epl_exploratory_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "!pip install pandas\n",
    "!pip install plotly==5.22.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "outputs": [
    {
     "data": {
      "text/html": "        <script type=\"text/javascript\">\n        window.PlotlyConfig = {MathJaxConfig: 'local'};\n        if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n        if (typeof require !== 'undefined') {\n        require.undef(\"plotly\");\n        requirejs.config({\n            paths: {\n                'plotly': ['https://cdn.plot.ly/plotly-2.32.0.min']\n            }\n        });\n        require(['plotly'], function(Plotly) {\n            window._Plotly = Plotly;\n        });\n        }\n        </script>\n        "
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": "        <script type=\"text/javascript\">\n        window.PlotlyConfig = {MathJaxConfig: 'local'};\n        if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n        if (typeof require !== 'undefined') {\n        require.undef(\"plotly\");\n        requirejs.config({\n            paths: {\n                'plotly': ['https://cdn.plot.ly/plotly-2.32.0.min']\n            }\n        });\n        require(['plotly'], function(Plotly) {\n            window._Plotly = Plotly;\n        });\n        }\n        </script>\n        "
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import cufflinks as cf\n",
    "import plotly.express as px\n",
    "import plotly.graph_objects as go\n",
    "import kaleido\n",
    "import chart_studio.plotly as py\n",
    "import scipy.stats as stats\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n",
    "init_notebook_mode(connected=True)\n",
    "cf.go_offline()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T14:48:33.796409600Z",
     "start_time": "2024-06-07T14:48:33.527641300Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [],
   "source": [
    "stats_df = pd.read_csv(\"output_files/correctly_grouped_data.csv\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T06:54:29.834067Z",
     "start_time": "2024-06-07T06:54:29.719707500Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [],
   "source": [
    "del stats_df['Unnamed: 0']"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T08:22:01.658596600Z",
     "start_time": "2024-06-07T08:22:01.641629800Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "outputs": [],
   "source": [
    "highest_scoring = stats_df[(stats_df[\"Gls\"] > 15) & (stats_df[\"poy_winner\"] == 1)]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T08:36:24.000970Z",
     "start_time": "2024-06-07T08:36:23.972514400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "outputs": [],
   "source": [
    "highest_scoring = highest_scoring.sort_values(by='season')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T08:40:03.721939300Z",
     "start_time": "2024-06-07T08:40:03.640812Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "outputs": [
    {
     "data": {
      "text/plain": "                    Player    Pos            Squad  Age  MP  Starts   Min  \\\n4923          Eric Cantona     FW   Manchester Utd   27  34      34  2987   \n412           Alan Shearer     FW        Blackburn   23  42      42  3770   \n11457         Michael Owen     FW        Liverpool   17  36      34  3003   \n4589          Dwight Yorke  FW,MF   Manchester Utd   26  32      32  2781   \n9209        Kevin Phillips     FW       Sunderland   26  36      36  3198   \n14464  Ruud Van Nistelrooy     FW   Manchester Utd   26  34      33  2907   \n16276        Thierry Henry     FW          Arsenal   25  37      37  3330   \n16278        Thierry Henry     FW          Arsenal   27  32      30  2672   \n3026     Cristiano Ronaldo  FW,MF   Manchester Utd   22  34      31  2747   \n3027     Cristiano Ronaldo  FW,MF   Manchester Utd   23  33      31  2742   \n17055         Wayne Rooney  FW,MF   Manchester Utd   23  32      32  2728   \n5452           Gareth Bale  FW,MF        Tottenham   23  33      33  2921   \n10029          Luis Suárez     FW        Liverpool   26  33      33  2962   \n7220           Jamie Vardy     FW   Leicester City   28  36      36  3133   \n11735        Mohamed Salah     FW        Liverpool   25  36      34  2907   \n4980        Erling Haaland     FW  Manchester City   22  35      33  2769   \n13417           Phil Foden  FW,MF  Manchester City   23  35      33  2857   \n\n        90s  Gls  Ast  ...  year     season    xG  npxG  xAG  npxG+xAG  PrgC  \\\n4923   33.2   18   12  ...  1993  1993/1994   0.0   0.0  0.0       0.0     0   \n412    41.9   34   13  ...  1994  1994/1995   0.0   0.0  0.0       0.0     0   \n11457  33.4   18   10  ...  1997  1997/1998   0.0   0.0  0.0       0.0     0   \n4589   30.9   18   11  ...  1998  1998/1999   1.0   0.0  0.0       0.0     0   \n9209   35.5   30    4  ...  1999  1999/2000   0.0   0.0  0.0       0.0     0   \n14464  32.3   25    4  ...  2002  2002/2003   0.0   0.0  0.0       0.0     0   \n16276  37.0   30    6  ...  2003  2003/2004   0.0   0.0  0.0       0.0     0   \n16278  29.7   27    8  ...  2005  2005/2006   0.0   0.0  0.0       0.0     0   \n3026   30.5   31    6  ...  2007  2007/2008   0.0   0.0  0.0       0.0     0   \n3027   30.5   18    6  ...  2008  2008/2009   0.0   0.0  0.0       0.0     0   \n17055  30.3   26    3  ...  2009  2009/2010   0.0   0.0  0.0       0.0     0   \n5452   32.5   21    4  ...  2012  2012/2013   0.0   0.0  0.0       0.0     0   \n10029  32.9   31   12  ...  2013  2013/2014   0.0   0.0  0.0       0.0     0   \n7220   34.8   24    6  ...  2015  2015/2016   0.0   0.0  0.0       0.0     0   \n11735  32.3   32   10  ...  2017  2017/2018  24.1  22.6  7.5      30.1    95   \n4980   30.8   36    8  ...  2022  2022/2023  28.4  23.0  5.3      28.3    35   \n13417  31.7   19    8  ...  2023  2023/2024  10.3  10.3  8.4      18.7    93   \n\n       PrgP  PrgR  poy_winner  \n4923      0     0           1  \n412       0     0           1  \n11457     0     0           1  \n4589      0     0           1  \n9209      0     0           1  \n14464     0     0           1  \n16276     0     0           1  \n16278     0     0           1  \n3026      0     0           1  \n3027      0     0           1  \n17055     0     0           1  \n5452      0     0           1  \n10029     0     0           1  \n7220      0     0           1  \n11735    97   393           1  \n4980     58   151           1  \n13417   168   269           1  \n\n[17 rows x 23 columns]",
      "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>Player</th>\n      <th>Pos</th>\n      <th>Squad</th>\n      <th>Age</th>\n      <th>MP</th>\n      <th>Starts</th>\n      <th>Min</th>\n      <th>90s</th>\n      <th>Gls</th>\n      <th>Ast</th>\n      <th>...</th>\n      <th>year</th>\n      <th>season</th>\n      <th>xG</th>\n      <th>npxG</th>\n      <th>xAG</th>\n      <th>npxG+xAG</th>\n      <th>PrgC</th>\n      <th>PrgP</th>\n      <th>PrgR</th>\n      <th>poy_winner</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>4923</th>\n      <td>Eric Cantona</td>\n      <td>FW</td>\n      <td>Manchester Utd</td>\n      <td>27</td>\n      <td>34</td>\n      <td>34</td>\n      <td>2987</td>\n      <td>33.2</td>\n      <td>18</td>\n      <td>12</td>\n      <td>...</td>\n      <td>1993</td>\n      <td>1993/1994</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>412</th>\n      <td>Alan Shearer</td>\n      <td>FW</td>\n      <td>Blackburn</td>\n      <td>23</td>\n      <td>42</td>\n      <td>42</td>\n      <td>3770</td>\n      <td>41.9</td>\n      <td>34</td>\n      <td>13</td>\n      <td>...</td>\n      <td>1994</td>\n      <td>1994/1995</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>11457</th>\n      <td>Michael Owen</td>\n      <td>FW</td>\n      <td>Liverpool</td>\n      <td>17</td>\n      <td>36</td>\n      <td>34</td>\n      <td>3003</td>\n      <td>33.4</td>\n      <td>18</td>\n      <td>10</td>\n      <td>...</td>\n      <td>1997</td>\n      <td>1997/1998</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4589</th>\n      <td>Dwight Yorke</td>\n      <td>FW,MF</td>\n      <td>Manchester Utd</td>\n      <td>26</td>\n      <td>32</td>\n      <td>32</td>\n      <td>2781</td>\n      <td>30.9</td>\n      <td>18</td>\n      <td>11</td>\n      <td>...</td>\n      <td>1998</td>\n      <td>1998/1999</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>9209</th>\n      <td>Kevin Phillips</td>\n      <td>FW</td>\n      <td>Sunderland</td>\n      <td>26</td>\n      <td>36</td>\n      <td>36</td>\n      <td>3198</td>\n      <td>35.5</td>\n      <td>30</td>\n      <td>4</td>\n      <td>...</td>\n      <td>1999</td>\n      <td>1999/2000</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>14464</th>\n      <td>Ruud Van Nistelrooy</td>\n      <td>FW</td>\n      <td>Manchester Utd</td>\n      <td>26</td>\n      <td>34</td>\n      <td>33</td>\n      <td>2907</td>\n      <td>32.3</td>\n      <td>25</td>\n      <td>4</td>\n      <td>...</td>\n      <td>2002</td>\n      <td>2002/2003</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>16276</th>\n      <td>Thierry Henry</td>\n      <td>FW</td>\n      <td>Arsenal</td>\n      <td>25</td>\n      <td>37</td>\n      <td>37</td>\n      <td>3330</td>\n      <td>37.0</td>\n      <td>30</td>\n      <td>6</td>\n      <td>...</td>\n      <td>2003</td>\n      <td>2003/2004</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>16278</th>\n      <td>Thierry Henry</td>\n      <td>FW</td>\n      <td>Arsenal</td>\n      <td>27</td>\n      <td>32</td>\n      <td>30</td>\n      <td>2672</td>\n      <td>29.7</td>\n      <td>27</td>\n      <td>8</td>\n      <td>...</td>\n      <td>2005</td>\n      <td>2005/2006</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>3026</th>\n      <td>Cristiano Ronaldo</td>\n      <td>FW,MF</td>\n      <td>Manchester Utd</td>\n      <td>22</td>\n      <td>34</td>\n      <td>31</td>\n      <td>2747</td>\n      <td>30.5</td>\n      <td>31</td>\n      <td>6</td>\n      <td>...</td>\n      <td>2007</td>\n      <td>2007/2008</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>3027</th>\n      <td>Cristiano Ronaldo</td>\n      <td>FW,MF</td>\n      <td>Manchester Utd</td>\n      <td>23</td>\n      <td>33</td>\n      <td>31</td>\n      <td>2742</td>\n      <td>30.5</td>\n      <td>18</td>\n      <td>6</td>\n      <td>...</td>\n      <td>2008</td>\n      <td>2008/2009</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>17055</th>\n      <td>Wayne Rooney</td>\n      <td>FW,MF</td>\n      <td>Manchester Utd</td>\n      <td>23</td>\n      <td>32</td>\n      <td>32</td>\n      <td>2728</td>\n      <td>30.3</td>\n      <td>26</td>\n      <td>3</td>\n      <td>...</td>\n      <td>2009</td>\n      <td>2009/2010</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>5452</th>\n      <td>Gareth Bale</td>\n      <td>FW,MF</td>\n      <td>Tottenham</td>\n      <td>23</td>\n      <td>33</td>\n      <td>33</td>\n      <td>2921</td>\n      <td>32.5</td>\n      <td>21</td>\n      <td>4</td>\n      <td>...</td>\n      <td>2012</td>\n      <td>2012/2013</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>10029</th>\n      <td>Luis Suárez</td>\n      <td>FW</td>\n      <td>Liverpool</td>\n      <td>26</td>\n      <td>33</td>\n      <td>33</td>\n      <td>2962</td>\n      <td>32.9</td>\n      <td>31</td>\n      <td>12</td>\n      <td>...</td>\n      <td>2013</td>\n      <td>2013/2014</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>7220</th>\n      <td>Jamie Vardy</td>\n      <td>FW</td>\n      <td>Leicester City</td>\n      <td>28</td>\n      <td>36</td>\n      <td>36</td>\n      <td>3133</td>\n      <td>34.8</td>\n      <td>24</td>\n      <td>6</td>\n      <td>...</td>\n      <td>2015</td>\n      <td>2015/2016</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>11735</th>\n      <td>Mohamed Salah</td>\n      <td>FW</td>\n      <td>Liverpool</td>\n      <td>25</td>\n      <td>36</td>\n      <td>34</td>\n      <td>2907</td>\n      <td>32.3</td>\n      <td>32</td>\n      <td>10</td>\n      <td>...</td>\n      <td>2017</td>\n      <td>2017/2018</td>\n      <td>24.1</td>\n      <td>22.6</td>\n      <td>7.5</td>\n      <td>30.1</td>\n      <td>95</td>\n      <td>97</td>\n      <td>393</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4980</th>\n      <td>Erling Haaland</td>\n      <td>FW</td>\n      <td>Manchester City</td>\n      <td>22</td>\n      <td>35</td>\n      <td>33</td>\n      <td>2769</td>\n      <td>30.8</td>\n      <td>36</td>\n      <td>8</td>\n      <td>...</td>\n      <td>2022</td>\n      <td>2022/2023</td>\n      <td>28.4</td>\n      <td>23.0</td>\n      <td>5.3</td>\n      <td>28.3</td>\n      <td>35</td>\n      <td>58</td>\n      <td>151</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>13417</th>\n      <td>Phil Foden</td>\n      <td>FW,MF</td>\n      <td>Manchester City</td>\n      <td>23</td>\n      <td>35</td>\n      <td>33</td>\n      <td>2857</td>\n      <td>31.7</td>\n      <td>19</td>\n      <td>8</td>\n      <td>...</td>\n      <td>2023</td>\n      <td>2023/2024</td>\n      <td>10.3</td>\n      <td>10.3</td>\n      <td>8.4</td>\n      <td>18.7</td>\n      <td>93</td>\n      <td>168</td>\n      <td>269</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n<p>17 rows × 23 columns</p>\n</div>"
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "highest_scoring"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T08:40:11.590849900Z",
     "start_time": "2024-06-07T08:40:11.500088700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "customdata": [
          [
           "Eric Cantona"
          ]
         ],
         "hovertemplate": "Player=%{customdata[0]}<br>season=%{x}<br>Gls=%{marker.size}<extra></extra>",
         "legendgroup": "Eric Cantona",
         "marker": {
          "color": "#636efa",
          "size": [
           18
          ],
          "sizemode": "area",
          "sizeref": 0.09,
          "symbol": "circle"
         },
         "mode": "markers",
         "name": "Eric Cantona",
         "orientation": "v",
         "showlegend": true,
         "x": [
          "1993/1994"
         ],
         "xaxis": "x",
         "y": [
          18
         ],
         "yaxis": "y",
         "type": "scatter"
        },
        {
         "customdata": [
          [
           "Alan Shearer"
          ]
         ],
         "hovertemplate": "Player=%{customdata[0]}<br>season=%{x}<br>Gls=%{marker.size}<extra></extra>",
         "legendgroup": "Alan Shearer",
         "marker": {
          "color": "#EF553B",
          "size": [
           34
          ],
          "sizemode": "area",
          "sizeref": 0.09,
          "symbol": "circle"
         },
         "mode": "markers",
         "name": "Alan Shearer",
         "orientation": "v",
         "showlegend": true,
         "x": [
          "1994/1995"
         ],
         "xaxis": "x",
         "y": [
          34
         ],
         "yaxis": "y",
         "type": "scatter"
        },
        {
         "customdata": [
          [
           "Michael Owen"
          ]
         ],
         "hovertemplate": "Player=%{customdata[0]}<br>season=%{x}<br>Gls=%{marker.size}<extra></extra>",
         "legendgroup": "Michael Owen",
         "marker": {
          "color": "#00cc96",
          "size": [
           18
          ],
          "sizemode": "area",
          "sizeref": 0.09,
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure()\n",
    "px.scatter(highest_scoring, x='season', y='Gls', color='Player', size='Gls', hover_data='Player')\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T14:48:57.283625800Z",
     "start_time": "2024-06-07T14:48:56.735189200Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 336,
   "outputs": [
    {
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         "name": "Alan Shearer",
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         "showlegend": true,
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         "x": [
          "1994/1995"
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         "yaxis": "y",
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "px.bar(highest_scoring, x ='season',y='Gls', color='Player', hover_data ='Player', title='Number of Goals scored by the winner of the Player of the Season Award')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T21:24:24.363556Z",
