WebSrapingForBig5.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 551,
   "metadata": {},
   "outputs": [],
   "source": [
    "#İmport all required libaries first.\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "from bs4 import BeautifulSoup\n",
    "import requests\n",
    "\n",
    "from random import randint\n",
    "from time import sleep\n",
    "import statsmodels.api as sm\n",
    "import statsmodels.formula.api as smf\n",
    "import patsy\n",
    "\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.linear_model import RidgeCV\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 561,
   "metadata": {},
   "outputs": [],
   "source": [
    "url_stats = 'https://fbref.com/en/comps/Big5/2019-2020/stats/players/2019-2020-Big-5-European-Leagues-Stats'\n",
    "url_mics  = 'https://fbref.com/en/comps/Big5/2019-2020/misc/players/2019-2020-Big-5-European-Leagues-Stats' \n",
    "url_shoot = 'https://fbref.com/en/comps/Big5/2019-2020/shooting/players/2019-2020-Big-5-European-Leagues-Stats'\n",
    "url_pass  = 'https://fbref.com/en/comps/Big5/2019-2020/passing/players/2019-2020-Big-5-European-Leagues-Stats'\n",
    "url_def = 'https://fbref.com/en/comps/Big5/2019-2020/defense/players/2019-2020-Big-5-European-Leagues-Stats'\n",
    "url_crea = 'https://fbref.com/en/comps/Big5/2019-2020/gca/players/2019-2020-Big-5-European-Leagues-Stats'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 562,
   "metadata": {},
   "outputs": [],
   "source": [
    "response = requests.get(url_stats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 563,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 563,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 479,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"headers = {'Accept-Language': 'en-gb'}\\nresponse = requests.get(url_s, headers=headers)\\nresponse.status_code\""
      ]
     },
     "execution_count": 479,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#bunlara bu sayfa için gerek kalmadı\n",
    "'''headers = {'Accept-Language': 'en-gb'}\n",
    "response = requests.get(url_s, headers=headers)\n",
    "response.status_code'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 480,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"from fake_useragent import UserAgent\\nheaders = {'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/39.0.2171.95 Safari/537.36'}\\nresponse = requests.get(url_s, headers=headers)\\nresponse.status_code\""
      ]
     },
     "execution_count": 480,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''from fake_useragent import UserAgent\n",
    "headers = {'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/39.0.2171.95 Safari/537.36'}\n",
    "response = requests.get(url_s, headers=headers)\n",
    "response.status_code'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 564,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup = BeautifulSoup(response.text,\"html.parser\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 565,
   "metadata": {},
   "outputs": [],
   "source": [
    "table = soup.find('table') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 570,
   "metadata": {},
   "outputs": [
    {
     "ename": "InvalidIndexError",
     "evalue": "Reindexing only valid with uniquely valued Index objects",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mInvalidIndexError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-570-94a452e5c30c>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      6\u001b[0m     \u001b[0mrow\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mtr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtext\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mtr\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrow_data\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      7\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mrow\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m         \u001b[0mdf_stats\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrow\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      9\u001b[0m         \u001b[0mi\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[0mdf_stats\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36mappend\u001b[1;34m(self, other, ignore_index, verify_integrity, sort)\u001b[0m\n\u001b[0;32m   7732\u001b[0m             \u001b[1;32melif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mother\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   7733\u001b[0m                 \u001b[0mother\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mother\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 7734\u001b[1;33m                 \u001b[1;32mif\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mother\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>=\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mall\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   7735\u001b[0m                     \u001b[0mother\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mother\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreindex\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   7736\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_indexer\u001b[1;34m(self, target, method, limit, tolerance)\u001b[0m\n\u001b[0;32m   2979\u001b[0m             \u001b[0mthis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobject\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2980\u001b[0m             \u001b[0mtarget\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtarget\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobject\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2981\u001b[1;33m             return this.get_indexer(\n\u001b[0m\u001b[0;32m   2982\u001b[0m                 \u001b[0mtarget\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlimit\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlimit\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2983\u001b[0m             )\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_indexer\u001b[1;34m(self, target, method, limit, tolerance)\u001b[0m\n\u001b[0;32m   2984\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2985\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mis_unique\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2986\u001b[1;33m             raise InvalidIndexError(\n\u001b[0m\u001b[0;32m   2987\u001b[0m                 \u001b[1;34m\"Reindexing only valid with uniquely valued Index objects\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2988\u001b[0m             )\n",
      "\u001b[1;31mInvalidIndexError\u001b[0m: Reindexing only valid with uniquely valued Index objects"
     ]
    }
   ],
   "source": [
    "headers_stats = [ 'Player','Nation','Pos','Squad','Comp','Age','Born','MP','Starts','Min','Gls','Ast','PK','PKatt','CrdY','CrdR','Gls','Ast','G+A','G-PK','G+A-PK','xG','npxG','xA','xG','xA','xG+xA','npxG','npxG+xA','Matches']\n",
    "df_stats = pd.DataFrame(columns=headers_stats)\n",
    "i=0\n",
    "for j in table.find_all('tr')[1:]:\n",
    "    row_data = j.find_all('td')\n",
    "    row = [tr.text for tr in row_data]\n",
    "    if row != []:\n",
    "        df_stats.loc[i] = row\n",
    "        i=i+1\n",
    "df_stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 485,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Squad</th>\n",
       "      <th>Position</th>\n",
       "      <th>Comp</th>\n",
       "      <th>Age</th>\n",
       "      <th>Min</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Asists</th>\n",
       "      <th>Asists</th>\n",
       "      <th>GoalAstPer90</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>DF</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>28</td>\n",
       "      <td>2,507</td>\n",
       "      <td>3</td>\n",
       "      <td>0.11</td>\n",
       "      <td>2</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>DF</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>19</td>\n",
       "      <td>3,240</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>Reims</td>\n",
       "      <td>DF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>31</td>\n",
       "      <td>2,520</td>\n",
       "      <td>3</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>FW,MF</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>22</td>\n",
       "      <td>157</td>\n",
       "      <td>1</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mehdi Abeid</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>MF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26</td>\n",
       "      <td>1,817</td>\n",
       "      <td>1</td>\n",
       "      <td>0.05</td>\n",
       "      <td>2</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.15</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2727</th>\n",
       "      <td>Bongani Zungu</td>\n",
       "      <td>Amiens</td>\n",
       "      <td>MF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26</td>\n",
       "      <td>992</td>\n",
       "      <td>1</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2728</th>\n",
       "      <td>Szymon Żurkowski</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>MF</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>21</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2729</th>\n",
       "      <td>David Zurutuza</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>MF</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>33</td>\n",
       "      <td>157</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2730</th>\n",
       "      <td>Martin Ødegaard</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>MF</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>20</td>\n",
       "      <td>2,527</td>\n",
       "      <td>4</td>\n",
       "      <td>0.14</td>\n",
       "      <td>6</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2731</th>\n",
       "      <td>Filip Đuričić</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>MF,FW</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>27</td>\n",
       "      <td>1,633</td>\n",
       "      <td>5</td>\n",
       "      <td>0.28</td>\n",
       "      <td>5</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.55</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2732 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Player           Squad Position                Comp Age  \\\n",
       "0     Patrick van Aanholt  Crystal Palace       DF  eng Premier League  28   \n",
       "1              Max Aarons    Norwich City       DF  eng Premier League  19   \n",
       "2        Yunis Abdelhamid           Reims       DF          fr Ligue 1  31   \n",
       "3      Suleiman Abdullahi    Union Berlin    FW,MF       de Bundesliga  22   \n",
       "4             Mehdi Abeid          Nantes       MF          fr Ligue 1  26   \n",
       "...                   ...             ...      ...                 ...  ..   \n",
       "2727        Bongani Zungu          Amiens       MF          fr Ligue 1  26   \n",
       "2728     Szymon Żurkowski      Fiorentina       MF          it Serie A  21   \n",
       "2729       David Zurutuza   Real Sociedad       MF          es La Liga  33   \n",
       "2730      Martin Ødegaard   Real Sociedad       MF          es La Liga  20   \n",
       "2731        Filip Đuričić        Sassuolo    MF,FW          it Serie A  27   \n",
       "\n",
       "        Min Goals Goals Asists Asists GoalAstPer90  \n",
       "0     2,507     3  0.11      2   0.07         0.18  \n",
       "1     3,240     0  0.00      1   0.03         0.03  \n",
       "2     2,520     3  0.11      0   0.00         0.11  \n",
       "3       157     1  0.57      0   0.00         0.57  \n",
       "4     1,817     1  0.05      2   0.10         0.15  \n",
       "...     ...   ...   ...    ...    ...          ...  \n",
       "2727    992     1  0.09      0   0.00         0.09  \n",
       "2728     12     0  0.00      0   0.00         0.00  \n",
       "2729    157     0  0.00      0   0.00         0.00  \n",
       "2730  2,527     4  0.14      6   0.21         0.36  \n",
       "2731  1,633     5  0.28      5   0.28         0.55  \n",
       "\n",
       "[2732 rows x 11 columns]"
      ]
     },
     "execution_count": 485,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_stats=df_stats.loc[:,['Player','Squad','Pos','Comp','Age','Min','Gls','Ast','G+A']]\n",
    "df_stats = df_stats.rename({'Pos': 'Position', 'Gls': 'Goals', 'Ast':'Asists','G+A':'GoalAstPer90'}, axis=1)\n",
    "df_stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 486,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Squad</th>\n",
       "      <th>Position</th>\n",
       "      <th>Comp</th>\n",
       "      <th>Age</th>\n",
       "      <th>Min</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Asists</th>\n",
       "      <th>Asists</th>\n",
       "      <th>GoalAstPer90</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2521</th>\n",
       "      <td>Adama Traoré</td>\n",
       "      <td>Metz</td>\n",
       "      <td>FW,MF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>24</td>\n",
       "      <td>1,007</td>\n",
       "      <td>1</td>\n",
       "      <td>0.09</td>\n",
       "      <td>4</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2522</th>\n",
       "      <td>Adama Traoré</td>\n",
       "      <td>Monaco</td>\n",
       "      <td>MF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>24</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2523</th>\n",
       "      <td>Adama Traoré</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>FW,MF</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>23</td>\n",
       "      <td>2,605</td>\n",
       "      <td>4</td>\n",
       "      <td>0.14</td>\n",
       "      <td>9</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.45</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Player   Squad Position                Comp Age    Min Goals  \\\n",
       "2521  Adama Traoré    Metz    FW,MF          fr Ligue 1  24  1,007     1   \n",
       "2522  Adama Traoré  Monaco       MF          fr Ligue 1  24     25     0   \n",
       "2523  Adama Traoré  Wolves    FW,MF  eng Premier League  23  2,605     4   \n",
       "\n",
       "     Goals Asists Asists GoalAstPer90  \n",
       "2521  0.09      4   0.36         0.45  \n",
       "2522  0.00      0   0.00         0.00  \n",
       "2523  0.14      9   0.31         0.45  "
      ]
     },
     "execution_count": 486,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_stats[df_stats['Player']== 'Adama Traoré']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 571,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Nation</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Squad</th>\n",
       "      <th>Comp</th>\n",
       "      <th>Age</th>\n",
       "      <th>Born</th>\n",
       "      <th>90s</th>\n",
       "      <th>CrdY</th>\n",
       "      <th>CrdR</th>\n",
       "      <th>2CrdY</th>\n",
       "      <th>Fls</th>\n",
       "      <th>Fld</th>\n",
       "      <th>Off</th>\n",
       "      <th>Crs</th>\n",
       "      <th>Int</th>\n",
       "      <th>TklW</th>\n",
       "      <th>PKwon</th>\n",
       "      <th>PKcon</th>\n",
       "      <th>OG</th>\n",
       "      <th>Recov</th>\n",
       "      <th>Won</th>\n",
       "      <th>Lost</th>\n",
       "      <th>Won%</th>\n",
       "      <th>Matches</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "      <td>nl NED</td>\n",
       "      <td>DF</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>28</td>\n",
       "      <td>1990</td>\n",
       "      <td>27.9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>44</td>\n",
       "      <td>23</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>243</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>41.4</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>eng ENG</td>\n",
       "      <td>DF</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>19</td>\n",
       "      <td>2000</td>\n",
       "      <td>36.0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>49</td>\n",
       "      <td>3</td>\n",
       "      <td>54</td>\n",
       "      <td>20</td>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>281</td>\n",
       "      <td>23</td>\n",
       "      <td>42</td>\n",
       "      <td>35.4</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>ma MAR</td>\n",
       "      <td>DF</td>\n",
       "      <td>Reims</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>31</td>\n",
       "      <td>1987</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>226</td>\n",
       "      <td>86</td>\n",
       "      <td>42</td>\n",
       "      <td>67.2</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "      <td>ng NGA</td>\n",
       "      <td>FW,MF</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>22</td>\n",
       "      <td>1996</td>\n",
       "      <td>1.7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>35.3</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mehdi Abeid</td>\n",
       "      <td>dz ALG</td>\n",
       "      <td>MF</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26</td>\n",
       "      <td>1992</td>\n",
       "      <td>20.2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>17</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>194</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>42.4</td>\n",
       "      <td>Matches</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2727</th>\n",
       "      <td>Bongani Zungu</td>\n",
       "      <td>za RSA</td>\n",
       "      <td>MF</td>\n",
       "      <td>Amiens</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26</td>\n",
       "      <td>1992</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>133</td>\n",
       "      <td>18</td>\n",
       "      <td>25</td>\n",
       "      <td>41.9</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2728</th>\n",
       "      <td>Szymon Żurkowski</td>\n",
       "      <td>pl POL</td>\n",
       "      <td>MF</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>21</td>\n",
       "      <td>1997</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2729</th>\n",
       "      <td>David Zurutuza</td>\n",
       "      <td>es ESP</td>\n",
       "      <td>MF</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>33</td>\n",
       "      <td>1986</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>46.7</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2730</th>\n",
       "      <td>Martin Ødegaard</td>\n",
       "      <td>no NOR</td>\n",
       "      <td>MF</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>20</td>\n",
       "      <td>1998</td>\n",
       "      <td>28.1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>15</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>231</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>35.5</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2731</th>\n",
       "      <td>Filip Đuričić</td>\n",
       "      <td>rs SRB</td>\n",
       "      <td>MF,FW</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>27</td>\n",
       "      <td>1992</td>\n",
       "      <td>18.1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>46</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>125</td>\n",
       "      <td>11</td>\n",
       "      <td>23</td>\n",
       "      <td>32.4</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2732 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Player   Nation    Pos           Squad                Comp  \\\n",
       "0     Patrick van Aanholt   nl NED     DF  Crystal Palace  eng Premier League   \n",
       "1              Max Aarons  eng ENG     DF    Norwich City  eng Premier League   \n",
       "2        Yunis Abdelhamid   ma MAR     DF           Reims          fr Ligue 1   \n",
       "3      Suleiman Abdullahi   ng NGA  FW,MF    Union Berlin       de Bundesliga   \n",
       "4             Mehdi Abeid   dz ALG     MF          Nantes          fr Ligue 1   \n",
       "...                   ...      ...    ...             ...                 ...   \n",
       "2727        Bongani Zungu   za RSA     MF          Amiens          fr Ligue 1   \n",
       "2728     Szymon Żurkowski   pl POL     MF      Fiorentina          it Serie A   \n",
       "2729       David Zurutuza   es ESP     MF   Real Sociedad          es La Liga   \n",
       "2730      Martin Ødegaard   no NOR     MF   Real Sociedad          es La Liga   \n",
       "2731        Filip Đuričić   rs SRB  MF,FW        Sassuolo          it Serie A   \n",
       "\n",
       "     Age  Born   90s CrdY CrdR 2CrdY Fls Fld Off Crs Int TklW PKwon PKcon OG  \\\n",
       "0     28  1990  27.9    0    0     0   9   8   2  44  23   32     0     0  1   \n",
       "1     19  2000  36.0    7    0     0  29  49   3  54  20   36     1     0  0   \n",
       "2     31  1987  28.0    0    0     0  21  20   0   1  24   37     0     1  0   \n",
       "3     22  1996   1.7    1    0     0   0   0   3   7   1    1     0     0  0   \n",
       "4     26  1992  20.2    5    0     0  55  43   1  18  17   41     0     1  0   \n",
       "...   ..   ...   ...  ...  ...   ...  ..  ..  ..  ..  ..  ...   ...   ... ..   \n",
       "2727  26  1992  11.0    4    0     0  24  15   1   3  18   12     0     0  0   \n",
       "2728  21  1997   0.1    0    0     0   1   0   0   0   0    0     0     0  0   \n",
       "2729  33  1986   1.7    0    0     0   3   3   0   2   2    1     0     0  0   \n",
       "2730  20  1998  28.1    3    0     0  24  37   0  38  15   18     0     0  0   \n",
       "2731  27  1992  18.1    6    0     0  36  46   3   5   7   20     1     0  0   \n",
       "\n",
       "     Recov Won Lost   Won%  Matches  \n",
       "0      243  12   17   41.4  Matches  \n",
       "1      281  23   42   35.4  Matches  \n",
       "2      226  86   42   67.2  Matches  \n",
       "3       15   6   11   35.3  Matches  \n",
       "4      194  14   19   42.4  Matches  \n",
       "...    ...  ..  ...    ...      ...  \n",
       "2727   133  18   25   41.9  Matches  \n",
       "2728     2   1    0  100.0  Matches  \n",
       "2729    14   7    8   46.7  Matches  \n",
       "2730   231  11   20   35.5  Matches  \n",
       "2731   125  11   23   32.4  Matches  \n",
       "\n",
       "[2732 rows x 25 columns]"
      ]
     },
     "execution_count": 571,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_mics  = 'https://fbref.com/en/comps/Big5/2019-2020/misc/players/2019-2020-Big-5-European-Leagues-Stats' \n",
    "response = requests.get(url_mics)\n",
    "soup = BeautifulSoup(response.text,\"html.parser\")\n",
    "table = soup.find('table') \n",
    "headers = [ 'Player','Nation','Pos','Squad','Comp','Age','Born','90s','CrdY','CrdR','2CrdY','Fls','Fld','Off','Crs','Int','TklW','PKwon','PKcon','OG','Recov','Won','Lost','Won%','Matches']\n",
    "df_misc = pd.DataFrame(columns=headers)\n",
    "i=0\n",
    "for j in table.find_all('tr')[1:]:\n",
    "    row_data = j.find_all('td')\n",
    "    row = [tr.text for tr in row_data]\n",
    "    if row != []:\n",
    "        df_misc.loc[i] = row\n",
    "        i=i+1\n",
    "df_misc\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 488,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "    }\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>Squad</th>\n",
       "      <th>Crosses</th>\n",
       "      <th>PenaltyWon</th>\n",
       "      <th>AerialWonRate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>41.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>35.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>Reims</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>67.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>35.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mehdi Abeid</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>42.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2727</th>\n",
       "      <td>Bongani Zungu</td>\n",
       "      <td>Amiens</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>41.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2728</th>\n",
       "      <td>Szymon Żurkowski</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2729</th>\n",
       "      <td>David Zurutuza</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>46.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2730</th>\n",
