01_EDA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "028ed1ed",
   "metadata": {
    "cell_id": "da0d8d2c-4ea7-47fd-96af-40d4a4f907b7",
    "deepnote_cell_height": 82,
    "deepnote_cell_type": "markdown"
   },
   "source": [
    "# EDA for xG models"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "083e40b3",
   "metadata": {
    "cell_id": "686c0e6d19124cd798f594ae6d0609bb",
    "deepnote_cell_type": "markdown",
    "tags": []
   },
   "source": [
    "**ATTENTION:**\n",
    "\n",
    "Notebook language: **R**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "63faa0ef",
   "metadata": {
    "cell_id": "01f407b612144c9f8c6ee04e084e790d",
    "deepnote_cell_height": 61,
    "deepnote_cell_type": "code",
    "tags": []
   },
   "outputs": [],
   "source": [
    "#install.packages(c('Hmisc', 'ggplot2', 'dplyr'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6dd98071",
   "metadata": {
    "cell_id": "00001-4bd91fb1-6bc4-4ebf-aa61-74993933eb03",
    "deepnote_cell_height": 79,
    "deepnote_cell_type": "code"
   },
   "outputs": [],
   "source": [
    "df <- read.csv('./data/raw_data.csv')\n",
    "df <- df[,-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "74cba0ab",
   "metadata": {
    "cell_id": "00002-c1333b70-5fce-46dc-b2fd-e66882a500f3",
    "deepnote_cell_height": 92,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     277
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 6 × 20</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>league</th><th scope=col>id</th><th scope=col>minute</th><th scope=col>result</th><th scope=col>X</th><th scope=col>Y</th><th scope=col>player</th><th scope=col>h_a</th><th scope=col>player_id</th><th scope=col>situation</th><th scope=col>season</th><th scope=col>shotType</th><th scope=col>match_id</th><th scope=col>home_team</th><th scope=col>away_team</th><th scope=col>home_goals</th><th scope=col>away_goals</th><th scope=col>date</th><th scope=col>player_assisted</th><th scope=col>lastAction</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1</th><td>Ligue_1</td><td>425095</td><td> 7</td><td>MissedShots</td><td>0.964</td><td>0.654</td><td>Myron Boadu        </td><td>h</td><td>9612</td><td>OpenPlay  </td><td>2021</td><td>LeftFoot </td><td>17822</td><td>Monaco</td><td>Nantes</td><td>1</td><td>1</td><td>2021-08-06 19:00:00</td><td>NA           </td><td>BallRecovery</td></tr>\n",
       "\t<tr><th scope=row>2</th><td>Ligue_1</td><td>425098</td><td>13</td><td>Goal       </td><td>0.925</td><td>0.431</td><td>Gelson Martins     </td><td>h</td><td>7012</td><td>OpenPlay  </td><td>2021</td><td>RightFoot</td><td>17822</td><td>Monaco</td><td>Nantes</td><td>1</td><td>1</td><td>2021-08-06 19:00:00</td><td>Caio Henrique</td><td>Throughball </td></tr>\n",
       "\t<tr><th scope=row>3</th><td>Ligue_1</td><td>425100</td><td>24</td><td>BlockedShot</td><td>0.785</td><td>0.388</td><td>Kevin Volland      </td><td>h</td><td>  83</td><td>OpenPlay  </td><td>2021</td><td>LeftFoot </td><td>17822</td><td>Monaco</td><td>Nantes</td><td>1</td><td>1</td><td>2021-08-06 19:00:00</td><td>NA           </td><td>None        </td></tr>\n",
       "\t<tr><th scope=row>4</th><td>Ligue_1</td><td>425101</td><td>24</td><td>MissedShots</td><td>0.761</td><td>0.525</td><td>Jean Lucas         </td><td>h</td><td>7687</td><td>OpenPlay  </td><td>2021</td><td>RightFoot</td><td>17822</td><td>Monaco</td><td>Nantes</td><td>1</td><td>1</td><td>2021-08-06 19:00:00</td><td>NA           </td><td>Rebound     </td></tr>\n",
       "\t<tr><th scope=row>5</th><td>Ligue_1</td><td>425102</td><td>30</td><td>MissedShots</td><td>0.936</td><td>0.415</td><td>Kevin Volland      </td><td>h</td><td>  83</td><td>FromCorner</td><td>2021</td><td>Head     </td><td>17822</td><td>Monaco</td><td>Nantes</td><td>1</td><td>1</td><td>2021-08-06 19:00:00</td><td>Jean Lucas   </td><td>Aerial      </td></tr>\n",
       "\t<tr><th scope=row>6</th><td>Ligue_1</td><td>425104</td><td>42</td><td>MissedShots</td><td>0.751</td><td>0.511</td><td>Aurelien Tchouameni</td><td>h</td><td>6560</td><td>OpenPlay  </td><td>2021</td><td>RightFoot</td><td>17822</td><td>Monaco</td><td>Nantes</td><td>1</td><td>1</td><td>2021-08-06 19:00:00</td><td>Caio Henrique</td><td>Pass        </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 6 × 20\n",
       "\\begin{tabular}{r|llllllllllllllllllll}\n",
       "  & league & id & minute & result & X & Y & player & h\\_a & player\\_id & situation & season & shotType & match\\_id & home\\_team & away\\_team & home\\_goals & away\\_goals & date & player\\_assisted & lastAction\\\\\n",
       "  & <fct> & <int> & <int> & <fct> & <dbl> & <dbl> & <fct> & <fct> & <int> & <fct> & <int> & <fct> & <int> & <fct> & <fct> & <int> & <int> & <fct> & <fct> & <fct>\\\\\n",
       "\\hline\n",
       "\t1 & Ligue\\_1 & 425095 &  7 & MissedShots & 0.964 & 0.654 & Myron Boadu         & h & 9612 & OpenPlay   & 2021 & LeftFoot  & 17822 & Monaco & Nantes & 1 & 1 & 2021-08-06 19:00:00 & NA            & BallRecovery\\\\\n",
       "\t2 & Ligue\\_1 & 425098 & 13 & Goal        & 0.925 & 0.431 & Gelson Martins      & h & 7012 & OpenPlay   & 2021 & RightFoot & 17822 & Monaco & Nantes & 1 & 1 & 2021-08-06 19:00:00 & Caio Henrique & Throughball \\\\\n",
       "\t3 & Ligue\\_1 & 425100 & 24 & BlockedShot & 0.785 & 0.388 & Kevin Volland       & h &   83 & OpenPlay   & 2021 & LeftFoot  & 17822 & Monaco & Nantes & 1 & 1 & 2021-08-06 19:00:00 & NA            & None        \\\\\n",
       "\t4 & Ligue\\_1 & 425101 & 24 & MissedShots & 0.761 & 0.525 & Jean Lucas          & h & 7687 & OpenPlay   & 2021 & RightFoot & 17822 & Monaco & Nantes & 1 & 1 & 2021-08-06 19:00:00 & NA            & Rebound     \\\\\n",
       "\t5 & Ligue\\_1 & 425102 & 30 & MissedShots & 0.936 & 0.415 & Kevin Volland       & h &   83 & FromCorner & 2021 & Head      & 17822 & Monaco & Nantes & 1 & 1 & 2021-08-06 19:00:00 & Jean Lucas    & Aerial      \\\\\n",