     "start_time": "2024-06-07T21:24:23.525290900Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Determining age group of different players in the EPL for the past 2 seasons"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "outputs": [],
   "source": [
    "under_20 = stats_df[stats_df['Age'] <= 20]\n",
    "age20_24 = stats_df[(stats_df['Age'] > 20) & (stats_df['Age'] <= 24)]\n",
    "age25_29 = stats_df[(stats_df['Age'] >= 25) & (stats_df['Age'] <= 29)]\n",
    "above_30 = stats_df[stats_df['Age'] >= 30]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T09:54:15.461824Z",
     "start_time": "2024-06-07T09:54:15.389932300Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Determining which clubs has the highest number of young players in the past 2 seasons"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "outputs": [],
   "source": [
    "last_two_seasons = ['2022/2023', '2023/2024']\n",
    "age_df = stats_df[stats_df['season'].isin(last_two_seasons)]\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T10:18:47.625303700Z",
     "start_time": "2024-06-07T10:18:47.595852600Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "outputs": [],
   "source": [
    "young_players = age_df[(age_df['Age'] <= 20) ]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T10:18:48.156082900Z",
     "start_time": "2024-06-07T10:18:48.129607500Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "outputs": [],
   "source": [
    "club_youngsters = young_players.groupby('Squad').size().reset_index(name='Number of young players')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T10:18:48.708090600Z",
     "start_time": "2024-06-07T10:18:48.671504100Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "outputs": [
    {
     "data": {
      "text/plain": "              Squad  Number of young players\n4          Brighton                       22\n6           Chelsea                       18\n12        Liverpool                       15\n19      Southampton                       12\n15   Manchester Utd                       12\n16    Newcastle Utd                       11\n22           Wolves                       10\n20        Tottenham                       10\n18    Sheffield Utd                       10\n8           Everton                        9\n7    Crystal Palace                        9\n10     Leeds United                        8\n14  Manchester City                        7\n2       Bournemouth                        7\n1       Aston Villa                        6\n5           Burnley                        5\n3         Brentford                        5\n17  Nott'ham Forest                        5\n21         West Ham                        4\n0           Arsenal                        4\n9            Fulham                        3\n13       Luton Town                        2\n11   Leicester City                        1",
      "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>Squad</th>\n      <th>Number of young players</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>4</th>\n      <td>Brighton</td>\n      <td>22</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Chelsea</td>\n      <td>18</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>Liverpool</td>\n      <td>15</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>Southampton</td>\n      <td>12</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>Manchester Utd</td>\n      <td>12</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>Newcastle Utd</td>\n      <td>11</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>Wolves</td>\n      <td>10</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>Tottenham</td>\n      <td>10</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>Sheffield Utd</td>\n      <td>10</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>Everton</td>\n      <td>9</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Crystal Palace</td>\n      <td>9</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>Leeds United</td>\n      <td>8</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>Manchester City</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Bournemouth</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Aston Villa</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Burnley</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Brentford</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>Nott'ham Forest</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>West Ham</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>0</th>\n      <td>Arsenal</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>Fulham</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>Luton Town</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>Leicester City</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "club_youngsters.sort_values(by='Number of young players', ascending=False)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T10:19:12.518180800Z",
     "start_time": "2024-06-07T10:19:12.487995300Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "outputs": [
    {
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of young players in EPL in the last two seasons\"}},                        {\"responsive\": true}                    ).then(function(){\n                            \nvar gd = document.getElementById('85ce9e13-5d18-4e5a-87f3-3b68240bb1d2');\nvar x = new MutationObserver(function (mutations, observer) {{\n        var display = window.getComputedStyle(gd).display;\n        if (!display || display === 'none') {{\n            console.log([gd, 'removed!']);\n            Plotly.purge(gd);\n            observer.disconnect();\n        }}\n}});\n\n// Listen for the removal of the full notebook cells\nvar notebookContainer = gd.closest('#notebook-container');\nif (notebookContainer) {{\n    x.observe(notebookContainer, {childList: true});\n}}\n\n// Listen for the clearing of the current output cell\nvar outputEl = gd.closest('.output');\nif (outputEl) {{\n    x.observe(outputEl, {childList: true});\n}}\n\n                        })                };                });            </script>       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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "px.pie(club_youngsters, values='Number of young players', names='Squad', title='Distribution of young players in EPL in the last two seasons')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T10:19:15.892083500Z",
     "start_time": "2024-06-07T10:19:15.828836100Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Determining the most outfield player in the past 5 seasons"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "First determine the players with the highest number of Progressive passes, carries and receives"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "outputs": [],
   "source": [
    "three_seasons = ['2021/2022', '2022/2023', '2023/2024']\n",
    "avg_prgP_list = []\n",
    "for season in three_seasons:\n",
    "    seasonal_stat = stats_df[stats_df['season'] == season]\n",
    "    avg_prgP = seasonal_stat['PrgP'].mean()\n",
    "    avg_prgP_list.append(avg_prgP)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T13:33:57.277654500Z",
     "start_time": "2024-06-07T13:33:57.193395400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "outputs": [],
   "source": [
    "avg_prgP_df = pd.DataFrame({'season': three_seasons, 'Avg_PrgP': avg_prgP_list})\n",
    "\n",
    "prgP_df = pd.merge(stats_df, avg_prgP_df, on='season')\n",
    "prgP_players = prgP_df[prgP_df['PrgP'] > prgP_df['Avg_PrgP']]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T13:33:58.197808700Z",
     "start_time": "2024-06-07T13:33:58.117975800Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "outputs": [
    {
     "data": {
      "text/plain": "376"
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prgP_players['PrgP'].max()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T11:04:59.864938100Z",
     "start_time": "2024-06-07T11:04:59.832462900Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "outputs": [],
   "source": [
    "prgP_players= prgP_players[prgP_players['PrgP'] >= 100]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T13:38:23.306743800Z",
     "start_time": "2024-06-07T13:38:23.223048600Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "outputs": [
    {
     "data": {
      "text/plain": "                  Player    Pos            Squad  Age  MP  Starts   Min   90s  \\\n1        Aaron Cresswell     DF         West Ham   31  31      31  2726  30.3   \n2        Aaron Cresswell     DF         West Ham   32  28      24  2235  24.8   \n14    Abdoulaye Doucouré     MF          Everton   28  30      29  2537  28.2   \n28          Adam Webster     DF         Brighton   26  22      16  1434  15.9   \n29          Adam Webster     DF         Brighton   27  27      23  1985  22.1   \n...                  ...    ...              ...  ...  ..     ...   ...   ...   \n1675     Youri Tielemans     MF   Leicester City   25  31      27  2344  26.0   \n1676     Youri Tielemans  MF,FW      Aston Villa   26  32      17  1622  18.0   \n1680       Yves Bissouma     MF        Tottenham   26  28      26  2068  23.0   \n1690      İlkay Gündoğan     MF  Manchester City   30  27      20  1857  20.6   \n1691      İlkay Gündoğan     MF  Manchester City   31  31      27  2353  26.1   \n\n      Gls  Ast  ...  npxG  xAG  npxG+xAG  PrgC PrgP  PrgR  poy_winner  \\\n1       2    3  ...   1.1  3.2       4.2    54  186    99           0   \n2       0    1  ...   0.3  3.7       4.0    35  145    82           0   \n14      2    4  ...   2.2  2.0       4.2    33  113    54           0   \n28      2    0  ...   0.9  0.0       0.9    19  109     7           0   \n29      0    0  ...   1.8  0.2       1.9    19  119     9           0   \n...   ...  ...  ...   ...  ...       ...   ...  ...   ...         ...   \n1675    3    2  ...   0.9  4.7       5.6    35  181    56           0   \n1676    2    6  ...   1.3  2.6       3.9    23  128    46           0   \n1680    0    0  ...   1.4  0.4       1.8    43  169    13           0   \n1690    8    4  ...   9.0  4.9      13.9    60  126   107           0   \n1691    8    4  ...   6.7  3.3      10.0    53  170   124           0   \n\n      Total_Prg  is_top_player   Avg_PrgP  \n1           339          False  52.327839  \n2           262          False  50.432337  \n14          200          False  52.327839  \n28          135          False  52.327839  \n29          147          False  50.432337  \n...         ...            ...        ...  \n1675        272          False  50.432337  \n1676        197          False  50.584483  \n1680        225          False  50.584483  \n1690        293          False  52.327839  \n1691        347          False  50.432337  \n\n[290 rows x 26 columns]",
      "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>Player</th>\n      <th>Pos</th>\n      <th>Squad</th>\n      <th>Age</th>\n      <th>MP</th>\n      <th>Starts</th>\n      <th>Min</th>\n      <th>90s</th>\n      <th>Gls</th>\n      <th>Ast</th>\n      <th>...</th>\n      <th>npxG</th>\n      <th>xAG</th>\n      <th>npxG+xAG</th>\n      <th>PrgC</th>\n      <th>PrgP</th>\n      <th>PrgR</th>\n      <th>poy_winner</th>\n      <th>Total_Prg</th>\n      <th>is_top_player</th>\n      <th>Avg_PrgP</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1</th>\n      <td>Aaron Cresswell</td>\n      <td>DF</td>\n      <td>West Ham</td>\n      <td>31</td>\n      <td>31</td>\n      <td>31</td>\n      <td>2726</td>\n      <td>30.3</td>\n      <td>2</td>\n      <td>3</td>\n      <td>...</td>\n      <td>1.1</td>\n      <td>3.2</td>\n      <td>4.2</td>\n      <td>54</td>\n      <td>186</td>\n      <td>99</td>\n      <td>0</td>\n      <td>339</td>\n      <td>False</td>\n      <td>52.327839</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Aaron Cresswell</td>\n      <td>DF</td>\n      <td>West Ham</td>\n      <td>32</td>\n      <td>28</td>\n      <td>24</td>\n      <td>2235</td>\n      <td>24.8</td>\n      <td>0</td>\n      <td>1</td>\n      <td>...</td>\n      <td>0.3</td>\n      <td>3.7</td>\n      <td>4.0</td>\n      <td>35</td>\n      <td>145</td>\n      <td>82</td>\n      <td>0</td>\n      <td>262</td>\n      <td>False</td>\n      <td>50.432337</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>Abdoulaye Doucouré</td>\n      <td>MF</td>\n      <td>Everton</td>\n      <td>28</td>\n      <td>30</td>\n      <td>29</td>\n      <td>2537</td>\n      <td>28.2</td>\n      <td>2</td>\n      <td>4</td>\n      <td>...</td>\n      <td>2.2</td>\n      <td>2.0</td>\n      <td>4.2</td>\n      <td>33</td>\n      <td>113</td>\n      <td>54</td>\n      <td>0</td>\n      <td>200</td>\n      <td>False</td>\n      <td>52.327839</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>Adam Webster</td>\n      <td>DF</td>\n      <td>Brighton</td>\n      <td>26</td>\n      <td>22</td>\n      <td>16</td>\n      <td>1434</td>\n      <td>15.9</td>\n      <td>2</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0.9</td>\n      <td>0.0</td>\n      <td>0.9</td>\n      <td>19</td>\n      <td>109</td>\n      <td>7</td>\n      <td>0</td>\n      <td>135</td>\n      <td>False</td>\n      <td>52.327839</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>Adam Webster</td>\n      <td>DF</td>\n      <td>Brighton</td>\n      <td>27</td>\n      <td>27</td>\n      <td>23</td>\n      <td>1985</td>\n      <td>22.1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>1.8</td>\n      <td>0.2</td>\n      <td>1.9</td>\n      <td>19</td>\n      <td>119</td>\n      <td>9</td>\n      <td>0</td>\n      <td>147</td>\n      <td>False</td>\n      <td>50.432337</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>1675</th>\n      <td>Youri Tielemans</td>\n      <td>MF</td>\n      <td>Leicester City</td>\n      <td>25</td>\n      <td>31</td>\n      <td>27</td>\n      <td>2344</td>\n      <td>26.0</td>\n      <td>3</td>\n      <td>2</td>\n      <td>...</td>\n      <td>0.9</td>\n      <td>4.7</td>\n      <td>5.6</td>\n      <td>35</td>\n      <td>181</td>\n      <td>56</td>\n      <td>0</td>\n      <td>272</td>\n      <td>False</td>\n      <td>50.432337</td>\n    </tr>\n    <tr>\n      <th>1676</th>\n      <td>Youri Tielemans</td>\n      <td>MF,FW</td>\n      <td>Aston Villa</td>\n      <td>26</td>\n      <td>32</td>\n      <td>17</td>\n      <td>1622</td>\n      <td>18.0</td>\n      <td>2</td>\n      <td>6</td>\n      <td>...</td>\n      <td>1.3</td>\n      <td>2.6</td>\n      <td>3.9</td>\n      <td>23</td>\n      <td>128</td>\n      <td>46</td>\n      <td>0</td>\n      <td>197</td>\n      <td>False</td>\n      <td>50.584483</td>\n    </tr>\n    <tr>\n      <th>1680</th>\n      <td>Yves Bissouma</td>\n      <td>MF</td>\n      <td>Tottenham</td>\n      <td>26</td>\n      <td>28</td>\n      <td>26</td>\n      <td>2068</td>\n      <td>23.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>1.4</td>\n      <td>0.4</td>\n      <td>1.8</td>\n      <td>43</td>\n      <td>169</td>\n      <td>13</td>\n      <td>0</td>\n      <td>225</td>\n      <td>False</td>\n      <td>50.584483</td>\n    </tr>\n    <tr>\n      <th>1690</th>\n      <td>İlkay Gündoğan</td>\n      <td>MF</td>\n      <td>Manchester City</td>\n      <td>30</td>\n      <td>27</td>\n      <td>20</td>\n      <td>1857</td>\n      <td>20.6</td>\n      <td>8</td>\n      <td>4</td>\n      <td>...</td>\n      <td>9.0</td>\n      <td>4.9</td>\n      <td>13.9</td>\n      <td>60</td>\n      <td>126</td>\n      <td>107</td>\n      <td>0</td>\n      <td>293</td>\n      <td>False</td>\n      <td>52.327839</td>\n    </tr>\n    <tr>\n      <th>1691</th>\n      <td>İlkay Gündoğan</td>\n      <td>MF</td>\n      <td>Manchester City</td>\n      <td>31</td>\n      <td>31</td>\n      <td>27</td>\n      <td>2353</td>\n      <td>26.1</td>\n      <td>8</td>\n      <td>4</td>\n      <td>...</td>\n      <td>6.7</td>\n      <td>3.3</td>\n      <td>10.0</td>\n      <td>53</td>\n      <td>170</td>\n      <td>124</td>\n      <td>0</td>\n      <td>347</td>\n      <td>False</td>\n      <td>50.432337</td>\n    </tr>\n  </tbody>\n</table>\n<p>290 rows × 26 columns</p>\n</div>"
     },
     "execution_count": 250,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prgP_players"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T13:38:28.247625400Z",