       "      <td>Martin Ødegaard</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>35.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2731</th>\n",
       "      <td>Filip Đuričić</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>32.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2732 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Player           Squad Crosses PenaltyWon AerialWonRate\n",
       "0     Patrick van Aanholt  Crystal Palace      44          0          41.4\n",
       "1              Max Aarons    Norwich City      54          1          35.4\n",
       "2        Yunis Abdelhamid           Reims       1          0          67.2\n",
       "3      Suleiman Abdullahi    Union Berlin       7          0          35.3\n",
       "4             Mehdi Abeid          Nantes      18          0          42.4\n",
       "...                   ...             ...     ...        ...           ...\n",
       "2727        Bongani Zungu          Amiens       3          0          41.9\n",
       "2728     Szymon Żurkowski      Fiorentina       0          0         100.0\n",
       "2729       David Zurutuza   Real Sociedad       2          0          46.7\n",
       "2730      Martin Ødegaard   Real Sociedad      38          0          35.5\n",
       "2731        Filip Đuričić        Sassuolo       5          1          32.4\n",
       "\n",
       "[2732 rows x 5 columns]"
      ]
     },
     "execution_count": 488,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_misc = df_misc.loc[:,['Player','Squad','Crs','PKwon','Won%']]\n",
    "df_misc = df_misc.rename({'Crs': 'Crosses', 'PKwon': 'PenaltyWon', 'Won%':'AerialWonRate' }, axis=1)\n",
    "df_misc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 489,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Nation</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Squad</th>\n",
       "      <th>Comp</th>\n",
       "      <th>Age</th>\n",
       "      <th>Born</th>\n",
       "      <th>90s</th>\n",
       "      <th>Gls</th>\n",
       "      <th>Sh</th>\n",
       "      <th>SoT</th>\n",
       "      <th>SoT%</th>\n",
       "      <th>Sh/90</th>\n",
       "      <th>SoT/90</th>\n",
       "      <th>G/Sh</th>\n",
       "      <th>G/SoT</th>\n",
       "      <th>Dist</th>\n",
       "      <th>FK</th>\n",
       "      <th>PK</th>\n",
       "      <th>PKatt</th>\n",
       "      <th>xG</th>\n",
       "      <th>npxG</th>\n",
       "      <th>npxG/Sh</th>\n",
       "      <th>G-xG</th>\n",
       "      <th>np:G-xG</th>\n",
       "      <th>Matches</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "      <td>nl NED</td>\n",
       "      <td>DF</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>28</td>\n",
       "      <td>1990</td>\n",
       "      <td>27.9</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>5</td>\n",
       "      <td>19.2</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.40</td>\n",
       "      <td>20.6</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.06</td>\n",
       "      <td>+0.6</td>\n",
       "      <td>+0.4</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>eng ENG</td>\n",
       "      <td>DF</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>19</td>\n",
       "      <td>2000</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>28.6</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17.8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.04</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>ma MAR</td>\n",
       "      <td>DF</td>\n",
       "      <td>Reims</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>31</td>\n",
       "      <td>1987</td>\n",
       "      <td>28.0</td>\n",
       "      <td>3</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>26.3</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.60</td>\n",
       "      <td>14.2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.07</td>\n",
       "      <td>+1.7</td>\n",
       "      <td>+1.7</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "      <td>ng NGA</td>\n",
       "      <td>FW,MF</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>22</td>\n",
       "      <td>1996</td>\n",
       "      <td>1.7</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>50.0</td>\n",
       "      <td>3.44</td>\n",
       "      <td>1.72</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.33</td>\n",
       "      <td>17.2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.21</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mehdi Abeid</td>\n",
       "      <td>dz ALG</td>\n",
       "      <td>MF</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26</td>\n",
       "      <td>1992</td>\n",
       "      <td>20.2</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>7</td>\n",
       "      <td>21.2</td>\n",
       "      <td>1.63</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.14</td>\n",
       "      <td>25.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.05</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <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>2727</th>\n",
       "      <td>Bongani Zungu</td>\n",
       "      <td>za RSA</td>\n",
       "      <td>MF</td>\n",
       "      <td>Amiens</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26</td>\n",
       "      <td>1992</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>14.3</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.14</td>\n",
       "      <td>1.00</td>\n",
       "      <td>23.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.04</td>\n",
       "      <td>+0.7</td>\n",
       "      <td>+0.7</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2728</th>\n",
       "      <td>Szymon Żurkowski</td>\n",
       "      <td>pl POL</td>\n",
       "      <td>MF</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>21</td>\n",
       "      <td>1997</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td></td>\n",
       "      <td>13.9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2729</th>\n",
       "      <td>David Zurutuza</td>\n",
       "      <td>es ESP</td>\n",
       "      <td>MF</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>33</td>\n",
       "      <td>1986</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td></td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2730</th>\n",
       "      <td>Martin Ødegaard</td>\n",
       "      <td>no NOR</td>\n",
       "      <td>MF</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>20</td>\n",
       "      <td>1998</td>\n",
       "      <td>28.1</td>\n",
       "      <td>4</td>\n",
       "      <td>49</td>\n",
       "      <td>17</td>\n",
       "      <td>34.7</td>\n",
       "      <td>1.75</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.24</td>\n",
       "      <td>21.3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.2</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.07</td>\n",
       "      <td>+0.8</td>\n",
       "      <td>+0.8</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2731</th>\n",
       "      <td>Filip Đuričić</td>\n",
       "      <td>rs SRB</td>\n",
       "      <td>MF,FW</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>27</td>\n",
       "      <td>1992</td>\n",
       "      <td>18.1</td>\n",
       "      <td>5</td>\n",
       "      <td>41</td>\n",
       "      <td>9</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.26</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.56</td>\n",
       "      <td>19.5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.3</td>\n",
       "      <td>3.3</td>\n",
       "      <td>0.08</td>\n",
       "      <td>+1.7</td>\n",
       "      <td>+1.7</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2732 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Player   Nation    Pos           Squad                Comp  \\\n",
       "0     Patrick van Aanholt   nl NED     DF  Crystal Palace  eng Premier League   \n",
       "1              Max Aarons  eng ENG     DF    Norwich City  eng Premier League   \n",
       "2        Yunis Abdelhamid   ma MAR     DF           Reims          fr Ligue 1   \n",
       "3      Suleiman Abdullahi   ng NGA  FW,MF    Union Berlin       de Bundesliga   \n",
       "4             Mehdi Abeid   dz ALG     MF          Nantes          fr Ligue 1   \n",
       "...                   ...      ...    ...             ...                 ...   \n",
       "2727        Bongani Zungu   za RSA     MF          Amiens          fr Ligue 1   \n",
       "2728     Szymon Żurkowski   pl POL     MF      Fiorentina          it Serie A   \n",
       "2729       David Zurutuza   es ESP     MF   Real Sociedad          es La Liga   \n",
       "2730      Martin Ødegaard   no NOR     MF   Real Sociedad          es La Liga   \n",
       "2731        Filip Đuričić   rs SRB  MF,FW        Sassuolo          it Serie A   \n",
       "\n",
       "     Age  Born   90s Gls  Sh SoT  SoT% Sh/90 SoT/90  G/Sh G/SoT  Dist FK PK  \\\n",
       "0     28  1990  27.9   3  26   5  19.2  0.93   0.18  0.08  0.40  20.6  3  1   \n",
       "1     19  2000  36.0   0  14   4  28.6  0.39   0.11  0.00  0.00  17.8  0  0   \n",
       "2     31  1987  28.0   3  19   5  26.3  0.68   0.18  0.16  0.60  14.2  0  0   \n",
       "3     22  1996   1.7   1   6   3  50.0  3.44   1.72  0.17  0.33  17.2  0  0   \n",
       "4     26  1992  20.2   1  33   7  21.2  1.63   0.35  0.03  0.14  25.0  3  0   \n",
       "...   ..   ...   ...  ..  ..  ..   ...   ...    ...   ...   ...   ... .. ..   \n",
       "2727  26  1992  11.0   1   7   1  14.3  0.64   0.09  0.14  1.00  23.6  0  0   \n",
       "2728  21  1997   0.1   0   1   0   0.0  7.50   0.00  0.00        13.9  0  0   \n",
       "2729  33  1986   1.7   0   0   0        0.00   0.00                    0  0   \n",
       "2730  20  1998  28.1   4  49  17  34.7  1.75   0.61  0.08  0.24  21.3  4  0   \n",
       "2731  27  1992  18.1   5  41   9  22.0  2.26   0.50  0.12  0.56  19.5  2  0   \n",
       "\n",
       "     PKatt   xG npxG npxG/Sh  G-xG np:G-xG  Matches  \n",
       "0        1  2.4  1.6    0.06  +0.6    +0.4  Matches  \n",
       "1        0  0.5  0.5    0.04  -0.5    -0.5  Matches  \n",
       "2        0  1.3  1.3    0.07  +1.7    +1.7  Matches  \n",
       "3        0  1.3  1.3    0.21  -0.3    -0.3  Matches  \n",
       "4        0  1.6  1.6    0.05  -0.6    -0.6  Matches  \n",
       "...    ...  ...  ...     ...   ...     ...      ...  \n",
       "2727     0  0.3  0.3    0.04  +0.7    +0.7  Matches  \n",
       "2728     0  0.0  0.0    0.04   0.0     0.0  Matches  \n",
       "2729     0  0.0  0.0           0.0     0.0  Matches  \n",
       "2730     0  3.2  3.2    0.07  +0.8    +0.8  Matches  \n",
       "2731     0  3.3  3.3    0.08  +1.7    +1.7  Matches  \n",
       "\n",
       "[2732 rows x 26 columns]"
      ]
     },
     "execution_count": 489,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response = requests.get(url_shoot)\n",
    "soup = BeautifulSoup(response.text,\"html.parser\")\n",
    "table = soup.find('table') \n",
    "headers = [ 'Player','Nation','Pos','Squad','Comp','Age','Born','90s','Gls','Sh','SoT','SoT%','Sh/90','SoT/90','G/Sh','G/SoT','Dist','FK','PK','PKatt','xG','npxG','npxG/Sh','G-xG','np:G-xG','Matches']\n",
    "df_shooting = pd.DataFrame(columns=headers)\n",
    "i=0\n",
    "for j in table.find_all('tr')[1:]:\n",
    "    row_data = j.find_all('td')\n",
    "    row = [tr.text for tr in row_data]\n",
    "    if row != []:\n",
    "        df_shooting.loc[i] = row\n",
    "        i=i+1\n",
    "df_shooting\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 490,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Squad</th>\n",
       "      <th>ShootOnTarget</th>\n",
       "      <th>ShootPer90</th>\n",
       "      <th>GoalPerShoot</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>5</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>4</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>Reims</td>\n",
       "      <td>5</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>3</td>\n",
       "      <td>3.44</td>\n",
       "      <td>0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mehdi Abeid</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>7</td>\n",
       "      <td>1.63</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2727</th>\n",
       "      <td>Bongani Zungu</td>\n",
       "      <td>Amiens</td>\n",
       "      <td>1</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2728</th>\n",
       "      <td>Szymon Żurkowski</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>0</td>\n",
       "      <td>7.50</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2729</th>\n",
       "      <td>David Zurutuza</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2730</th>\n",
       "      <td>Martin Ødegaard</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>17</td>\n",
       "      <td>1.75</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2731</th>\n",
       "      <td>Filip Đuričić</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>9</td>\n",
       "      <td>2.26</td>\n",
       "      <td>0.12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2732 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Player           Squad ShootOnTarget ShootPer90  \\\n",
       "0     Patrick van Aanholt  Crystal Palace             5       0.93   \n",
       "1              Max Aarons    Norwich City             4       0.39   \n",
       "2        Yunis Abdelhamid           Reims             5       0.68   \n",
       "3      Suleiman Abdullahi    Union Berlin             3       3.44   \n",
       "4             Mehdi Abeid          Nantes             7       1.63   \n",
       "...                   ...             ...           ...        ...   \n",
       "2727        Bongani Zungu          Amiens             1       0.64   \n",
       "2728     Szymon Żurkowski      Fiorentina             0       7.50   \n",
       "2729       David Zurutuza   Real Sociedad             0       0.00   \n",
       "2730      Martin Ødegaard   Real Sociedad            17       1.75   \n",
       "2731        Filip Đuričić        Sassuolo             9       2.26   \n",
       "\n",
       "     GoalPerShoot  \n",
       "0            0.08  \n",
       "1            0.00  \n",
       "2            0.16  \n",
       "3            0.17  \n",
       "4            0.03  \n",
       "...           ...  \n",
       "2727         0.14  \n",
       "2728         0.00  \n",
       "2729               \n",
       "2730         0.08  \n",
       "2731         0.12  \n",
       "\n",
       "[2732 rows x 5 columns]"
      ]
     },
     "execution_count": 490,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_shooting = df_shooting.loc[:,['Player','Squad','SoT','Sh/90', 'G/Sh' ]]\n",
    "df_shooting = df_shooting.rename({'SoT': 'ShootOnTarget', 'Sh/90': 'ShootPer90', 'G/Sh':'GoalPerShoot' }, axis=1)\n",
    "df_shooting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 491,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Nation</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Squad</th>\n",
       "      <th>Comp</th>\n",
       "      <th>Age</th>\n",
       "      <th>Born</th>\n",
       "      <th>90s</th>\n",
       "      <th>Cmp1</th>\n",
       "      <th>Att</th>\n",
       "      <th>Cmp%1</th>\n",
       "      <th>TotDist</th>\n",
       "      <th>PrgDist</th>\n",
       "      <th>Cmp</th>\n",
       "      <th>Att</th>\n",
       "      <th>Cmp%</th>\n",
       "      <th>Cmp</th>\n",
       "      <th>Att</th>\n",
       "      <th>Cmp%</th>\n",
       "      <th>Cmp</th>\n",
       "      <th>Att</th>\n",
       "      <th>Cmp%</th>\n",
       "      <th>Ast</th>\n",
       "      <th>xA</th>\n",
       "      <th>A-xA</th>\n",
       "      <th>KP</th>\n",
       "      <th>1/3</th>\n",
       "      <th>PPA</th>\n",
       "      <th>CrsPA</th>\n",
       "      <th>Prog</th>\n",
       "      <th>Matches</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "      <td>nl NED</td>\n",
       "      <td>DF</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>28</td>\n",
       "      <td>1990</td>\n",
       "      <td>27.9</td>\n",
       "      <td>1227</td>\n",
       "      <td>1558</td>\n",
       "      <td>78.8</td>\n",
       "      <td>21251</td>\n",
       "      <td>9280</td>\n",
       "      <td>578</td>\n",
       "      <td>647</td>\n",
       "      <td>89.3</td>\n",
       "      <td>521</td>\n",
       "      <td>634</td>\n",
       "      <td>82.2</td>\n",
       "      <td>112</td>\n",
       "      <td>221</td>\n",
       "      <td>50.7</td>\n",
       "      <td>2</td>\n",
       "      <td>3.2</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>32</td>\n",
       "      <td>86</td>\n",
       "      <td>25</td>\n",
       "      <td>5</td>\n",
       "      <td>129</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>eng ENG</td>\n",
       "      <td>DF</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>19</td>\n",
       "      <td>2000</td>\n",
       "      <td>36.0</td>\n",
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       "      <td>6834</td>\n",
       "      <td>733</td>\n",
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       "      <td>89.4</td>\n",
       "      <td>475</td>\n",
       "      <td>596</td>\n",
       "      <td>79.7</td>\n",
       "      <td>78</td>\n",
       "      <td>174</td>\n",
       "      <td>44.8</td>\n",
       "      <td>1</td>\n",
       "      <td>3.4</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>24</td>\n",
       "      <td>43</td>\n",
       "      <td>32</td>\n",
       "      <td>13</td>\n",
       "      <td>77</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>ma MAR</td>\n",
       "      <td>DF</td>\n",
       "      <td>Reims</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>31</td>\n",
       "      <td>1987</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1328</td>\n",
       "      <td>1515</td>\n",
       "      <td>87.7</td>\n",
       "      <td>29513</td>\n",
       "      <td>9041</td>\n",
       "      <td>331</td>\n",
       "      <td>355</td>\n",
       "      <td>93.2</td>\n",
       "      <td>715</td>\n",
       "      <td>777</td>\n",
       "      <td>92.0</td>\n",
       "      <td>273</td>\n",
       "      <td>360</td>\n",
       "      <td>75.8</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>2</td>\n",
       "      <td>45</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "      <td>ng NGA</td>\n",
       "      <td>FW,MF</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>22</td>\n",
       "      <td>1996</td>\n",
       "      <td>1.7</td>\n",
       "      <td>18</td>\n",
       "      <td>40</td>\n",
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       "      <td>3</td>\n",
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       "      <td>Matches</td>\n",
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       "      <th>4</th>\n",
       "      <td>Mehdi Abeid</td>\n",
       "      <td>dz ALG</td>\n",
       "      <td>MF</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26</td>\n",
       "      <td>1992</td>\n",
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       "      <td>369</td>\n",
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       "      <td>93</td>\n",
       "      <td>172</td>\n",
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       "      <td>2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>+0.6</td>\n",
       "      <td>26</td>\n",
       "      <td>85</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>59</td>\n",
       "      <td>Matches</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2727</th>\n",
       "      <td>Bongani Zungu</td>\n",
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       "      <td>MF</td>\n",
       "      <td>Amiens</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26</td>\n",
       "      <td>1992</td>\n",
       "      <td>11.0</td>\n",
       "      <td>437</td>\n",
       "      <td>538</td>\n",
       "      <td>81.2</td>\n",
       "      <td>8324</td>\n",
       "      <td>2354</td>\n",
       "      <td>190</td>\n",
       "      <td>218</td>\n",
       "      <td>87.2</td>\n",
       "      <td>174</td>\n",
       "      <td>208</td>\n",
       "      <td>83.7</td>\n",
       "      <td>64</td>\n",
       "      <td>97</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>3</td>\n",
       "      <td>39</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>51</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2728</th>\n",
       "      <td>Szymon Żurkowski</td>\n",
       "      <td>pl POL</td>\n",
       "      <td>MF</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>21</td>\n",
       "      <td>1997</td>\n",
       "      <td>0.1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>100.0</td>\n",
       "      <td>54</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2729</th>\n",
       "      <td>David Zurutuza</td>\n",
       "      <td>es ESP</td>\n",
       "      <td>MF</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>33</td>\n",
       "      <td>1986</td>\n",
       "      <td>1.7</td>\n",
       "      <td>61</td>\n",
       "      <td>82</td>\n",
       "      <td>74.4</td>\n",
       "      <td>1131</td>\n",
       "      <td>236</td>\n",
       "      <td>24</td>\n",
       "      <td>34</td>\n",
       "      <td>70.6</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>79.4</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>70.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2730</th>\n",
       "      <td>Martin Ødegaard</td>\n",
       "      <td>no NOR</td>\n",
       "      <td>MF</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>20</td>\n",
       "      <td>1998</td>\n",
       "      <td>28.1</td>\n",
       "      <td>1308</td>\n",
       "      <td>1617</td>\n",
       "      <td>80.9</td>\n",
       "      <td>22526</td>\n",
       "      <td>6909</td>\n",
       "      <td>649</td>\n",
       "      <td>722</td>\n",
       "      <td>89.9</td>\n",
       "      <td>484</td>\n",
       "      <td>565</td>\n",
       "      <td>85.7</td>\n",
       "      <td>147</td>\n",
       "      <td>265</td>\n",
       "      <td>55.5</td>\n",
       "      <td>6</td>\n",
       "      <td>5.1</td>\n",
       "      <td>+0.9</td>\n",
       "      <td>60</td>\n",
       "      <td>141</td>\n",
       "      <td>73</td>\n",
       "      <td>2</td>\n",
       "      <td>203</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2731</th>\n",
       "      <td>Filip Đuričić</td>\n",
       "      <td>rs SRB</td>\n",
       "      <td>MF,FW</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>27</td>\n",
       "      <td>1992</td>\n",
       "      <td>18.1</td>\n",
       "      <td>552</td>\n",
       "      <td>698</td>\n",
       "      <td>79.1</td>\n",
       "      <td>9010</td>\n",
       "      <td>2188</td>\n",
       "      <td>293</td>\n",
       "      <td>352</td>\n",
       "      <td>83.2</td>\n",
       "      <td>195</td>\n",
       "      <td>231</td>\n",
       "      <td>84.4</td>\n",
       "      <td>47</td>\n",
       "      <td>68</td>\n",
       "      <td>69.1</td>\n",
       "      <td>5</td>\n",
       "      <td>4.2</td>\n",
       "      <td>+0.8</td>\n",
       "      <td>39</td>\n",
       "      <td>44</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>62</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2732 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Player   Nation    Pos           Squad                Comp  \\\n",
       "0     Patrick van Aanholt   nl NED     DF  Crystal Palace  eng Premier League   \n",
       "1              Max Aarons  eng ENG     DF    Norwich City  eng Premier League   \n",
       "2        Yunis Abdelhamid   ma MAR     DF           Reims          fr Ligue 1   \n",
       "3      Suleiman Abdullahi   ng NGA  FW,MF    Union Berlin       de Bundesliga   \n",
       "4             Mehdi Abeid   dz ALG     MF          Nantes          fr Ligue 1   \n",
       "...                   ...      ...    ...             ...                 ...   \n",
       "2727        Bongani Zungu   za RSA     MF          Amiens          fr Ligue 1   \n",
       "2728     Szymon Żurkowski   pl POL     MF      Fiorentina          it Serie A   \n",
       "2729       David Zurutuza   es ESP     MF   Real Sociedad          es La Liga   \n",