       "\t6 & Ligue\\_1 & 425104 & 42 & MissedShots & 0.751 & 0.511 & Aurelien Tchouameni & h & 6560 & OpenPlay   & 2021 & RightFoot & 17822 & Monaco & Nantes & 1 & 1 & 2021-08-06 19:00:00 & Caio Henrique & Pass        \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 6 × 20\n",
       "\n",
       "| <!--/--> | league &lt;fct&gt; | id &lt;int&gt; | minute &lt;int&gt; | result &lt;fct&gt; | X &lt;dbl&gt; | Y &lt;dbl&gt; | player &lt;fct&gt; | h_a &lt;fct&gt; | player_id &lt;int&gt; | situation &lt;fct&gt; | season &lt;int&gt; | shotType &lt;fct&gt; | match_id &lt;int&gt; | home_team &lt;fct&gt; | away_team &lt;fct&gt; | home_goals &lt;int&gt; | away_goals &lt;int&gt; | date &lt;fct&gt; | player_assisted &lt;fct&gt; | lastAction &lt;fct&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 1 | Ligue_1 | 425095 |  7 | MissedShots | 0.964 | 0.654 | Myron Boadu         | h | 9612 | OpenPlay   | 2021 | LeftFoot  | 17822 | Monaco | Nantes | 1 | 1 | 2021-08-06 19:00:00 | NA            | BallRecovery |\n",
       "| 2 | Ligue_1 | 425098 | 13 | Goal        | 0.925 | 0.431 | Gelson Martins      | h | 7012 | OpenPlay   | 2021 | RightFoot | 17822 | Monaco | Nantes | 1 | 1 | 2021-08-06 19:00:00 | Caio Henrique | Throughball  |\n",
       "| 3 | Ligue_1 | 425100 | 24 | BlockedShot | 0.785 | 0.388 | Kevin Volland       | h |   83 | OpenPlay   | 2021 | LeftFoot  | 17822 | Monaco | Nantes | 1 | 1 | 2021-08-06 19:00:00 | NA            | None         |\n",
       "| 4 | Ligue_1 | 425101 | 24 | MissedShots | 0.761 | 0.525 | Jean Lucas          | h | 7687 | OpenPlay   | 2021 | RightFoot | 17822 | Monaco | Nantes | 1 | 1 | 2021-08-06 19:00:00 | NA            | Rebound      |\n",
       "| 5 | Ligue_1 | 425102 | 30 | MissedShots | 0.936 | 0.415 | Kevin Volland       | h |   83 | FromCorner | 2021 | Head      | 17822 | Monaco | Nantes | 1 | 1 | 2021-08-06 19:00:00 | Jean Lucas    | Aerial       |\n",
       "| 6 | Ligue_1 | 425104 | 42 | MissedShots | 0.751 | 0.511 | Aurelien Tchouameni | h | 6560 | OpenPlay   | 2021 | RightFoot | 17822 | Monaco | Nantes | 1 | 1 | 2021-08-06 19:00:00 | Caio Henrique | Pass         |\n",
       "\n"
      ],
      "text/plain": [
       "  league  id     minute result      X     Y     player              h_a\n",
       "1 Ligue_1 425095  7     MissedShots 0.964 0.654 Myron Boadu         h  \n",
       "2 Ligue_1 425098 13     Goal        0.925 0.431 Gelson Martins      h  \n",
       "3 Ligue_1 425100 24     BlockedShot 0.785 0.388 Kevin Volland       h  \n",
       "4 Ligue_1 425101 24     MissedShots 0.761 0.525 Jean Lucas          h  \n",
       "5 Ligue_1 425102 30     MissedShots 0.936 0.415 Kevin Volland       h  \n",
       "6 Ligue_1 425104 42     MissedShots 0.751 0.511 Aurelien Tchouameni h  \n",
       "  player_id situation  season shotType  match_id home_team away_team home_goals\n",
       "1 9612      OpenPlay   2021   LeftFoot  17822    Monaco    Nantes    1         \n",
       "2 7012      OpenPlay   2021   RightFoot 17822    Monaco    Nantes    1         \n",
       "3   83      OpenPlay   2021   LeftFoot  17822    Monaco    Nantes    1         \n",
       "4 7687      OpenPlay   2021   RightFoot 17822    Monaco    Nantes    1         \n",
       "5   83      FromCorner 2021   Head      17822    Monaco    Nantes    1         \n",
       "6 6560      OpenPlay   2021   RightFoot 17822    Monaco    Nantes    1         \n",
       "  away_goals date                player_assisted lastAction  \n",
       "1 1          2021-08-06 19:00:00 NA              BallRecovery\n",
       "2 1          2021-08-06 19:00:00 Caio Henrique   Throughball \n",
       "3 1          2021-08-06 19:00:00 NA              None        \n",
       "4 1          2021-08-06 19:00:00 NA              Rebound     \n",
       "5 1          2021-08-06 19:00:00 Jean Lucas      Aerial      \n",
       "6 1          2021-08-06 19:00:00 Caio Henrique   Pass        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "head(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dc399050",
   "metadata": {
    "cell_id": "00003-1e4d6172-117a-4f6d-8e3e-b7e2e952c90c",
    "deepnote_cell_height": 92,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     79
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>'league'</li><li>'id'</li><li>'minute'</li><li>'result'</li><li>'X'</li><li>'Y'</li><li>'player'</li><li>'h_a'</li><li>'player_id'</li><li>'situation'</li><li>'season'</li><li>'shotType'</li><li>'match_id'</li><li>'home_team'</li><li>'away_team'</li><li>'home_goals'</li><li>'away_goals'</li><li>'date'</li><li>'player_assisted'</li><li>'lastAction'</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'league'\n",
       "\\item 'id'\n",
       "\\item 'minute'\n",
       "\\item 'result'\n",
       "\\item 'X'\n",
       "\\item 'Y'\n",
       "\\item 'player'\n",
       "\\item 'h\\_a'\n",
       "\\item 'player\\_id'\n",
       "\\item 'situation'\n",
       "\\item 'season'\n",
       "\\item 'shotType'\n",
       "\\item 'match\\_id'\n",
       "\\item 'home\\_team'\n",
       "\\item 'away\\_team'\n",
       "\\item 'home\\_goals'\n",
       "\\item 'away\\_goals'\n",
       "\\item 'date'\n",
       "\\item 'player\\_assisted'\n",
       "\\item 'lastAction'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'league'\n",
       "2. 'id'\n",
       "3. 'minute'\n",
       "4. 'result'\n",
       "5. 'X'\n",
       "6. 'Y'\n",
       "7. 'player'\n",
       "8. 'h_a'\n",
       "9. 'player_id'\n",
       "10. 'situation'\n",
       "11. 'season'\n",
       "12. 'shotType'\n",
       "13. 'match_id'\n",
       "14. 'home_team'\n",
       "15. 'away_team'\n",
       "16. 'home_goals'\n",
       "17. 'away_goals'\n",
       "18. 'date'\n",