     "start_time": "2024-06-07T13:38:28.148761900Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "outputs": [],
   "source": [
    "avg_prgC_list = []\n",
    "for season in three_seasons:\n",
    "    seasonal_stat = stats_df[stats_df['season'] == season]\n",
    "    avg_prgC = seasonal_stat['PrgC'].mean()\n",
    "    avg_prgC_list.append(avg_prgC)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T11:54:33.927631100Z",
     "start_time": "2024-06-07T11:54:33.834843400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "outputs": [],
   "source": [
    "avg_prgC_df = pd.DataFrame({'season': three_seasons, 'Avg_PrgC': avg_prgC_list})\n",
    "\n",
    "prgC_df = pd.merge(stats_df, avg_prgC_df, on='season')\n",
    "prgC_players = prgC_df[prgC_df['PrgC'] > prgC_df['Avg_PrgC']]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T11:54:34.813701600Z",
     "start_time": "2024-06-07T11:54:34.763191100Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "outputs": [
    {
     "data": {
      "text/plain": "218"
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prgC_players['PrgC'].max()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T11:54:35.767007200Z",
     "start_time": "2024-06-07T11:54:35.547243600Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "outputs": [],
   "source": [
    "prgC_players=prgC_players[prgC_players['PrgC'] >= 100]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T13:38:44.970993900Z",
     "start_time": "2024-06-07T13:38:44.885328400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "outputs": [
    {
     "data": {
      "text/plain": "                   Player    Pos            Squad  Age  MP  Starts   Min  \\\n44     Alejandro Garnacho     FW   Manchester Utd   19  36      30  2565   \n51             Alex Iwobi  FW,MF           Fulham   27  30      25  2192   \n74    Allan Saint-Maximin  FW,MF    Newcastle Utd   24  35      31  2804   \n117        Anthony Gordon     FW    Newcastle Utd   22  35      34  2890   \n123      Antonee Robinson     DF           Fulham   24  35      35  3088   \n189        Bernardo Silva  MF,FW  Manchester City   26  35      33  2857   \n191        Bernardo Silva  MF,FW  Manchester City   28  33      29  2578   \n230           Bukayo Saka  FW,MF          Arsenal   19  38      36  2978   \n231           Bukayo Saka     FW          Arsenal   20  38      37  3181   \n232           Bukayo Saka     FW          Arsenal   21  35      35  2919   \n237    Callum Hudson-Odoi  FW,MF  Nott'ham Forest   22  29      20  1854   \n280      Chiedozie Ogbene  MF,DF       Luton Town   26  30      20  1995   \n314           Cole Palmer  FW,MF          Chelsea   21  33      29  2607   \n407           Declan Rice     MF         West Ham   22  36      35  3179   \n413      Dejan Kulusevski  FW,MF        Tottenham   23  36      31  2762   \n570    Gabriel Martinelli     FW          Arsenal   21  36      34  2789   \n571    Gabriel Martinelli     FW          Arsenal   22  35      24  2019   \n615         Harvey Barnes  FW,MF   Leicester City   23  32      24  2101   \n666         Jack Grealish     FW  Manchester City   25  26      22  1914   \n667         Jack Grealish     FW  Manchester City   26  28      23  2055   \n669         Jack Harrison  FW,MF     Leeds United   24  35      32  2639   \n670         Jack Harrison  FW,MF     Leeds United   25  36      34  2708   \n689          Jadon Sancho  FW,MF   Manchester Utd   21  29      20  1900   \n750          Jarrod Bowen  FW,MF         West Ham   25  38      36  3233   \n777           Jeremy Doku  FW,MF  Manchester City   21  29      18  1595   \n865          João Cancelo     DF  Manchester City   27  36      36  3227   \n912          Kaoru Mitoma  FW,MF         Brighton   25  33      24  2318   \n913          Kaoru Mitoma     FW         Brighton   26  19      15  1486   \n967    Kyle Walker-Peters     DF      Southampton   24  32      29  2633   \n968    Kyle Walker-Peters     DF      Southampton   25  31      30  2650   \n981           Leon Bailey  MF,FW      Aston Villa   25  35      22  2068   \n1024            Luis Díaz     FW        Liverpool   26  37      32  2629   \n1064       Marc Cucurella     DF         Brighton   23  35      35  3089   \n1113        Matheus Cunha  FW,MF           Wolves   24  32      29  2440   \n1162        Michael Olise  FW,MF   Crystal Palace   20  37      31  2749   \n1183        Mohamed Salah     FW        Liverpool   29  35      30  2762   \n1184        Mohamed Salah     FW        Liverpool   30  38      37  3290   \n1186       Mohammed Kudus  FW,MF         West Ham   22  33      27  2484   \n1267        Nélson Semedo  DF,MF           Wolves   29  36      36  3084   \n1349      Raheem Sterling     FW  Manchester City   26  30      23  2128   \n1351      Raheem Sterling  FW,MF          Chelsea   28  31      22  1978   \n1441           Sadio Mané     FW        Liverpool   29  34      32  2819   \n1464        Saïd Benrahma  FW,MF         West Ham   26  35      22  2069   \n1496        Simon Adingra     FW         Brighton   21  31      25  2222   \n1500          Solly March  FW,DF         Brighton   28  33      31  2715   \n1502        Son Heung-Min  MF,FW        Tottenham   29  35      35  3006   \n1504        Son Heung-Min     FW        Tottenham   31  35      34  2934   \n1643        Wilfried Zaha     FW   Crystal Palace   28  33      31  2760   \n1660       Wilson Odobert  MF,FW          Burnley   18  29      25  2098   \n\n       90s  Gls  Ast  ...     season    xG  npxG   xAG npxG+xAG  PrgC  PrgP  \\\n44    28.5    7    4  ...  2023/2024   8.4   8.3   5.1     13.4   178    62   \n51    24.4    5    2  ...  2023/2024   5.3   5.3   4.7     10.0   109   147   \n74    31.2    5    5  ...  2021/2022   5.2   5.2   4.3      9.5   180    87   \n117   32.1   11   10  ...  2023/2024  10.2   9.4   8.0     17.5   138   101   \n123   34.3    0    1  ...  2022/2023   0.1   0.1   1.3      1.3   113   129   \n189   31.7    8    4  ...  2021/2022   6.7   6.7   6.5     13.2   146   170   \n191   28.6    6    9  ...  2023/2024   3.7   3.7   7.6     11.3   140   177   \n230   33.1   11    7  ...  2021/2022  10.3   8.7   7.5     16.3   140   101   \n231   35.3   14   11  ...  2022/2023  11.2   9.1   8.5     17.6   179   109   \n232   32.4   16    9  ...  2023/2024  15.5  10.8  10.5     21.2   155   126   \n237   20.6    8    1  ...  2023/2024   2.7   2.7   2.8      5.5   111    58   \n280   22.2    4    1  ...  2023/2024   4.2   4.2   3.1      7.4   127    53   \n314   29.0   22   11  ...  2023/2024  18.2  11.1  11.1     22.2   117   197   \n407   35.3    1    4  ...  2021/2022   1.1   1.1   1.7      2.8   104   256   \n413   30.7    8    3  ...  2023/2024   4.7   4.7   7.7     12.4   151   144   \n570   31.0   15    5  ...  2022/2023   9.1   9.1   9.1     18.2   124    94   \n571   22.4    6    4  ...  2023/2024   6.8   6.8   6.1     12.9   127    65   \n615   23.3    6   10  ...  2021/2022   5.6   5.6   4.6     10.2   107    59   \n666   21.3    3    3  ...  2021/2022   5.3   5.3   6.0     11.3   153   100   \n667   22.8    5    7  ...  2022/2023   4.6   4.6   7.1     11.7   143   100   \n669   29.3    8    1  ...  2021/2022   4.4   4.4   3.2      7.6   120    89   \n670   30.1    5    7  ...  2022/2023   4.7   4.7   5.1      9.8   103   103   \n689   21.1    3    3  ...  2021/2022   3.6   3.6   4.1      7.7   111    88   \n750   35.9    6    5  ...  2022/2023   8.9   7.8   7.4     15.2   101    72   \n777   17.7    3    8  ...  2023/2024   2.5   2.5   4.6      7.1   218    57   \n865   35.9    1    7  ...  2021/2022   4.0   4.0   5.4      9.3   125   357   \n912   25.8    7    5  ...  2022/2023   8.1   8.1   6.4     14.5   143    90   \n913   16.5    3    4  ...  2023/2024   3.5   3.5   2.7      6.2   121    64   \n967   29.3    1    2  ...  2021/2022   1.1   1.1   2.7      3.8   134   147   \n968   29.4    1    0  ...  2022/2023   1.0   1.0   1.4      2.5   102    97   \n981   23.0   10    9  ...  2023/2024   6.3   6.3   9.2     15.5   102    82   \n1024  29.2    8    5  ...  2023/2024  11.9  11.9   5.7     17.5   137   113   \n1064  34.3    1    1  ...  2021/2022   0.7   0.7   2.7      3.4   104   191   \n1113  27.1   12    7  ...  2023/2024   9.5   8.7   3.2     11.9   107    87   \n1162  30.5    2   11  ...  2022/2023   2.9   2.9   8.7     11.6   111   133   \n1183  30.7   23   13  ...  2021/2022  22.7  17.8  10.0     27.8   125   122   \n1184  36.6   19   12  ...  2022/2023  21.7  18.5   7.7     26.2   120   149   \n1186  27.6    8    6  ...  2023/2024   5.1   5.1   3.5      8.6   117    80   \n1267  34.3    0    1  ...  2023/2024   1.3   1.3   1.7      3.0   103   138   \n1349  23.6   13    5  ...  2021/2022  14.0  11.5   5.5     17.0   108    65   \n1351  22.0    8    4  ...  2023/2024   6.5   6.5   4.5     11.0   120    78   \n1441  31.3   16    2  ...  2021/2022  17.2  17.2   5.2     22.5   105   130   \n1464  23.0    6    3  ...  2022/2023   7.0   3.9   4.5      8.4   109    82   \n1496  24.7    6    1  ...  2023/2024   4.3   4.3   3.7      8.0   111    50   \n1500  30.2    7    7  ...  2022/2023   8.1   8.1   8.4     16.5   110   135   \n1502  33.4   23    7  ...  2021/2022  15.9  15.9   7.5     23.4   116    90   \n1504  32.6   17   10  ...  2023/2024  12.0  10.4  11.8     22.2   119   139   \n1643  30.7   14    1  ...  2021/2022   9.5   3.9   5.1      9.0   113   121   \n1660  23.3    3    2  ...  2023/2024   2.8   2.8   3.3      6.1   102    58   \n\n      PrgR  poy_winner   Avg_PrgC  \n44     281           0  24.651724  \n51     175           0  24.651724  \n74     167           0  24.836996  \n117    232           0  24.651724  \n123    153           0  22.676626  \n189    277           0  24.836996  \n191    260           0  24.651724  \n230    388           0  24.836996  \n231    520           0  22.676626  \n232    508           0  24.651724  \n237    171           0  24.651724  \n280    150           0  24.651724  \n314    195           0  24.651724  \n407     44           0  24.836996  \n413    388           0  24.651724  \n570    350           0  22.676626  \n571    345           0  24.651724  \n615    237           0  24.836996  \n666    267           0  24.836996  \n667    310           0  22.676626  \n669    234           0  24.836996  \n670    255           0  22.676626  \n689    222           0  24.836996  \n750    213           0  22.676626  \n777    295           0  24.651724  \n865    270           0  24.836996  \n912    260           0  22.676626  \n913    239           0  24.651724  \n967    165           0  24.836996  \n968    114           0  22.676626  \n981    226           0  24.651724  \n1024   302           0  24.651724  \n1064   208           0  24.836996  \n1113   139           0  24.651724  \n1162   243           0  22.676626  \n1183   451           0  24.836996  \n1184   421           0  22.676626  \n1186   216           0  24.651724  \n1267   150           0  24.651724  \n1349   317           0  24.836996  \n1351   242           0  24.651724  \n1441   305           0  24.836996  \n1464   237           0  22.676626  \n1496   278           0  24.651724  \n1500   357           0  22.676626  \n1502   242           0  24.836996  \n1504   325           0  24.651724  \n1643   265           0  24.836996  \n1660   123           0  24.651724  \n\n[49 rows x 24 columns]",
      "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>Player</th>\n      <th>Pos</th>\n      <th>Squad</th>\n      <th>Age</th>\n      <th>MP</th>\n      <th>Starts</th>\n      <th>Min</th>\n      <th>90s</th>\n      <th>Gls</th>\n      <th>Ast</th>\n      <th>...</th>\n      <th>season</th>\n      <th>xG</th>\n      <th>npxG</th>\n      <th>xAG</th>\n      <th>npxG+xAG</th>\n      <th>PrgC</th>\n      <th>PrgP</th>\n      <th>PrgR</th>\n      <th>poy_winner</th>\n      <th>Avg_PrgC</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>44</th>\n      <td>Alejandro Garnacho</td>\n      <td>FW</td>\n      <td>Manchester Utd</td>\n      <td>19</td>\n      <td>36</td>\n      <td>30</td>\n      <td>2565</td>\n      <td>28.5</td>\n      <td>7</td>\n      <td>4</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>8.4</td>\n      <td>8.3</td>\n      <td>5.1</td>\n      <td>13.4</td>\n      <td>178</td>\n      <td>62</td>\n      <td>281</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n    <tr>\n      <th>51</th>\n      <td>Alex Iwobi</td>\n      <td>FW,MF</td>\n      <td>Fulham</td>\n      <td>27</td>\n      <td>30</td>\n      <td>25</td>\n      <td>2192</td>\n      <td>24.4</td>\n      <td>5</td>\n      <td>2</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>5.3</td>\n      <td>5.3</td>\n      <td>4.7</td>\n      <td>10.0</td>\n      <td>109</td>\n      <td>147</td>\n      <td>175</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>Allan Saint-Maximin</td>\n      <td>FW,MF</td>\n      <td>Newcastle Utd</td>\n      <td>24</td>\n      <td>35</td>\n      <td>31</td>\n      <td>2804</td>\n      <td>31.2</td>\n      <td>5</td>\n      <td>5</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>5.2</td>\n      <td>5.2</td>\n      <td>4.3</td>\n      <td>9.5</td>\n      <td>180</td>\n      <td>87</td>\n      <td>167</td>\n      <td>0</td>\n      <td>24.836996</td>\n    </tr>\n    <tr>\n      <th>117</th>\n      <td>Anthony Gordon</td>\n      <td>FW</td>\n      <td>Newcastle Utd</td>\n      <td>22</td>\n      <td>35</td>\n      <td>34</td>\n      <td>2890</td>\n      <td>32.1</td>\n      <td>11</td>\n      <td>10</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>10.2</td>\n      <td>9.4</td>\n      <td>8.0</td>\n      <td>17.5</td>\n      <td>138</td>\n      <td>101</td>\n      <td>232</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n    <tr>\n      <th>123</th>\n      <td>Antonee Robinson</td>\n      <td>DF</td>\n      <td>Fulham</td>\n      <td>24</td>\n      <td>35</td>\n      <td>35</td>\n      <td>3088</td>\n      <td>34.3</td>\n      <td>0</td>\n      <td>1</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>0.1</td>\n      <td>0.1</td>\n      <td>1.3</td>\n      <td>1.3</td>\n      <td>113</td>\n      <td>129</td>\n      <td>153</td>\n      <td>0</td>\n      <td>22.676626</td>\n    </tr>\n    <tr>\n      <th>189</th>\n      <td>Bernardo Silva</td>\n      <td>MF,FW</td>\n      <td>Manchester City</td>\n      <td>26</td>\n      <td>35</td>\n      <td>33</td>\n      <td>2857</td>\n      <td>31.7</td>\n      <td>8</td>\n      <td>4</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>6.7</td>\n      <td>6.7</td>\n      <td>6.5</td>\n      <td>13.2</td>\n      <td>146</td>\n      <td>170</td>\n      <td>277</td>\n      <td>0</td>\n      <td>24.836996</td>\n    </tr>\n    <tr>\n      <th>191</th>\n      <td>Bernardo Silva</td>\n      <td>MF,FW</td>\n      <td>Manchester City</td>\n      <td>28</td>\n      <td>33</td>\n      <td>29</td>\n      <td>2578</td>\n      <td>28.6</td>\n      <td>6</td>\n      <td>9</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>3.7</td>\n      <td>3.7</td>\n      <td>7.6</td>\n      <td>11.3</td>\n      <td>140</td>\n      <td>177</td>\n      <td>260</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n    <tr>\n      <th>230</th>\n      <td>Bukayo Saka</td>\n      <td>FW,MF</td>\n      <td>Arsenal</td>\n      <td>19</td>\n      <td>38</td>\n      <td>36</td>\n      <td>2978</td>\n      <td>33.1</td>\n      <td>11</td>\n      <td>7</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>10.3</td>\n      <td>8.7</td>\n      <td>7.5</td>\n      <td>16.3</td>\n      <td>140</td>\n      <td>101</td>\n      <td>388</td>\n      <td>0</td>\n      <td>24.836996</td>\n    </tr>\n    <tr>\n      <th>231</th>\n      <td>Bukayo Saka</td>\n      <td>FW</td>\n      <td>Arsenal</td>\n      <td>20</td>\n      <td>38</td>\n      <td>37</td>\n      <td>3181</td>\n      <td>35.3</td>\n      <td>14</td>\n      <td>11</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>11.2</td>\n      <td>9.1</td>\n      <td>8.5</td>\n      <td>17.6</td>\n      <td>179</td>\n      <td>109</td>\n      <td>520</td>\n      <td>0</td>\n      <td>22.676626</td>\n    </tr>\n    <tr>\n      <th>232</th>\n      <td>Bukayo Saka</td>\n      <td>FW</td>\n      <td>Arsenal</td>\n      <td>21</td>\n      <td>35</td>\n      <td>35</td>\n      <td>2919</td>\n      <td>32.4</td>\n      <td>16</td>\n      <td>9</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>15.5</td>\n      <td>10.8</td>\n      <td>10.5</td>\n      <td>21.2</td>\n      <td>155</td>\n      <td>126</td>\n      <td>508</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n    <tr>\n      <th>237</th>\n      <td>Callum Hudson-Odoi</td>\n      <td>FW,MF</td>\n      <td>Nott'ham Forest</td>\n      <td>22</td>\n      <td>29</td>\n      <td>20</td>\n      <td>1854</td>\n      <td>20.6</td>\n      <td>8</td>\n      <td>1</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>2.7</td>\n      <td>2.7</td>\n      <td>2.8</td>\n      <td>5.5</td>\n      <td>111</td>\n      <td>58</td>\n      <td>171</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n    <tr>\n      <th>280</th>\n      <td>Chiedozie Ogbene</td>\n      <td>MF,DF</td>\n      <td>Luton Town</td>\n      <td>26</td>\n      <td>30</td>\n      <td>20</td>\n      <td>1995</td>\n      <td>22.2</td>\n      <td>4</td>\n      <td>1</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>4.2</td>\n      <td>4.2</td>\n      <td>3.1</td>\n      <td>7.4</td>\n      <td>127</td>\n      <td>53</td>\n      <td>150</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n    <tr>\n      <th>314</th>\n      <td>Cole Palmer</td>\n      <td>FW,MF</td>\n      <td>Chelsea</td>\n      <td>21</td>\n      <td>33</td>\n      <td>29</td>\n      <td>2607</td>\n      <td>29.0</td>\n      <td>22</td>\n      <td>11</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>18.2</td>\n      <td>11.1</td>\n      <td>11.1</td>\n      <td>22.2</td>\n      <td>117</td>\n      <td>197</td>\n      <td>195</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n    <tr>\n      <th>407</th>\n      <td>Declan Rice</td>\n      <td>MF</td>\n      <td>West Ham</td>\n      <td>22</td>\n      <td>36</td>\n      <td>35</td>\n      <td>3179</td>\n      <td>35.3</td>\n      <td>1</td>\n      <td>4</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>1.1</td>\n      <td>1.1</td>\n      <td>1.7</td>\n      <td>2.8</td>\n      <td>104</td>\n      <td>256</td>\n      <td>44</td>\n      <td>0</td>\n      <td>24.836996</td>\n    </tr>\n    <tr>\n      <th>413</th>\n      <td>Dejan Kulusevski</td>\n      <td>FW,MF</td>\n      <td>Tottenham</td>\n      <td>23</td>\n      <td>36</td>\n      <td>31</td>\n      <td>2762</td>\n      <td>30.7</td>\n      <td>8</td>\n      <td>3</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>4.7</td>\n      <td>4.7</td>\n      <td>7.7</td>\n      <td>12.4</td>\n      <td>151</td>\n      <td>144</td>\n      <td>388</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n    <tr>\n      <th>570</th>\n      <td>Gabriel Martinelli</td>\n      <td>FW</td>\n      <td>Arsenal</td>\n      <td>21</td>\n      <td>36</td>\n      <td>34</td>\n      <td>2789</td>\n      <td>31.0</td>\n      <td>15</td>\n      <td>5</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>9.1</td>\n      <td>9.1</td>\n      <td>9.1</td>\n      <td>18.2</td>\n      <td>124</td>\n      <td>94</td>\n      <td>350</td>\n      <td>0</td>\n      <td>22.676626</td>\n    </tr>\n    <tr>\n      <th>571</th>\n      <td>Gabriel Martinelli</td>\n      <td>FW</td>\n      <td>Arsenal</td>\n      <td>22</td>\n      <td>35</td>\n      <td>24</td>\n      <td>2019</td>\n      <td>22.4</td>\n      <td>6</td>\n      <td>4</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>6.8</td>\n      <td>6.8</td>\n      <td>6.1</td>\n      <td>12.9</td>\n      <td>127</td>\n      <td>65</td>\n      <td>345</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n    <tr>\n      <th>615</th>\n      <td>Harvey Barnes</td>\n      <td>FW,MF</td>\n      <td>Leicester City</td>\n      <td>23</td>\n      <td>32</td>\n      <td>24</td>\n      <td>2101</td>\n      <td>23.3</td>\n      <td>6</td>\n      <td>10</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>5.6</td>\n      <td>5.6</td>\n      <td>4.6</td>\n      <td>10.2</td>\n      <td>107</td>\n      <td>59</td>\n      <td>237</td>\n      <td>0</td>\n      <td>24.836996</td>\n    </tr>\n    <tr>\n      <th>666</th>\n      <td>Jack Grealish</td>\n      <td>FW</td>\n      <td>Manchester City</td>\n      <td>25</td>\n      <td>26</td>\n      <td>22</td>\n      <td>1914</td>\n      <td>21.3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>5.3</td>\n      <td>5.3</td>\n      <td>6.0</td>\n      <td>11.3</td>\n      <td>153</td>\n      <td>100</td>\n      <td>267</td>\n      <td>0</td>\n      <td>24.836996</td>\n    </tr>\n    <tr>\n      <th>667</th>\n      <td>Jack Grealish</td>\n      <td>FW</td>\n      <td>Manchester City</td>\n      <td>26</td>\n      <td>28</td>\n      <td>23</td>\n      <td>2055</td>\n      <td>22.8</td>\n      <td>5</td>\n      <td>7</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>4.6</td>\n      <td>4.6</td>\n      <td>7.1</td>\n      <td>11.7</td>\n      <td>143</td>\n      <td>100</td>\n      <td>310</td>\n      <td>0</td>\n      <td>22.676626</td>\n    </tr>\n    <tr>\n      <th>669</th>\n      <td>Jack Harrison</td>\n      <td>FW,MF</td>\n      <td>Leeds United</td>\n      <td>24</td>\n      <td>35</td>\n      <td>32</td>\n      <td>2639</td>\n      <td>29.3</td>\n      <td>8</td>\n      <td>1</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>4.4</td>\n      <td>4.4</td>\n      <td>3.2</td>\n      <td>7.6</td>\n      <td>120</td>\n      <td>89</td>\n      <td>234</td>\n      <td>0</td>\n      <td>24.836996</td>\n    </tr>\n    <tr>\n      <th>670</th>\n      <td>Jack Harrison</td>\n      <td>FW,MF</td>\n      <td>Leeds United</td>\n      <td>25</td>\n      <td>36</td>\n      <td>34</td>\n      <td>2708</td>\n      <td>30.1</td>\n      <td>5</td>\n      <td>7</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>4.7</td>\n      <td>4.7</td>\n      <td>5.1</td>\n      <td>9.8</td>\n      <td>103</td>\n      <td>103</td>\n      <td>255</td>\n      <td>0</td>\n      <td>22.676626</td>\n    </tr>\n    <tr>\n      <th>689</th>\n      <td>Jadon Sancho</td>\n      <td>FW,MF</td>\n      <td>Manchester Utd</td>\n      <td>21</td>\n      <td>29</td>\n      <td>20</td>\n      <td>1900</td>\n      <td>21.1</td>\n      <td>3</td>\n      <td>3</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>3.6</td>\n      <td>3.6</td>\n      <td>4.1</td>\n      <td>7.7</td>\n      <td>111</td>\n      <td>88</td>\n      <td>222</td>\n      <td>0</td>\n      <td>24.836996</td>\n    </tr>\n    <tr>\n      <th>750</th>\n      <td>Jarrod Bowen</td>\n      <td>FW,MF</td>\n      <td>West Ham</td>\n      <td>25</td>\n      <td>38</td>\n      <td>36</td>\n      <td>3233</td>\n      <td>35.9</td>\n      <td>6</td>\n      <td>5</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>8.9</td>\n      <td>7.8</td>\n      <td>7.4</td>\n      <td>15.2</td>\n      <td>101</td>\n      <td>72</td>\n      <td>213</td>\n      <td>0</td>\n      <td>22.676626</td>\n    </tr>\n    <tr>\n      <th>777</th>\n      <td>Jeremy Doku</td>\n      <td>FW,MF</td>\n      <td>Manchester City</td>\n      <td>21</td>\n      <td>29</td>\n      <td>18</td>\n      <td>1595</td>\n      <td>17.7</td>\n      <td>3</td>\n      <td>8</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>2.5</td>\n      <td>2.5</td>\n      <td>4.6</td>\n      <td>7.1</td>\n      <td>218</td>\n      <td>57</td>\n      <td>295</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n    <tr>\n      <th>865</th>\n      <td>João Cancelo</td>\n      <td>DF</td>\n      <td>Manchester City</td>\n      <td>27</td>\n      <td>36</td>\n      <td>36</td>\n      <td>3227</td>\n      <td>35.9</td>\n      <td>1</td>\n      <td>7</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>4.0</td>\n      <td>4.0</td>\n      <td>5.4</td>\n      <td>9.3</td>\n      <td>125</td>\n      <td>357</td>\n      <td>270</td>\n      <td>0</td>\n      <td>24.836996</td>\n    </tr>\n    <tr>\n      <th>912</th>\n      <td>Kaoru Mitoma</td>\n      <td>FW,MF</td>\n      <td>Brighton</td>\n      <td>25</td>\n      <td>33</td>\n      <td>24</td>\n      <td>2318</td>\n      <td>25.8</td>\n      <td>7</td>\n      <td>5</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>8.1</td>\n      <td>8.1</td>\n      <td>6.4</td>\n      <td>14.5</td>\n      <td>143</td>\n      <td>90</td>\n      <td>260</td>\n      <td>0</td>\n      <td>22.676626</td>\n    </tr>\n    <tr>\n      <th>913</th>\n      <td>Kaoru Mitoma</td>\n      <td>FW</td>\n      <td>Brighton</td>\n      <td>26</td>\n      <td>19</td>\n      <td>15</td>\n      <td>1486</td>\n      <td>16.5</td>\n      <td>3</td>\n      <td>4</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>3.5</td>\n      <td>3.5</td>\n      <td>2.7</td>\n      <td>6.2</td>\n      <td>121</td>\n      <td>64</td>\n      <td>239</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n    <tr>\n      <th>967</th>\n      <td>Kyle Walker-Peters</td>\n      <td>DF</td>\n      <td>Southampton</td>\n      <td>24</td>\n      <td>32</td>\n      <td>29</td>\n      <td>2633</td>\n      <td>29.3</td>\n      <td>1</td>\n      <td>2</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>1.1</td>\n      <td>1.1</td>\n      <td>2.7</td>\n      <td>3.8</td>\n      <td>134</td>\n      <td>147</td>\n      <td>165</td>\n      <td>0</td>\n      <td>24.836996</td>\n    </tr>\n    <tr>\n      <th>968</th>\n      <td>Kyle Walker-Peters</td>\n      <td>DF</td>\n      <td>Southampton</td>\n      <td>25</td>\n      <td>31</td>\n      <td>30</td>\n      <td>2650</td>\n      <td>29.4</td>\n      <td>1</td>\n      <td>0</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.4</td>\n      <td>2.5</td>\n      <td>102</td>\n      <td>97</td>\n      <td>114</td>\n      <td>0</td>\n      <td>22.676626</td>\n    </tr>\n    <tr>\n      <th>981</th>\n      <td>Leon Bailey</td>\n      <td>MF,FW</td>\n      <td>Aston Villa</td>\n      <td>25</td>\n      <td>35</td>\n      <td>22</td>\n      <td>2068</td>\n      <td>23.0</td>\n      <td>10</td>\n      <td>9</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>6.3</td>\n      <td>6.3</td>\n      <td>9.2</td>\n      <td>15.5</td>\n      <td>102</td>\n      <td>82</td>\n      <td>226</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n    <tr>\n      <th>1024</th>\n      <td>Luis Díaz</td>\n      <td>FW</td>\n      <td>Liverpool</td>\n      <td>26</td>\n      <td>37</td>\n      <td>32</td>\n      <td>2629</td>\n      <td>29.2</td>\n      <td>8</td>\n      <td>5</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>11.9</td>\n      <td>11.9</td>\n      <td>5.7</td>\n      <td>17.5</td>\n      <td>137</td>\n      <td>113</td>\n      <td>302</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n    <tr>\n      <th>1064</th>\n      <td>Marc Cucurella</td>\n      <td>DF</td>\n      <td>Brighton</td>\n      <td>23</td>\n      <td>35</td>\n      <td>35</td>\n      <td>3089</td>\n      <td>34.3</td>\n      <td>1</td>\n      <td>1</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>0.7</td>\n      <td>0.7</td>\n      <td>2.7</td>\n      <td>3.4</td>\n      <td>104</td>\n      <td>191</td>\n      <td>208</td>\n      <td>0</td>\n      <td>24.836996</td>\n    </tr>\n    <tr>\n      <th>1113</th>\n      <td>Matheus Cunha</td>\n      <td>FW,MF</td>\n      <td>Wolves</td>\n      <td>24</td>\n      <td>32</td>\n      <td>29</td>\n      <td>2440</td>\n      <td>27.1</td>\n      <td>12</td>\n      <td>7</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>9.5</td>\n      <td>8.7</td>\n      <td>3.2</td>\n      <td>11.9</td>\n      <td>107</td>\n      <td>87</td>\n      <td>139</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n    <tr>\n      <th>1162</th>\n      <td>Michael Olise</td>\n      <td>FW,MF</td>\n      <td>Crystal Palace</td>\n      <td>20</td>\n      <td>37</td>\n      <td>31</td>\n      <td>2749</td>\n      <td>30.5</td>\n      <td>2</td>\n      <td>11</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>2.9</td>\n      <td>2.9</td>\n      <td>8.7</td>\n      <td>11.6</td>\n      <td>111</td>\n      <td>133</td>\n      <td>243</td>\n      <td>0</td>\n      <td>22.676626</td>\n    </tr>\n    <tr>\n      <th>1183</th>\n      <td>Mohamed Salah</td>\n      <td>FW</td>\n      <td>Liverpool</td>\n      <td>29</td>\n      <td>35</td>\n      <td>30</td>\n      <td>2762</td>\n      <td>30.7</td>\n      <td>23</td>\n      <td>13</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>22.7</td>\n      <td>17.8</td>\n      <td>10.0</td>\n      <td>27.8</td>\n      <td>125</td>\n      <td>122</td>\n      <td>451</td>\n      <td>0</td>\n      <td>24.836996</td>\n    </tr>\n    <tr>\n      <th>1184</th>\n      <td>Mohamed Salah</td>\n      <td>FW</td>\n      <td>Liverpool</td>\n      <td>30</td>\n      <td>38</td>\n      <td>37</td>\n      <td>3290</td>\n      <td>36.6</td>\n      <td>19</td>\n      <td>12</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>21.7</td>\n      <td>18.5</td>\n      <td>7.7</td>\n      <td>26.2</td>\n      <td>120</td>\n      <td>149</td>\n      <td>421</td>\n      <td>0</td>\n      <td>22.676626</td>\n    </tr>\n    <tr>\n      <th>1186</th>\n      <td>Mohammed Kudus</td>\n      <td>FW,MF</td>\n      <td>West Ham</td>\n      <td>22</td>\n      <td>33</td>\n      <td>27</td>\n      <td>2484</td>\n      <td>27.6</td>\n      <td>8</td>\n      <td>6</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>5.1</td>\n      <td>5.1</td>\n      <td>3.5</td>\n      <td>8.6</td>\n      <td>117</td>\n      <td>80</td>\n      <td>216</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n    <tr>\n      <th>1267</th>\n      <td>Nélson Semedo</td>\n      <td>DF,MF</td>\n      <td>Wolves</td>\n      <td>29</td>\n      <td>36</td>\n      <td>36</td>\n      <td>3084</td>\n      <td>34.3</td>\n      <td>0</td>\n      <td>1</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>1.3</td>\n      <td>1.3</td>\n      <td>1.7</td>\n      <td>3.0</td>\n      <td>103</td>\n      <td>138</td>\n      <td>150</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n    <tr>\n      <th>1349</th>\n      <td>Raheem Sterling</td>\n      <td>FW</td>\n      <td>Manchester City</td>\n      <td>26</td>\n      <td>30</td>\n      <td>23</td>\n      <td>2128</td>\n      <td>23.6</td>\n      <td>13</td>\n      <td>5</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>14.0</td>\n      <td>11.5</td>\n      <td>5.5</td>\n      <td>17.0</td>\n      <td>108</td>\n      <td>65</td>\n      <td>317</td>\n      <td>0</td>\n      <td>24.836996</td>\n    </tr>\n    <tr>\n      <th>1351</th>\n      <td>Raheem Sterling</td>\n      <td>FW,MF</td>\n      <td>Chelsea</td>\n      <td>28</td>\n      <td>31</td>\n      <td>22</td>\n      <td>1978</td>\n      <td>22.0</td>\n      <td>8</td>\n      <td>4</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>6.5</td>\n      <td>6.5</td>\n      <td>4.5</td>\n      <td>11.0</td>\n      <td>120</td>\n      <td>78</td>\n      <td>242</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n    <tr>\n      <th>1441</th>\n      <td>Sadio Mané</td>\n      <td>FW</td>\n      <td>Liverpool</td>\n      <td>29</td>\n      <td>34</td>\n      <td>32</td>\n      <td>2819</td>\n      <td>31.3</td>\n      <td>16</td>\n      <td>2</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>17.2</td>\n      <td>17.2</td>\n      <td>5.2</td>\n      <td>22.5</td>\n      <td>105</td>\n      <td>130</td>\n      <td>305</td>\n      <td>0</td>\n      <td>24.836996</td>\n    </tr>\n    <tr>\n      <th>1464</th>\n      <td>Saïd Benrahma</td>\n      <td>FW,MF</td>\n      <td>West Ham</td>\n      <td>26</td>\n      <td>35</td>\n      <td>22</td>\n      <td>2069</td>\n      <td>23.0</td>\n      <td>6</td>\n      <td>3</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>7.0</td>\n      <td>3.9</td>\n      <td>4.5</td>\n      <td>8.4</td>\n      <td>109</td>\n      <td>82</td>\n      <td>237</td>\n      <td>0</td>\n      <td>22.676626</td>\n    </tr>\n    <tr>\n      <th>1496</th>\n      <td>Simon Adingra</td>\n      <td>FW</td>\n      <td>Brighton</td>\n      <td>21</td>\n      <td>31</td>\n      <td>25</td>\n      <td>2222</td>\n      <td>24.7</td>\n      <td>6</td>\n      <td>1</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>4.3</td>\n      <td>4.3</td>\n      <td>3.7</td>\n      <td>8.0</td>\n      <td>111</td>\n      <td>50</td>\n      <td>278</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n    <tr>\n      <th>1500</th>\n      <td>Solly March</td>\n      <td>FW,DF</td>\n      <td>Brighton</td>\n      <td>28</td>\n      <td>33</td>\n      <td>31</td>\n      <td>2715</td>\n      <td>30.2</td>\n      <td>7</td>\n      <td>7</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>8.1</td>\n      <td>8.1</td>\n      <td>8.4</td>\n      <td>16.5</td>\n      <td>110</td>\n      <td>135</td>\n      <td>357</td>\n      <td>0</td>\n      <td>22.676626</td>\n    </tr>\n    <tr>\n      <th>1502</th>\n      <td>Son Heung-Min</td>\n      <td>MF,FW</td>\n      <td>Tottenham</td>\n      <td>29</td>\n      <td>35</td>\n      <td>35</td>\n      <td>3006</td>\n      <td>33.4</td>\n      <td>23</td>\n      <td>7</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>15.9</td>\n      <td>15.9</td>\n      <td>7.5</td>\n      <td>23.4</td>\n      <td>116</td>\n      <td>90</td>\n      <td>242</td>\n      <td>0</td>\n      <td>24.836996</td>\n    </tr>\n    <tr>\n      <th>1504</th>\n      <td>Son Heung-Min</td>\n      <td>FW</td>\n      <td>Tottenham</td>\n      <td>31</td>\n      <td>35</td>\n      <td>34</td>\n      <td>2934</td>\n      <td>32.6</td>\n      <td>17</td>\n      <td>10</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>12.0</td>\n      <td>10.4</td>\n      <td>11.8</td>\n      <td>22.2</td>\n      <td>119</td>\n      <td>139</td>\n      <td>325</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n    <tr>\n      <th>1643</th>\n      <td>Wilfried Zaha</td>\n      <td>FW</td>\n      <td>Crystal Palace</td>\n      <td>28</td>\n      <td>33</td>\n      <td>31</td>\n      <td>2760</td>\n      <td>30.7</td>\n      <td>14</td>\n      <td>1</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>9.5</td>\n      <td>3.9</td>\n      <td>5.1</td>\n      <td>9.0</td>\n      <td>113</td>\n      <td>121</td>\n      <td>265</td>\n      <td>0</td>\n      <td>24.836996</td>\n    </tr>\n    <tr>\n      <th>1660</th>\n      <td>Wilson Odobert</td>\n      <td>MF,FW</td>\n      <td>Burnley</td>\n      <td>18</td>\n      <td>29</td>\n      <td>25</td>\n      <td>2098</td>\n      <td>23.3</td>\n      <td>3</td>\n      <td>2</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>2.8</td>\n      <td>2.8</td>\n      <td>3.3</td>\n      <td>6.1</td>\n      <td>102</td>\n      <td>58</td>\n      <td>123</td>\n      <td>0</td>\n      <td>24.651724</td>\n    </tr>\n  </tbody>\n</table>\n<p>49 rows × 24 columns</p>\n</div>"