       "2730      Martin Ødegaard   no NOR     MF   Real Sociedad          es La Liga   \n",
       "2731        Filip Đuričić   rs SRB  MF,FW        Sassuolo          it Serie A   \n",
       "\n",
       "     Age  Born   90s  Cmp1   Att  Cmp%1 TotDist PrgDist  Cmp  Att   Cmp%  Cmp  \\\n",
       "0     28  1990  27.9  1227  1558   78.8   21251    9280  578  647   89.3  521   \n",
       "1     19  2000  36.0  1316  1684   78.1   20293    6834  733  820   89.4  475   \n",
       "2     31  1987  28.0  1328  1515   87.7   29513    9041  331  355   93.2  715   \n",
       "3     22  1996   1.7    18    40   45.0     316     132   12   20   60.0    4   \n",
       "4     26  1992  20.2   801   957   83.7   14638    3850  365  395   92.4  337   \n",
       "...   ..   ...   ...   ...   ...    ...     ...     ...  ...  ...    ...  ...   \n",
       "2727  26  1992  11.0   437   538   81.2    8324    2354  190  218   87.2  174   \n",
       "2728  21  1997   0.1     4     4  100.0      54       4    3    3  100.0    1   \n",
       "2729  33  1986   1.7    61    82   74.4    1131     236   24   34   70.6   27   \n",
       "2730  20  1998  28.1  1308  1617   80.9   22526    6909  649  722   89.9  484   \n",
       "2731  27  1992  18.1   552   698   79.1    9010    2188  293  352   83.2  195   \n",
       "\n",
       "      Att   Cmp%  Cmp  Att  Cmp% Ast   xA  A-xA  KP  1/3 PPA CrsPA Prog  \\\n",
       "0     634   82.2  112  221  50.7   2  3.2  -1.2  32   86  25     5  129   \n",
       "1     596   79.7   78  174  44.8   1  3.4  -2.4  24   43  32    13   77   \n",
       "2     777   92.0  273  360  75.8   0  0.1  -0.1   2   45   3     0   80   \n",
       "3      12   33.3    2    3  66.7   0  0.2  -0.2   1    2   2     1    3   \n",
       "4     369   91.3   93  172  54.1   2  1.4  +0.6  26   85   6     4   59   \n",
       "...   ...    ...  ...  ...   ...  ..  ...   ...  ..  ...  ..   ...  ...   \n",
       "2727  208   83.7   64   97  66.0   0  0.3  -0.3   3   39   2     1   51   \n",
       "2728    1  100.0    0    0         0  0.0   0.0   0    1   0     0    0   \n",
       "2729   34   79.4    7   10  70.0   0  0.0   0.0   0    3   1     0    5   \n",
       "2730  565   85.7  147  265  55.5   6  5.1  +0.9  60  141  73     2  203   \n",
       "2731  231   84.4   47   68  69.1   5  4.2  +0.8  39   44  21     1   62   \n",
       "\n",
       "      Matches  \n",
       "0     Matches  \n",
       "1     Matches  \n",
       "2     Matches  \n",
       "3     Matches  \n",
       "4     Matches  \n",
       "...       ...  \n",
       "2727  Matches  \n",
       "2728  Matches  \n",
       "2729  Matches  \n",
       "2730  Matches  \n",
       "2731  Matches  \n",
       "\n",
       "[2732 rows x 31 columns]"
      ]
     },
     "execution_count": 491,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response = requests.get(url_pass)\n",
    "soup = BeautifulSoup(response.text,\"html.parser\")\n",
    "table = soup.find('table') \n",
    "headers = ['Player','Nation','Pos','Squad','Comp','Age','Born','90s','Cmp1','Att','Cmp%1','TotDist','PrgDist','Cmp','Att','Cmp%','Cmp','Att','Cmp%','Cmp','Att','Cmp%','Ast','xA','A-xA','KP','1/3','PPA','CrsPA','Prog','Matches']\n",
    "df_pass = pd.DataFrame(columns=headers)\n",
    "i=0\n",
    "for j in table.find_all('tr')[1:]:\n",
    "    row_data = j.find_all('td')\n",
    "    row = [tr.text for tr in row_data]\n",
    "    if row != []:\n",
    "        df_pass.loc[i] = row\n",
    "        i=i+1\n",
    "df_pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 492,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Squad</th>\n",
       "      <th>CompletedPasses</th>\n",
       "      <th>PassCompRatio</th>\n",
       "      <th>TotDistPass</th>\n",
       "      <th>ProgDistPass</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>1227</td>\n",
       "      <td>78.8</td>\n",
       "      <td>21251</td>\n",
       "      <td>9280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>1316</td>\n",
       "      <td>78.1</td>\n",
       "      <td>20293</td>\n",
       "      <td>6834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>Reims</td>\n",
       "      <td>1328</td>\n",
       "      <td>87.7</td>\n",
       "      <td>29513</td>\n",
       "      <td>9041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>18</td>\n",
       "      <td>45.0</td>\n",
       "      <td>316</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mehdi Abeid</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>801</td>\n",
       "      <td>83.7</td>\n",
       "      <td>14638</td>\n",
       "      <td>3850</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2727</th>\n",
       "      <td>Bongani Zungu</td>\n",
       "      <td>Amiens</td>\n",
       "      <td>437</td>\n",
       "      <td>81.2</td>\n",
       "      <td>8324</td>\n",
       "      <td>2354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2728</th>\n",
       "      <td>Szymon Żurkowski</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>4</td>\n",
       "      <td>100.0</td>\n",
       "      <td>54</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2729</th>\n",
       "      <td>David Zurutuza</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>61</td>\n",
       "      <td>74.4</td>\n",
       "      <td>1131</td>\n",
       "      <td>236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2730</th>\n",
       "      <td>Martin Ødegaard</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>1308</td>\n",
       "      <td>80.9</td>\n",
       "      <td>22526</td>\n",
       "      <td>6909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2731</th>\n",
       "      <td>Filip Đuričić</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>552</td>\n",
       "      <td>79.1</td>\n",
       "      <td>9010</td>\n",
       "      <td>2188</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2732 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Player           Squad CompletedPasses PassCompRatio  \\\n",
       "0     Patrick van Aanholt  Crystal Palace            1227          78.8   \n",
       "1              Max Aarons    Norwich City            1316          78.1   \n",
       "2        Yunis Abdelhamid           Reims            1328          87.7   \n",
       "3      Suleiman Abdullahi    Union Berlin              18          45.0   \n",
       "4             Mehdi Abeid          Nantes             801          83.7   \n",
       "...                   ...             ...             ...           ...   \n",
       "2727        Bongani Zungu          Amiens             437          81.2   \n",
       "2728     Szymon Żurkowski      Fiorentina               4         100.0   \n",
       "2729       David Zurutuza   Real Sociedad              61          74.4   \n",
       "2730      Martin Ødegaard   Real Sociedad            1308          80.9   \n",
       "2731        Filip Đuričić        Sassuolo             552          79.1   \n",
       "\n",
       "     TotDistPass ProgDistPass  \n",
       "0          21251         9280  \n",
       "1          20293         6834  \n",
       "2          29513         9041  \n",
       "3            316          132  \n",
       "4          14638         3850  \n",
       "...          ...          ...  \n",
       "2727        8324         2354  \n",
       "2728          54            4  \n",
       "2729        1131          236  \n",
       "2730       22526         6909  \n",
       "2731        9010         2188  \n",
       "\n",
       "[2732 rows x 6 columns]"
      ]
     },
     "execution_count": 492,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_pass = df_pass.loc[:,['Player','Squad','Cmp1','Cmp%1', 'TotDist','PrgDist']]\n",
    "df_pass = df_pass.rename({'Cmp1': 'CompletedPasses', 'Cmp%1': 'PassCompRatio', 'PrgDist':'ProgDistPass',  'TotDist': 'TotDistPass' }, axis=1)\n",
    "df_pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 493,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Nation</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Squad</th>\n",
       "      <th>Comp</th>\n",
       "      <th>Age</th>\n",
       "      <th>Born</th>\n",
       "      <th>90s</th>\n",
       "      <th>Tkl</th>\n",
       "      <th>TklW</th>\n",
       "      <th>Def 3rd</th>\n",
       "      <th>Mid 3rd</th>\n",
       "      <th>Att 3rd</th>\n",
       "      <th>TklDribbling</th>\n",
       "      <th>Att</th>\n",
       "      <th>Tkl%</th>\n",
       "      <th>Past</th>\n",
       "      <th>Press</th>\n",
       "      <th>Succ</th>\n",
       "      <th>SuccPress%</th>\n",
       "      <th>Def 3rd</th>\n",
       "      <th>Mid 3rd</th>\n",
       "      <th>Att 3rd</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>Sh</th>\n",
       "      <th>ShSv</th>\n",
       "      <th>Pass</th>\n",
       "      <th>Int</th>\n",
       "      <th>Tkl+Int</th>\n",
       "      <th>Clr</th>\n",
       "      <th>Err</th>\n",
       "      <th>Matches</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "      <td>nl NED</td>\n",
       "      <td>DF</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>28</td>\n",
       "      <td>1990</td>\n",
       "      <td>27.9</td>\n",
       "      <td>51</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>22</td>\n",
       "      <td>54</td>\n",
       "      <td>40.7</td>\n",
       "      <td>32</td>\n",
       "      <td>267</td>\n",
       "      <td>74</td>\n",
       "      <td>27.7</td>\n",
       "      <td>159</td>\n",
       "      <td>71</td>\n",
       "      <td>37</td>\n",
       "      <td>57</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>44</td>\n",
       "      <td>23</td>\n",
       "      <td>74</td>\n",
       "      <td>67</td>\n",
       "      <td>3</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>eng ENG</td>\n",
       "      <td>DF</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>19</td>\n",
       "      <td>2000</td>\n",
       "      <td>36.0</td>\n",
       "      <td>64</td>\n",
       "      <td>36</td>\n",
       "      <td>40</td>\n",
       "      <td>17</td>\n",
       "      <td>7</td>\n",
       "      <td>21</td>\n",
       "      <td>45</td>\n",
       "      <td>46.7</td>\n",
       "      <td>24</td>\n",
       "      <td>487</td>\n",
       "      <td>132</td>\n",
       "      <td>27.1</td>\n",
       "      <td>283</td>\n",
       "      <td>142</td>\n",
       "      <td>62</td>\n",
       "      <td>100</td>\n",
       "      <td>30</td>\n",
       "      <td>2</td>\n",
       "      <td>70</td>\n",
       "      <td>20</td>\n",
       "      <td>84</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>ma MAR</td>\n",
       "      <td>DF</td>\n",
       "      <td>Reims</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>31</td>\n",
       "      <td>1987</td>\n",
       "      <td>28.0</td>\n",
       "      <td>61</td>\n",
       "      <td>37</td>\n",
       "      <td>43</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "      <td>28</td>\n",
       "      <td>50.0</td>\n",
       "      <td>14</td>\n",
       "      <td>299</td>\n",
       "      <td>111</td>\n",
       "      <td>37.1</td>\n",
       "      <td>189</td>\n",
       "      <td>97</td>\n",
       "      <td>13</td>\n",
       "      <td>43</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>85</td>\n",
       "      <td>166</td>\n",
       "      <td>1</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "      <td>ng NGA</td>\n",
       "      <td>FW,MF</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>22</td>\n",
       "      <td>1996</td>\n",
       "      <td>1.7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>33.3</td>\n",
       "      <td>2</td>\n",
       "      <td>25</td>\n",
       "      <td>9</td>\n",
       "      <td>36.0</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mehdi Abeid</td>\n",
       "      <td>dz ALG</td>\n",
       "      <td>MF</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26</td>\n",
       "      <td>1992</td>\n",
       "      <td>20.2</td>\n",
       "      <td>60</td>\n",
       "      <td>41</td>\n",
       "      <td>24</td>\n",
       "      <td>34</td>\n",
       "      <td>2</td>\n",
       "      <td>24</td>\n",
       "      <td>62</td>\n",
       "      <td>38.7</td>\n",
       "      <td>38</td>\n",
       "      <td>417</td>\n",
       "      <td>114</td>\n",
       "      <td>27.3</td>\n",
       "      <td>121</td>\n",
       "      <td>233</td>\n",
       "      <td>63</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>17</td>\n",
       "      <td>77</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Player   Nation    Pos           Squad                Comp  \\\n",
       "0  Patrick van Aanholt   nl NED     DF  Crystal Palace  eng Premier League   \n",
       "1           Max Aarons  eng ENG     DF    Norwich City  eng Premier League   \n",
       "2     Yunis Abdelhamid   ma MAR     DF           Reims          fr Ligue 1   \n",
       "3   Suleiman Abdullahi   ng NGA  FW,MF    Union Berlin       de Bundesliga   \n",
       "4          Mehdi Abeid   dz ALG     MF          Nantes          fr Ligue 1   \n",
       "\n",
       "  Age  Born   90s Tkl TklW Def 3rd Mid 3rd Att 3rd TklDribbling Att  Tkl%  \\\n",
       "0  28  1990  27.9  51   32      33      16       2           22  54  40.7   \n",
       "1  19  2000  36.0  64   36      40      17       7           21  45  46.7   \n",
       "2  31  1987  28.0  61   37      43      16       2           14  28  50.0   \n",
       "3  22  1996   1.7   1    1       1       0       0            1   3  33.3   \n",
       "4  26  1992  20.2  60   41      24      34       2           24  62  38.7   \n",
       "\n",
       "  Past Press Succ SuccPress% Def 3rd Mid 3rd Att 3rd Blocks  Sh ShSv Pass Int  \\\n",
       "0   32   267   74       27.7     159      71      37     57  13    1   44  23   \n",
       "1   24   487  132       27.1     283     142      62    100  30    2   70  20   \n",
       "2   14   299  111       37.1     189      97      13     43  19    0   24  24   \n",
       "3    2    25    9       36.0       9      11       5      3   1    0    2   1   \n",
       "4   38   417  114       27.3     121     233      63     18   3    0   15  17   \n",
       "\n",
       "  Tkl+Int  Clr Err  Matches  \n",
       "0      74   67   3  Matches  \n",
       "1      84   86   0  Matches  \n",
       "2      85  166   1  Matches  \n",
       "3       2    2   0  Matches  \n",
       "4      77   22   0  Matches  "
      ]
     },
     "execution_count": 493,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response = requests.get(url_def)\n",
    "soup = BeautifulSoup(response.text,\"html.parser\")\n",
    "table = soup.find('table') \n",
    "headers = ['Player','Nation','Pos','Squad','Comp','Age','Born','90s','Tkl','TklW','Def 3rd','Mid 3rd','Att 3rd','TklDribbling','Att','Tkl%','Past','Press','Succ','SuccPress%','Def 3rd','Mid 3rd','Att 3rd','Blocks','Sh','ShSv','Pass','Int','Tkl+Int','Clr','Err','Matches']\n",
    "df_def = pd.DataFrame(columns=headers)\n",
    "i=0\n",
    "for j in table.find_all('tr')[1:]:\n",
    "    row_data = j.find_all('td')\n",
    "    row = [tr.text for tr in row_data]\n",
    "    if row != []:\n",
    "        df_def.loc[i] = row\n",
    "        i=i+1\n",
    "df_def.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 494,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\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>Squad</th>\n",
       "      <th>TacklesWon</th>\n",
       "      <th>TklDribbling</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>SuccPressRatio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>32</td>\n",
       "      <td>22</td>\n",
       "      <td>57</td>\n",
       "      <td>27.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>36</td>\n",
       "      <td>21</td>\n",
       "      <td>100</td>\n",
       "      <td>27.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>Reims</td>\n",
       "      <td>37</td>\n",
       "      <td>14</td>\n",
       "      <td>43</td>\n",
       "      <td>37.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mehdi Abeid</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>41</td>\n",
       "      <td>24</td>\n",
       "      <td>18</td>\n",
       "      <td>27.3</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2727</th>\n",
       "      <td>Bongani Zungu</td>\n",
       "      <td>Amiens</td>\n",
       "      <td>12</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2728</th>\n",
       "      <td>Szymon Żurkowski</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2729</th>\n",
       "      <td>David Zurutuza</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>23.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2730</th>\n",
       "      <td>Martin Ødegaard</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>18</td>\n",
       "      <td>6</td>\n",
       "      <td>20</td>\n",
       "      <td>24.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2731</th>\n",
       "      <td>Filip Đuričić</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>26</td>\n",
       "      <td>32.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2732 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Player           Squad TacklesWon TklDribbling Blocks  \\\n",
       "0     Patrick van Aanholt  Crystal Palace         32           22     57   \n",
       "1              Max Aarons    Norwich City         36           21    100   \n",
       "2        Yunis Abdelhamid           Reims         37           14     43   \n",
       "3      Suleiman Abdullahi    Union Berlin          1            1      3   \n",
       "4             Mehdi Abeid          Nantes         41           24     18   \n",
       "...                   ...             ...        ...          ...    ...   \n",
       "2727        Bongani Zungu          Amiens         12           14     19   \n",
       "2728     Szymon Żurkowski      Fiorentina          0            0      0   \n",
       "2729       David Zurutuza   Real Sociedad          1            0      2   \n",
       "2730      Martin Ødegaard   Real Sociedad         18            6     20   \n",
       "2731        Filip Đuričić        Sassuolo         20            4     26   \n",
       "\n",
       "     SuccPressRatio  \n",
       "0              27.7  \n",
       "1              27.1  \n",
       "2              37.1  \n",
       "3              36.0  \n",
       "4              27.3  \n",
       "...             ...  \n",
       "2727           30.0  \n",
       "2728           33.3  \n",
       "2729           23.1  \n",
       "2730           24.2  \n",
       "2731           32.5  \n",
       "\n",
       "[2732 rows x 6 columns]"
      ]
     },
     "execution_count": 494,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_def = df_def.loc[:,['Player','Squad','TklW','TklDribbling', 'Blocks', 'SuccPress%' ] ]\n",
    "df_def = df_def.rename( {'TklW': 'TacklesWon' , 'SuccPress%' : 'SuccPressRatio'} ,  axis=1)\n",
    "df_def"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 495,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Nation</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Squad</th>\n",
       "      <th>Comp</th>\n",
       "      <th>Age</th>\n",
       "      <th>Born</th>\n",
       "      <th>90s</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>ShootPass</th>\n",
       "      <th>PassDead</th>\n",
       "      <th>ShootDrib</th>\n",
       "      <th>Sh</th>\n",
       "      <th>Fld</th>\n",
       "      <th>Def</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>AssistPass</th>\n",
       "      <th>PassDead</th>\n",
       "      <th>AssistDrib</th>\n",
       "      <th>Sh</th>\n",
       "      <th>Fld</th>\n",
       "      <th>Def</th>\n",
       "      <th>OG</th>\n",
       "      <th>Matches</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "      <td>nl NED</td>\n",
       "      <td>DF</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>28</td>\n",
       "      <td>1990</td>\n",
       "      <td>27.9</td>\n",
       "      <td>62</td>\n",
       "      <td>2.23</td>\n",
       "      <td>32</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.18</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>eng ENG</td>\n",
       "      <td>DF</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>19</td>\n",
       "      <td>2000</td>\n",
       "      <td>36.0</td>\n",
       "      <td>55</td>\n",
       "      <td>1.53</td>\n",
       "      <td>42</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.08</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>ma MAR</td>\n",
       "      <td>DF</td>\n",
       "      <td>Reims</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>31</td>\n",
       "      <td>1987</td>\n",
       "      <td>28.0</td>\n",
       "      <td>16</td>\n",
       "      <td>0.57</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "      <td>ng NGA</td>\n",
       "      <td>FW,MF</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>22</td>\n",
       "      <td>1996</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2</td>\n",
       "      <td>1.15</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mehdi Abeid</td>\n",
       "      <td>dz ALG</td>\n",
       "      <td>MF</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26</td>\n",
       "      <td>1992</td>\n",
       "      <td>20.2</td>\n",
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       "      <td>14</td>\n",
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       "      <td>0.20</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Matches</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2727</th>\n",
       "      <td>Bongani Zungu</td>\n",
       "      <td>za RSA</td>\n",
       "      <td>MF</td>\n",
       "      <td>Amiens</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26</td>\n",
       "      <td>1992</td>\n",
       "      <td>11.0</td>\n",
       "      <td>12</td>\n",
       "      <td>1.09</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.27</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2728</th>\n",
       "      <td>Szymon Żurkowski</td>\n",
       "      <td>pl POL</td>\n",
       "      <td>MF</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>21</td>\n",
       "      <td>1997</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2729</th>\n",
       "      <td>David Zurutuza</td>\n",
       "      <td>es ESP</td>\n",
       "      <td>MF</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>33</td>\n",
       "      <td>1986</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2730</th>\n",
       "      <td>Martin Ødegaard</td>\n",
       "      <td>no NOR</td>\n",
       "      <td>MF</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>20</td>\n",
       "      <td>1998</td>\n",
       "      <td>28.1</td>\n",
       "      <td>116</td>\n",
       "      <td>4.13</td>\n",
       "      <td>75</td>\n",
       "      <td>29</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.53</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2731</th>\n",
       "      <td>Filip Đuričić</td>\n",
       "      <td>rs SRB</td>\n",
       "      <td>MF,FW</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>27</td>\n",
       "      <td>1992</td>\n",
       "      <td>18.1</td>\n",
       "      <td>72</td>\n",
       "      <td>3.97</td>\n",
       "      <td>48</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>0.55</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Matches</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2732 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Player   Nation    Pos           Squad                Comp  \\\n",
       "0     Patrick van Aanholt   nl NED     DF  Crystal Palace  eng Premier League   \n",
       "1              Max Aarons  eng ENG     DF    Norwich City  eng Premier League   \n",
       "2        Yunis Abdelhamid   ma MAR     DF           Reims          fr Ligue 1   \n",
       "3      Suleiman Abdullahi   ng NGA  FW,MF    Union Berlin       de Bundesliga   \n",
       "4             Mehdi Abeid   dz ALG     MF          Nantes          fr Ligue 1   \n",
       "...                   ...      ...    ...             ...                 ...   \n",
       "2727        Bongani Zungu   za RSA     MF          Amiens          fr Ligue 1   \n",