       "19. 'player_assisted'\n",
       "20. 'lastAction'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       " [1] \"league\"          \"id\"              \"minute\"          \"result\"         \n",
       " [5] \"X\"               \"Y\"               \"player\"          \"h_a\"            \n",
       " [9] \"player_id\"       \"situation\"       \"season\"          \"shotType\"       \n",
       "[13] \"match_id\"        \"home_team\"       \"away_team\"       \"home_goals\"     \n",
       "[17] \"away_goals\"      \"date\"            \"player_assisted\" \"lastAction\"     "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colnames(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a6f846b",
   "metadata": {
    "cell_id": "00004-55329199-b1c0-4a21-8405-05b57a9a78bb",
    "deepnote_cell_height": 70,
    "deepnote_cell_type": "markdown"
   },
   "source": [
    "## High-level description"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7b2e4e3c",
   "metadata": {
    "cell_id": "00005-4efb3a73-e7c1-44b2-98ea-fe32f52ae513",
    "deepnote_cell_height": 61,
    "deepnote_cell_type": "code"
   },
   "outputs": [],
   "source": [
    "library(Hmisc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d3a6d0e7",
   "metadata": {
    "cell_id": "00006-ecaf658e-7c0a-4a0d-b870-a90b7cd5e195",
    "deepnote_cell_height": 92,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     611
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "df \n",
       "\n",
       " 20  Variables      362207  Observations\n",
       "--------------------------------------------------------------------------------\n",
       "league \n",
       "       n  missing distinct \n",
       "  362207        0        5 \n",
       "\n",
       "lowest : Bundesliga EPL        La_liga    Ligue_1    Serie_A   \n",
       "highest: Bundesliga EPL        La_liga    Ligue_1    Serie_A   \n",
       "                                                                 \n",
       "Value      Bundesliga        EPL    La_liga    Ligue_1    Serie_A\n",
       "Frequency       63238      76618      71191      70393      80767\n",
       "Proportion      0.175      0.212      0.197      0.194      0.223\n",
       "--------------------------------------------------------------------------------\n",
       "id \n",
       "       n  missing distinct     Info     Mean      Gmd      .05      .10 \n",
       "  362207        0   362207        1   234174   168066    23942    42053 \n",
       "     .25      .50      .75      .90      .95 \n",
       "  102498   215830   373062   436474   456657 \n",
       "\n",
       "lowest :      1      2      3      4      5, highest: 478292 478293 478294 478295 478296\n",
       "--------------------------------------------------------------------------------\n",
       "minute \n",
       "       n  missing distinct     Info     Mean      Gmd      .05      .10 \n",
       "  362207        0      106        1    48.59     30.7        6       11 \n",
       "     .25      .50      .75      .90      .95 \n",
       "      26       49       71       85       89 \n",
       "\n",
       "lowest :   0   1   2   3   4, highest: 101 102 103 104 105\n",
       "--------------------------------------------------------------------------------\n",
       "result \n",
       "       n  missing distinct \n",
       "  362207        0        6 \n",
       "\n",
       "lowest : BlockedShot Goal        MissedShots OwnGoal     SavedShot  \n",
       "highest: Goal        MissedShots OwnGoal     SavedShot   ShotOnPost \n",
       "                                                                      \n",
       "Value      BlockedShot        Goal MissedShots     OwnGoal   SavedShot\n",
       "Frequency        90325       38628      140962        1172       84186\n",
       "Proportion       0.249       0.107       0.389       0.003       0.232\n",
       "                      \n",
       "Value       ShotOnPost\n",
       "Frequency         6934\n",
       "Proportion       0.019\n",
       "--------------------------------------------------------------------------------\n",
       "X \n",
       "       n  missing distinct     Info     Mean      Gmd      .05      .10 \n",
       "  362207        0      826        1   0.8444  0.09305    0.716    0.736 \n",
       "     .25      .50      .75      .90      .95 \n",
       "   0.782    0.863    0.909    0.939    0.957 \n",
       "\n",
       "lowest : 0.003 0.004 0.006 0.007 0.008, highest: 0.994 0.995 0.996 0.997 0.999\n",
       "--------------------------------------------------------------------------------\n",
       "Y \n",
       "       n  missing distinct     Info     Mean      Gmd      .05      .10 \n",
       "  362207        0      942        1   0.5047   0.1467    0.294    0.330 \n",
       "     .25      .50      .75      .90      .95 \n",
       "   0.415    0.501    0.596    0.680    0.714 \n",
       "\n",
       "lowest : 0.000 0.001 0.004 0.005 0.007, highest: 0.992 0.993 0.995 0.997 0.998\n",
       "--------------------------------------------------------------------------------\n",
       "player \n",
       "       n  missing distinct \n",
       "  362207        0     5729 \n",
       "\n",
       "lowest : Aaron Connolly     Aaron Cresswell    Aaron Hickey       Aaron Hunt         Aaron Lennon      \n",
       "highest: Zlatan Ibrahimovic Zlatko Junuzovic   Zoltán Stieber     Zouhair Feddal     Zoumana Camara    \n",
       "--------------------------------------------------------------------------------\n",
       "h_a \n",
       "       n  missing distinct \n",
       "  362207        0        2 \n",
       "                        \n",
       "Value           a      h\n",
       "Frequency  163310 198897\n",
       "Proportion  0.451  0.549\n",