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prgC_players"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T11:54:37.548227Z",
     "start_time": "2024-06-07T11:54:37.355778300Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "outputs": [],
   "source": [
    "avg_prgR_list = []\n",
    "for season in three_seasons:\n",
    "    seasonal_stat = stats_df[stats_df['season'] == season]\n",
    "    avg_prgR = seasonal_stat['PrgR'].mean()\n",
    "    avg_prgR_list.append(avg_prgR)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T11:54:39.175367500Z",
     "start_time": "2024-06-07T11:54:39.129451800Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "outputs": [],
   "source": [
    "avg_prgR_df = pd.DataFrame({'season': three_seasons, 'Avg_PrgR': avg_prgR_list})\n",
    "\n",
    "prgR_df = pd.merge(stats_df, avg_prgR_df, on='season')\n",
    "prgR_players = prgR_df[prgR_df['PrgR'] > prgR_df['Avg_PrgR']]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T11:54:39.261831100Z",
     "start_time": "2024-06-07T11:54:39.177371100Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "outputs": [
    {
     "data": {
      "text/plain": "520"
     },
     "execution_count": 255,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prgR_players['PrgR'].max()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T13:39:22.312675800Z",
     "start_time": "2024-06-07T13:39:22.287486400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "outputs": [],
   "source": [
    "prgR_players = prgR_players[prgR_players['PrgR'] >= 200]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T13:39:02.049907200Z",
     "start_time": "2024-06-07T13:39:01.943586100Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "outputs": [
    {
     "data": {
      "text/plain": "                  Player    Pos            Squad  Age  MP  Starts   Min   90s  \\\n44    Alejandro Garnacho     FW   Manchester Utd   19  36      30  2565  28.5   \n189       Bernardo Silva  MF,FW  Manchester City   26  35      33  2857  31.7   \n191       Bernardo Silva  MF,FW  Manchester City   28  33      29  2578  28.6   \n216      Brennan Johnson     FW        Tottenham   22  32      23  2085  23.2   \n227         Bryan Mbeumo     FW        Brentford   21  35      34  2905  32.3   \n230          Bukayo Saka  FW,MF          Arsenal   19  38      36  2978  33.1   \n231          Bukayo Saka     FW          Arsenal   20  38      37  3181  35.3   \n232          Bukayo Saka     FW          Arsenal   21  35      35  2919  32.4   \n413     Dejan Kulusevski  FW,MF        Tottenham   23  36      31  2762  30.7   \n570   Gabriel Martinelli     FW          Arsenal   21  36      34  2789  31.0   \n571   Gabriel Martinelli     FW          Arsenal   22  35      24  2019  22.4   \n616        Harvey Barnes  FW,MF   Leicester City   24  34      32  2711  30.1   \n666        Jack Grealish     FW  Manchester City   25  26      22  1914  21.3   \n667        Jack Grealish     FW  Manchester City   26  28      23  2055  22.8   \n670        Jack Harrison  FW,MF     Leeds United   25  36      34  2708  30.1   \n777          Jeremy Doku  FW,MF  Manchester City   21  29      18  1595  17.7   \n865         João Cancelo     DF  Manchester City   27  36      36  3227  35.9   \n912         Kaoru Mitoma  FW,MF         Brighton   25  33      24  2318  25.8   \n1024           Luis Díaz     FW        Liverpool   26  37      32  2629  29.2   \n1103         Mason Mount     MF          Chelsea   22  32      27  2363  26.3   \n1169      Miguel Almirón     FW    Newcastle Utd   28  34      29  2491  27.7   \n1183       Mohamed Salah     FW        Liverpool   29  35      30  2762  30.7   \n1184       Mohamed Salah     FW        Liverpool   30  38      37  3290  36.6   \n1185       Mohamed Salah     FW        Liverpool   31  32      28  2534  28.2   \n1331          Phil Foden     FW  Manchester City   22  32      22  1842  20.5   \n1332          Phil Foden  FW,MF  Manchester City   23  35      33  2857  31.7   \n1349     Raheem Sterling     FW  Manchester City   26  30      23  2128  23.6   \n1355            Raphinha  FW,MF     Leeds United   24  35      34  2915  32.4   \n1441          Sadio Mané     FW        Liverpool   29  34      32  2819  31.3   \n1496       Simon Adingra     FW         Brighton   21  31      25  2222  24.7   \n1500         Solly March  FW,DF         Brighton   28  33      31  2715  30.2   \n1504       Son Heung-Min     FW        Tottenham   31  35      34  2934  32.6   \n1643       Wilfried Zaha     FW   Crystal Palace   28  33      31  2760  30.7   \n\n      Gls  Ast  ...     season    xG  npxG   xAG npxG+xAG  PrgC  PrgP  PrgR  \\\n44      7    4  ...  2023/2024   8.4   8.3   5.1     13.4   178    62   281   \n189     8    4  ...  2021/2022   6.7   6.7   6.5     13.2   146   170   277   \n191     6    9  ...  2023/2024   3.7   3.7   7.6     11.3   140   177   260   \n216     5   10  ...  2023/2024  10.3  10.3   8.1     18.3    97    72   293   \n227     4    7  ...  2021/2022   9.3   8.5   3.7     12.2    81    56   273   \n230    11    7  ...  2021/2022  10.3   8.7   7.5     16.3   140   101   388   \n231    14   11  ...  2022/2023  11.2   9.1   8.5     17.6   179   109   520   \n232    16    9  ...  2023/2024  15.5  10.8  10.5     21.2   155   126   508   \n413     8    3  ...  2023/2024   4.7   4.7   7.7     12.4   151   144   388   \n570    15    5  ...  2022/2023   9.1   9.1   9.1     18.2   124    94   350   \n571     6    4  ...  2023/2024   6.8   6.8   6.1     12.9   127    65   345   \n616    13    1  ...  2022/2023   8.9   8.9   3.1     12.0   100    79   257   \n666     3    3  ...  2021/2022   5.3   5.3   6.0     11.3   153   100   267   \n667     5    7  ...  2022/2023   4.6   4.6   7.1     11.7   143   100   310   \n670     5    7  ...  2022/2023   4.7   4.7   5.1      9.8   103   103   255   \n777     3    8  ...  2023/2024   2.5   2.5   4.6      7.1   218    57   295   \n865     1    7  ...  2021/2022   4.0   4.0   5.4      9.3   125   357   270   \n912     7    5  ...  2022/2023   8.1   8.1   6.4     14.5   143    90   260   \n1024    8    5  ...  2023/2024  11.9  11.9   5.7     17.5   137   113   302   \n1103   11   10  ...  2021/2022   8.0   7.2   6.7     14.0    92   164   276   \n1169   11    2  ...  2022/2023   8.0   8.0   3.2     11.1    77   124   264   \n1183   23   13  ...  2021/2022  22.7  17.8  10.0     27.8   125   122   451   \n1184   19   12  ...  2022/2023  21.7  18.5   7.7     26.2   120   149   421   \n1185   18   10  ...  2023/2024  21.2  15.5  11.8     27.3    98   147   341   \n1331   11    6  ...  2022/2023   5.9   5.9   4.7     10.6    68    88   275   \n1332   19    8  ...  2023/2024  10.3  10.3   8.4     18.7    93   168   269   \n1349   13    5  ...  2021/2022  14.0  11.5   5.5     17.0   108    65   317   \n1355   11    3  ...  2021/2022  10.2   7.0   7.5     14.5    89   134   286   \n1441   16    2  ...  2021/2022  17.2  17.2   5.2     22.5   105   130   305   \n1496    6    1  ...  2023/2024   4.3   4.3   3.7      8.0   111    50   278   \n1500    7    7  ...  2022/2023   8.1   8.1   8.4     16.5   110   135   357   \n1504   17   10  ...  2023/2024  12.0  10.4  11.8     22.2   119   139   325   \n1643   14    1  ...  2021/2022   9.5   3.9   5.1      9.0   113   121   265   \n\n      poy_winner   Avg_PrgR  \n44             0  50.062069  \n189            0  51.842491  \n191            0  50.062069  \n216            0  50.062069  \n227            0  51.842491  \n230            0  51.842491  \n231            0  49.949033  \n232            0  50.062069  \n413            0  50.062069  \n570            0  49.949033  \n571            0  50.062069  \n616            0  49.949033  \n666            0  51.842491  \n667            0  49.949033  \n670            0  49.949033  \n777            0  50.062069  \n865            0  51.842491  \n912            0  49.949033  \n1024           0  50.062069  \n1103           0  51.842491  \n1169           0  49.949033  \n1183           0  51.842491  \n1184           0  49.949033  \n1185           0  50.062069  \n1331           0  49.949033  \n1332           1  50.062069  \n1349           0  51.842491  \n1355           0  51.842491  \n1441           0  51.842491  \n1496           0  50.062069  \n1500           0  49.949033  \n1504           0  50.062069  \n1643           0  51.842491  \n\n[33 rows x 24 columns]",
      "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>Player</th>\n      <th>Pos</th>\n      <th>Squad</th>\n      <th>Age</th>\n      <th>MP</th>\n      <th>Starts</th>\n      <th>Min</th>\n      <th>90s</th>\n      <th>Gls</th>\n      <th>Ast</th>\n      <th>...</th>\n      <th>season</th>\n      <th>xG</th>\n      <th>npxG</th>\n      <th>xAG</th>\n      <th>npxG+xAG</th>\n      <th>PrgC</th>\n      <th>PrgP</th>\n      <th>PrgR</th>\n      <th>poy_winner</th>\n      <th>Avg_PrgR</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>44</th>\n      <td>Alejandro Garnacho</td>\n      <td>FW</td>\n      <td>Manchester Utd</td>\n      <td>19</td>\n      <td>36</td>\n      <td>30</td>\n      <td>2565</td>\n      <td>28.5</td>\n      <td>7</td>\n      <td>4</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>8.4</td>\n      <td>8.3</td>\n      <td>5.1</td>\n      <td>13.4</td>\n      <td>178</td>\n      <td>62</td>\n      <td>281</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>189</th>\n      <td>Bernardo Silva</td>\n      <td>MF,FW</td>\n      <td>Manchester City</td>\n      <td>26</td>\n      <td>35</td>\n      <td>33</td>\n      <td>2857</td>\n      <td>31.7</td>\n      <td>8</td>\n      <td>4</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>6.7</td>\n      <td>6.7</td>\n      <td>6.5</td>\n      <td>13.2</td>\n      <td>146</td>\n      <td>170</td>\n      <td>277</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n    <tr>\n      <th>191</th>\n      <td>Bernardo Silva</td>\n      <td>MF,FW</td>\n      <td>Manchester City</td>\n      <td>28</td>\n      <td>33</td>\n      <td>29</td>\n      <td>2578</td>\n      <td>28.6</td>\n      <td>6</td>\n      <td>9</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>3.7</td>\n      <td>3.7</td>\n      <td>7.6</td>\n      <td>11.3</td>\n      <td>140</td>\n      <td>177</td>\n      <td>260</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>216</th>\n      <td>Brennan Johnson</td>\n      <td>FW</td>\n      <td>Tottenham</td>\n      <td>22</td>\n      <td>32</td>\n      <td>23</td>\n      <td>2085</td>\n      <td>23.2</td>\n      <td>5</td>\n      <td>10</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>10.3</td>\n      <td>10.3</td>\n      <td>8.1</td>\n      <td>18.3</td>\n      <td>97</td>\n      <td>72</td>\n      <td>293</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>227</th>\n      <td>Bryan Mbeumo</td>\n      <td>FW</td>\n      <td>Brentford</td>\n      <td>21</td>\n      <td>35</td>\n      <td>34</td>\n      <td>2905</td>\n      <td>32.3</td>\n      <td>4</td>\n      <td>7</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>9.3</td>\n      <td>8.5</td>\n      <td>3.7</td>\n      <td>12.2</td>\n      <td>81</td>\n      <td>56</td>\n      <td>273</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n    <tr>\n      <th>230</th>\n      <td>Bukayo Saka</td>\n      <td>FW,MF</td>\n      <td>Arsenal</td>\n      <td>19</td>\n      <td>38</td>\n      <td>36</td>\n      <td>2978</td>\n      <td>33.1</td>\n      <td>11</td>\n      <td>7</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>10.3</td>\n      <td>8.7</td>\n      <td>7.5</td>\n      <td>16.3</td>\n      <td>140</td>\n      <td>101</td>\n      <td>388</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n    <tr>\n      <th>231</th>\n      <td>Bukayo Saka</td>\n      <td>FW</td>\n      <td>Arsenal</td>\n      <td>20</td>\n      <td>38</td>\n      <td>37</td>\n      <td>3181</td>\n      <td>35.3</td>\n      <td>14</td>\n      <td>11</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>11.2</td>\n      <td>9.1</td>\n      <td>8.5</td>\n      <td>17.6</td>\n      <td>179</td>\n      <td>109</td>\n      <td>520</td>\n      <td>0</td>\n      <td>49.949033</td>\n    </tr>\n    <tr>\n      <th>232</th>\n      <td>Bukayo Saka</td>\n      <td>FW</td>\n      <td>Arsenal</td>\n      <td>21</td>\n      <td>35</td>\n      <td>35</td>\n      <td>2919</td>\n      <td>32.4</td>\n      <td>16</td>\n      <td>9</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>15.5</td>\n      <td>10.8</td>\n      <td>10.5</td>\n      <td>21.2</td>\n      <td>155</td>\n      <td>126</td>\n      <td>508</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>413</th>\n      <td>Dejan Kulusevski</td>\n      <td>FW,MF</td>\n      <td>Tottenham</td>\n      <td>23</td>\n      <td>36</td>\n      <td>31</td>\n      <td>2762</td>\n      <td>30.7</td>\n      <td>8</td>\n      <td>3</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>4.7</td>\n      <td>4.7</td>\n      <td>7.7</td>\n      <td>12.4</td>\n      <td>151</td>\n      <td>144</td>\n      <td>388</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>570</th>\n      <td>Gabriel Martinelli</td>\n      <td>FW</td>\n      <td>Arsenal</td>\n      <td>21</td>\n      <td>36</td>\n      <td>34</td>\n      <td>2789</td>\n      <td>31.0</td>\n      <td>15</td>\n      <td>5</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>9.1</td>\n      <td>9.1</td>\n      <td>9.1</td>\n      <td>18.2</td>\n      <td>124</td>\n      <td>94</td>\n      <td>350</td>\n      <td>0</td>\n      <td>49.949033</td>\n    </tr>\n    <tr>\n      <th>571</th>\n      <td>Gabriel Martinelli</td>\n      <td>FW</td>\n      <td>Arsenal</td>\n      <td>22</td>\n      <td>35</td>\n      <td>24</td>\n      <td>2019</td>\n      <td>22.4</td>\n      <td>6</td>\n      <td>4</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>6.8</td>\n      <td>6.8</td>\n      <td>6.1</td>\n      <td>12.9</td>\n      <td>127</td>\n      <td>65</td>\n      <td>345</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>616</th>\n      <td>Harvey Barnes</td>\n      <td>FW,MF</td>\n      <td>Leicester City</td>\n      <td>24</td>\n      <td>34</td>\n      <td>32</td>\n      <td>2711</td>\n      <td>30.1</td>\n      <td>13</td>\n      <td>1</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>8.9</td>\n      <td>8.9</td>\n      <td>3.1</td>\n      <td>12.0</td>\n      <td>100</td>\n      <td>79</td>\n      <td>257</td>\n      <td>0</td>\n      <td>49.949033</td>\n    </tr>\n    <tr>\n      <th>666</th>\n      <td>Jack Grealish</td>\n      <td>FW</td>\n      <td>Manchester City</td>\n      <td>25</td>\n      <td>26</td>\n      <td>22</td>\n      <td>1914</td>\n      <td>21.3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>5.3</td>\n      <td>5.3</td>\n      <td>6.0</td>\n      <td>11.3</td>\n      <td>153</td>\n      <td>100</td>\n      <td>267</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n    <tr>\n      <th>667</th>\n      <td>Jack Grealish</td>\n      <td>FW</td>\n      <td>Manchester City</td>\n      <td>26</td>\n      <td>28</td>\n      <td>23</td>\n      <td>2055</td>\n      <td>22.8</td>\n      <td>5</td>\n      <td>7</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>4.6</td>\n      <td>4.6</td>\n      <td>7.1</td>\n      <td>11.7</td>\n      <td>143</td>\n      <td>100</td>\n      <td>310</td>\n      <td>0</td>\n      <td>49.949033</td>\n    </tr>\n    <tr>\n      <th>670</th>\n      <td>Jack Harrison</td>\n      <td>FW,MF</td>\n      <td>Leeds United</td>\n      <td>25</td>\n      <td>36</td>\n      <td>34</td>\n      <td>2708</td>\n      <td>30.1</td>\n      <td>5</td>\n      <td>7</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>4.7</td>\n      <td>4.7</td>\n      <td>5.1</td>\n      <td>9.8</td>\n      <td>103</td>\n      <td>103</td>\n      <td>255</td>\n      <td>0</td>\n      <td>49.949033</td>\n    </tr>\n    <tr>\n      <th>777</th>\n      <td>Jeremy Doku</td>\n      <td>FW,MF</td>\n      <td>Manchester City</td>\n      <td>21</td>\n      <td>29</td>\n      <td>18</td>\n      <td>1595</td>\n      <td>17.7</td>\n      <td>3</td>\n      <td>8</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>2.5</td>\n      <td>2.5</td>\n      <td>4.6</td>\n      <td>7.1</td>\n      <td>218</td>\n      <td>57</td>\n      <td>295</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>865</th>\n      <td>João Cancelo</td>\n      <td>DF</td>\n      <td>Manchester City</td>\n      <td>27</td>\n      <td>36</td>\n      <td>36</td>\n      <td>3227</td>\n      <td>35.9</td>\n      <td>1</td>\n      <td>7</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>4.0</td>\n      <td>4.0</td>\n      <td>5.4</td>\n      <td>9.3</td>\n      <td>125</td>\n      <td>357</td>\n      <td>270</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n    <tr>\n      <th>912</th>\n      <td>Kaoru Mitoma</td>\n      <td>FW,MF</td>\n      <td>Brighton</td>\n      <td>25</td>\n      <td>33</td>\n      <td>24</td>\n      <td>2318</td>\n      <td>25.8</td>\n      <td>7</td>\n      <td>5</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>8.1</td>\n      <td>8.1</td>\n      <td>6.4</td>\n      <td>14.5</td>\n      <td>143</td>\n      <td>90</td>\n      <td>260</td>\n      <td>0</td>\n      <td>49.949033</td>\n    </tr>\n    <tr>\n      <th>1024</th>\n      <td>Luis Díaz</td>\n      <td>FW</td>\n      <td>Liverpool</td>\n      <td>26</td>\n      <td>37</td>\n      <td>32</td>\n      <td>2629</td>\n      <td>29.2</td>\n      <td>8</td>\n      <td>5</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>11.9</td>\n      <td>11.9</td>\n      <td>5.7</td>\n      <td>17.5</td>\n      <td>137</td>\n      <td>113</td>\n      <td>302</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>1103</th>\n      <td>Mason Mount</td>\n      <td>MF</td>\n      <td>Chelsea</td>\n      <td>22</td>\n      <td>32</td>\n      <td>27</td>\n      <td>2363</td>\n      <td>26.3</td>\n      <td>11</td>\n      <td>10</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>8.0</td>\n      <td>7.2</td>\n      <td>6.7</td>\n      <td>14.0</td>\n      <td>92</td>\n      <td>164</td>\n      <td>276</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n    <tr>\n      <th>1169</th>\n      <td>Miguel Almirón</td>\n      <td>FW</td>\n      <td>Newcastle Utd</td>\n      <td>28</td>\n      <td>34</td>\n      <td>29</td>\n      <td>2491</td>\n      <td>27.7</td>\n      <td>11</td>\n      <td>2</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>8.0</td>\n      <td>8.0</td>\n      <td>3.2</td>\n      <td>11.1</td>\n      <td>77</td>\n      <td>124</td>\n      <td>264</td>\n      <td>0</td>\n      <td>49.949033</td>\n    </tr>\n    <tr>\n      <th>1183</th>\n      <td>Mohamed Salah</td>\n      <td>FW</td>\n      <td>Liverpool</td>\n      <td>29</td>\n      <td>35</td>\n      <td>30</td>\n      <td>2762</td>\n      <td>30.7</td>\n      <td>23</td>\n      <td>13</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>22.7</td>\n      <td>17.8</td>\n      <td>10.0</td>\n      <td>27.8</td>\n      <td>125</td>\n      <td>122</td>\n      <td>451</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n    <tr>\n      <th>1184</th>\n      <td>Mohamed Salah</td>\n      <td>FW</td>\n      <td>Liverpool</td>\n      <td>30</td>\n      <td>38</td>\n      <td>37</td>\n      <td>3290</td>\n      <td>36.6</td>\n      <td>19</td>\n      <td>12</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>21.7</td>\n      <td>18.5</td>\n      <td>7.7</td>\n      <td>26.2</td>\n      <td>120</td>\n      <td>149</td>\n      <td>421</td>\n      <td>0</td>\n      <td>49.949033</td>\n    </tr>\n    <tr>\n      <th>1185</th>\n      <td>Mohamed Salah</td>\n      <td>FW</td>\n      <td>Liverpool</td>\n      <td>31</td>\n      <td>32</td>\n      <td>28</td>\n      <td>2534</td>\n      <td>28.2</td>\n      <td>18</td>\n      <td>10</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>21.2</td>\n      <td>15.5</td>\n      <td>11.8</td>\n      <td>27.3</td>\n      <td>98</td>\n      <td>147</td>\n      <td>341</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>1331</th>\n      <td>Phil Foden</td>\n      <td>FW</td>\n      <td>Manchester City</td>\n      <td>22</td>\n      <td>32</td>\n      <td>22</td>\n      <td>1842</td>\n      <td>20.5</td>\n      <td>11</td>\n      <td>6</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>5.9</td>\n      <td>5.9</td>\n      <td>4.7</td>\n      <td>10.6</td>\n      <td>68</td>\n      <td>88</td>\n      <td>275</td>\n      <td>0</td>\n      <td>49.949033</td>\n    </tr>\n    <tr>\n      <th>1332</th>\n      <td>Phil Foden</td>\n      <td>FW,MF</td>\n      <td>Manchester City</td>\n      <td>23</td>\n      <td>35</td>\n      <td>33</td>\n      <td>2857</td>\n      <td>31.7</td>\n      <td>19</td>\n      <td>8</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>10.3</td>\n      <td>10.3</td>\n      <td>8.4</td>\n      <td>18.7</td>\n      <td>93</td>\n      <td>168</td>\n      <td>269</td>\n      <td>1</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>1349</th>\n      <td>Raheem Sterling</td>\n      <td>FW</td>\n      <td>Manchester City</td>\n      <td>26</td>\n      <td>30</td>\n      <td>23</td>\n      <td>2128</td>\n      <td>23.6</td>\n      <td>13</td>\n      <td>5</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>14.0</td>\n      <td>11.5</td>\n      <td>5.5</td>\n      <td>17.0</td>\n      <td>108</td>\n      <td>65</td>\n      <td>317</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n    <tr>\n      <th>1355</th>\n      <td>Raphinha</td>\n      <td>FW,MF</td>\n      <td>Leeds United</td>\n      <td>24</td>\n      <td>35</td>\n      <td>34</td>\n      <td>2915</td>\n      <td>32.4</td>\n      <td>11</td>\n      <td>3</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>10.2</td>\n      <td>7.0</td>\n      <td>7.5</td>\n      <td>14.5</td>\n      <td>89</td>\n      <td>134</td>\n      <td>286</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n    <tr>\n      <th>1441</th>\n      <td>Sadio Mané</td>\n      <td>FW</td>\n      <td>Liverpool</td>\n      <td>29</td>\n      <td>34</td>\n      <td>32</td>\n      <td>2819</td>\n      <td>31.3</td>\n      <td>16</td>\n      <td>2</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>17.2</td>\n      <td>17.2</td>\n      <td>5.2</td>\n      <td>22.5</td>\n      <td>105</td>\n      <td>130</td>\n      <td>305</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n    <tr>\n      <th>1496</th>\n      <td>Simon Adingra</td>\n      <td>FW</td>\n      <td>Brighton</td>\n      <td>21</td>\n      <td>31</td>\n      <td>25</td>\n      <td>2222</td>\n      <td>24.7</td>\n      <td>6</td>\n      <td>1</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>4.3</td>\n      <td>4.3</td>\n      <td>3.7</td>\n      <td>8.0</td>\n      <td>111</td>\n      <td>50</td>\n      <td>278</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>1500</th>\n      <td>Solly March</td>\n      <td>FW,DF</td>\n      <td>Brighton</td>\n      <td>28</td>\n      <td>33</td>\n      <td>31</td>\n      <td>2715</td>\n      <td>30.2</td>\n      <td>7</td>\n      <td>7</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>8.1</td>\n      <td>8.1</td>\n      <td>8.4</td>\n      <td>16.5</td>\n      <td>110</td>\n      <td>135</td>\n      <td>357</td>\n      <td>0</td>\n      <td>49.949033</td>\n    </tr>\n    <tr>\n      <th>1504</th>\n      <td>Son Heung-Min</td>\n      <td>FW</td>\n      <td>Tottenham</td>\n      <td>31</td>\n      <td>35</td>\n      <td>34</td>\n      <td>2934</td>\n      <td>32.6</td>\n      <td>17</td>\n      <td>10</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>12.0</td>\n      <td>10.4</td>\n      <td>11.8</td>\n      <td>22.2</td>\n      <td>119</td>\n      <td>139</td>\n      <td>325</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>1643</th>\n      <td>Wilfried Zaha</td>\n      <td>FW</td>\n      <td>Crystal Palace</td>\n      <td>28</td>\n      <td>33</td>\n      <td>31</td>\n      <td>2760</td>\n      <td>30.7</td>\n      <td>14</td>\n      <td>1</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>9.5</td>\n      <td>3.9</td>\n      <td>5.1</td>\n      <td>9.0</td>\n      <td>113</td>\n      <td>121</td>\n      <td>265</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n  </tbody>\n</table>\n<p>33 rows × 24 columns</p>\n</div>"
     },
     "execution_count": 254,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prgR_players"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T13:39:07.434385600Z",
     "start_time": "2024-06-07T13:39:07.284296500Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "outputs": [],
   "source": [
    "prgC_players_filtered = prgC_players[prgC_players['PrgC'] >= 100]\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T13:39:42.593333Z",
     "start_time": "2024-06-07T13:39:42.440723200Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "outputs": [],
   "source": [
    "prgP_players_filtered = prgP_players[prgP_players['PrgP'] >= 100]\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T13:39:53.093032400Z",
     "start_time": "2024-06-07T13:39:52.809019Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "outputs": [
    {
     "data": {
      "text/plain": "                   Player    Pos            Squad  Age  MP  Starts   Min  \\\n1         Aaron Cresswell     DF         West Ham   31  31      31  2726   \n49             Alex Iwobi  MF,FW          Everton   26  38      38  3378   \n66    Alexis Mac Allister     MF         Brighton   23  35      31  2886   \n67    Alexis Mac Allister     MF        Liverpool   24  33      31  2599   \n93       Andrew Robertson     DF        Liverpool   27  29      29  2537   \n...                   ...    ...              ...  ...  ..     ...   ...   \n1654              Willian     FW           Fulham   34  31      24  2053   \n1674      Youri Tielemans     MF   Leicester City   24  32      29  2631   \n1675      Youri Tielemans     MF   Leicester City   25  31      27  2344   \n1680        Yves Bissouma     MF        Tottenham   26  28      26  2068   \n1691       İlkay Gündoğan     MF  Manchester City   31  31      27  2353   \n\n       90s  Gls  Ast  ...     season    xG  npxG  xAG npxG+xAG  PrgC  PrgP  \\\n1     30.3    2    3  ...  2021/2022   1.1   1.1  3.2      4.2    54   186   \n49    37.5    2    7  ...  2022/2023   2.5   2.5  6.1      8.5    90   194   \n66    32.1   10    2  ...  2022/2023  12.1   7.3  4.3     11.6    69   174   \n67    28.9    5    5  ...  2023/2024   3.7   2.9  3.6      6.4    44   209   \n93    28.2    3   10  ...  2021/2022   1.4   1.4  5.6      7.0    96   186   \n...    ...  ...  ...  ...        ...   ...   ...  ...      ...   ...   ...   \n1654  22.8    4    2  ...  2023/2024   5.1   3.6  3.9      7.5    92   153   \n1674  29.2    6    4  ...  2021/2022   4.4   2.8  4.2      7.0    31   202   \n1675  26.0    3    2  ...  2022/2023   2.5   0.9  4.7      5.6    35   181   \n1680  23.0    0    0  ...  2023/2024   1.4   1.4  0.4      1.8    43   169   \n1691  26.1    8    4  ...  2022/2023   7.5   6.7  3.3     10.0    53   170   \n\n      PrgR  poy_winner   Avg_PrgP  \n1       99           0  52.327839  \n49     145           0  50.432337  \n66      77           0  50.432337  \n67      48           0  50.584483  \n93     239           0  52.327839  \n...    ...         ...        ...  \n1654   181           0  50.584483  \n1674    69           0  52.327839  \n1675    56           0  50.432337  \n1680    13           0  50.584483  \n1691   124           0  50.432337  \n\n[105 rows x 24 columns]",
      "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>Player</th>\n      <th>Pos</th>\n      <th>Squad</th>\n      <th>Age</th>\n      <th>MP</th>\n      <th>Starts</th>\n      <th>Min</th>\n      <th>90s</th>\n      <th>Gls</th>\n      <th>Ast</th>\n      <th>...</th>\n      <th>season</th>\n      <th>xG</th>\n      <th>npxG</th>\n      <th>xAG</th>\n      <th>npxG+xAG</th>\n      <th>PrgC</th>\n      <th>PrgP</th>\n      <th>PrgR</th>\n      <th>poy_winner</th>\n      <th>Avg_PrgP</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1</th>\n      <td>Aaron Cresswell</td>\n      <td>DF</td>\n      <td>West Ham</td>\n      <td>31</td>\n      <td>31</td>\n      <td>31</td>\n      <td>2726</td>\n      <td>30.3</td>\n      <td>2</td>\n      <td>3</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>1.1</td>\n      <td>1.1</td>\n      <td>3.2</td>\n      <td>4.2</td>\n      <td>54</td>\n      <td>186</td>\n      <td>99</td>\n      <td>0</td>\n      <td>52.327839</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td>Alex Iwobi</td>\n      <td>MF,FW</td>\n      <td>Everton</td>\n      <td>26</td>\n      <td>38</td>\n      <td>38</td>\n      <td>3378</td>\n      <td>37.5</td>\n      <td>2</td>\n      <td>7</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>2.5</td>\n      <td>2.5</td>\n      <td>6.1</td>\n      <td>8.5</td>\n      <td>90</td>\n      <td>194</td>\n      <td>145</td>\n      <td>0</td>\n      <td>50.432337</td>\n    </tr>\n    <tr>\n      <th>66</th>\n      <td>Alexis Mac Allister</td>\n      <td>MF</td>\n      <td>Brighton</td>\n      <td>23</td>\n      <td>35</td>\n      <td>31</td>\n      <td>2886</td>\n      <td>32.1</td>\n      <td>10</td>\n      <td>2</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>12.1</td>\n      <td>7.3</td>\n      <td>4.3</td>\n      <td>11.6</td>\n      <td>69</td>\n      <td>174</td>\n      <td>77</td>\n      <td>0</td>\n      <td>50.432337</td>\n    </tr>\n    <tr>\n      <th>67</th>\n      <td>Alexis Mac Allister</td>\n      <td>MF</td>\n      <td>Liverpool</td>\n      <td>24</td>\n      <td>33</td>\n      <td>31</td>\n      <td>2599</td>\n      <td>28.9</td>\n      <td>5</td>\n      <td>5</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>3.7</td>\n      <td>2.9</td>\n      <td>3.6</td>\n      <td>6.4</td>\n      <td>44</td>\n      <td>209</td>\n      <td>48</td>\n      <td>0</td>\n      <td>50.584483</td>\n    </tr>\n    <tr>\n      <th>93</th>\n      <td>Andrew Robertson</td>\n      <td>DF</td>\n      <td>Liverpool</td>\n      <td>27</td>\n      <td>29</td>\n      <td>29</td>\n      <td>2537</td>\n      <td>28.2</td>\n      <td>3</td>\n      <td>10</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>1.4</td>\n      <td>1.4</td>\n      <td>5.6</td>\n      <td>7.0</td>\n      <td>96</td>\n      <td>186</td>\n      <td>239</td>\n      <td>0</td>\n      <td>52.327839</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>1654</th>\n      <td>Willian</td>\n      <td>FW</td>\n      <td>Fulham</td>\n      <td>34</td>\n      <td>31</td>\n      <td>24</td>\n      <td>2053</td>\n      <td>22.8</td>\n      <td>4</td>\n      <td>2</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>5.1</td>\n      <td>3.6</td>\n      <td>3.9</td>\n      <td>7.5</td>\n      <td>92</td>\n      <td>153</td>\n      <td>181</td>\n      <td>0</td>\n      <td>50.584483</td>\n    </tr>\n    <tr>\n      <th>1674</th>\n      <td>Youri Tielemans</td>\n      <td>MF</td>\n      <td>Leicester City</td>\n      <td>24</td>\n      <td>32</td>\n      <td>29</td>\n      <td>2631</td>\n      <td>29.2</td>\n      <td>6</td>\n      <td>4</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>4.4</td>\n      <td>2.8</td>\n      <td>4.2</td>\n      <td>7.0</td>\n      <td>31</td>\n      <td>202</td>\n      <td>69</td>\n      <td>0</td>\n      <td>52.327839</td>\n    </tr>\n    <tr>\n      <th>1675</th>\n      <td>Youri Tielemans</td>\n      <td>MF</td>\n      <td>Leicester City</td>\n      <td>25</td>\n      <td>31</td>\n      <td>27</td>\n      <td>2344</td>\n      <td>26.0</td>\n      <td>3</td>\n      <td>2</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>2.5</td>\n      <td>0.9</td>\n      <td>4.7</td>\n      <td>5.6</td>\n      <td>35</td>\n      <td>181</td>\n      <td>56</td>\n      <td>0</td>\n      <td>50.432337</td>\n    </tr>\n    <tr>\n      <th>1680</th>\n      <td>Yves Bissouma</td>\n      <td>MF</td>\n      <td>Tottenham</td>\n      <td>26</td>\n      <td>28</td>\n      <td>26</td>\n      <td>2068</td>\n      <td>23.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>1.4</td>\n      <td>1.4</td>\n      <td>0.4</td>\n      <td>1.8</td>\n      <td>43</td>\n      <td>169</td>\n      <td>13</td>\n      <td>0</td>\n      <td>50.584483</td>\n    </tr>\n    <tr>\n      <th>1691</th>\n      <td>İlkay Gündoğan</td>\n      <td>MF</td>\n      <td>Manchester City</td>\n      <td>31</td>\n      <td>31</td>\n      <td>27</td>\n      <td>2353</td>\n      <td>26.1</td>\n      <td>8</td>\n      <td>4</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>7.5</td>\n      <td>6.7</td>\n      <td>3.3</td>\n      <td>10.0</td>\n      <td>53</td>\n      <td>170</td>\n      <td>124</td>\n      <td>0</td>\n      <td>50.432337</td>\n    </tr>\n  </tbody>\n</table>\n<p>105 rows × 24 columns</p>\n</div>"