       "2728     Szymon Żurkowski   pl POL     MF      Fiorentina          it Serie A   \n",
       "2729       David Zurutuza   es ESP     MF   Real Sociedad          es La Liga   \n",
       "2730      Martin Ødegaard   no NOR     MF   Real Sociedad          es La Liga   \n",
       "2731        Filip Đuričić   rs SRB  MF,FW        Sassuolo          it Serie A   \n",
       "\n",
       "     Age  Born   90s  SCA SCA90 ShootPass PassDead ShootDrib Sh Fld Def GCA  \\\n",
       "0     28  1990  27.9   62  2.23        32       23         3  2   2   0   5   \n",
       "1     19  2000  36.0   55  1.53        42        2         3  3   4   1   3   \n",
       "2     31  1987  28.0   16  0.57        11        0         0  4   1   0   1   \n",
       "3     22  1996   1.7    2  1.15         1        0         1  0   0   0   0   \n",
       "4     26  1992  20.2   46  2.28        27       14         1  2   1   1   4   \n",
       "...   ..   ...   ...  ...   ...       ...      ...       ... ..  ..  ..  ..   \n",
       "2727  26  1992  11.0   12  1.09        11        0         0  0   1   0   3   \n",
       "2728  21  1997   0.1    0  0.00         0        0         0  0   0   0   0   \n",
       "2729  33  1986   1.7    0  0.00         0        0         0  0   0   0   0   \n",
       "2730  20  1998  28.1  116  4.13        75       29         7  3   2   0  15   \n",
       "2731  27  1992  18.1   72  3.97        48       10         6  3   3   2  10   \n",
       "\n",
       "     GCA90 AssistPass PassDead AssistDrib Sh Fld Def OG  Matches  \n",
       "0     0.18          3        1          1  0   0   0  0  Matches  \n",
       "1     0.08          1        1          0  0   1   0  0  Matches  \n",
       "2     0.04          1        0          0  0   0   0  0  Matches  \n",
       "3     0.00          0        0          0  0   0   0  0  Matches  \n",
       "4     0.20          2        1          0  1   0   0  0  Matches  \n",
       "...    ...        ...      ...        ... ..  ..  .. ..      ...  \n",
       "2727  0.27          3        0          0  0   0   0  0  Matches  \n",
       "2728  0.00          0        0          0  0   0   0  0  Matches  \n",
       "2729  0.00          0        0          0  0   0   0  0  Matches  \n",
       "2730  0.53         11        2          1  1   0   0  0  Matches  \n",
       "2731  0.55          7        0          1  1   1   0  0  Matches  \n",
       "\n",
       "[2732 rows x 26 columns]"
      ]
     },
     "execution_count": 495,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response = requests.get(url_crea)\n",
    "soup = BeautifulSoup(response.text,\"html.parser\")\n",
    "table = soup.find('table') \n",
    "headers = ['Player','Nation','Pos','Squad','Comp','Age','Born','90s','SCA','SCA90','ShootPass','PassDead','ShootDrib','Sh','Fld','Def','GCA','GCA90','AssistPass','PassDead','AssistDrib','Sh','Fld','Def','OG','Matches']\n",
    "df_crea = pd.DataFrame(columns=headers)\n",
    "i=0\n",
    "for j in table.find_all('tr')[1:]:\n",
    "    row_data = j.find_all('td')\n",
    "    row = [tr.text for tr in row_data]\n",
    "    if row != []:\n",
    "        df_crea.loc[i] = row\n",
    "        i=i+1\n",
    "df_crea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 496,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Squad</th>\n",
       "      <th>90s</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>ShootPass</th>\n",
       "      <th>ShootDrib</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>AssistPass</th>\n",
       "      <th>AssistDrib</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>27.9</td>\n",
       "      <td>62</td>\n",
       "      <td>2.23</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0.18</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>36.0</td>\n",
       "      <td>55</td>\n",
       "      <td>1.53</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.08</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>Reims</td>\n",
       "      <td>28.0</td>\n",
       "      <td>16</td>\n",
       "      <td>0.57</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2</td>\n",
       "      <td>1.15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mehdi Abeid</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>20.2</td>\n",
       "      <td>46</td>\n",
       "      <td>2.28</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2</td>\n",
       "      <td>0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2727</th>\n",
       "      <td>Bongani Zungu</td>\n",
       "      <td>Amiens</td>\n",
       "      <td>11.0</td>\n",
       "      <td>12</td>\n",
       "      <td>1.09</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.27</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2728</th>\n",
       "      <td>Szymon Żurkowski</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2729</th>\n",
       "      <td>David Zurutuza</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2730</th>\n",
       "      <td>Martin Ødegaard</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>28.1</td>\n",
       "      <td>116</td>\n",
       "      <td>4.13</td>\n",
       "      <td>75</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
       "      <td>0.53</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2731</th>\n",
       "      <td>Filip Đuričić</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>18.1</td>\n",
       "      <td>72</td>\n",
       "      <td>3.97</td>\n",
       "      <td>48</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>0.55</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2732 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Player           Squad   90s  SCA SCA90 ShootPass  \\\n",
       "0     Patrick van Aanholt  Crystal Palace  27.9   62  2.23        32   \n",
       "1              Max Aarons    Norwich City  36.0   55  1.53        42   \n",
       "2        Yunis Abdelhamid           Reims  28.0   16  0.57        11   \n",
       "3      Suleiman Abdullahi    Union Berlin   1.7    2  1.15         1   \n",
       "4             Mehdi Abeid          Nantes  20.2   46  2.28        27   \n",
       "...                   ...             ...   ...  ...   ...       ...   \n",
       "2727        Bongani Zungu          Amiens  11.0   12  1.09        11   \n",
       "2728     Szymon Żurkowski      Fiorentina   0.1    0  0.00         0   \n",
       "2729       David Zurutuza   Real Sociedad   1.7    0  0.00         0   \n",
       "2730      Martin Ødegaard   Real Sociedad  28.1  116  4.13        75   \n",
       "2731        Filip Đuričić        Sassuolo  18.1   72  3.97        48   \n",
       "\n",
       "     ShootDrib GCA GCA90 AssistPass AssistDrib  \n",
       "0            3   5  0.18          3          1  \n",
       "1            3   3  0.08          1          0  \n",
       "2            0   1  0.04          1          0  \n",
       "3            1   0  0.00          0          0  \n",
       "4            1   4  0.20          2          0  \n",
       "...        ...  ..   ...        ...        ...  \n",
       "2727         0   3  0.27          3          0  \n",
       "2728         0   0  0.00          0          0  \n",
       "2729         0   0  0.00          0          0  \n",
       "2730         7  15  0.53         11          1  \n",
       "2731         6  10  0.55          7          1  \n",
       "\n",
       "[2732 rows x 11 columns]"
      ]
     },
     "execution_count": 496,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_crea = df_crea.loc[:,['Player','Squad','90s','SCA', 'SCA90', 'ShootPass' ,'ShootDrib', 'GCA', 'GCA90' ,'AssistPass' ,'AssistDrib' ] ]\n",
    "df_crea = df_crea.rename( {'TklW': 'TacklesWon' , 'SuccPress%' : 'SuccPressRatio'} ,  axis=1)\n",
    "df_crea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 497,
   "metadata": {},
   "outputs": [],
   "source": [
    "#let add 2 more data\n",
    "url_play = 'https://fbref.com/en/comps/Big5/2019-2020/playingtime/players/2019-2020-Big-5-European-Leagues-Stats'\n",
    "url_poss = 'https://fbref.com/en/comps/Big5/2019-2020/possession/players/2019-2020-Big-5-European-Leagues-Stats'\n",
    "response = requests.get(url_play)\n",
    "soup = BeautifulSoup(response.text,\"html.parser\")\n",
    "table = soup.find('table') \n",
    "headers = ['Player','Nation','Pos','Squad','Comp','Age','Born','MP','Min','Mn/MP','Min%','90s','Starts','Mn/Start','Compl','Subs','Mn/Sub','unSub','PPM','onG','onGA','+/-','+/-90','On-Off','onxG','onxGA','xG+/-','xG+/-90','On-Off','Matches']\n",
    "df_play = pd.DataFrame(columns=headers)\n",
    "i=0\n",
    "for j in table.find_all('tr')[1:]:\n",
    "    row_data = j.find_all('td')\n",
    "    row = [tr.text for tr in row_data]\n",
    "    if row != []:\n",
    "        df_play.loc[i] = row\n",
    "        i=i+1\n",
    " \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 498,
   "metadata": {},
   "outputs": [],
   "source": [
    "response = requests.get(url_poss)\n",
    "soup = BeautifulSoup(response.text,\"html.parser\")\n",
    "table = soup.find('table') \n",
    "headers = ['Player','Nation','Pos','Squad','Comp','Age','Born','90s','Touches','Def Pen','Def 3rd','Mid 3rd','Att 3rd','Att Pen','Live','Succ','Att','Succ%','#Pl','Megs','Carries','TotDist','PrgDist','Targ','Rec','Rec%','Miscon','Dispos','Matches']\n",
    "df_poss = pd.DataFrame(columns=headers)\n",
    "i=0\n",
    "for j in table.find_all('tr')[1:]:\n",
    "    row_data = j.find_all('td')\n",
    "    row = [tr.text for tr in row_data]\n",
    "    if row != []:\n",
    "        df_poss.loc[i] = row\n",
    "        i=i+1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 499,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Squad</th>\n",
       "      <th>MP</th>\n",
       "      <th>PPM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ismael Aaneba</td>\n",
       "      <td>Strasbourg</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>29</td>\n",
       "      <td>1.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>36</td>\n",
       "      <td>0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Diego Abbrandini</td>\n",
       "      <td>Brescia</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>Reims</td>\n",
       "      <td>28</td>\n",
       "      <td>1.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3240</th>\n",
       "      <td>Bongani Zungu</td>\n",
       "      <td>Amiens</td>\n",
       "      <td>21</td>\n",
       "      <td>0.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3241</th>\n",
       "      <td>Szymon Żurkowski</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>2</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3242</th>\n",
       "      <td>David Zurutuza</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>5</td>\n",
       "      <td>1.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3243</th>\n",
       "      <td>Martin Ødegaard</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>31</td>\n",
       "      <td>1.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3244</th>\n",
       "      <td>Filip Đuričić</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>29</td>\n",
       "      <td>1.31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3245 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Player           Squad  MP   PPM\n",
       "0           Ismael Aaneba      Strasbourg   0      \n",
       "1     Patrick van Aanholt  Crystal Palace  29  1.24\n",
       "2              Max Aarons    Norwich City  36  0.50\n",
       "3        Diego Abbrandini         Brescia   0      \n",
       "4        Yunis Abdelhamid           Reims  28  1.46\n",
       "...                   ...             ...  ..   ...\n",
       "3240        Bongani Zungu          Amiens  21  0.90\n",
       "3241     Szymon Żurkowski      Fiorentina   2  2.00\n",
       "3242       David Zurutuza   Real Sociedad   5  1.80\n",
       "3243      Martin Ødegaard   Real Sociedad  31  1.45\n",
       "3244        Filip Đuričić        Sassuolo  29  1.31\n",
       "\n",
       "[3245 rows x 4 columns]"
      ]
     },
     "execution_count": 499,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_play = df_play.loc[:,['Player','Squad','MP','PPM' ]]\n",
    "df_play"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 500,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_poss = df_poss.loc[:,['Player','Squad','Att Pen','Succ','Megs' ]]\n",
    "df_poss.columns = ['Player','Squad', 'TouchPenArea', 'SuccDrib', 'DribLegs']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 501,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_play.columns = ['Player','Squad', 'MatchPlayed', 'PointPerMatch']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 502,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df_stats.merge(df_crea,how='left', left_on=[ 'Player', 'Squad'] , right_on=[ 'Player', 'Squad'])\n",
    "df = df.merge(df_pass,how='left', left_on=[ 'Player', 'Squad'], right_on=[ 'Player', 'Squad'])\n",
    "df = df.merge(df_misc,how='left', left_on=[ 'Player', 'Squad'], right_on=[ 'Player', 'Squad'])\n",
    "df = df.merge(df_shooting,how='left', left_on=[ 'Player', 'Squad'], right_on=[ 'Player', 'Squad'])\n",
    "df = df.merge(df_def,how='left', left_on=[ 'Player', 'Squad'], right_on=[ 'Player', 'Squad'])\n",
    "df = df.merge(df_play,how='left', left_on=[ 'Player', 'Squad'], right_on=[ 'Player', 'Squad'])\n",
    "df = df.merge(df_poss,how='left', left_on=[ 'Player', 'Squad'], right_on=[ 'Player', 'Squad'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 503,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Squad</th>\n",
       "      <th>Position</th>\n",
       "      <th>Comp</th>\n",
       "      <th>Age</th>\n",
       "      <th>Min</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Asists</th>\n",
       "      <th>Asists</th>\n",
       "      <th>GoalAstPer90</th>\n",
       "      <th>90s</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>ShootPass</th>\n",
       "      <th>ShootDrib</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>AssistPass</th>\n",
       "      <th>AssistDrib</th>\n",
       "      <th>CompletedPasses</th>\n",
       "      <th>PassCompRatio</th>\n",
       "      <th>TotDistPass</th>\n",
       "      <th>ProgDistPass</th>\n",
       "      <th>Crosses</th>\n",
       "      <th>PenaltyWon</th>\n",
       "      <th>AerialWonRate</th>\n",
       "      <th>ShootOnTarget</th>\n",
       "      <th>ShootPer90</th>\n",
       "      <th>GoalPerShoot</th>\n",
       "      <th>TacklesWon</th>\n",
       "      <th>TklDribbling</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>SuccPressRatio</th>\n",
       "      <th>MatchPlayed</th>\n",
       "      <th>PointPerMatch</th>\n",
       "      <th>TouchPenArea</th>\n",
       "      <th>SuccDrib</th>\n",
       "      <th>DribLegs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>DF</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>28</td>\n",
       "      <td>2,507</td>\n",
       "      <td>3</td>\n",
       "      <td>0.11</td>\n",
       "      <td>2</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.18</td>\n",
       "      <td>27.9</td>\n",
       "      <td>62</td>\n",
       "      <td>2.23</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0.18</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1227</td>\n",
       "      <td>78.8</td>\n",
       "      <td>21251</td>\n",
       "      <td>9280</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>41.4</td>\n",
       "      <td>5</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.08</td>\n",
       "      <td>32</td>\n",
       "      <td>22</td>\n",
       "      <td>57</td>\n",
       "      <td>27.7</td>\n",
       "      <td>29</td>\n",
       "      <td>1.24</td>\n",
       "      <td>50</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>DF</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>19</td>\n",
       "      <td>3,240</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>36.0</td>\n",
       "      <td>55</td>\n",
       "      <td>1.53</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.08</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1316</td>\n",
       "      <td>78.1</td>\n",
       "      <td>20293</td>\n",
       "      <td>6834</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>35.4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.00</td>\n",
       "      <td>36</td>\n",
       "      <td>21</td>\n",
       "      <td>100</td>\n",
       "      <td>27.1</td>\n",
       "      <td>36</td>\n",
       "      <td>0.50</td>\n",
       "      <td>52</td>\n",
       "      <td>49</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>Reims</td>\n",
       "      <td>DF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>31</td>\n",
       "      <td>2,520</td>\n",
       "      <td>3</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.11</td>\n",
       "      <td>28.0</td>\n",
       "      <td>16</td>\n",
       "      <td>0.57</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1328</td>\n",
       "      <td>87.7</td>\n",
       "      <td>29513</td>\n",
       "      <td>9041</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>67.2</td>\n",
       "      <td>5</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.16</td>\n",
       "      <td>37</td>\n",
       "      <td>14</td>\n",
       "      <td>43</td>\n",
       "      <td>37.1</td>\n",
       "      <td>28</td>\n",
       "      <td>1.46</td>\n",
       "      <td>27</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>FW,MF</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>22</td>\n",
       "      <td>157</td>\n",
       "      <td>1</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2</td>\n",
       "      <td>1.15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>45.0</td>\n",
       "      <td>316</td>\n",
       "      <td>132</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>35.3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.44</td>\n",
       "      <td>0.17</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>36.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.67</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mehdi Abeid</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>MF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26</td>\n",
       "      <td>1,817</td>\n",
       "      <td>1</td>\n",
       "      <td>0.05</td>\n",
       "      <td>2</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.15</td>\n",
       "      <td>20.2</td>\n",
       "      <td>46</td>\n",
       "      <td>2.28</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>801</td>\n",
       "      <td>83.7</td>\n",
       "      <td>14638</td>\n",
       "      <td>3850</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>42.4</td>\n",
       "      <td>7</td>\n",
       "      <td>1.63</td>\n",
       "      <td>0.03</td>\n",
       "      <td>41</td>\n",
       "      <td>24</td>\n",
       "      <td>18</td>\n",
       "      <td>27.3</td>\n",
       "      <td>25</td>\n",
       "      <td>1.44</td>\n",
       "      <td>20</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Player           Squad Position                Comp Age  \\\n",
       "0  Patrick van Aanholt  Crystal Palace       DF  eng Premier League  28   \n",
       "1           Max Aarons    Norwich City       DF  eng Premier League  19   \n",
       "2     Yunis Abdelhamid           Reims       DF          fr Ligue 1  31   \n",
       "3   Suleiman Abdullahi    Union Berlin    FW,MF       de Bundesliga  22   \n",
       "4          Mehdi Abeid          Nantes       MF          fr Ligue 1  26   \n",
       "\n",
       "     Min Goals Goals Asists Asists GoalAstPer90   90s SCA SCA90 ShootPass  \\\n",
       "0  2,507     3  0.11      2   0.07         0.18  27.9  62  2.23        32   \n",
       "1  3,240     0  0.00      1   0.03         0.03  36.0  55  1.53        42   \n",
       "2  2,520     3  0.11      0   0.00         0.11  28.0  16  0.57        11   \n",
       "3    157     1  0.57      0   0.00         0.57   1.7   2  1.15         1   \n",
       "4  1,817     1  0.05      2   0.10         0.15  20.2  46  2.28        27   \n",
       "\n",
       "  ShootDrib GCA GCA90 AssistPass AssistDrib CompletedPasses PassCompRatio  \\\n",
       "0         3   5  0.18          3          1            1227          78.8   \n",
       "1         3   3  0.08          1          0            1316          78.1   \n",
       "2         0   1  0.04          1          0            1328          87.7   \n",
       "3         1   0  0.00          0          0              18          45.0   \n",
       "4         1   4  0.20          2          0             801          83.7   \n",
       "\n",
       "  TotDistPass ProgDistPass Crosses PenaltyWon AerialWonRate ShootOnTarget  \\\n",
       "0       21251         9280      44          0          41.4             5   \n",
       "1       20293         6834      54          1          35.4             4   \n",
       "2       29513         9041       1          0          67.2             5   \n",
       "3         316          132       7          0          35.3             3   \n",
       "4       14638         3850      18          0          42.4             7   \n",
       "\n",
       "  ShootPer90 GoalPerShoot TacklesWon TklDribbling Blocks SuccPressRatio  \\\n",
       "0       0.93         0.08         32           22     57           27.7   \n",
       "1       0.39         0.00         36           21    100           27.1   \n",
       "2       0.68         0.16         37           14     43           37.1   \n",
       "3       3.44         0.17          1            1      3           36.0   \n",
       "4       1.63         0.03         41           24     18           27.3   \n",
       "\n",
       "  MatchPlayed PointPerMatch TouchPenArea SuccDrib DribLegs  \n",
       "0          29          1.24           50       18        2  \n",
       "1          36          0.50           52       49        2  \n",
       "2          28          1.46           27       21        0  \n",
       "3           6          0.67           10        2        1  \n",
       "4          25          1.44           20       12        0  "
      ]
     },
     "execution_count": 503,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 504,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2732, 39)"
      ]
     },
     "execution_count": 504,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 505,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('statistics_1920', sep='\\t', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 506,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Player</th>\n",
       "      <th>Squad</th>\n",
       "      <th>Position</th>\n",
       "      <th>Comp</th>\n",
       "      <th>Age</th>\n",
       "      <th>Min</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Goals.1</th>\n",
       "      <th>Asists</th>\n",
       "      <th>Asists.1</th>\n",
       "      <th>GoalAstPer90</th>\n",
       "      <th>90s</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>ShootPass</th>\n",
       "      <th>ShootDrib</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>AssistPass</th>\n",
       "      <th>AssistDrib</th>\n",
       "      <th>CompletedPasses</th>\n",
       "      <th>PassCompRatio</th>\n",
       "      <th>TotDistPass</th>\n",
       "      <th>ProgDistPass</th>\n",
       "      <th>Crosses</th>\n",
       "      <th>PenaltyWon</th>\n",
       "      <th>AerialWonRate</th>\n",
       "      <th>ShootOnTarget</th>\n",
       "      <th>ShootPer90</th>\n",
       "      <th>GoalPerShoot</th>\n",
       "      <th>TacklesWon</th>\n",
       "      <th>TklDribbling</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>SuccPressRatio</th>\n",
       "      <th>MatchPlayed</th>\n",
       "      <th>PointPerMatch</th>\n",
       "      <th>TouchPenArea</th>\n",
       "      <th>SuccDrib</th>\n",
       "      <th>DribLegs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>DF</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2,507</td>\n",
       "      <td>3</td>\n",
       "      <td>0.11</td>\n",
       "      <td>2</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.18</td>\n",
       "      <td>27.9</td>\n",
       "      <td>62.0</td>\n",
       "      <td>2.23</td>\n",