       "--------------------------------------------------------------------------------\n",
       "player_id \n",
       "       n  missing distinct     Info     Mean      Gmd      .05      .10 \n",
       "  362207        0     5780        1     2970     2759      204      392 \n",
       "     .25      .50      .75      .90      .95 \n",
       "     922     2161     4773     6990     7892 \n",
       "\n",
       "lowest :     2     3     4     5     6, highest: 10542 10550 10573 10594 10596\n",
       "--------------------------------------------------------------------------------\n",
       "situation \n",
       "       n  missing distinct \n",
       "  362207        0        5 \n",
       "\n",
       "lowest : DirectFreekick FromCorner     OpenPlay       Penalty        SetPiece      \n",
       "highest: DirectFreekick FromCorner     OpenPlay       Penalty        SetPiece      \n",
       "                                                                      \n",
       "Value      DirectFreekick     FromCorner       OpenPlay        Penalty\n",
       "Frequency           16025          53518         264284           4567\n",
       "Proportion          0.044          0.148          0.730          0.013\n",
       "                         \n",
       "Value            SetPiece\n",
       "Frequency           23813\n",
       "Proportion          0.066\n",
       "--------------------------------------------------------------------------------\n",
       "season \n",
       "       n  missing distinct     Info     Mean      Gmd \n",
       "  362207        0        8    0.984     2017    2.623 \n",
       "\n",
       "lowest : 2014 2015 2016 2017 2018, highest: 2017 2018 2019 2020 2021\n",
       "                                                          \n",
       "Value       2014  2015  2016  2017  2018  2019  2020  2021\n",
       "Frequency  45644 45371 45743 45223 47201 43889 43371 45765\n",
       "Proportion 0.126 0.125 0.126 0.125 0.130 0.121 0.120 0.126\n",
       "--------------------------------------------------------------------------------\n",
       "shotType \n",
       "       n  missing distinct \n",
       "  362207        0        4 \n",
       "                                                                  \n",
       "Value               Head      LeftFoot OtherBodyPart     RightFoot\n",
       "Frequency          61170        114232          1458        185347\n",
       "Proportion         0.169         0.315         0.004         0.512\n",
       "--------------------------------------------------------------------------------\n",
       "match_id \n",
       "       n  missing distinct     Info     Mean      Gmd      .05      .10 \n",
       "  362207        0    14481        1     9038     6260      781     1482 \n",
       "     .25      .50      .75      .90      .95 \n",
       "    4274     8911    13420    16746    17473 \n",
       "\n",
       "lowest :    81    82    83    84    85, highest: 18197 18198 18199 18200 18201\n",
       "--------------------------------------------------------------------------------\n",
       "home_team \n",
       "       n  missing distinct \n",
       "  362207        0      153 \n",
       "\n",
       "lowest : AC Milan                Alaves                  Almeria                 Amiens                  Angers                 \n",
       "highest: Werder Bremen           West Bromwich Albion    West Ham                Wolfsburg               Wolverhampton Wanderers\n",
       "--------------------------------------------------------------------------------\n",
       "away_team \n",
       "       n  missing distinct \n",
       "  362207        0      153 \n",
       "\n",
       "lowest : AC Milan                Alaves                  Almeria                 Amiens                  Angers                 \n",
       "highest: Werder Bremen           West Bromwich Albion    West Ham                Wolfsburg               Wolverhampton Wanderers\n",
       "--------------------------------------------------------------------------------\n",
       "home_goals \n",
       "       n  missing distinct     Info     Mean      Gmd      .05      .10 \n",
       "  362207        0       11     0.94    1.589    1.422        0        0 \n",
       "     .25      .50      .75      .90      .95 \n",
       "       1        1        2        3        4 \n",
       "\n",
       "lowest :  0  1  2  3  4, highest:  6  7  8  9 10\n",
       "                                                                         \n",
       "Value           0      1      2      3      4      5      6      7      8\n",
       "Frequency   79257 115554  89694  46808  19508   7694   2728    551    277\n",
       "Proportion  0.219  0.319  0.248  0.129  0.054  0.021  0.008  0.002  0.001\n",
       "                        \n",
       "Value           9     10\n",
       "Frequency      97     39\n",
       "Proportion  0.000  0.000\n",
       "--------------------------------------------------------------------------------\n",
       "away_goals \n",
       "       n  missing distinct     Info     Mean      Gmd      .05      .10 \n",
       "  362207        0       10    0.921    1.266    1.259        0        0 \n",
       "     .25      .50      .75      .90      .95 \n",
       "       0        1        2        3        4 \n",
       "\n",
       "lowest : 0 1 2 3 4, highest: 5 6 7 8 9\n",
       "                                                                         \n",
       "Value           0      1      2      3      4      5      6      7      8\n",
       "Frequency  108569 126427  75148  33797  12913   3809   1141    233    100\n",
       "Proportion  0.300  0.349  0.207  0.093  0.036  0.011  0.003  0.001  0.000\n",
       "                 \n",
       "Value           9\n",
