645860e-02, 6.21845944e-03, 1.64707624e-03, 3.73936458e-04,\n",
       "        7.42830915e-05],\n",
       "       [2.99719612e-02, 4.76318346e-02, 3.78485687e-02, 2.00498142e-02,\n",
       "        7.96585706e-03, 2.53188894e-03, 6.70618528e-04, 1.52250825e-04,\n",
       "        3.02448765e-05],\n",
       "       [8.13552809e-03, 1.29290881e-02, 1.02735384e-02, 5.44228072e-03,\n",
       "        2.16223601e-03, 6.87250775e-04, 1.82031327e-04, 4.13266538e-05,\n",
       "        8.20960765e-06],\n",
       "       [1.65621838e-03, 2.63208401e-03, 2.09147124e-03, 1.10793119e-03,\n",
       "        4.40184703e-04, 1.39909463e-04, 3.70576594e-05, 8.41321703e-06,\n",
       "        1.67129938e-06],\n",
       "       [2.69736325e-04, 4.28668512e-04, 3.40622816e-04, 1.80440751e-04,\n",
       "        7.16897033e-05, 2.27860437e-05, 6.03531333e-06, 1.37019989e-06,\n",
       "        2.72192459e-07],\n",
       "       [3.66083392e-05, 5.81784537e-05, 4.62289815e-05, 2.44892350e-05,\n",
       "        9.72965349e-06, 3.09249863e-06, 8.19106577e-07, 1.85962134e-07,\n",
       "        3.69416833e-08],\n",
       "       [4.25866843e-06, 6.76793183e-06, 5.37784310e-06, 2.84884630e-06,\n",
       "        1.13185599e-06, 3.59752084e-07, 9.52871230e-08, 2.16330783e-08,\n",
       "        4.29744653e-09],\n",
       "       [4.33486606e-07, 6.88902610e-07, 5.47406540e-07, 2.89981889e-07,\n",
       "        1.15210757e-07, 3.66188897e-08, 9.69920345e-09, 2.20201451e-09,\n",
       "        4.37433799e-10]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Build a function to simulate a match using the newly generated poisson model\n",
    "# Outputs the probability distribution \n",
    "# Considers 8 goals as a maximum for either team\n",
    "\n",
    "def simulate_match(homeTeam, awayTeam, max_goals=8, foot_model=poisson_model):\n",
    "    home_goals_avg = foot_model.predict(pd.DataFrame(data={'team': homeTeam, \n",
    "                                                            'opponent': awayTeam,'home':1},\n",
    "                                                      index=[1])).values[0]\n",
    "    away_goals_avg = foot_model.predict(pd.DataFrame(data={'team': awayTeam, \n",
    "                                                            'opponent': homeTeam,'home':0},\n",
    "                                                      index=[1])).values[0]\n",
    "    team_pred = [[poisson.pmf(i, team_avg) for i in range(0, max_goals+1)] for team_avg in [home_goals_avg, away_goals_avg]]\n",
    "    return(np.outer(np.array(team_pred[0]), np.array(team_pred[1])))\n",
    "\n",
    "# Test the function\n",
    "simulate_match('Chelsea', 'Man City')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c7999d7c-c548-4f11-a213-6e8797b75797",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chelsea: 0\n",
      "Man City: 1\n",
      "Prob: 0.14\n"
     ]
    }
   ],
   "source": [
    "# Similar function, selecting most probable scoreline\n",
    "\n",
    "def simulate_match_output(homeTeam, awayTeam, max_goals=8, foot_model=poisson_model):\n",
    "    # Predict avg goals\n",
    "    home_goals_avg = foot_model.predict(pd.DataFrame(data={'team': homeTeam, \n",
    "                                                            'opponent': awayTeam,'home':1},\n",
    "                                                      index=[1])).values[0]\n",
    "    away_goals_avg = foot_model.predict(pd.DataFrame(data={'team': awayTeam, \n",
    "                                                            'opponent': homeTeam,'home':0},\n",
    "                                                      index=[1])).values[0]\n",
    "    \n",
    "    team_pred = [[poisson.pmf(i, team_avg) for i in range(0, max_goals+1)] for team_avg in [home_goals_avg, away_goals_avg]]\n",
    "    distribution = np.outer(np.array(team_pred[0]), np.array(team_pred[1])) # multiply distributions together\n",
    "    \n",
    "    # Get most likely score from the matrix\n",
    "    h = np.argmax(distribution)//(max_goals + 1) \n",
    "    a = np.argmax(distribution)%(max_goals + 1) \n",
    "    z = np.max(distribution)\n",
    "    output = homeTeam + \": \" + str(h) + \"\\n\" + awayTeam + \": \" + str(a) + \"\\nProb: \"+ str(round(z, 2))\n",
    "    \n",
    "    return print(output)\n",
    "    return(h, a)\n",
    "\n",
    "simulate_match_output('Chelsea', 'Man City')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0725d598-97f9-465b-ab8d-93d22a0aa5d3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "ab8530e8-874b-4b36-afa9-c372df568a1e",
   "metadata": {},
   "source": [
    "### Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "95cb4951-1d9a-42a3-a1a2-5ab314beb11a",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = simulate_match('Cardiff', 'Man City')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "19ecb6a3-99ef-4e13-adef-436cef7a5d1a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualizing distribution in a heatmap\n",
    "x = x.round(2)\n",
    "f, axs = plt.subplots(figsize=(8, 6))\n",
    "sns.heatmap(x, annot=True)\n",
    "axs.xaxis.tick_top() # x axis on top\n",
    "axs.xaxis.set_label_position('top')\n",
    "plt.title(\"Chelsea v.s Man City score forecast\", y=1.12)\n",
    "plt.xlabel(\"Man City goals\", labelpad=6)\n",
    "plt.ylabel(\"Chelsea goals\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5aa4b51-1929-43f7-93c2-2b80bcf5dedf",
   "metadata": {},
   "source": [
    "### Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2422c636-b99c-40e0-b90c-8bd31f0020c9",
   "metadata": {},
   "source": [
    "#### Season Standings\n",
    "\n",
    "https://www.rotowire.com//soccer/tables/standings.php?league=EPL&length=total&season=2019\n",
    "\n",
    "https://www.rotowire.com/soccer/league-table.php?season=2018\n",
    "\n",
    "\n",
    "#### More\n",
    "\n",
    "Description of football-data's column names: https://www.football-data.co.uk/notes.txt\n",
    "\n",
    "\n",
    "Future Fixtures CSV: https://fixturedownload.com/download/epl-2021-GMTStandardTime.csv\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}