       "      <td>32.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.18</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1227.0</td>\n",
       "      <td>78.8</td>\n",
       "      <td>21251.0</td>\n",
       "      <td>9280.0</td>\n",
       "      <td>44</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.4</td>\n",
       "      <td>5</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.08</td>\n",
       "      <td>32</td>\n",
       "      <td>22.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>27.7</td>\n",
       "      <td>29</td>\n",
       "      <td>1.24</td>\n",
       "      <td>50.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>DF</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>19.0</td>\n",
       "      <td>3,240</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>36.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>1.53</td>\n",
       "      <td>42.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.08</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1316.0</td>\n",
       "      <td>78.1</td>\n",
       "      <td>20293.0</td>\n",
       "      <td>6834.0</td>\n",
       "      <td>54</td>\n",
       "      <td>1.0</td>\n",
       "      <td>35.4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.00</td>\n",
       "      <td>36</td>\n",
       "      <td>21.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>27.1</td>\n",
       "      <td>36</td>\n",
       "      <td>0.50</td>\n",
       "      <td>52.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>Reims</td>\n",
       "      <td>DF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2,520</td>\n",
       "      <td>3</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.11</td>\n",
       "      <td>28.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.57</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1328.0</td>\n",
       "      <td>87.7</td>\n",
       "      <td>29513.0</td>\n",
       "      <td>9041.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>67.2</td>\n",
       "      <td>5</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.16</td>\n",
       "      <td>37</td>\n",
       "      <td>14.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>37.1</td>\n",
       "      <td>28</td>\n",
       "      <td>1.46</td>\n",
       "      <td>27.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>FW,MF</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>22.0</td>\n",
       "      <td>157</td>\n",
       "      <td>1</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.15</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>316.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.44</td>\n",
       "      <td>0.17</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.67</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Mehdi Abeid</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>MF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1,817</td>\n",
       "      <td>1</td>\n",
       "      <td>0.05</td>\n",
       "      <td>2</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.15</td>\n",
       "      <td>20.2</td>\n",
       "      <td>46.0</td>\n",
       "      <td>2.28</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>801.0</td>\n",
       "      <td>83.7</td>\n",
       "      <td>14638.0</td>\n",
       "      <td>3850.0</td>\n",
       "      <td>18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.4</td>\n",
       "      <td>7</td>\n",
       "      <td>1.63</td>\n",
       "      <td>0.03</td>\n",
       "      <td>41</td>\n",
       "      <td>24.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>25</td>\n",
       "      <td>1.44</td>\n",
       "      <td>20.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</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",
       "      <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>2727</th>\n",
       "      <td>2727</td>\n",
       "      <td>Bongani Zungu</td>\n",
       "      <td>Amiens</td>\n",
       "      <td>MF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26.0</td>\n",
       "      <td>992</td>\n",
       "      <td>1</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.09</td>\n",
       "      <td>11.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.09</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.27</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>437.0</td>\n",
       "      <td>81.2</td>\n",
       "      <td>8324.0</td>\n",
       "      <td>2354.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.9</td>\n",
       "      <td>1</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.14</td>\n",
       "      <td>12</td>\n",
       "      <td>14.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>21</td>\n",
       "      <td>0.90</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2728</th>\n",
       "      <td>2728</td>\n",
       "      <td>Szymon Żurkowski</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>MF</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>21.0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.3</td>\n",
       "      <td>2</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2729</th>\n",
       "      <td>2729</td>\n",
       "      <td>David Zurutuza</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>MF</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>33.0</td>\n",
       "      <td>157</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>74.4</td>\n",
       "      <td>1131.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>46.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>23.1</td>\n",
       "      <td>5</td>\n",
       "      <td>1.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2730</th>\n",
       "      <td>2730</td>\n",
       "      <td>Martin Ødegaard</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>MF</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2,527</td>\n",
       "      <td>4</td>\n",
       "      <td>0.14</td>\n",
       "      <td>6</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.36</td>\n",
       "      <td>28.1</td>\n",
       "      <td>116.0</td>\n",
       "      <td>4.13</td>\n",
       "      <td>75.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.53</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1308.0</td>\n",
       "      <td>80.9</td>\n",
       "      <td>22526.0</td>\n",
       "      <td>6909.0</td>\n",
       "      <td>38</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.5</td>\n",
       "      <td>17</td>\n",
       "      <td>1.75</td>\n",
       "      <td>0.08</td>\n",
       "      <td>18</td>\n",
       "      <td>6.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>24.2</td>\n",
       "      <td>31</td>\n",
       "      <td>1.45</td>\n",
       "      <td>69.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2731</th>\n",
       "      <td>2731</td>\n",
       "      <td>Filip Đuričić</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>MF,FW</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1,633</td>\n",
       "      <td>5</td>\n",
       "      <td>0.28</td>\n",
       "      <td>5</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.55</td>\n",
       "      <td>18.1</td>\n",
       "      <td>72.0</td>\n",
       "      <td>3.97</td>\n",
       "      <td>48.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.55</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>552.0</td>\n",
       "      <td>79.1</td>\n",
       "      <td>9010.0</td>\n",
       "      <td>2188.0</td>\n",
       "      <td>5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>32.4</td>\n",
       "      <td>9</td>\n",
       "      <td>2.26</td>\n",
       "      <td>0.12</td>\n",
       "      <td>20</td>\n",
       "      <td>4.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>29</td>\n",
       "      <td>1.31</td>\n",
       "      <td>59.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2732 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0               Player           Squad Position  \\\n",
       "0              0  Patrick van Aanholt  Crystal Palace       DF   \n",
       "1              1           Max Aarons    Norwich City       DF   \n",
       "2              2     Yunis Abdelhamid           Reims       DF   \n",
       "3              3   Suleiman Abdullahi    Union Berlin    FW,MF   \n",
       "4              4          Mehdi Abeid          Nantes       MF   \n",
       "...          ...                  ...             ...      ...   \n",
       "2727        2727        Bongani Zungu          Amiens       MF   \n",
       "2728        2728     Szymon Żurkowski      Fiorentina       MF   \n",
       "2729        2729       David Zurutuza   Real Sociedad       MF   \n",
       "2730        2730      Martin Ødegaard   Real Sociedad       MF   \n",
       "2731        2731        Filip Đuričić        Sassuolo    MF,FW   \n",
       "\n",
       "                    Comp   Age    Min  Goals  Goals.1  Asists  Asists.1  \\\n",
       "0     eng Premier League  28.0  2,507      3     0.11       2      0.07   \n",
       "1     eng Premier League  19.0  3,240      0     0.00       1      0.03   \n",
       "2             fr Ligue 1  31.0  2,520      3     0.11       0      0.00   \n",
       "3          de Bundesliga  22.0    157      1     0.57       0      0.00   \n",
       "4             fr Ligue 1  26.0  1,817      1     0.05       2      0.10   \n",
       "...                  ...   ...    ...    ...      ...     ...       ...   \n",
       "2727          fr Ligue 1  26.0    992      1     0.09       0      0.00   \n",
       "2728          it Serie A  21.0     12      0     0.00       0      0.00   \n",
       "2729          es La Liga  33.0    157      0     0.00       0      0.00   \n",
       "2730          es La Liga  20.0  2,527      4     0.14       6      0.21   \n",
       "2731          it Serie A  27.0  1,633      5     0.28       5      0.28   \n",
       "\n",
       "      GoalAstPer90   90s    SCA  SCA90  ShootPass  ShootDrib   GCA  GCA90  \\\n",
       "0             0.18  27.9   62.0   2.23       32.0        3.0   5.0   0.18   \n",
       "1             0.03  36.0   55.0   1.53       42.0        3.0   3.0   0.08   \n",
       "2             0.11  28.0   16.0   0.57       11.0        0.0   1.0   0.04   \n",
       "3             0.57   1.7    2.0   1.15        1.0        1.0   0.0   0.00   \n",
       "4             0.15  20.2   46.0   2.28       27.0        1.0   4.0   0.20   \n",
       "...            ...   ...    ...    ...        ...        ...   ...    ...   \n",
       "2727          0.09  11.0   12.0   1.09       11.0        0.0   3.0   0.27   \n",
       "2728          0.00   0.1    0.0   0.00        0.0        0.0   0.0   0.00   \n",
       "2729          0.00   1.7    0.0   0.00        0.0        0.0   0.0   0.00   \n",
       "2730          0.36  28.1  116.0   4.13       75.0        7.0  15.0   0.53   \n",
       "2731          0.55  18.1   72.0   3.97       48.0        6.0  10.0   0.55   \n",
       "\n",
       "      AssistPass  AssistDrib  CompletedPasses  PassCompRatio  TotDistPass  \\\n",
       "0            3.0         1.0           1227.0           78.8      21251.0   \n",
       "1            1.0         0.0           1316.0           78.1      20293.0   \n",
       "2            1.0         0.0           1328.0           87.7      29513.0   \n",
       "3            0.0         0.0             18.0           45.0        316.0   \n",
       "4            2.0         0.0            801.0           83.7      14638.0   \n",
       "...          ...         ...              ...            ...          ...   \n",
       "2727         3.0         0.0            437.0           81.2       8324.0   \n",
       "2728         0.0         0.0              4.0          100.0         54.0   \n",
       "2729         0.0         0.0             61.0           74.4       1131.0   \n",
       "2730        11.0         1.0           1308.0           80.9      22526.0   \n",
       "2731         7.0         1.0            552.0           79.1       9010.0   \n",
       "\n",
       "      ProgDistPass  Crosses  PenaltyWon  AerialWonRate  ShootOnTarget  \\\n",
       "0           9280.0       44         0.0           41.4              5   \n",
       "1           6834.0       54         1.0           35.4              4   \n",
       "2           9041.0        1         0.0           67.2              5   \n",
       "3            132.0        7         0.0           35.3              3   \n",
       "4           3850.0       18         0.0           42.4              7   \n",
       "...            ...      ...         ...            ...            ...   \n",
       "2727        2354.0        3         0.0           41.9              1   \n",
       "2728           4.0        0         0.0          100.0              0   \n",
       "2729         236.0        2         0.0           46.7              0   \n",
       "2730        6909.0       38         0.0           35.5             17   \n",
       "2731        2188.0        5         1.0           32.4              9   \n",
       "\n",
       "      ShootPer90  GoalPerShoot  TacklesWon  TklDribbling  Blocks  \\\n",
       "0           0.93          0.08          32          22.0    57.0   \n",
       "1           0.39          0.00          36          21.0   100.0   \n",
       "2           0.68          0.16          37          14.0    43.0   \n",
       "3           3.44          0.17           1           1.0     3.0   \n",
       "4           1.63          0.03          41          24.0    18.0   \n",
       "...          ...           ...         ...           ...     ...   \n",
       "2727        0.64          0.14          12          14.0    19.0   \n",
       "2728        7.50          0.00           0           0.0     0.0   \n",
       "2729        0.00           NaN           1           0.0     2.0   \n",
       "2730        1.75          0.08          18           6.0    20.0   \n",
       "2731        2.26          0.12          20           4.0    26.0   \n",
       "\n",
       "      SuccPressRatio  MatchPlayed  PointPerMatch  TouchPenArea  SuccDrib  \\\n",
       "0               27.7           29           1.24          50.0      18.0   \n",
       "1               27.1           36           0.50          52.0      49.0   \n",
       "2               37.1           28           1.46          27.0      21.0   \n",
       "3               36.0            6           0.67          10.0       2.0   \n",
       "4               27.3           25           1.44          20.0      12.0   \n",
       "...              ...          ...            ...           ...       ...   \n",
       "2727            30.0           21           0.90           5.0       5.0   \n",
       "2728            33.3            2           2.00           1.0       0.0   \n",
       "2729            23.1            5           1.80           0.0       1.0   \n",
       "2730            24.2           31           1.45          69.0      63.0   \n",
       "2731            32.5           29           1.31          59.0      38.0   \n",
       "\n",
       "      DribLegs  \n",
       "0          2.0  \n",
       "1          2.0  \n",
       "2          0.0  \n",
       "3          1.0  \n",
       "4          0.0  \n",
       "...        ...  \n",
       "2727       0.0  \n",
       "2728       0.0  \n",
       "2729       0.0  \n",
       "2730       1.0  \n",
       "2731       6.0  \n",
       "\n",
       "[2732 rows x 40 columns]"
      ]
     },
     "execution_count": 506,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfstats = pd.read_csv('statistics_1920',sep='\\t')\n",
    "dfstats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 507,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2732 entries, 0 to 2731\n",
      "Data columns (total 40 columns):\n",
      " #   Column           Non-Null Count  Dtype  \n",
      "---  ------           --------------  -----  \n",
      " 0   Unnamed: 0       2732 non-null   int64  \n",
      " 1   Player           2732 non-null   object \n",
      " 2   Squad            2732 non-null   object \n",
      " 3   Position         2732 non-null   object \n",
      " 4   Comp             2732 non-null   object \n",
      " 5   Age              2727 non-null   float64\n",
      " 6   Min              2732 non-null   object \n",
      " 7   Goals            2732 non-null   int64  \n",
      " 8   Goals.1          2732 non-null   float64\n",
      " 9   Asists           2732 non-null   int64  \n",
      " 10  Asists.1         2732 non-null   float64\n",
      " 11  GoalAstPer90     2732 non-null   float64\n",
      " 12  90s              2732 non-null   float64\n",
      " 13  SCA              2731 non-null   float64\n",
      " 14  SCA90            2731 non-null   float64\n",
      " 15  ShootPass        2731 non-null   float64\n",
      " 16  ShootDrib        2731 non-null   float64\n",
      " 17  GCA              2731 non-null   float64\n",
      " 18  GCA90            2731 non-null   float64\n",
      " 19  AssistPass       2731 non-null   float64\n",
      " 20  AssistDrib       2731 non-null   float64\n",
      " 21  CompletedPasses  2731 non-null   float64\n",
      " 22  PassCompRatio    2713 non-null   float64\n",
      " 23  TotDistPass      2731 non-null   float64\n",
      " 24  ProgDistPass     2731 non-null   float64\n",
      " 25  Crosses          2732 non-null   int64  \n",
      " 26  PenaltyWon       2731 non-null   float64\n",
      " 27  AerialWonRate    2402 non-null   float64\n",
      " 28  ShootOnTarget    2732 non-null   int64  \n",
      " 29  ShootPer90       2732 non-null   float64\n",
      " 30  GoalPerShoot     2240 non-null   float64\n",
      " 31  TacklesWon       2732 non-null   int64  \n",
      " 32  TklDribbling     2731 non-null   float64\n",
      " 33  Blocks           2731 non-null   float64\n",
      " 34  SuccPressRatio   2636 non-null   float64\n",
      " 35  MatchPlayed      2732 non-null   int64  \n",
      " 36  PointPerMatch    2732 non-null   float64\n",
      " 37  TouchPenArea     2731 non-null   float64\n",
      " 38  SuccDrib         2731 non-null   float64\n",
      " 39  DribLegs         2731 non-null   float64\n",
      "dtypes: float64(28), int64(7), object(5)\n",
      "memory usage: 853.9+ KB\n"
     ]
    }
   ],
   "source": [
    "dfstats.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 508,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Age</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Goals.1</th>\n",
       "      <th>Asists</th>\n",
       "      <th>Asists.1</th>\n",
       "      <th>GoalAstPer90</th>\n",
       "      <th>90s</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>ShootPass</th>\n",
       "      <th>ShootDrib</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>AssistPass</th>\n",
       "      <th>AssistDrib</th>\n",
       "      <th>CompletedPasses</th>\n",
       "      <th>PassCompRatio</th>\n",
       "      <th>TotDistPass</th>\n",
       "      <th>ProgDistPass</th>\n",
       "      <th>Crosses</th>\n",
       "      <th>PenaltyWon</th>\n",
       "      <th>AerialWonRate</th>\n",
       "      <th>ShootOnTarget</th>\n",
       "      <th>ShootPer90</th>\n",
       "      <th>GoalPerShoot</th>\n",
       "      <th>TacklesWon</th>\n",
       "      <th>TklDribbling</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>SuccPressRatio</th>\n",
       "      <th>MatchPlayed</th>\n",
       "      <th>PointPerMatch</th>\n",
       "      <th>TouchPenArea</th>\n",
       "      <th>SuccDrib</th>\n",
       "      <th>DribLegs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2732.000000</td>\n",
       "      <td>2727.000000</td>\n",
       "      <td>2732.000000</td>\n",
       "      <td>2732.000000</td>\n",
       "      <td>2732.000000</td>\n",
       "      <td>2732.000000</td>\n",
       "      <td>2732.000000</td>\n",
       "      <td>2732.000000</td>\n",
       "      <td>2731.000000</td>\n",
       "      <td>2731.000000</td>\n",
       "      <td>2731.000000</td>\n",
       "      <td>2731.000000</td>\n",
       "      <td>2731.000000</td>\n",
       "      <td>2731.000000</td>\n",
       "      <td>2731.000000</td>\n",
       "      <td>2731.000000</td>\n",
       "      <td>2731.000000</td>\n",
       "      <td>2713.000000</td>\n",
       "      <td>2731.000000</td>\n",
       "      <td>2731.000000</td>\n",
       "      <td>2732.000000</td>\n",
       "      <td>2731.000000</td>\n",
       "      <td>2402.000000</td>\n",
       "      <td>2732.000000</td>\n",
       "      <td>2732.000000</td>\n",
       "      <td>2240.000000</td>\n",
       "      <td>2732.000000</td>\n",
       "      <td>2731.000000</td>\n",
       "      <td>2731.000000</td>\n",
       "      <td>2636.000000</td>\n",
       "      <td>2732.000000</td>\n",
       "      <td>2732.000000</td>\n",
       "      <td>2731.000000</td>\n",
       "      <td>2731.000000</td>\n",
       "      <td>2731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1365.500000</td>\n",
       "      <td>25.259259</td>\n",
       "      <td>1.713397</td>\n",
       "      <td>0.116292</td>\n",
       "      <td>1.191801</td>\n",
       "      <td>0.077467</td>\n",
       "      <td>0.193777</td>\n",
       "      <td>13.853477</td>\n",
       "      <td>25.044672</td>\n",
       "      <td>1.917895</td>\n",
       "      <td>17.838521</td>\n",
       "      <td>1.691322</td>\n",
       "      <td>2.860857</td>\n",
       "      <td>0.189506</td>\n",
       "      <td>1.895643</td>\n",
       "      <td>0.218235</td>\n",
       "      <td>489.310143</td>\n",
       "      <td>77.385440</td>\n",
       "      <td>9722.570487</td>\n",
       "      <td>3275.202856</td>\n",
       "      <td>15.506223</td>\n",
       "      <td>0.157085</td>\n",
       "      <td>45.572190</td>\n",
       "      <td>5.260249</td>\n",
       "      <td>1.250388</td>\n",
       "      <td>0.081210</td>\n",
       "      <td>13.646779</td>\n",
       "      <td>7.621384</td>\n",
       "      <td>20.109850</td>\n",
       "      <td>28.258839</td>\n",
       "      <td>17.938873</td>\n",
       "      <td>1.324012</td>\n",
       "      <td>28.348956</td>\n",
       "      <td>13.483339</td>\n",
       "      <td>0.768217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>788.804792</td>\n",
       "      <td>4.486864</td>\n",
       "      <td>3.298557</td>\n",
       "      <td>0.312052</td>\n",
       "      <td>1.990411</td>\n",
       "      <td>0.149019</td>\n",
       "      <td>0.364734</td>\n",
       "      <td>10.627016</td>\n",
       "      <td>29.176503</td>\n",
       "      <td>3.068691</td>\n",
       "      <td>20.085438</td>\n",
       "      <td>3.105164</td>\n",
       "      <td>4.069053</td>\n",
       "      <td>0.315923</td>\n",
       "      <td>2.762070</td>\n",
       "      <td>0.646187</td>\n",
       "      <td>457.870763</td>\n",
       "      <td>10.841863</td>\n",
       "      <td>9575.284894</td>\n",
       "      <td>3707.588641</td>\n",
       "      <td>22.890957</td>\n",
       "      <td>0.493775</td>\n",
       "      <td>20.942482</td>\n",
       "      <td>7.936169</td>\n",
       "      <td>1.804094</td>\n",
       "      <td>0.116816</td>\n",
       "      <td>13.956675</td>\n",
       "      <td>8.426552</td>\n",
       "      <td>19.402155</td>\n",
       "      <td>12.038944</td>\n",
       "      <td>11.159094</td>\n",
       "      <td>0.651146</td>\n",
       "      <td>39.183846</td>\n",
       "      <td>17.385144</td>\n",
       "      <td>1.458621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>682.750000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.975000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.545000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>107.000000</td>\n",
       "      <td>71.900000</td>\n",
       "      <td>1882.000000</td>\n",
       "      <td>509.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>33.300000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.280000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>24.300000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.970000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1365.500000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>1.590000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>378.000000</td>\n",