       "Frequency      70\n",
       "Proportion  0.000\n",
       "--------------------------------------------------------------------------------\n",
       "date \n",
       "       n  missing distinct \n",
       "  362207        0     7861 \n",
       "\n",
       "lowest : 2014-08-08 19:30:00 2014-08-09 20:00:00 2014-08-10 16:00:00 2014-08-10 20:00:00 2014-08-15 19:30:00\n",
       "highest: 2022-05-22 15:30:00 2022-05-22 16:00:00 2022-05-22 18:00:00 2022-05-22 19:00:00 2022-05-22 20:00:00\n",
       "--------------------------------------------------------------------------------\n",
       "player_assisted \n",
       "       n  missing distinct \n",
       "  265754    96453     5693 \n",
       "\n",
       "lowest : Aaron Connolly     Aaron Cresswell    Aaron Hickey       Aaron Hunt         Aaron Lennon      \n",
       "highest: Zinho Vanheusden   Zlatan Ibrahimovic Zlatko Junuzovic   Zoltán Stieber     Zouhair Feddal    \n",
       "--------------------------------------------------------------------------------\n",
       "lastAction \n",
       "       n  missing distinct \n",
       "  362207        0       41 \n",
       "\n",
       "lowest : Aerial          BallRecovery    BallTouch       BlockedPass     Card           \n",
       "highest: SubstitutionOff SubstitutionOn  Tackle          TakeOn          Throughball    \n",
       "--------------------------------------------------------------------------------"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "describe(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08f5f16d",
   "metadata": {
    "cell_id": "00007-b3c2f9ed-6b50-4b24-ad23-b0d814db6017",
    "deepnote_cell_height": 70,
    "deepnote_cell_type": "markdown"
   },
   "source": [
    "## Visualisations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9eec6971",
   "metadata": {
    "cell_id": "00008-0c8a125d-8308-48b0-bc2f-5363c4c775fe",
    "deepnote_cell_height": 79,
    "deepnote_cell_type": "code"
   },
   "outputs": [],
   "source": [
    "library(ggplot2)\n",
    "options(repr.plot.width = 10, repr.plot.height = 8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cd0cd252",
   "metadata": {
    "cell_id": "00009-3699083d-4609-4c7e-b22f-5cdf99566090",
    "deepnote_cell_height": 551,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     405
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAPACAIAAACqxhfXAAAACXBIWXMAABJ0AAASdAHeZh94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\nRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 960,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data=df, aes(x=league)) +\n",
    "    stat_count(fill=\"steelblue\") +\n",
    "    ggtitle('League distribution') + \n",
    "    theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "feee9c56",
   "metadata": {
    "cell_id": "00010-10a0d7dc-6277-4dcd-9086-68403d2ef877",
    "deepnote_cell_height": 169,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     405
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAPACAIAAACqxhfXAAAACXBIWXMAABJ0AAASdAHeZh94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\nAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 960,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data=df, aes(x=minute)) +\n",
    "    stat_count(fill=\"steelblue\") +\n",
    "    geom_vline(xintercept = 45, col='red', size=1) +\n",
    "    ggtitle('Events\\' minutes distribution + red line for 45 min') +\n",
    "    theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a62a7c5a",
   "metadata": {
    "cell_id": "00011-7166d4ff-2c98-4a1a-885b-303552ca5401",
    "deepnote_cell_height": 164,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     405
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAPACAIAAACqxhfXAAAACXBIWXMAABJ0AAASdAHeZh94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\nAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 960,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data=df, aes(x=result)) +\n",
    "    stat_count(fill=\"steelblue\") +\n",
    "    geom_vline(xintercept = 45, col='red') +\n",
    "    ggtitle('Result distribution') + \n",
    "    theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2bcd9c63",
   "metadata": {
    "cell_id": "00012-df162cf3-8322-4f05-b060-3505ae2a67a1",
    "deepnote_cell_height": 169,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     405
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAPACAIAAACqxhfXAAAACXBIWXMAABJ0AAASdAHeZh94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\niChBCAAAEFGCEAAAIKI+AT0IBOBT2f1NAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 960,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data=df, aes(x=minute, fill=result)) +\n",
    "    geom_bar(position=\"stack\", stat=\"count\") +\n",
    "    geom_vline(xintercept = 45, col='red', size=2) +\n",
    "    ggtitle('Events\\' minutes distribution divided into result type + red line for 45 min') +\n",
    "    theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "132639aa",
   "metadata": {
    "cell_id": "00013-9237f330-0ef7-4da5-99c6-4e20a070096e",
    "deepnote_cell_height": 146,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     405
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAPACAIAAACqxhfXAAAACXBIWXMAABJ0AAASdAHeZh94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\n/wE0H4a3JMPmxgAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 960,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(df, aes(x=X, y=Y) ) +\n",
    "  geom_bin2d() +\n",
    "  ggtitle('Density of events') +\n",
    "  theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "db13dfae",
   "metadata": {
    "cell_id": "00014-6892a9c0-a8c2-428c-bc3b-6dd94f68e7c0",
    "deepnote_cell_height": 187,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     405