     },
     "execution_count": 238,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prgP_players_filtered"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T13:31:05.109885400Z",
     "start_time": "2024-06-07T13:31:04.887069200Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "outputs": [],
   "source": [
    "prgR_players_filtered = prgR_players[prgR_players['PrgR'] >= 250]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T13:40:02.465106100Z",
     "start_time": "2024-06-07T13:40:02.240211600Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "outputs": [
    {
     "data": {
      "text/plain": "                  Player    Pos            Squad  Age  MP  Starts   Min   90s  \\\n44    Alejandro Garnacho     FW   Manchester Utd   19  36      30  2565  28.5   \n189       Bernardo Silva  MF,FW  Manchester City   26  35      33  2857  31.7   \n191       Bernardo Silva  MF,FW  Manchester City   28  33      29  2578  28.6   \n216      Brennan Johnson     FW        Tottenham   22  32      23  2085  23.2   \n227         Bryan Mbeumo     FW        Brentford   21  35      34  2905  32.3   \n230          Bukayo Saka  FW,MF          Arsenal   19  38      36  2978  33.1   \n231          Bukayo Saka     FW          Arsenal   20  38      37  3181  35.3   \n232          Bukayo Saka     FW          Arsenal   21  35      35  2919  32.4   \n413     Dejan Kulusevski  FW,MF        Tottenham   23  36      31  2762  30.7   \n570   Gabriel Martinelli     FW          Arsenal   21  36      34  2789  31.0   \n571   Gabriel Martinelli     FW          Arsenal   22  35      24  2019  22.4   \n616        Harvey Barnes  FW,MF   Leicester City   24  34      32  2711  30.1   \n666        Jack Grealish     FW  Manchester City   25  26      22  1914  21.3   \n667        Jack Grealish     FW  Manchester City   26  28      23  2055  22.8   \n670        Jack Harrison  FW,MF     Leeds United   25  36      34  2708  30.1   \n777          Jeremy Doku  FW,MF  Manchester City   21  29      18  1595  17.7   \n865         João Cancelo     DF  Manchester City   27  36      36  3227  35.9   \n912         Kaoru Mitoma  FW,MF         Brighton   25  33      24  2318  25.8   \n1024           Luis Díaz     FW        Liverpool   26  37      32  2629  29.2   \n1103         Mason Mount     MF          Chelsea   22  32      27  2363  26.3   \n1169      Miguel Almirón     FW    Newcastle Utd   28  34      29  2491  27.7   \n1183       Mohamed Salah     FW        Liverpool   29  35      30  2762  30.7   \n1184       Mohamed Salah     FW        Liverpool   30  38      37  3290  36.6   \n1185       Mohamed Salah     FW        Liverpool   31  32      28  2534  28.2   \n1331          Phil Foden     FW  Manchester City   22  32      22  1842  20.5   \n1332          Phil Foden  FW,MF  Manchester City   23  35      33  2857  31.7   \n1349     Raheem Sterling     FW  Manchester City   26  30      23  2128  23.6   \n1355            Raphinha  FW,MF     Leeds United   24  35      34  2915  32.4   \n1441          Sadio Mané     FW        Liverpool   29  34      32  2819  31.3   \n1496       Simon Adingra     FW         Brighton   21  31      25  2222  24.7   \n1500         Solly March  FW,DF         Brighton   28  33      31  2715  30.2   \n1504       Son Heung-Min     FW        Tottenham   31  35      34  2934  32.6   \n1643       Wilfried Zaha     FW   Crystal Palace   28  33      31  2760  30.7   \n\n      Gls  Ast  ...     season    xG  npxG   xAG npxG+xAG  PrgC  PrgP  PrgR  \\\n44      7    4  ...  2023/2024   8.4   8.3   5.1     13.4   178    62   281   \n189     8    4  ...  2021/2022   6.7   6.7   6.5     13.2   146   170   277   \n191     6    9  ...  2023/2024   3.7   3.7   7.6     11.3   140   177   260   \n216     5   10  ...  2023/2024  10.3  10.3   8.1     18.3    97    72   293   \n227     4    7  ...  2021/2022   9.3   8.5   3.7     12.2    81    56   273   \n230    11    7  ...  2021/2022  10.3   8.7   7.5     16.3   140   101   388   \n231    14   11  ...  2022/2023  11.2   9.1   8.5     17.6   179   109   520   \n232    16    9  ...  2023/2024  15.5  10.8  10.5     21.2   155   126   508   \n413     8    3  ...  2023/2024   4.7   4.7   7.7     12.4   151   144   388   \n570    15    5  ...  2022/2023   9.1   9.1   9.1     18.2   124    94   350   \n571     6    4  ...  2023/2024   6.8   6.8   6.1     12.9   127    65   345   \n616    13    1  ...  2022/2023   8.9   8.9   3.1     12.0   100    79   257   \n666     3    3  ...  2021/2022   5.3   5.3   6.0     11.3   153   100   267   \n667     5    7  ...  2022/2023   4.6   4.6   7.1     11.7   143   100   310   \n670     5    7  ...  2022/2023   4.7   4.7   5.1      9.8   103   103   255   \n777     3    8  ...  2023/2024   2.5   2.5   4.6      7.1   218    57   295   \n865     1    7  ...  2021/2022   4.0   4.0   5.4      9.3   125   357   270   \n912     7    5  ...  2022/2023   8.1   8.1   6.4     14.5   143    90   260   \n1024    8    5  ...  2023/2024  11.9  11.9   5.7     17.5   137   113   302   \n1103   11   10  ...  2021/2022   8.0   7.2   6.7     14.0    92   164   276   \n1169   11    2  ...  2022/2023   8.0   8.0   3.2     11.1    77   124   264   \n1183   23   13  ...  2021/2022  22.7  17.8  10.0     27.8   125   122   451   \n1184   19   12  ...  2022/2023  21.7  18.5   7.7     26.2   120   149   421   \n1185   18   10  ...  2023/2024  21.2  15.5  11.8     27.3    98   147   341   \n1331   11    6  ...  2022/2023   5.9   5.9   4.7     10.6    68    88   275   \n1332   19    8  ...  2023/2024  10.3  10.3   8.4     18.7    93   168   269   \n1349   13    5  ...  2021/2022  14.0  11.5   5.5     17.0   108    65   317   \n1355   11    3  ...  2021/2022  10.2   7.0   7.5     14.5    89   134   286   \n1441   16    2  ...  2021/2022  17.2  17.2   5.2     22.5   105   130   305   \n1496    6    1  ...  2023/2024   4.3   4.3   3.7      8.0   111    50   278   \n1500    7    7  ...  2022/2023   8.1   8.1   8.4     16.5   110   135   357   \n1504   17   10  ...  2023/2024  12.0  10.4  11.8     22.2   119   139   325   \n1643   14    1  ...  2021/2022   9.5   3.9   5.1      9.0   113   121   265   \n\n      poy_winner   Avg_PrgR  \n44             0  50.062069  \n189            0  51.842491  \n191            0  50.062069  \n216            0  50.062069  \n227            0  51.842491  \n230            0  51.842491  \n231            0  49.949033  \n232            0  50.062069  \n413            0  50.062069  \n570            0  49.949033  \n571            0  50.062069  \n616            0  49.949033  \n666            0  51.842491  \n667            0  49.949033  \n670            0  49.949033  \n777            0  50.062069  \n865            0  51.842491  \n912            0  49.949033  \n1024           0  50.062069  \n1103           0  51.842491  \n1169           0  49.949033  \n1183           0  51.842491  \n1184           0  49.949033  \n1185           0  50.062069  \n1331           0  49.949033  \n1332           1  50.062069  \n1349           0  51.842491  \n1355           0  51.842491  \n1441           0  51.842491  \n1496           0  50.062069  \n1500           0  49.949033  \n1504           0  50.062069  \n1643           0  51.842491  \n\n[33 rows x 24 columns]",
      "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>Player</th>\n      <th>Pos</th>\n      <th>Squad</th>\n      <th>Age</th>\n      <th>MP</th>\n      <th>Starts</th>\n      <th>Min</th>\n      <th>90s</th>\n      <th>Gls</th>\n      <th>Ast</th>\n      <th>...</th>\n      <th>season</th>\n      <th>xG</th>\n      <th>npxG</th>\n      <th>xAG</th>\n      <th>npxG+xAG</th>\n      <th>PrgC</th>\n      <th>PrgP</th>\n      <th>PrgR</th>\n      <th>poy_winner</th>\n      <th>Avg_PrgR</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>44</th>\n      <td>Alejandro Garnacho</td>\n      <td>FW</td>\n      <td>Manchester Utd</td>\n      <td>19</td>\n      <td>36</td>\n      <td>30</td>\n      <td>2565</td>\n      <td>28.5</td>\n      <td>7</td>\n      <td>4</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>8.4</td>\n      <td>8.3</td>\n      <td>5.1</td>\n      <td>13.4</td>\n      <td>178</td>\n      <td>62</td>\n      <td>281</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>189</th>\n      <td>Bernardo Silva</td>\n      <td>MF,FW</td>\n      <td>Manchester City</td>\n      <td>26</td>\n      <td>35</td>\n      <td>33</td>\n      <td>2857</td>\n      <td>31.7</td>\n      <td>8</td>\n      <td>4</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>6.7</td>\n      <td>6.7</td>\n      <td>6.5</td>\n      <td>13.2</td>\n      <td>146</td>\n      <td>170</td>\n      <td>277</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n    <tr>\n      <th>191</th>\n      <td>Bernardo Silva</td>\n      <td>MF,FW</td>\n      <td>Manchester City</td>\n      <td>28</td>\n      <td>33</td>\n      <td>29</td>\n      <td>2578</td>\n      <td>28.6</td>\n      <td>6</td>\n      <td>9</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>3.7</td>\n      <td>3.7</td>\n      <td>7.6</td>\n      <td>11.3</td>\n      <td>140</td>\n      <td>177</td>\n      <td>260</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>216</th>\n      <td>Brennan Johnson</td>\n      <td>FW</td>\n      <td>Tottenham</td>\n      <td>22</td>\n      <td>32</td>\n      <td>23</td>\n      <td>2085</td>\n      <td>23.2</td>\n      <td>5</td>\n      <td>10</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>10.3</td>\n      <td>10.3</td>\n      <td>8.1</td>\n      <td>18.3</td>\n      <td>97</td>\n      <td>72</td>\n      <td>293</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>227</th>\n      <td>Bryan Mbeumo</td>\n      <td>FW</td>\n      <td>Brentford</td>\n      <td>21</td>\n      <td>35</td>\n      <td>34</td>\n      <td>2905</td>\n      <td>32.3</td>\n      <td>4</td>\n      <td>7</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>9.3</td>\n      <td>8.5</td>\n      <td>3.7</td>\n      <td>12.2</td>\n      <td>81</td>\n      <td>56</td>\n      <td>273</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n    <tr>\n      <th>230</th>\n      <td>Bukayo Saka</td>\n      <td>FW,MF</td>\n      <td>Arsenal</td>\n      <td>19</td>\n      <td>38</td>\n      <td>36</td>\n      <td>2978</td>\n      <td>33.1</td>\n      <td>11</td>\n      <td>7</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>10.3</td>\n      <td>8.7</td>\n      <td>7.5</td>\n      <td>16.3</td>\n      <td>140</td>\n      <td>101</td>\n      <td>388</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n    <tr>\n      <th>231</th>\n      <td>Bukayo Saka</td>\n      <td>FW</td>\n      <td>Arsenal</td>\n      <td>20</td>\n      <td>38</td>\n      <td>37</td>\n      <td>3181</td>\n      <td>35.3</td>\n      <td>14</td>\n      <td>11</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>11.2</td>\n      <td>9.1</td>\n      <td>8.5</td>\n      <td>17.6</td>\n      <td>179</td>\n      <td>109</td>\n      <td>520</td>\n      <td>0</td>\n      <td>49.949033</td>\n    </tr>\n    <tr>\n      <th>232</th>\n      <td>Bukayo Saka</td>\n      <td>FW</td>\n      <td>Arsenal</td>\n      <td>21</td>\n      <td>35</td>\n      <td>35</td>\n      <td>2919</td>\n      <td>32.4</td>\n      <td>16</td>\n      <td>9</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>15.5</td>\n      <td>10.8</td>\n      <td>10.5</td>\n      <td>21.2</td>\n      <td>155</td>\n      <td>126</td>\n      <td>508</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>413</th>\n      <td>Dejan Kulusevski</td>\n      <td>FW,MF</td>\n      <td>Tottenham</td>\n      <td>23</td>\n      <td>36</td>\n      <td>31</td>\n      <td>2762</td>\n      <td>30.7</td>\n      <td>8</td>\n      <td>3</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>4.7</td>\n      <td>4.7</td>\n      <td>7.7</td>\n      <td>12.4</td>\n      <td>151</td>\n      <td>144</td>\n      <td>388</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>570</th>\n      <td>Gabriel Martinelli</td>\n      <td>FW</td>\n      <td>Arsenal</td>\n      <td>21</td>\n      <td>36</td>\n      <td>34</td>\n      <td>2789</td>\n      <td>31.0</td>\n      <td>15</td>\n      <td>5</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>9.1</td>\n      <td>9.1</td>\n      <td>9.1</td>\n      <td>18.2</td>\n      <td>124</td>\n      <td>94</td>\n      <td>350</td>\n      <td>0</td>\n      <td>49.949033</td>\n    </tr>\n    <tr>\n      <th>571</th>\n      <td>Gabriel Martinelli</td>\n      <td>FW</td>\n      <td>Arsenal</td>\n      <td>22</td>\n      <td>35</td>\n      <td>24</td>\n      <td>2019</td>\n      <td>22.4</td>\n      <td>6</td>\n      <td>4</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>6.8</td>\n      <td>6.8</td>\n      <td>6.1</td>\n      <td>12.9</td>\n      <td>127</td>\n      <td>65</td>\n      <td>345</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>616</th>\n      <td>Harvey Barnes</td>\n      <td>FW,MF</td>\n      <td>Leicester City</td>\n      <td>24</td>\n      <td>34</td>\n      <td>32</td>\n      <td>2711</td>\n      <td>30.1</td>\n      <td>13</td>\n      <td>1</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>8.9</td>\n      <td>8.9</td>\n      <td>3.1</td>\n      <td>12.0</td>\n      <td>100</td>\n      <td>79</td>\n      <td>257</td>\n      <td>0</td>\n      <td>49.949033</td>\n    </tr>\n    <tr>\n      <th>666</th>\n      <td>Jack Grealish</td>\n      <td>FW</td>\n      <td>Manchester City</td>\n      <td>25</td>\n      <td>26</td>\n      <td>22</td>\n      <td>1914</td>\n      <td>21.3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>5.3</td>\n      <td>5.3</td>\n      <td>6.0</td>\n      <td>11.3</td>\n      <td>153</td>\n      <td>100</td>\n      <td>267</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n    <tr>\n      <th>667</th>\n      <td>Jack Grealish</td>\n      <td>FW</td>\n      <td>Manchester City</td>\n      <td>26</td>\n      <td>28</td>\n      <td>23</td>\n      <td>2055</td>\n      <td>22.8</td>\n      <td>5</td>\n      <td>7</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>4.6</td>\n      <td>4.6</td>\n      <td>7.1</td>\n      <td>11.7</td>\n      <td>143</td>\n      <td>100</td>\n      <td>310</td>\n      <td>0</td>\n      <td>49.949033</td>\n    </tr>\n    <tr>\n      <th>670</th>\n      <td>Jack Harrison</td>\n      <td>FW,MF</td>\n      <td>Leeds United</td>\n      <td>25</td>\n      <td>36</td>\n      <td>34</td>\n      <td>2708</td>\n      <td>30.1</td>\n      <td>5</td>\n      <td>7</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>4.7</td>\n      <td>4.7</td>\n      <td>5.1</td>\n      <td>9.8</td>\n      <td>103</td>\n      <td>103</td>\n      <td>255</td>\n      <td>0</td>\n      <td>49.949033</td>\n    </tr>\n    <tr>\n      <th>777</th>\n      <td>Jeremy Doku</td>\n      <td>FW,MF</td>\n      <td>Manchester City</td>\n      <td>21</td>\n      <td>29</td>\n      <td>18</td>\n      <td>1595</td>\n      <td>17.7</td>\n      <td>3</td>\n      <td>8</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>2.5</td>\n      <td>2.5</td>\n      <td>4.6</td>\n      <td>7.1</td>\n      <td>218</td>\n      <td>57</td>\n      <td>295</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>865</th>\n      <td>João Cancelo</td>\n      <td>DF</td>\n      <td>Manchester City</td>\n      <td>27</td>\n      <td>36</td>\n      <td>36</td>\n      <td>3227</td>\n      <td>35.9</td>\n      <td>1</td>\n      <td>7</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>4.0</td>\n      <td>4.0</td>\n      <td>5.4</td>\n      <td>9.3</td>\n      <td>125</td>\n      <td>357</td>\n      <td>270</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n    <tr>\n      <th>912</th>\n      <td>Kaoru Mitoma</td>\n      <td>FW,MF</td>\n      <td>Brighton</td>\n      <td>25</td>\n      <td>33</td>\n      <td>24</td>\n      <td>2318</td>\n      <td>25.8</td>\n      <td>7</td>\n      <td>5</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>8.1</td>\n      <td>8.1</td>\n      <td>6.4</td>\n      <td>14.5</td>\n      <td>143</td>\n      <td>90</td>\n      <td>260</td>\n      <td>0</td>\n      <td>49.949033</td>\n    </tr>\n    <tr>\n      <th>1024</th>\n      <td>Luis Díaz</td>\n      <td>FW</td>\n      <td>Liverpool</td>\n      <td>26</td>\n      <td>37</td>\n      <td>32</td>\n      <td>2629</td>\n      <td>29.2</td>\n      <td>8</td>\n      <td>5</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>11.9</td>\n      <td>11.9</td>\n      <td>5.7</td>\n      <td>17.5</td>\n      <td>137</td>\n      <td>113</td>\n      <td>302</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>1103</th>\n      <td>Mason Mount</td>\n      <td>MF</td>\n      <td>Chelsea</td>\n      <td>22</td>\n      <td>32</td>\n      <td>27</td>\n      <td>2363</td>\n      <td>26.3</td>\n      <td>11</td>\n      <td>10</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>8.0</td>\n      <td>7.2</td>\n      <td>6.7</td>\n      <td>14.0</td>\n      <td>92</td>\n      <td>164</td>\n      <td>276</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n    <tr>\n      <th>1169</th>\n      <td>Miguel Almirón</td>\n      <td>FW</td>\n      <td>Newcastle Utd</td>\n      <td>28</td>\n      <td>34</td>\n      <td>29</td>\n      <td>2491</td>\n      <td>27.7</td>\n      <td>11</td>\n      <td>2</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>8.0</td>\n      <td>8.0</td>\n      <td>3.2</td>\n      <td>11.1</td>\n      <td>77</td>\n      <td>124</td>\n      <td>264</td>\n      <td>0</td>\n      <td>49.949033</td>\n    </tr>\n    <tr>\n      <th>1183</th>\n      <td>Mohamed Salah</td>\n      <td>FW</td>\n      <td>Liverpool</td>\n      <td>29</td>\n      <td>35</td>\n      <td>30</td>\n      <td>2762</td>\n      <td>30.7</td>\n      <td>23</td>\n      <td>13</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>22.7</td>\n      <td>17.8</td>\n      <td>10.0</td>\n      <td>27.8</td>\n      <td>125</td>\n      <td>122</td>\n      <td>451</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n    <tr>\n      <th>1184</th>\n      <td>Mohamed Salah</td>\n      <td>FW</td>\n      <td>Liverpool</td>\n      <td>30</td>\n      <td>38</td>\n      <td>37</td>\n      <td>3290</td>\n      <td>36.6</td>\n      <td>19</td>\n      <td>12</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>21.7</td>\n      <td>18.5</td>\n      <td>7.7</td>\n      <td>26.2</td>\n      <td>120</td>\n      <td>149</td>\n      <td>421</td>\n      <td>0</td>\n      <td>49.949033</td>\n    </tr>\n    <tr>\n      <th>1185</th>\n      <td>Mohamed Salah</td>\n      <td>FW</td>\n      <td>Liverpool</td>\n      <td>31</td>\n      <td>32</td>\n      <td>28</td>\n      <td>2534</td>\n      <td>28.2</td>\n      <td>18</td>\n      <td>10</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>21.2</td>\n      <td>15.5</td>\n      <td>11.8</td>\n      <td>27.3</td>\n      <td>98</td>\n      <td>147</td>\n      <td>341</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>1331</th>\n      <td>Phil Foden</td>\n      <td>FW</td>\n      <td>Manchester City</td>\n      <td>22</td>\n      <td>32</td>\n      <td>22</td>\n      <td>1842</td>\n      <td>20.5</td>\n      <td>11</td>\n      <td>6</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>5.9</td>\n      <td>5.9</td>\n      <td>4.7</td>\n      <td>10.6</td>\n      <td>68</td>\n      <td>88</td>\n      <td>275</td>\n      <td>0</td>\n      <td>49.949033</td>\n    </tr>\n    <tr>\n      <th>1332</th>\n      <td>Phil Foden</td>\n      <td>FW,MF</td>\n      <td>Manchester City</td>\n      <td>23</td>\n      <td>35</td>\n      <td>33</td>\n      <td>2857</td>\n      <td>31.7</td>\n      <td>19</td>\n      <td>8</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>10.3</td>\n      <td>10.3</td>\n      <td>8.4</td>\n      <td>18.7</td>\n      <td>93</td>\n      <td>168</td>\n      <td>269</td>\n      <td>1</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>1349</th>\n      <td>Raheem Sterling</td>\n      <td>FW</td>\n      <td>Manchester City</td>\n      <td>26</td>\n      <td>30</td>\n      <td>23</td>\n      <td>2128</td>\n      <td>23.6</td>\n      <td>13</td>\n      <td>5</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>14.0</td>\n      <td>11.5</td>\n      <td>5.5</td>\n      <td>17.0</td>\n      <td>108</td>\n      <td>65</td>\n      <td>317</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n    <tr>\n      <th>1355</th>\n      <td>Raphinha</td>\n      <td>FW,MF</td>\n      <td>Leeds United</td>\n      <td>24</td>\n      <td>35</td>\n      <td>34</td>\n      <td>2915</td>\n      <td>32.4</td>\n      <td>11</td>\n      <td>3</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>10.2</td>\n      <td>7.0</td>\n      <td>7.5</td>\n      <td>14.5</td>\n      <td>89</td>\n      <td>134</td>\n      <td>286</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n    <tr>\n      <th>1441</th>\n      <td>Sadio Mané</td>\n      <td>FW</td>\n      <td>Liverpool</td>\n      <td>29</td>\n      <td>34</td>\n      <td>32</td>\n      <td>2819</td>\n      <td>31.3</td>\n      <td>16</td>\n      <td>2</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>17.2</td>\n      <td>17.2</td>\n      <td>5.2</td>\n      <td>22.5</td>\n      <td>105</td>\n      <td>130</td>\n      <td>305</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n    <tr>\n      <th>1496</th>\n      <td>Simon Adingra</td>\n      <td>FW</td>\n      <td>Brighton</td>\n      <td>21</td>\n      <td>31</td>\n      <td>25</td>\n      <td>2222</td>\n      <td>24.7</td>\n      <td>6</td>\n      <td>1</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>4.3</td>\n      <td>4.3</td>\n      <td>3.7</td>\n      <td>8.0</td>\n      <td>111</td>\n      <td>50</td>\n      <td>278</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>1500</th>\n      <td>Solly March</td>\n      <td>FW,DF</td>\n      <td>Brighton</td>\n      <td>28</td>\n      <td>33</td>\n      <td>31</td>\n      <td>2715</td>\n      <td>30.2</td>\n      <td>7</td>\n      <td>7</td>\n      <td>...</td>\n      <td>2022/2023</td>\n      <td>8.1</td>\n      <td>8.1</td>\n      <td>8.4</td>\n      <td>16.5</td>\n      <td>110</td>\n      <td>135</td>\n      <td>357</td>\n      <td>0</td>\n      <td>49.949033</td>\n    </tr>\n    <tr>\n      <th>1504</th>\n      <td>Son Heung-Min</td>\n      <td>FW</td>\n      <td>Tottenham</td>\n      <td>31</td>\n      <td>35</td>\n      <td>34</td>\n      <td>2934</td>\n      <td>32.6</td>\n      <td>17</td>\n      <td>10</td>\n      <td>...</td>\n      <td>2023/2024</td>\n      <td>12.0</td>\n      <td>10.4</td>\n      <td>11.8</td>\n      <td>22.2</td>\n      <td>119</td>\n      <td>139</td>\n      <td>325</td>\n      <td>0</td>\n      <td>50.062069</td>\n    </tr>\n    <tr>\n      <th>1643</th>\n      <td>Wilfried Zaha</td>\n      <td>FW</td>\n      <td>Crystal Palace</td>\n      <td>28</td>\n      <td>33</td>\n      <td>31</td>\n      <td>2760</td>\n      <td>30.7</td>\n      <td>14</td>\n      <td>1</td>\n      <td>...</td>\n      <td>2021/2022</td>\n      <td>9.5</td>\n      <td>3.9</td>\n      <td>5.1</td>\n      <td>9.0</td>\n      <td>113</td>\n      <td>121</td>\n      <td>265</td>\n      <td>0</td>\n      <td>51.842491</td>\n    </tr>\n  </tbody>\n</table>\n<p>33 rows × 24 columns</p>\n</div>"
     },
     "execution_count": 240,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prgR_players_filtered"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T13:31:11.448792800Z",
     "start_time": "2024-06-07T13:31:11.216849400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "outputs": [],
   "source": [
    "merged_players = prgC_players_filtered[['Player', 'season', 'PrgC']].merge(\n",
    "    prgP_players_filtered[['Player', 'season', 'PrgP']], on=['Player', 'season']\n",
    ").merge(\n",
    "    prgR_players_filtered[['Player', 'season', 'PrgR']], on=['Player', 'season']\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T13:40:48.891793400Z",
     "start_time": "2024-06-07T13:40:48.702945Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "outputs": [],
   "source": [
    "merged_players.drop_duplicates(inplace=True)\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T13:41:10.086617400Z",
     "start_time": "2024-06-07T13:41:09.999975100Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 317,
   "outputs": [
    {
     "data": {
      "text/plain": "              Player     season  PrgC  PrgP  PrgR\n0     Bernardo Silva  2021/2022   146   170   277\n1     Bernardo Silva  2023/2024   140   177   260\n2        Bukayo Saka  2021/2022   140   101   388\n3        Bukayo Saka  2022/2023   179   109   520\n4        Bukayo Saka  2023/2024   155   126   508\n5   Dejan Kulusevski  2023/2024   151   144   388\n6      Jack Grealish  2021/2022   153   100   267\n7      Jack Grealish  2022/2023   143   100   310\n8      Jack Harrison  2022/2023   103   103   255\n9       João Cancelo  2021/2022   125   357   270\n10         Luis Díaz  2023/2024   137   113   302\n11     Mohamed Salah  2021/2022   125   122   451\n12     Mohamed Salah  2022/2023   120   149   421\n13        Sadio Mané  2021/2022   105   130   305\n14       Solly March  2022/2023   110   135   357\n15     Son Heung-Min  2023/2024   119   139   325\n16     Wilfried Zaha  2021/2022   113   121   265",
      "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>Player</th>\n      <th>season</th>\n      <th>PrgC</th>\n      <th>PrgP</th>\n      <th>PrgR</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Bernardo Silva</td>\n      <td>2021/2022</td>\n      <td>146</td>\n      <td>170</td>\n      <td>277</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Bernardo Silva</td>\n      <td>2023/2024</td>\n      <td>140</td>\n      <td>177</td>\n      <td>260</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Bukayo Saka</td>\n      <td>2021/2022</td>\n      <td>140</td>\n      <td>101</td>\n      <td>388</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Bukayo Saka</td>\n      <td>2022/2023</td>\n      <td>179</td>\n      <td>109</td>\n      <td>520</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Bukayo Saka</td>\n      <td>2023/2024</td>\n      <td>155</td>\n      <td>126</td>\n      <td>508</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Dejan Kulusevski</td>\n      <td>2023/2024</td>\n      <td>151</td>\n      <td>144</td>\n      <td>388</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Jack Grealish</td>\n      <td>2021/2022</td>\n      <td>153</td>\n      <td>100</td>\n      <td>267</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Jack Grealish</td>\n      <td>2022/2023</td>\n      <td>143</td>\n      <td>100</td>\n      <td>310</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>Jack Harrison</td>\n      <td>2022/2023</td>\n      <td>103</td>\n      <td>103</td>\n      <td>255</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>João Cancelo</td>\n      <td>2021/2022</td>\n      <td>125</td>\n      <td>357</td>\n      <td>270</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>Luis Díaz</td>\n      <td>2023/2024</td>\n      <td>137</td>\n      <td>113</td>\n      <td>302</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>Mohamed Salah</td>\n      <td>2021/2022</td>\n      <td>125</td>\n      <td>122</td>\n      <td>451</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>Mohamed Salah</td>\n      <td>2022/2023</td>\n      <td>120</td>\n      <td>149</td>\n      <td>421</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>Sadio Mané</td>\n      <td>2021/2022</td>\n      <td>105</td>\n      <td>130</td>\n      <td>305</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>Solly March</td>\n      <td>2022/2023</td>\n      <td>110</td>\n      <td>135</td>\n      <td>357</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>Son Heung-Min</td>\n      <td>2023/2024</td>\n      <td>119</td>\n      <td>139</td>\n      <td>325</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>Wilfried Zaha</td>\n      <td>2021/2022</td>\n      <td>113</td>\n      <td>121</td>\n      <td>265</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 317,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_players"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T20:42:50.767976800Z",
     "start_time": "2024-06-07T20:42:50.145618300Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 327,
   "outputs": [
    {
     "data": {
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure(data=[go.Table(\n",
    "    header=dict(values=list(merged_players.columns),\n",
    "                fill_color='paleturquoise',\n",
    "                align='left'),\n",
    "    cells=dict(values=[merged_players.Player, merged_players.season,merged_players.PrgC,merged_players.PrgP,merged_players.PrgR],\n",
    "               fill_color='lavender',\n",
    "               align='left'))\n",
    "])\n",
    "fig.update_layout(width=1000,height=800)\n",
    "go.Layout(title='Players with the most progressive carries, receives and passes in 2021/2022, 2022/2023 & 2023/2024 season')\n",
    "fig.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T21:01:16.487341800Z",
     "start_time": "2024-06-07T21:01:16.374362100Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Most penalised"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "outputs": [],
   "source": [
    "del stats_df['is_top_player']"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-07T17:11:22.579615800Z",
     "start_time": "2024-06-07T17:11:22.530380800Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import plotly.express as px\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "stats_df['Total_Cards'] = stats_df['CrdY'] + stats_df['CrdR']\n",
    "\n",
    "\n",
    "agg_df = stats_df.groupby(['Squad', 'season'])['Total_Cards'].sum().reset_index()\n",
    "\n",
    "\n",
    "agg_df['season'] = pd.Categorical(agg_df['season'], ordered=True)\n",
    "\n",
    "\n",
    "agg_df = agg_df.sort_values('season')\n",
    "\n",
    "\n",
    "max_cards_df = agg_df.loc[agg_df.groupby('season')['Total_Cards'].idxmax()]\n",
    "\n",
    "\n",
    "fig = px.scatter(max_cards_df, x='season', y='Total_Cards', color='Squad', size='Total_Cards',\n",
    "                 hover_data=['Squad', 'Total_Cards'],\n",
    "                 title='Teams with Highest Total Red and Yellow Cards per Season')\n",
    "\n",
    "fig.update_layout(xaxis={'categoryorder':'category ascending'})\n",
    "\n",
    "fig.show()\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
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