       "      <td>78.200000</td>\n",
       "      <td>6797.000000</td>\n",
       "      <td>1928.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>46.800000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.810000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>28.200000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>1.290000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2048.250000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.140000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>0.280000</td>\n",
       "      <td>22.400000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>2.635000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.280000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>738.500000</td>\n",
       "      <td>84.600000</td>\n",
       "      <td>15120.500000</td>\n",
       "      <td>4856.500000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1.840000</td>\n",
       "      <td>0.130000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>32.400000</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>1.680000</td>\n",
       "      <td>36.500000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2731.000000</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>3.100000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>222.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>157.000000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>2791.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>65376.000000</td>\n",
       "      <td>27017.000000</td>\n",
       "      <td>223.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>89.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>102.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>317.000000</td>\n",
       "      <td>183.000000</td>\n",
       "      <td>13.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0          Age        Goals      Goals.1       Asists  \\\n",
       "count  2732.000000  2727.000000  2732.000000  2732.000000  2732.000000   \n",
       "mean   1365.500000    25.259259     1.713397     0.116292     1.191801   \n",
       "std     788.804792     4.486864     3.298557     0.312052     1.990411   \n",
       "min       0.000000    14.000000     0.000000     0.000000     0.000000   \n",
       "25%     682.750000    22.000000     0.000000     0.000000     0.000000   \n",
       "50%    1365.500000    25.000000     0.000000     0.000000     0.000000   \n",
       "75%    2048.250000    28.000000     2.000000     0.140000     2.000000   \n",
       "max    2731.000000    41.000000    36.000000    10.000000    21.000000   \n",
       "\n",
       "          Asists.1  GoalAstPer90          90s          SCA        SCA90  \\\n",
       "count  2732.000000   2732.000000  2732.000000  2731.000000  2731.000000   \n",
       "mean      0.077467      0.193777    13.853477    25.044672     1.917895   \n",
       "std       0.149019      0.364734    10.627016    29.176503     3.068691   \n",
       "min       0.000000      0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000      0.000000     3.975000     3.000000     0.545000   \n",
       "50%       0.000000      0.090000    12.500000    14.000000     1.590000   \n",
       "75%       0.110000      0.280000    22.400000    36.000000     2.635000   \n",
       "max       3.100000     10.000000    38.000000   222.000000    90.000000   \n",
       "\n",
       "         ShootPass    ShootDrib          GCA        GCA90   AssistPass  \\\n",
       "count  2731.000000  2731.000000  2731.000000  2731.000000  2731.000000   \n",
       "mean     17.838521     1.691322     2.860857     0.189506     1.895643   \n",
       "std      20.085438     3.105164     4.069053     0.315923     2.762070   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       2.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%      11.000000     0.000000     1.000000     0.110000     1.000000   \n",
       "75%      26.000000     2.000000     4.000000     0.280000     3.000000   \n",
       "max     157.000000    37.000000    36.000000    10.000000    25.000000   \n",
       "\n",
       "        AssistDrib  CompletedPasses  PassCompRatio   TotDistPass  \\\n",
       "count  2731.000000      2731.000000    2713.000000   2731.000000   \n",
       "mean      0.218235       489.310143      77.385440   9722.570487   \n",
       "std       0.646187       457.870763      10.841863   9575.284894   \n",
       "min       0.000000         0.000000       0.000000      0.000000   \n",
       "25%       0.000000       107.000000      71.900000   1882.000000   \n",
       "50%       0.000000       378.000000      78.200000   6797.000000   \n",
       "75%       0.000000       738.500000      84.600000  15120.500000   \n",
       "max       7.000000      2791.000000     100.000000  65376.000000   \n",
       "\n",
       "       ProgDistPass      Crosses   PenaltyWon  AerialWonRate  ShootOnTarget  \\\n",
       "count   2731.000000  2732.000000  2731.000000    2402.000000    2732.000000   \n",
       "mean    3275.202856    15.506223     0.157085      45.572190       5.260249   \n",
       "std     3707.588641    22.890957     0.493775      20.942482       7.936169   \n",
       "min        0.000000     0.000000     0.000000       0.000000       0.000000   \n",
       "25%      509.000000     1.000000     0.000000      33.300000       0.000000   \n",
       "50%     1928.000000     5.000000     0.000000      46.800000       2.000000   \n",
       "75%     4856.500000    22.000000     0.000000      59.000000       7.000000   \n",
       "max    27017.000000   223.000000     5.000000     100.000000      67.000000   \n",
       "\n",
       "        ShootPer90  GoalPerShoot   TacklesWon  TklDribbling       Blocks  \\\n",
       "count  2732.000000   2240.000000  2732.000000   2731.000000  2731.000000   \n",
       "mean      1.250388      0.081210    13.646779      7.621384    20.109850   \n",
       "std       1.804094      0.116816    13.956675      8.426552    19.402155   \n",
       "min       0.000000      0.000000     0.000000      0.000000     0.000000   \n",
       "25%       0.280000      0.000000     2.000000      1.000000     3.000000   \n",
       "50%       0.810000      0.050000    10.000000      5.000000    15.000000   \n",
       "75%       1.840000      0.130000    21.000000     12.000000    32.000000   \n",
       "max      30.000000      1.000000    89.000000     56.000000   102.000000   \n",
       "\n",
       "       SuccPressRatio  MatchPlayed  PointPerMatch  TouchPenArea     SuccDrib  \\\n",
       "count     2636.000000  2732.000000    2732.000000   2731.000000  2731.000000   \n",
       "mean        28.258839    17.938873       1.324012     28.348956    13.483339   \n",
       "std         12.038944    11.159094       0.651146     39.183846    17.385144   \n",
       "min          0.000000     1.000000       0.000000      0.000000     0.000000   \n",
       "25%         24.300000     8.000000       0.970000      3.000000     1.000000   \n",
       "50%         28.200000    18.000000       1.290000     14.000000     7.000000   \n",
       "75%         32.400000    27.000000       1.680000     36.500000    19.000000   \n",
       "max        100.000000    38.000000       3.000000    317.000000   183.000000   \n",
       "\n",
       "          DribLegs  \n",
       "count  2731.000000  \n",
       "mean      0.768217  \n",
       "std       1.458621  \n",
       "min       0.000000  \n",
       "25%       0.000000  \n",
       "50%       0.000000  \n",
       "75%       1.000000  \n",
       "max      13.000000  "
      ]
     },
     "execution_count": 508,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfstats.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 509,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfstats = dfstats.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 510,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Squad</th>\n",
       "      <th>Position</th>\n",
       "      <th>Comp</th>\n",
       "      <th>Age</th>\n",
       "      <th>Min</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Goals.1</th>\n",
       "      <th>Asists</th>\n",
       "      <th>Asists.1</th>\n",
       "      <th>GoalAstPer90</th>\n",
       "      <th>90s</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>ShootPass</th>\n",
       "      <th>ShootDrib</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>AssistPass</th>\n",
       "      <th>AssistDrib</th>\n",
       "      <th>CompletedPasses</th>\n",
       "      <th>PassCompRatio</th>\n",
       "      <th>TotDistPass</th>\n",
       "      <th>ProgDistPass</th>\n",
       "      <th>Crosses</th>\n",
       "      <th>PenaltyWon</th>\n",
       "      <th>AerialWonRate</th>\n",
       "      <th>ShootOnTarget</th>\n",
       "      <th>ShootPer90</th>\n",
       "      <th>GoalPerShoot</th>\n",
       "      <th>TacklesWon</th>\n",
       "      <th>TklDribbling</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>SuccPressRatio</th>\n",
       "      <th>MatchPlayed</th>\n",
       "      <th>PointPerMatch</th>\n",
       "      <th>TouchPenArea</th>\n",
       "      <th>SuccDrib</th>\n",
       "      <th>DribLegs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>DF</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2,507</td>\n",
       "      <td>3</td>\n",
       "      <td>0.11</td>\n",
       "      <td>2</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.18</td>\n",
       "      <td>27.9</td>\n",
       "      <td>62.0</td>\n",
       "      <td>2.23</td>\n",
       "      <td>32.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.18</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1227.0</td>\n",
       "      <td>78.8</td>\n",
       "      <td>21251.0</td>\n",
       "      <td>9280.0</td>\n",
       "      <td>44</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.4</td>\n",
       "      <td>5</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.08</td>\n",
       "      <td>32</td>\n",
       "      <td>22.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>27.7</td>\n",
       "      <td>29</td>\n",
       "      <td>1.24</td>\n",
       "      <td>50.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>DF</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>19.0</td>\n",
       "      <td>3,240</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>36.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>1.53</td>\n",
       "      <td>42.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.08</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1316.0</td>\n",
       "      <td>78.1</td>\n",
       "      <td>20293.0</td>\n",
       "      <td>6834.0</td>\n",
       "      <td>54</td>\n",
       "      <td>1.0</td>\n",
       "      <td>35.4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.00</td>\n",
       "      <td>36</td>\n",
       "      <td>21.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>27.1</td>\n",
       "      <td>36</td>\n",
       "      <td>0.50</td>\n",
       "      <td>52.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>Reims</td>\n",
       "      <td>DF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2,520</td>\n",
       "      <td>3</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.11</td>\n",
       "      <td>28.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.57</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1328.0</td>\n",
       "      <td>87.7</td>\n",
       "      <td>29513.0</td>\n",
       "      <td>9041.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>67.2</td>\n",
       "      <td>5</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.16</td>\n",
       "      <td>37</td>\n",
       "      <td>14.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>37.1</td>\n",
       "      <td>28</td>\n",
       "      <td>1.46</td>\n",
       "      <td>27.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>FW,MF</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>22.0</td>\n",
       "      <td>157</td>\n",
       "      <td>1</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.15</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>316.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.44</td>\n",
       "      <td>0.17</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.67</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mehdi Abeid</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>MF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1,817</td>\n",
       "      <td>1</td>\n",
       "      <td>0.05</td>\n",
       "      <td>2</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.15</td>\n",
       "      <td>20.2</td>\n",
       "      <td>46.0</td>\n",
       "      <td>2.28</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>801.0</td>\n",
       "      <td>83.7</td>\n",
       "      <td>14638.0</td>\n",
       "      <td>3850.0</td>\n",
       "      <td>18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.4</td>\n",
       "      <td>7</td>\n",
       "      <td>1.63</td>\n",
       "      <td>0.03</td>\n",
       "      <td>41</td>\n",
       "      <td>24.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>25</td>\n",
       "      <td>1.44</td>\n",
       "      <td>20.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</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",
       "      <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>2727</th>\n",
       "      <td>Bongani Zungu</td>\n",
       "      <td>Amiens</td>\n",
       "      <td>MF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26.0</td>\n",
       "      <td>992</td>\n",
       "      <td>1</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.09</td>\n",
       "      <td>11.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.09</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.27</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>437.0</td>\n",
       "      <td>81.2</td>\n",
       "      <td>8324.0</td>\n",
       "      <td>2354.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.9</td>\n",
       "      <td>1</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.14</td>\n",
       "      <td>12</td>\n",
       "      <td>14.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>21</td>\n",
       "      <td>0.90</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2728</th>\n",
       "      <td>Szymon Żurkowski</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>MF</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>21.0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.3</td>\n",
       "      <td>2</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2729</th>\n",
       "      <td>David Zurutuza</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>MF</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>33.0</td>\n",
       "      <td>157</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>74.4</td>\n",
       "      <td>1131.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>46.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>23.1</td>\n",
       "      <td>5</td>\n",
       "      <td>1.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2730</th>\n",
       "      <td>Martin Ødegaard</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>MF</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2,527</td>\n",
       "      <td>4</td>\n",
       "      <td>0.14</td>\n",
       "      <td>6</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.36</td>\n",
       "      <td>28.1</td>\n",
       "      <td>116.0</td>\n",
       "      <td>4.13</td>\n",
       "      <td>75.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.53</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1308.0</td>\n",
       "      <td>80.9</td>\n",
       "      <td>22526.0</td>\n",
       "      <td>6909.0</td>\n",
       "      <td>38</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.5</td>\n",
       "      <td>17</td>\n",
       "      <td>1.75</td>\n",
       "      <td>0.08</td>\n",
       "      <td>18</td>\n",
       "      <td>6.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>24.2</td>\n",
       "      <td>31</td>\n",
       "      <td>1.45</td>\n",
       "      <td>69.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2731</th>\n",
       "      <td>Filip Đuričić</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>MF,FW</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1,633</td>\n",
       "      <td>5</td>\n",
       "      <td>0.28</td>\n",
       "      <td>5</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.55</td>\n",
       "      <td>18.1</td>\n",
       "      <td>72.0</td>\n",
       "      <td>3.97</td>\n",
       "      <td>48.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.55</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>552.0</td>\n",
       "      <td>79.1</td>\n",
       "      <td>9010.0</td>\n",
       "      <td>2188.0</td>\n",
       "      <td>5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>32.4</td>\n",
       "      <td>9</td>\n",
       "      <td>2.26</td>\n",
       "      <td>0.12</td>\n",
       "      <td>20</td>\n",
       "      <td>4.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>29</td>\n",
       "      <td>1.31</td>\n",
       "      <td>59.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2732 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Player           Squad Position                Comp   Age  \\\n",
       "0     Patrick van Aanholt  Crystal Palace       DF  eng Premier League  28.0   \n",
       "1              Max Aarons    Norwich City       DF  eng Premier League  19.0   \n",
       "2        Yunis Abdelhamid           Reims       DF          fr Ligue 1  31.0   \n",
       "3      Suleiman Abdullahi    Union Berlin    FW,MF       de Bundesliga  22.0   \n",
       "4             Mehdi Abeid          Nantes       MF          fr Ligue 1  26.0   \n",
       "...                   ...             ...      ...                 ...   ...   \n",
       "2727        Bongani Zungu          Amiens       MF          fr Ligue 1  26.0   \n",
       "2728     Szymon Żurkowski      Fiorentina       MF          it Serie A  21.0   \n",
       "2729       David Zurutuza   Real Sociedad       MF          es La Liga  33.0   \n",
       "2730      Martin Ødegaard   Real Sociedad       MF          es La Liga  20.0   \n",
       "2731        Filip Đuričić        Sassuolo    MF,FW          it Serie A  27.0   \n",
       "\n",
       "        Min  Goals  Goals.1  Asists  Asists.1  GoalAstPer90   90s    SCA  \\\n",
       "0     2,507      3     0.11       2      0.07          0.18  27.9   62.0   \n",
       "1     3,240      0     0.00       1      0.03          0.03  36.0   55.0   \n",
       "2     2,520      3     0.11       0      0.00          0.11  28.0   16.0   \n",
       "3       157      1     0.57       0      0.00          0.57   1.7    2.0   \n",
       "4     1,817      1     0.05       2      0.10          0.15  20.2   46.0   \n",
       "...     ...    ...      ...     ...       ...           ...   ...    ...   \n",
       "2727    992      1     0.09       0      0.00          0.09  11.0   12.0   \n",
       "2728     12      0     0.00       0      0.00          0.00   0.1    0.0   \n",
       "2729    157      0     0.00       0      0.00          0.00   1.7    0.0   \n",
       "2730  2,527      4     0.14       6      0.21          0.36  28.1  116.0   \n",
       "2731  1,633      5     0.28       5      0.28          0.55  18.1   72.0   \n",
       "\n",
       "      SCA90  ShootPass  ShootDrib   GCA  GCA90  AssistPass  AssistDrib  \\\n",
       "0      2.23       32.0        3.0   5.0   0.18         3.0         1.0   \n",
       "1      1.53       42.0        3.0   3.0   0.08         1.0         0.0   \n",
       "2      0.57       11.0        0.0   1.0   0.04         1.0         0.0   \n",
       "3      1.15        1.0        1.0   0.0   0.00         0.0         0.0   \n",
       "4      2.28       27.0        1.0   4.0   0.20         2.0         0.0   \n",
       "...     ...        ...        ...   ...    ...         ...         ...   \n",
       "2727   1.09       11.0        0.0   3.0   0.27         3.0         0.0   \n",
       "2728   0.00        0.0        0.0   0.0   0.00         0.0         0.0   \n",
       "2729   0.00        0.0        0.0   0.0   0.00         0.0         0.0   \n",
       "2730   4.13       75.0        7.0  15.0   0.53        11.0         1.0   \n",
       "2731   3.97       48.0        6.0  10.0   0.55         7.0         1.0   \n",
       "\n",
       "      CompletedPasses  PassCompRatio  TotDistPass  ProgDistPass  Crosses  \\\n",
       "0              1227.0           78.8      21251.0        9280.0       44   \n",
       "1              1316.0           78.1      20293.0        6834.0       54   \n",
       "2              1328.0           87.7      29513.0        9041.0        1   \n",
       "3                18.0           45.0        316.0         132.0        7   \n",
       "4               801.0           83.7      14638.0        3850.0       18   \n",
       "...               ...            ...          ...           ...      ...   \n",
       "2727            437.0           81.2       8324.0        2354.0        3   \n",
       "2728              4.0          100.0         54.0           4.0        0   \n",
       "2729             61.0           74.4       1131.0         236.0        2   \n",
       "2730           1308.0           80.9      22526.0        6909.0       38   \n",
       "2731            552.0           79.1       9010.0        2188.0        5   \n",
       "\n",
       "      PenaltyWon  AerialWonRate  ShootOnTarget  ShootPer90  GoalPerShoot  \\\n",
       "0            0.0           41.4              5        0.93          0.08   \n",
       "1            1.0           35.4              4        0.39          0.00   \n",
       "2            0.0           67.2              5        0.68          0.16   \n",
       "3            0.0           35.3              3        3.44          0.17   \n",
       "4            0.0           42.4              7        1.63          0.03   \n",
       "...          ...            ...            ...         ...           ...   \n",
       "2727         0.0           41.9              1        0.64          0.14   \n",
       "2728         0.0          100.0              0        7.50          0.00   \n",
       "2729         0.0           46.7              0        0.00          0.00   \n",
       "2730         0.0           35.5             17        1.75          0.08   \n",
       "2731         1.0           32.4              9        2.26          0.12   \n",
       "\n",
       "      TacklesWon  TklDribbling  Blocks  SuccPressRatio  MatchPlayed  \\\n",
       "0             32          22.0    57.0            27.7           29   \n",
       "1             36          21.0   100.0            27.1           36   \n",
       "2             37          14.0    43.0            37.1           28   \n",
       "3              1           1.0     3.0            36.0            6   \n",
       "4             41          24.0    18.0            27.3           25   \n",
       "...          ...           ...     ...             ...          ...   \n",
       "2727          12          14.0    19.0            30.0           21   \n",
       "2728           0           0.0     0.0            33.3            2   \n",
       "2729           1           0.0     2.0            23.1            5   \n",
       "2730          18           6.0    20.0            24.2           31   \n",
       "2731          20           4.0    26.0            32.5           29   \n",
       "\n",
       "      PointPerMatch  TouchPenArea  SuccDrib  DribLegs  \n",
       "0              1.24          50.0      18.0       2.0  \n",
       "1              0.50          52.0      49.0       2.0  \n",
       "2              1.46          27.0      21.0       0.0  \n",
       "3              0.67          10.0       2.0       1.0  \n",
       "4              1.44          20.0      12.0       0.0  \n",
       "...             ...           ...       ...       ...  \n",
       "2727           0.90           5.0       5.0       0.0  \n",
       "2728           2.00           1.0       0.0       0.0  \n",
       "2729           1.80           0.0       1.0       0.0  \n",
       "2730           1.45          69.0      63.0       1.0  \n",