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAPACAIAAACqxhfXAAAACXBIWXMAABJ0AAASdAHeZh94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\nAARKIAQAAAjU/wEzcaPSrVrhiQAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 960,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(df, aes(x=X, y=Y) ) +\n",
    "  stat_density_2d(aes(fill = ..density..), geom = \"raster\", contour = FALSE) +\n",
    "  scale_x_continuous(expand = c(0, 0)) +\n",
    "  scale_y_continuous(expand = c(0, 0)) +\n",
    "  ggtitle('Density of events') +\n",
    "  theme(legend.position='none')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d9060635",
   "metadata": {
    "cell_id": "00015-83e6d798-c9b6-4261-bf73-25397457872b",
    "deepnote_cell_height": 146,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     405
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAPACAIAAACqxhfXAAAACXBIWXMAABJ0AAASdAHeZh94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\n/we5qjczxE4RMAAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 960,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(df[df$result == 'Goal',], aes(x=X, y=Y) ) +\n",
    "  geom_bin2d() +\n",
    "  ggtitle('Density of successful shots') +\n",
    "  theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "46ac6e21",
   "metadata": {
    "cell_id": "00016-4ad4df4a-675f-40d0-9844-4f1c0e216092",
    "deepnote_cell_height": 187,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     405
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAPACAIAAACqxhfXAAAACXBIWXMAABJ0AAASdAHeZh94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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 960,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(df[df$result == 'Goal',], aes(x=X, y=Y) ) +\n",
    "  stat_density_2d(aes(fill = ..density..), geom = \"raster\", contour = FALSE) +\n",
    "  scale_x_continuous(expand = c(0, 0)) +\n",
    "  scale_y_continuous(expand = c(0, 0)) +\n",
    "  ggtitle('Density of successful shots') +\n",
    "  theme(legend.position='none')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03ee07d3",
   "metadata": {
    "cell_id": "00017-1bd1f849-f31e-453e-8c36-19fa12e81256",
    "deepnote_cell_height": 52.399993896484375,
    "deepnote_cell_type": "markdown"
   },
   "source": [
    "There is certainly high value in a penalty shot point"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f4e9086e",
   "metadata": {
    "cell_id": "00018-5921d6de-8f79-4cb1-9137-81830d2e498a",
    "deepnote_cell_height": 92,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     21
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<strong>0.5:</strong> 5471"
      ],
      "text/latex": [
       "\\textbf{0.5:} 5471"
      ],
      "text/markdown": [
       "**0.5:** 5471"
      ],
      "text/plain": [
       " 0.5 \n",
       "5471 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sort(table(df$Y),decreasing=TRUE)[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f070d839",
   "metadata": {
    "cell_id": "00019-effc3254-e9e7-4f27-b330-1819dab0018a",
    "deepnote_cell_height": 92,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     21
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<strong>0.885:</strong> 6628"
      ],
      "text/latex": [
       "\\textbf{0.885:} 6628"
      ],
      "text/markdown": [
       "**0.885:** 6628"
      ],
      "text/plain": [
       "0.885 \n",
       " 6628 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sort(table(df$X),decreasing=TRUE)[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cb6643ed",
   "metadata": {
    "cell_id": "00020-d3e08fb8-f0c8-4e47-8a1b-25817c499d47",
    "deepnote_cell_height": 151,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     405
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAPACAIAAACqxhfXAAAACXBIWXMAABJ0AAASdAHeZh94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\nRoKhVrWxcVgAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 960,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(df[df$result == 'Goal'  & df$X != 0.885 & df$Y != 0.5,], aes(x=X, y=Y) ) +\n",
    "  geom_bin2d() +\n",
    "  ggtitle('Density of successful shots without shots from penalty shot point') +\n",
    "  theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9c4b1a26",
   "metadata": {
    "cell_id": "00021-5ef61718-dd06-4c4c-bdd3-73af564a1c9e",
    "deepnote_cell_height": 187,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     405
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAPACAIAAACqxhfXAAAACXBIWXMAABJ0AAASdAHeZh94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\nAACASAmEAAAAkRIIAQAAIvWfSAtflytOrcYAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 960,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(df[df$result == 'Goal'  & df$X != 0.885 & df$Y != 0.5,], aes(x=X, y=Y) ) +\n",
    "  stat_density_2d(aes(fill = ..density..), geom = \"raster\", contour = FALSE) +\n",
    "  scale_x_continuous(expand = c(0, 0)) +\n",
    "  scale_y_continuous(expand = c(0, 0)) +\n",
    "  ggtitle('Density of successful shots without shots from penalty shot point') +\n",
    "  theme(legend.position='none')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6e49196c",
   "metadata": {
    "cell_id": "00022-4beb4ffd-f7e6-41d4-b59c-e1763b8d5f07",
    "deepnote_cell_height": 61,
    "deepnote_cell_type": "code"
   },
   "outputs": [],
   "source": [
    "library(dplyr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1fd16060",
   "metadata": {
    "cell_id": "00023-420bd560-ce0f-4347-ac30-288f85911c08",
    "deepnote_cell_height": 102,
    "deepnote_cell_type": "code"
   },
   "outputs": [],
   "source": [
    "succesful_players <- df %>% group_by(player) %>% summarise(n = n()) %>% arrange(desc(n))\n",
    "succesful_players <- succesful_players[1:10,]\n",