       "2731           1.31          59.0      38.0       6.0  \n",
       "\n",
       "[2732 rows x 39 columns]"
      ]
     },
     "execution_count": 510,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfstats.drop('Unnamed: 0', axis=1, inplace=True)\n",
    "dfstats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 511,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Position</th>\n",
       "      <th>Comp</th>\n",
       "      <th>Age</th>\n",
       "      <th>Min</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Goals.1</th>\n",
       "      <th>Asists</th>\n",
       "      <th>Asists.1</th>\n",
       "      <th>GoalAstPer90</th>\n",
       "      <th>90s</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>ShootPass</th>\n",
       "      <th>ShootDrib</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>AssistPass</th>\n",
       "      <th>AssistDrib</th>\n",
       "      <th>CompletedPasses</th>\n",
       "      <th>PassCompRatio</th>\n",
       "      <th>TotDistPass</th>\n",
       "      <th>ProgDistPass</th>\n",
       "      <th>Crosses</th>\n",
       "      <th>PenaltyWon</th>\n",
       "      <th>AerialWonRate</th>\n",
       "      <th>ShootOnTarget</th>\n",
       "      <th>ShootPer90</th>\n",
       "      <th>GoalPerShoot</th>\n",
       "      <th>TacklesWon</th>\n",
       "      <th>TklDribbling</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>SuccPressRatio</th>\n",
       "      <th>MatchPlayed</th>\n",
       "      <th>PointPerMatch</th>\n",
       "      <th>TouchPenArea</th>\n",
       "      <th>SuccDrib</th>\n",
       "      <th>DribLegs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "      <td>DF</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2,507</td>\n",
       "      <td>3</td>\n",
       "      <td>0.11</td>\n",
       "      <td>2</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.18</td>\n",
       "      <td>27.9</td>\n",
       "      <td>62.0</td>\n",
       "      <td>2.23</td>\n",
       "      <td>32.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.18</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1227.0</td>\n",
       "      <td>78.8</td>\n",
       "      <td>21251.0</td>\n",
       "      <td>9280.0</td>\n",
       "      <td>44</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.4</td>\n",
       "      <td>5</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.08</td>\n",
       "      <td>32</td>\n",
       "      <td>22.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>27.7</td>\n",
       "      <td>29</td>\n",
       "      <td>1.24</td>\n",
       "      <td>50.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>DF</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>19.0</td>\n",
       "      <td>3,240</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>36.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>1.53</td>\n",
       "      <td>42.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.08</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1316.0</td>\n",
       "      <td>78.1</td>\n",
       "      <td>20293.0</td>\n",
       "      <td>6834.0</td>\n",
       "      <td>54</td>\n",
       "      <td>1.0</td>\n",
       "      <td>35.4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.00</td>\n",
       "      <td>36</td>\n",
       "      <td>21.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>27.1</td>\n",
       "      <td>36</td>\n",
       "      <td>0.50</td>\n",
       "      <td>52.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>DF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2,520</td>\n",
       "      <td>3</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.11</td>\n",
       "      <td>28.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.57</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1328.0</td>\n",
       "      <td>87.7</td>\n",
       "      <td>29513.0</td>\n",
       "      <td>9041.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>67.2</td>\n",
       "      <td>5</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.16</td>\n",
       "      <td>37</td>\n",
       "      <td>14.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>37.1</td>\n",
       "      <td>28</td>\n",
       "      <td>1.46</td>\n",
       "      <td>27.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "      <td>FW,MF</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>22.0</td>\n",
       "      <td>157</td>\n",
       "      <td>1</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.15</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>316.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.44</td>\n",
       "      <td>0.17</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.67</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mehdi Abeid</td>\n",
       "      <td>MF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1,817</td>\n",
       "      <td>1</td>\n",
       "      <td>0.05</td>\n",
       "      <td>2</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.15</td>\n",
       "      <td>20.2</td>\n",
       "      <td>46.0</td>\n",
       "      <td>2.28</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>801.0</td>\n",
       "      <td>83.7</td>\n",
       "      <td>14638.0</td>\n",
       "      <td>3850.0</td>\n",
       "      <td>18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.4</td>\n",
       "      <td>7</td>\n",
       "      <td>1.63</td>\n",
       "      <td>0.03</td>\n",
       "      <td>41</td>\n",
       "      <td>24.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>25</td>\n",
       "      <td>1.44</td>\n",
       "      <td>20.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</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",
       "      <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>2727</th>\n",
       "      <td>Bongani Zungu</td>\n",
       "      <td>MF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26.0</td>\n",
       "      <td>992</td>\n",
       "      <td>1</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.09</td>\n",
       "      <td>11.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.09</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.27</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>437.0</td>\n",
       "      <td>81.2</td>\n",
       "      <td>8324.0</td>\n",
       "      <td>2354.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.9</td>\n",
       "      <td>1</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.14</td>\n",
       "      <td>12</td>\n",
       "      <td>14.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>21</td>\n",
       "      <td>0.90</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2728</th>\n",
       "      <td>Szymon Żurkowski</td>\n",
       "      <td>MF</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>21.0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.3</td>\n",
       "      <td>2</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2729</th>\n",
       "      <td>David Zurutuza</td>\n",
       "      <td>MF</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>33.0</td>\n",
       "      <td>157</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>74.4</td>\n",
       "      <td>1131.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>46.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>23.1</td>\n",
       "      <td>5</td>\n",
       "      <td>1.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2730</th>\n",
       "      <td>Martin Ødegaard</td>\n",
       "      <td>MF</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2,527</td>\n",
       "      <td>4</td>\n",
       "      <td>0.14</td>\n",
       "      <td>6</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.36</td>\n",
       "      <td>28.1</td>\n",
       "      <td>116.0</td>\n",
       "      <td>4.13</td>\n",
       "      <td>75.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.53</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1308.0</td>\n",
       "      <td>80.9</td>\n",
       "      <td>22526.0</td>\n",
       "      <td>6909.0</td>\n",
       "      <td>38</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.5</td>\n",
       "      <td>17</td>\n",
       "      <td>1.75</td>\n",
       "      <td>0.08</td>\n",
       "      <td>18</td>\n",
       "      <td>6.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>24.2</td>\n",
       "      <td>31</td>\n",
       "      <td>1.45</td>\n",
       "      <td>69.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2731</th>\n",
       "      <td>Filip Đuričić</td>\n",
       "      <td>MF,FW</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1,633</td>\n",
       "      <td>5</td>\n",
       "      <td>0.28</td>\n",
       "      <td>5</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.55</td>\n",
       "      <td>18.1</td>\n",
       "      <td>72.0</td>\n",
       "      <td>3.97</td>\n",
       "      <td>48.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.55</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>552.0</td>\n",
       "      <td>79.1</td>\n",
       "      <td>9010.0</td>\n",
       "      <td>2188.0</td>\n",
       "      <td>5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>32.4</td>\n",
       "      <td>9</td>\n",
       "      <td>2.26</td>\n",
       "      <td>0.12</td>\n",
       "      <td>20</td>\n",
       "      <td>4.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>29</td>\n",
       "      <td>1.31</td>\n",
       "      <td>59.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2732 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Player Position                Comp   Age    Min  Goals  \\\n",
       "0     Patrick van Aanholt       DF  eng Premier League  28.0  2,507      3   \n",
       "1              Max Aarons       DF  eng Premier League  19.0  3,240      0   \n",
       "2        Yunis Abdelhamid       DF          fr Ligue 1  31.0  2,520      3   \n",
       "3      Suleiman Abdullahi    FW,MF       de Bundesliga  22.0    157      1   \n",
       "4             Mehdi Abeid       MF          fr Ligue 1  26.0  1,817      1   \n",
       "...                   ...      ...                 ...   ...    ...    ...   \n",
       "2727        Bongani Zungu       MF          fr Ligue 1  26.0    992      1   \n",
       "2728     Szymon Żurkowski       MF          it Serie A  21.0     12      0   \n",
       "2729       David Zurutuza       MF          es La Liga  33.0    157      0   \n",
       "2730      Martin Ødegaard       MF          es La Liga  20.0  2,527      4   \n",
       "2731        Filip Đuričić    MF,FW          it Serie A  27.0  1,633      5   \n",
       "\n",
       "      Goals.1  Asists  Asists.1  GoalAstPer90   90s    SCA  SCA90  ShootPass  \\\n",
       "0        0.11       2      0.07          0.18  27.9   62.0   2.23       32.0   \n",
       "1        0.00       1      0.03          0.03  36.0   55.0   1.53       42.0   \n",
       "2        0.11       0      0.00          0.11  28.0   16.0   0.57       11.0   \n",
       "3        0.57       0      0.00          0.57   1.7    2.0   1.15        1.0   \n",
       "4        0.05       2      0.10          0.15  20.2   46.0   2.28       27.0   \n",
       "...       ...     ...       ...           ...   ...    ...    ...        ...   \n",
       "2727     0.09       0      0.00          0.09  11.0   12.0   1.09       11.0   \n",
       "2728     0.00       0      0.00          0.00   0.1    0.0   0.00        0.0   \n",
       "2729     0.00       0      0.00          0.00   1.7    0.0   0.00        0.0   \n",
       "2730     0.14       6      0.21          0.36  28.1  116.0   4.13       75.0   \n",
       "2731     0.28       5      0.28          0.55  18.1   72.0   3.97       48.0   \n",
       "\n",
       "      ShootDrib   GCA  GCA90  AssistPass  AssistDrib  CompletedPasses  \\\n",
       "0           3.0   5.0   0.18         3.0         1.0           1227.0   \n",
       "1           3.0   3.0   0.08         1.0         0.0           1316.0   \n",
       "2           0.0   1.0   0.04         1.0         0.0           1328.0   \n",
       "3           1.0   0.0   0.00         0.0         0.0             18.0   \n",
       "4           1.0   4.0   0.20         2.0         0.0            801.0   \n",
       "...         ...   ...    ...         ...         ...              ...   \n",
       "2727        0.0   3.0   0.27         3.0         0.0            437.0   \n",
       "2728        0.0   0.0   0.00         0.0         0.0              4.0   \n",
       "2729        0.0   0.0   0.00         0.0         0.0             61.0   \n",
       "2730        7.0  15.0   0.53        11.0         1.0           1308.0   \n",
       "2731        6.0  10.0   0.55         7.0         1.0            552.0   \n",
       "\n",
       "      PassCompRatio  TotDistPass  ProgDistPass  Crosses  PenaltyWon  \\\n",
       "0              78.8      21251.0        9280.0       44         0.0   \n",
       "1              78.1      20293.0        6834.0       54         1.0   \n",
       "2              87.7      29513.0        9041.0        1         0.0   \n",
       "3              45.0        316.0         132.0        7         0.0   \n",
       "4              83.7      14638.0        3850.0       18         0.0   \n",
       "...             ...          ...           ...      ...         ...   \n",
       "2727           81.2       8324.0        2354.0        3         0.0   \n",
       "2728          100.0         54.0           4.0        0         0.0   \n",
       "2729           74.4       1131.0         236.0        2         0.0   \n",
       "2730           80.9      22526.0        6909.0       38         0.0   \n",
       "2731           79.1       9010.0        2188.0        5         1.0   \n",
       "\n",
       "      AerialWonRate  ShootOnTarget  ShootPer90  GoalPerShoot  TacklesWon  \\\n",
       "0              41.4              5        0.93          0.08          32   \n",
       "1              35.4              4        0.39          0.00          36   \n",
       "2              67.2              5        0.68          0.16          37   \n",
       "3              35.3              3        3.44          0.17           1   \n",
       "4              42.4              7        1.63          0.03          41   \n",
       "...             ...            ...         ...           ...         ...   \n",
       "2727           41.9              1        0.64          0.14          12   \n",
       "2728          100.0              0        7.50          0.00           0   \n",
       "2729           46.7              0        0.00          0.00           1   \n",
       "2730           35.5             17        1.75          0.08          18   \n",
       "2731           32.4              9        2.26          0.12          20   \n",
       "\n",
       "      TklDribbling  Blocks  SuccPressRatio  MatchPlayed  PointPerMatch  \\\n",
       "0             22.0    57.0            27.7           29           1.24   \n",
       "1             21.0   100.0            27.1           36           0.50   \n",
       "2             14.0    43.0            37.1           28           1.46   \n",
       "3              1.0     3.0            36.0            6           0.67   \n",
       "4             24.0    18.0            27.3           25           1.44   \n",
       "...            ...     ...             ...          ...            ...   \n",
       "2727          14.0    19.0            30.0           21           0.90   \n",
       "2728           0.0     0.0            33.3            2           2.00   \n",
       "2729           0.0     2.0            23.1            5           1.80   \n",
       "2730           6.0    20.0            24.2           31           1.45   \n",
       "2731           4.0    26.0            32.5           29           1.31   \n",
       "\n",
       "      TouchPenArea  SuccDrib  DribLegs  \n",
       "0             50.0      18.0       2.0  \n",
       "1             52.0      49.0       2.0  \n",
       "2             27.0      21.0       0.0  \n",
       "3             10.0       2.0       1.0  \n",
       "4             20.0      12.0       0.0  \n",
       "...            ...       ...       ...  \n",
       "2727           5.0       5.0       0.0  \n",
       "2728           1.0       0.0       0.0  \n",
       "2729           0.0       1.0       0.0  \n",
       "2730          69.0      63.0       1.0  \n",
       "2731          59.0      38.0       6.0  \n",
       "\n",
       "[2732 rows x 38 columns]"
      ]
     },
     "execution_count": 511,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfstats.drop('Squad', axis=1, inplace=True)\n",
    "dfstats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 512,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfstats['Position']= dfstats['Position'].str.split('\\,').str[0].str.strip()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 513,
   "metadata": {},
   "outputs": [],
   "source": [
    "def set_value(x, position): \n",
    "    return position[x] \n",
    "  \n",
    "'''GK - Goalkeepers\n",
    "DF - Defenders\n",
    "MF - Midfielders\n",
    "FW - Forwards\n",
    "FB - Fullbacks\n",
    "LB - Left Backs\n",
    "RB - Right Backs\n",
    "CB - Center Backs\n",
    "DM - Defensive Midfielders\n",
    "CM - Central Midfielders\n",
    "LM - Left Midfielders\n",
    "RM - Right Midfielders\n",
    "WM - Wide Midfielders\n",
    "LW - Left Wingers\n",
    "RW - Right Wingers\n",
    "AM - Attacking Midfielders'''\n",
    "\n",
    "# Create the dictionary \n",
    "positions_summary ={'GK' : 'Goalkeeper', 'DF' : 'Defender', 'MF' : 'Midfielder' , 'FW' : 'Forward' , 'FB' : 'Defender' ,\n",
    "                    'LB' : 'Defender', 'RB' : 'Defender', 'CB' : 'Defender' , 'DM' : 'Midfielder' , 'CM' : 'Midfielder' ,\n",
    "                    'LM' : 'Midfielder' , 'RM' : 'Midfielder' , 'WM' : 'Midfielders' , \n",
    "                    'LW' : 'Forward' , 'RW' : 'Forward' , 'AM' : 'Forward' \n",
    "                   } \n",
    "  \n",
    "# Add a new column named 'Price' \n",
    "dfstats['PlayerType'] = dfstats['Position'].apply(set_value, args =(positions_summary, )) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 514,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>28.0</td>\n",
       "      <td>2,507</td>\n",
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       "      <td>0.18</td>\n",
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       "      <td>44</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>50.0</td>\n",
       "      <td>18.0</td>\n",
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       "      <td>Defender</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>DF</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>19.0</td>\n",
       "      <td>3,240</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
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       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>36.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>1.53</td>\n",
       "      <td>42.0</td>\n",
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       "      <td>3.0</td>\n",
       "      <td>0.08</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1316.0</td>\n",
       "      <td>78.1</td>\n",
       "      <td>20293.0</td>\n",
       "      <td>6834.0</td>\n",
       "      <td>54</td>\n",
       "      <td>1.0</td>\n",
       "      <td>35.4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.00</td>\n",
       "      <td>36</td>\n",
       "      <td>21.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>27.1</td>\n",
       "      <td>36</td>\n",
       "      <td>0.50</td>\n",
       "      <td>52.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Defender</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>DF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2,520</td>\n",
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       "      <td>29513.0</td>\n",
       "      <td>9041.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>67.2</td>\n",
       "      <td>5</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.16</td>\n",
       "      <td>37</td>\n",
       "      <td>14.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>37.1</td>\n",
       "      <td>28</td>\n",
       "      <td>1.46</td>\n",
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       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Suleiman Abdullahi</td>\n",
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       "      <td>de Bundesliga</td>\n",
       "      <td>22.0</td>\n",
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       "      <td>1.15</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>316.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.44</td>\n",
       "      <td>0.17</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.67</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Forward</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mehdi Abeid</td>\n",
       "      <td>MF</td>\n",
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       "      <td>26.0</td>\n",
       "      <td>1,817</td>\n",
       "      <td>1</td>\n",
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       "      <td>0.15</td>\n",
       "      <td>20.2</td>\n",
       "      <td>46.0</td>\n",
       "      <td>2.28</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>801.0</td>\n",
       "      <td>83.7</td>\n",
       "      <td>14638.0</td>\n",
       "      <td>3850.0</td>\n",
       "      <td>18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.4</td>\n",
       "      <td>7</td>\n",
       "      <td>1.63</td>\n",
       "      <td>0.03</td>\n",
       "      <td>41</td>\n",
       "      <td>24.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>25</td>\n",
       "      <td>1.44</td>\n",
       "      <td>20.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Midfielder</td>\n",
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      ],
      "text/plain": [
       "                Player Position                Comp   Age    Min  Goals  \\\n",
       "0  Patrick van Aanholt       DF  eng Premier League  28.0  2,507      3   \n",
       "1           Max Aarons       DF  eng Premier League  19.0  3,240      0   \n",
       "2     Yunis Abdelhamid       DF          fr Ligue 1  31.0  2,520      3   \n",
       "3   Suleiman Abdullahi       FW       de Bundesliga  22.0    157      1   \n",
       "4          Mehdi Abeid       MF          fr Ligue 1  26.0  1,817      1   \n",
       "\n",
       "   Goals.1  Asists  Asists.1  GoalAstPer90   90s   SCA  SCA90  ShootPass  \\\n",
       "0     0.11       2      0.07          0.18  27.9  62.0   2.23       32.0   \n",
       "1     0.00       1      0.03          0.03  36.0  55.0   1.53       42.0   \n",
       "2     0.11       0      0.00          0.11  28.0  16.0   0.57       11.0   \n",
       "3     0.57       0      0.00          0.57   1.7   2.0   1.15        1.0   \n",
       "4     0.05       2      0.10          0.15  20.2  46.0   2.28       27.0   \n",
       "\n",
       "   ShootDrib  GCA  GCA90  AssistPass  AssistDrib  CompletedPasses  \\\n",
       "0        3.0  5.0   0.18         3.0         1.0           1227.0   \n",
       "1        3.0  3.0   0.08         1.0         0.0           1316.0   \n",
       "2        0.0  1.0   0.04         1.0         0.0           1328.0   \n",
       "3        1.0  0.0   0.00         0.0         0.0             18.0   \n",
       "4        1.0  4.0   0.20         2.0         0.0            801.0   \n",
       "\n",
       "   PassCompRatio  TotDistPass  ProgDistPass  Crosses  PenaltyWon  \\\n",
       "0           78.8      21251.0        9280.0       44         0.0   \n",
       "1           78.1      20293.0        6834.0       54         1.0   \n",
       "2           87.7      29513.0        9041.0        1         0.0   \n",
       "3           45.0        316.0         132.0        7         0.0   \n",
       "4           83.7      14638.0        3850.0       18         0.0   \n",
       "\n",
       "   AerialWonRate  ShootOnTarget  ShootPer90  GoalPerShoot  TacklesWon  \\\n",
       "0           41.4              5        0.93          0.08          32   \n",
       "1           35.4              4        0.39          0.00          36   \n",