    "succesful_players$player <- factor(succesful_players$player, levels = succesful_players$player)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c010e020",
   "metadata": {
    "cell_id": "00024-2f186a29-233b-43a0-98ba-d651053a9de7",
    "deepnote_cell_height": 146,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     405
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAPACAIAAACqxhfXAAAACXBIWXMAABJ0AAASdAHeZh94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\nAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 960,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data=succesful_players, aes(x=player, y=n)) +\n",
    "    geom_bar(fill=\"steelblue\", stat='identity') +\n",
    "    ggtitle('Players with most shots') + \n",
    "    theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2f04ed60",
   "metadata": {
    "cell_id": "00025-630d9e14-d8b5-49cc-bf0f-eae73a32e4e8",
    "deepnote_cell_height": 102,
    "deepnote_cell_type": "code"
   },
   "outputs": [],
   "source": [
    "succesful_players <- df[df$result == 'Goal',] %>% group_by(player) %>% summarise(n = n()) %>% arrange(desc(n))\n",
    "succesful_players <- succesful_players[1:10,]\n",
    "succesful_players$player <- factor(succesful_players$player, levels = succesful_players$player)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "005e17b6",
   "metadata": {
    "cell_id": "00026-c00fc2cd-903d-4a3d-97a8-0dfca44735e5",
    "deepnote_cell_height": 146,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     405
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAPACAIAAACqxhfXAAAACXBIWXMAABJ0AAASdAHeZh94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\nAAAAAIWiIAQAAAAAhaIgBAAAAACF+n8izxahjHkUXQAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 960,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data=succesful_players, aes(x=player, y=n)) +\n",
    "    geom_bar(fill=\"steelblue\", stat='identity') +\n",
    "    ggtitle('Players with most successful shots') + \n",
    "    theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ee785f9b",
   "metadata": {
    "cell_id": "00027-30fcd9c7-2dff-4b5d-8252-4720fe526ef4",
    "deepnote_cell_height": 61,
    "deepnote_cell_type": "code"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "bd55ae7b",
   "metadata": {
    "cell_id": "00028-93c862e1-01cc-45d6-b26d-ffa70c8b0139",
    "deepnote_cell_height": 82,
    "deepnote_cell_type": "markdown"
   },
   "source": [
    "# Home? Away?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f38d88c1",
   "metadata": {
    "cell_id": "00029-1d6df5af-4cd7-44ea-b08e-009fa59f714e",
    "deepnote_cell_height": 146,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     405
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAPACAIAAACqxhfXAAAACXBIWXMAABJ0AAASdAHeZh94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\nRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 960,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data=df, aes(x=h_a)) +\n",
    "    stat_count(fill=\"steelblue\") +\n",
    "    ggtitle('h_a distribution') + \n",
    "    theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6cbef17a",
   "metadata": {
    "cell_id": "00030-d07f3005-9c88-4cef-815e-2d13053e04fd",
    "deepnote_cell_height": 61,
    "deepnote_cell_type": "code"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9cb65103",
   "metadata": {
    "cell_id": "00031-814492cf-599e-498d-acb4-6788e9434efb",
    "deepnote_cell_height": 146,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     405
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAPACAIAAACqxhfXAAAACXBIWXMAABJ0AAASdAHeZh94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\nAAAAJEUgBAAAAABJEQgBAAAAQFL/D7R7r451WbHfAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 960,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data=df, aes(x=situation)) +\n",
    "    stat_count(fill=\"steelblue\") +\n",
    "    ggtitle('Situation distribution') + \n",
    "    theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "87bd0351",
   "metadata": {
    "cell_id": "00032-249d43bb-22c4-44c7-9b97-0235b4ce9b6d",
    "deepnote_cell_height": 146,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     405
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAPACAIAAACqxhfXAAAACXBIWXMAABJ0AAASdAHeZh94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\nBEoQAgAABEoQAgAABOp/ARReB2BoYjzpAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 960,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data=df, aes(x=season)) +\n",
    "    stat_count(fill=\"steelblue\") +\n",
    "    ggtitle('Season distribution') + \n",
    "    theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "47616027",
   "metadata": {
    "cell_id": "00033-c6084ef0-4a62-4f07-8c90-02194776a0d2",
    "deepnote_cell_height": 146,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     405
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAPACAIAAACqxhfXAAAACXBIWXMAABJ0AAASdAHeZh94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\nAgAARJRACAAAEFECIQAAQET9P96TTqOJoeetAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 960,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data=df, aes(x=shotType)) +\n",
    "    stat_count(fill=\"steelblue\") +\n",
    "    ggtitle('Shot type distribution') + \n",
    "    theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a2cb4466",
   "metadata": {
    "cell_id": "00034-b5dbc183-f900-4dc3-aa0c-c9366549efd9",
    "deepnote_cell_height": 115,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     277
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A tibble: 6 × 3</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>match_id</th><th scope=col>home_goals</th><th scope=col>away_goals</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>81</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>82</td><td>0</td><td>1</td></tr>\n",
       "\t<tr><td>83</td><td>2</td><td>2</td></tr>\n",
       "\t<tr><td>84</td><td>4</td><td>2</td></tr>\n",
       "\t<tr><td>85</td><td>1</td><td>3</td></tr>\n",
       "\t<tr><td>86</td><td>2</td><td>2</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A tibble: 6 × 3\n",
       "\\begin{tabular}{lll}\n",
       " match\\_id & home\\_goals & away\\_goals\\\\\n",
       " <int> & <dbl> & <dbl>\\\\\n",
       "\\hline\n",
       "\t 81 & 1 & 0\\\\\n",
       "\t 82 & 0 & 1\\\\\n",
       "\t 83 & 2 & 2\\\\\n",
       "\t 84 & 4 & 2\\\\\n",
       "\t 85 & 1 & 3\\\\\n",
       "\t 86 & 2 & 2\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A tibble: 6 × 3\n",
       "\n",
       "| match_id &lt;int&gt; | home_goals &lt;dbl&gt; | away_goals &lt;dbl&gt; |\n",
       "|---|---|---|\n",
       "| 81 | 1 | 0 |\n",
       "| 82 | 0 | 1 |\n",
       "| 83 | 2 | 2 |\n",
       "| 84 | 4 | 2 |\n",
       "| 85 | 1 | 3 |\n",
       "| 86 | 2 | 2 |\n",
       "\n"
      ],
      "text/plain": [
       "  match_id home_goals away_goals\n",
       "1 81       1          0         \n",
       "2 82       0          1         \n",
       "3 83       2          2         \n",
       "4 84       4          2         \n",
       "5 85       1          3         \n",
       "6 86       2          2         "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "goals <- df %>% group_by(match_id) %>% summarise(home_goals = mean(home_goals), away_goals = mean(away_goals))\n",
    "head(goals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f8c68cf0",
   "metadata": {
    "cell_id": "00035-eaa66735-ca5c-406b-b93e-61318daa896f",
    "deepnote_cell_height": 146,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     405
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAPACAIAAACqxhfXAAAACXBIWXMAABJ0AAASdAHeZh94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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 960,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data=goals, aes(x=factor(home_goals))) +\n",
    "    stat_count(fill=\"steelblue\") +\n",
    "    ggtitle('Home goals distribution') + \n",
    "    theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "811f637f",
   "metadata": {
    "cell_id": "00036-638556a9-2f68-4fc3-9cc5-a9778836a76f",
    "deepnote_cell_height": 146,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     405
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAPACAIAAACqxhfXAAAACXBIWXMAABJ0AAASdAHeZh94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\nAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 960,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data=goals, aes(x=factor(away_goals))) +\n",
    "    stat_count(fill=\"steelblue\") +\n",
    "    ggtitle('Away goals distribution') + \n",
    "    theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "84937104",
   "metadata": {
    "cell_id": "00037-81d4402b-32c5-4031-a6bd-55a0da1903c0",
    "deepnote_cell_height": 61,
    "deepnote_cell_type": "code"
   },
   "outputs": [],
   "source": [
    "library(tidyr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f48ce092",
   "metadata": {
    "cell_id": "00038-d737b809-8be3-4bb9-a518-8f7e4477821d",
    "deepnote_cell_height": 120,
    "deepnote_cell_type": "code"
   },
   "outputs": [],
   "source": [
    "goals2 <- pivot_longer(data = goals,\n",
    "                       cols = c('away_goals', 'home_goals'),\n",
    "                       names_to = 'type',\n",
    "                       values_to = 'val')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1bd9e8cf",
   "metadata": {
    "cell_id": "00039-43bd6578-5bde-445b-9774-7149e7ec4572",
    "deepnote_cell_height": 151,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     405
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAPACAIAAACqxhfXAAAACXBIWXMAABJ0AAASdAHeZh94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\nRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 960,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data=goals2, aes(x = factor(val), fill = factor(type))) +\n",
    "    stat_count(position='dodge') +\n",
    "    ggtitle('Goals distribution') + \n",
    "    theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c53d3075",
   "metadata": {
    "cell_id": "00040-d965016d-00da-4e0c-bfa4-607dcf0d6644",
    "deepnote_cell_height": 164,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     405
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAPACAIAAACqxhfXAAAACXBIWXMAABJ0AAASdAHeZh94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\nAAAAAAdFQQgAAAAADoqCEAAAAAAc1P8DvSD4MBt3B8IAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 960,
       "width": 1200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data=df, aes(x=lastAction)) +\n",
    "    stat_count(fill=\"steelblue\") +\n",
    "    ggtitle('Last action distribution') + \n",
    "    coord_flip() + \n",
    "    theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4a1791bf",
   "metadata": {
    "cell_id": "00041-5e7e6600-cc07-48cd-baee-87af144500f7",
    "deepnote_cell_height": 61,
    "deepnote_cell_type": "code"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a7564580",
   "metadata": {
    "cell_id": "00042-b1e3ca5f-55b6-4bf8-b8c2-df52b48fe81a",
    "deepnote_cell_height": 61,
    "deepnote_cell_type": "code"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2ae14a53",
   "metadata": {
    "cell_id": "00043-a7d7be8a-dd89-4fe7-b11b-6a532b165119",
    "deepnote_cell_height": 61,
    "deepnote_cell_type": "code"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "deepnote": {},
  "deepnote_execution_queue": [],
  "deepnote_notebook_id": "1eb2af09-c643-4da3-b0bc-b7695e4317a8",
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}