       "2           67.2              5        0.68          0.16          37   \n",
       "3           35.3              3        3.44          0.17           1   \n",
       "4           42.4              7        1.63          0.03          41   \n",
       "\n",
       "   TklDribbling  Blocks  SuccPressRatio  MatchPlayed  PointPerMatch  \\\n",
       "0          22.0    57.0            27.7           29           1.24   \n",
       "1          21.0   100.0            27.1           36           0.50   \n",
       "2          14.0    43.0            37.1           28           1.46   \n",
       "3           1.0     3.0            36.0            6           0.67   \n",
       "4          24.0    18.0            27.3           25           1.44   \n",
       "\n",
       "   TouchPenArea  SuccDrib  DribLegs  PlayerType  \n",
       "0          50.0      18.0       2.0    Defender  \n",
       "1          52.0      49.0       2.0    Defender  \n",
       "2          27.0      21.0       0.0    Defender  \n",
       "3          10.0       2.0       1.0     Forward  \n",
       "4          20.0      12.0       0.0  Midfielder  "
      ]
     },
     "execution_count": 514,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfstats.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 515,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfstats.to_csv('statistics_1920', sep='\\t', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 516,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.18</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1227.0</td>\n",
       "      <td>78.8</td>\n",
       "      <td>21251.0</td>\n",
       "      <td>9280.0</td>\n",
       "      <td>44</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.4</td>\n",
       "      <td>5</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.08</td>\n",
       "      <td>32</td>\n",
       "      <td>22.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>27.7</td>\n",
       "      <td>29</td>\n",
       "      <td>1.24</td>\n",
       "      <td>50.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Defender</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>DF</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>19.0</td>\n",
       "      <td>3,240</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>36.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>1.53</td>\n",
       "      <td>42.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.08</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1316.0</td>\n",
       "      <td>78.1</td>\n",
       "      <td>20293.0</td>\n",
       "      <td>6834.0</td>\n",
       "      <td>54</td>\n",
       "      <td>1.0</td>\n",
       "      <td>35.4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.00</td>\n",
       "      <td>36</td>\n",
       "      <td>21.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>27.1</td>\n",
       "      <td>36</td>\n",
       "      <td>0.50</td>\n",
       "      <td>52.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Defender</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>DF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2,520</td>\n",
       "      <td>3</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.11</td>\n",
       "      <td>28.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.57</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1328.0</td>\n",
       "      <td>87.7</td>\n",
       "      <td>29513.0</td>\n",
       "      <td>9041.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>67.2</td>\n",
       "      <td>5</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.16</td>\n",
       "      <td>37</td>\n",
       "      <td>14.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>37.1</td>\n",
       "      <td>28</td>\n",
       "      <td>1.46</td>\n",
       "      <td>27.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Defender</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "      <td>FW</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>22.0</td>\n",
       "      <td>157</td>\n",
       "      <td>1</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.15</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>316.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.44</td>\n",
       "      <td>0.17</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.67</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Forward</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Mehdi Abeid</td>\n",
       "      <td>MF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1,817</td>\n",
       "      <td>1</td>\n",
       "      <td>0.05</td>\n",
       "      <td>2</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.15</td>\n",
       "      <td>20.2</td>\n",
       "      <td>46.0</td>\n",
       "      <td>2.28</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>801.0</td>\n",
       "      <td>83.7</td>\n",
       "      <td>14638.0</td>\n",
       "      <td>3850.0</td>\n",
       "      <td>18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.4</td>\n",
       "      <td>7</td>\n",
       "      <td>1.63</td>\n",
       "      <td>0.03</td>\n",
       "      <td>41</td>\n",
       "      <td>24.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>25</td>\n",
       "      <td>1.44</td>\n",
       "      <td>20.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Midfielder</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0               Player Position                Comp   Age    Min  \\\n",
       "0           0  Patrick van Aanholt       DF  eng Premier League  28.0  2,507   \n",
       "1           1           Max Aarons       DF  eng Premier League  19.0  3,240   \n",
       "2           2     Yunis Abdelhamid       DF          fr Ligue 1  31.0  2,520   \n",
       "3           3   Suleiman Abdullahi       FW       de Bundesliga  22.0    157   \n",
       "4           4          Mehdi Abeid       MF          fr Ligue 1  26.0  1,817   \n",
       "\n",
       "   Goals  Goals.1  Asists  Asists.1  GoalAstPer90   90s   SCA  SCA90  \\\n",
       "0      3     0.11       2      0.07          0.18  27.9  62.0   2.23   \n",
       "1      0     0.00       1      0.03          0.03  36.0  55.0   1.53   \n",
       "2      3     0.11       0      0.00          0.11  28.0  16.0   0.57   \n",
       "3      1     0.57       0      0.00          0.57   1.7   2.0   1.15   \n",
       "4      1     0.05       2      0.10          0.15  20.2  46.0   2.28   \n",
       "\n",
       "   ShootPass  ShootDrib  GCA  GCA90  AssistPass  AssistDrib  CompletedPasses  \\\n",
       "0       32.0        3.0  5.0   0.18         3.0         1.0           1227.0   \n",
       "1       42.0        3.0  3.0   0.08         1.0         0.0           1316.0   \n",
       "2       11.0        0.0  1.0   0.04         1.0         0.0           1328.0   \n",
       "3        1.0        1.0  0.0   0.00         0.0         0.0             18.0   \n",
       "4       27.0        1.0  4.0   0.20         2.0         0.0            801.0   \n",
       "\n",
       "   PassCompRatio  TotDistPass  ProgDistPass  Crosses  PenaltyWon  \\\n",
       "0           78.8      21251.0        9280.0       44         0.0   \n",
       "1           78.1      20293.0        6834.0       54         1.0   \n",
       "2           87.7      29513.0        9041.0        1         0.0   \n",
       "3           45.0        316.0         132.0        7         0.0   \n",
       "4           83.7      14638.0        3850.0       18         0.0   \n",
       "\n",
       "   AerialWonRate  ShootOnTarget  ShootPer90  GoalPerShoot  TacklesWon  \\\n",
       "0           41.4              5        0.93          0.08          32   \n",
       "1           35.4              4        0.39          0.00          36   \n",
       "2           67.2              5        0.68          0.16          37   \n",
       "3           35.3              3        3.44          0.17           1   \n",
       "4           42.4              7        1.63          0.03          41   \n",
       "\n",
       "   TklDribbling  Blocks  SuccPressRatio  MatchPlayed  PointPerMatch  \\\n",
       "0          22.0    57.0            27.7           29           1.24   \n",
       "1          21.0   100.0            27.1           36           0.50   \n",
       "2          14.0    43.0            37.1           28           1.46   \n",
       "3           1.0     3.0            36.0            6           0.67   \n",
       "4          24.0    18.0            27.3           25           1.44   \n",
       "\n",
       "   TouchPenArea  SuccDrib  DribLegs  PlayerType  \n",
       "0          50.0      18.0       2.0    Defender  \n",
       "1          52.0      49.0       2.0    Defender  \n",
       "2          27.0      21.0       0.0    Defender  \n",
       "3          10.0       2.0       1.0     Forward  \n",
       "4          20.0      12.0       0.0  Midfielder  "
      ]
     },
     "execution_count": 516,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# checkpoint \n",
    "dfstats = pd.read_csv('statistics_1920', sep='\\t', encoding='utf-8')\n",
    "dfstats.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 517,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfstats['PlayerName']=dfstats['Player']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 518,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Position</th>\n",
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       "      <th>SuccDrib</th>\n",
       "      <th>DribLegs</th>\n",
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       "      <th>PlayerName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>Emre Can</td>\n",
       "      <td>MF</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>25.0</td>\n",
       "      <td>955</td>\n",
       "      <td>2</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.19</td>\n",
       "      <td>10.6</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.32</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>651.0</td>\n",
       "      <td>88.1</td>\n",
       "      <td>13271.0</td>\n",
       "      <td>2959.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>4</td>\n",
       "      <td>1.51</td>\n",
       "      <td>0.13</td>\n",
       "      <td>18</td>\n",
       "      <td>13.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>38.8</td>\n",
       "      <td>12</td>\n",
       "      <td>2.25</td>\n",
       "      <td>20.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Emre Can</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>Emre Can</td>\n",
       "      <td>MF</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>25.0</td>\n",
       "      <td>284</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.2</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.22</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>86.6</td>\n",
       "      <td>2309.0</td>\n",
       "      <td>489.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>27.6</td>\n",
       "      <td>8</td>\n",
       "      <td>2.13</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Emre Can</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Player Position           Comp   Age  Min  Goals  Goals.1  Asists  \\\n",
       "436  Emre Can       MF  de Bundesliga  25.0  955      2     0.19       0   \n",
       "437  Emre Can       MF     it Serie A  25.0  284      0     0.00       0   \n",
       "\n",
       "     Asists.1  GoalAstPer90   90s   SCA  SCA90  ShootPass  ShootDrib  GCA  \\\n",
       "436       0.0          0.19  10.6  14.0   1.32       11.0        2.0  2.0   \n",
       "437       0.0          0.00   3.2   7.0   2.22        4.0        1.0  0.0   \n",
       "\n",
       "     GCA90  AssistPass  AssistDrib  CompletedPasses  PassCompRatio  \\\n",
       "436   0.19         1.0         1.0            651.0           88.1   \n",
       "437   0.00         0.0         0.0            142.0           86.6   \n",
       "\n",
       "     TotDistPass  ProgDistPass  Crosses  PenaltyWon  AerialWonRate  \\\n",
       "436      13271.0        2959.0        4         0.0           70.0   \n",
       "437       2309.0         489.0        4         0.0          100.0   \n",
       "\n",
       "     ShootOnTarget  ShootPer90  GoalPerShoot  TacklesWon  TklDribbling  \\\n",
       "436              4        1.51          0.13          18          13.0   \n",
       "437              2        2.22          0.00           4           4.0   \n",
       "\n",
       "     Blocks  SuccPressRatio  MatchPlayed  PointPerMatch  TouchPenArea  \\\n",
       "436    16.0            38.8           12           2.25          20.0   \n",
       "437     9.0            27.6            8           2.13          12.0   \n",
       "\n",
       "     SuccDrib  DribLegs  PlayerType PlayerName  \n",
       "436      15.0       0.0  Midfielder   Emre Can  \n",
       "437       7.0       0.0  Midfielder   Emre Can  "
      ]
     },
     "execution_count": 518,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Emre Can played both juve and b.dortmund. let's check the data\n",
    "dfstats.drop('Unnamed: 0', axis=1, inplace=True)\n",
    "dfstats[dfstats['Player']=='Emre Can']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 519,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>SCA90</th>\n",
       "      <th>ShootPass</th>\n",
       "      <th>ShootDrib</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>AssistPass</th>\n",
       "      <th>AssistDrib</th>\n",
       "      <th>CompletedPasses</th>\n",
       "      <th>PassCompRatio</th>\n",
       "      <th>TotDistPass</th>\n",
       "      <th>ProgDistPass</th>\n",
       "      <th>Crosses</th>\n",
       "      <th>PenaltyWon</th>\n",
       "      <th>AerialWonRate</th>\n",
       "      <th>ShootOnTarget</th>\n",
       "      <th>ShootPer90</th>\n",
       "      <th>GoalPerShoot</th>\n",
       "      <th>TacklesWon</th>\n",
       "      <th>TklDribbling</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>SuccPressRatio</th>\n",
       "      <th>MatchPlayed</th>\n",
       "      <th>PointPerMatch</th>\n",
       "      <th>TouchPenArea</th>\n",
       "      <th>SuccDrib</th>\n",
       "      <th>DribLegs</th>\n",
       "      <th>PlayerType</th>\n",
       "      <th>PlayerName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "      <td>DF</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2,507</td>\n",
       "      <td>3</td>\n",
       "      <td>0.11</td>\n",
       "      <td>2</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.18</td>\n",
       "      <td>27.9</td>\n",
       "      <td>62.0</td>\n",
       "      <td>2.23</td>\n",
       "      <td>32.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.18</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1227.0</td>\n",
       "      <td>78.8</td>\n",
       "      <td>21251.0</td>\n",
       "      <td>9280.0</td>\n",
       "      <td>44</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.4</td>\n",
       "      <td>5</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.08</td>\n",
       "      <td>32</td>\n",
       "      <td>22.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>27.7</td>\n",
       "      <td>29</td>\n",
       "      <td>1.24</td>\n",
       "      <td>50.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>DF</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>19.0</td>\n",
       "      <td>3,240</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>36.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>1.53</td>\n",
       "      <td>42.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.08</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1316.0</td>\n",
       "      <td>78.1</td>\n",
       "      <td>20293.0</td>\n",
       "      <td>6834.0</td>\n",
       "      <td>54</td>\n",
       "      <td>1.0</td>\n",
       "      <td>35.4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.00</td>\n",
       "      <td>36</td>\n",
       "      <td>21.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>27.1</td>\n",
       "      <td>36</td>\n",
       "      <td>0.50</td>\n",
       "      <td>52.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Max Aarons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>DF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2,520</td>\n",
       "      <td>3</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.11</td>\n",
       "      <td>28.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.57</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1328.0</td>\n",
       "      <td>87.7</td>\n",
       "      <td>29513.0</td>\n",
       "      <td>9041.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>67.2</td>\n",
       "      <td>5</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.16</td>\n",
       "      <td>37</td>\n",
       "      <td>14.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>37.1</td>\n",
       "      <td>28</td>\n",
       "      <td>1.46</td>\n",
       "      <td>27.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "      <td>FW</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>22.0</td>\n",
       "      <td>157</td>\n",
       "      <td>1</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.15</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>316.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.44</td>\n",
       "      <td>0.17</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.67</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mehdi Abeid</td>\n",
       "      <td>MF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1,817</td>\n",
       "      <td>1</td>\n",
       "      <td>0.05</td>\n",
       "      <td>2</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.15</td>\n",
       "      <td>20.2</td>\n",
       "      <td>46.0</td>\n",
       "      <td>2.28</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>801.0</td>\n",
       "      <td>83.7</td>\n",
       "      <td>14638.0</td>\n",
       "      <td>3850.0</td>\n",
       "      <td>18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.4</td>\n",
       "      <td>7</td>\n",
       "      <td>1.63</td>\n",
       "      <td>0.03</td>\n",
       "      <td>41</td>\n",
       "      <td>24.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>25</td>\n",
       "      <td>1.44</td>\n",
       "      <td>20.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Mehdi Abeid</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Player Position                Comp   Age    Min  Goals  \\\n",
       "0  Patrick van Aanholt       DF  eng Premier League  28.0  2,507      3   \n",
       "1           Max Aarons       DF  eng Premier League  19.0  3,240      0   \n",
       "2     Yunis Abdelhamid       DF          fr Ligue 1  31.0  2,520      3   \n",
       "3   Suleiman Abdullahi       FW       de Bundesliga  22.0    157      1   \n",
       "4          Mehdi Abeid       MF          fr Ligue 1  26.0  1,817      1   \n",
       "\n",
       "   Goals.1  Asists  Asists.1  GoalAstPer90   90s   SCA  SCA90  ShootPass  \\\n",
       "0     0.11       2      0.07          0.18  27.9  62.0   2.23       32.0   \n",
       "1     0.00       1      0.03          0.03  36.0  55.0   1.53       42.0   \n",
       "2     0.11       0      0.00          0.11  28.0  16.0   0.57       11.0   \n",
       "3     0.57       0      0.00          0.57   1.7   2.0   1.15        1.0   \n",
       "4     0.05       2      0.10          0.15  20.2  46.0   2.28       27.0   \n",
       "\n",
       "   ShootDrib  GCA  GCA90  AssistPass  AssistDrib  CompletedPasses  \\\n",
       "0        3.0  5.0   0.18         3.0         1.0           1227.0   \n",
       "1        3.0  3.0   0.08         1.0         0.0           1316.0   \n",
       "2        0.0  1.0   0.04         1.0         0.0           1328.0   \n",
       "3        1.0  0.0   0.00         0.0         0.0             18.0   \n",
       "4        1.0  4.0   0.20         2.0         0.0            801.0   \n",
       "\n",
       "   PassCompRatio  TotDistPass  ProgDistPass  Crosses  PenaltyWon  \\\n",
       "0           78.8      21251.0        9280.0       44         0.0   \n",
       "1           78.1      20293.0        6834.0       54         1.0   \n",
       "2           87.7      29513.0        9041.0        1         0.0   \n",
       "3           45.0        316.0         132.0        7         0.0   \n",
       "4           83.7      14638.0        3850.0       18         0.0   \n",
       "\n",
       "   AerialWonRate  ShootOnTarget  ShootPer90  GoalPerShoot  TacklesWon  \\\n",
       "0           41.4              5        0.93          0.08          32   \n",
       "1           35.4              4        0.39          0.00          36   \n",
       "2           67.2              5        0.68          0.16          37   \n",
       "3           35.3              3        3.44          0.17           1   \n",
       "4           42.4              7        1.63          0.03          41   \n",
       "\n",
       "   TklDribbling  Blocks  SuccPressRatio  MatchPlayed  PointPerMatch  \\\n",
       "0          22.0    57.0            27.7           29           1.24   \n",
       "1          21.0   100.0            27.1           36           0.50   \n",
       "2          14.0    43.0            37.1           28           1.46   \n",
       "3           1.0     3.0            36.0            6           0.67   \n",
       "4          24.0    18.0            27.3           25           1.44   \n",
       "\n",
       "   TouchPenArea  SuccDrib  DribLegs  PlayerType           PlayerName  \n",
       "0          50.0      18.0       2.0    Defender  Patrick van Aanholt  \n",
       "1          52.0      49.0       2.0    Defender           Max Aarons  \n",
       "2          27.0      21.0       0.0    Defender     Yunis Abdelhamid  \n",
       "3          10.0       2.0       1.0     Forward   Suleiman Abdullahi  \n",
       "4          20.0      12.0       0.0  Midfielder          Mehdi Abeid  "
      ]
     },
     "execution_count": 519,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#I need to sum or avg of this values to agg. the data\n",
    "pd.set_option('display.max_columns', None)\n",
    "dfstats.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 520,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Position</th>\n",
       "      <th>Comp</th>\n",
       "      <th>Age</th>\n",
       "      <th>Min</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Goals.1</th>\n",
       "      <th>Asists</th>\n",
       "      <th>Asists.1</th>\n",
       "      <th>GoalAstPer90</th>\n",
       "      <th>90s</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>ShootPass</th>\n",
       "      <th>ShootDrib</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>AssistPass</th>\n",
       "      <th>AssistDrib</th>\n",
       "      <th>CompletedPasses</th>\n",
       "      <th>PassCompRatio</th>\n",
       "      <th>TotDistPass</th>\n",
       "      <th>ProgDistPass</th>\n",
       "      <th>Crosses</th>\n",
       "      <th>PenaltyWon</th>\n",
       "      <th>AerialWonRate</th>\n",
       "      <th>ShootOnTarget</th>\n",
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       "      <th>TacklesWon</th>\n",
       "      <th>TklDribbling</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>SuccPressRatio</th>\n",
       "      <th>MatchPlayed</th>\n",
       "      <th>PointPerMatch</th>\n",
       "      <th>TouchPenArea</th>\n",
       "      <th>SuccDrib</th>\n",
       "      <th>DribLegs</th>\n",
       "      <th>PlayerType</th>\n",
       "      <th>PlayerName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2521</th>\n",
       "      <td>Adama Traoré</td>\n",
       "      <td>FW</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1,007</td>\n",
       "      <td>1</td>\n",
       "      <td>0.09</td>\n",
       "      <td>4</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.45</td>\n",
       "      <td>11.2</td>\n",
       "      <td>56.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.36</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>399.0</td>\n",
       "      <td>80.9</td>\n",
       "      <td>7081.0</td>\n",
       "      <td>2067.0</td>\n",
       "      <td>13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.1</td>\n",
       "      <td>4</td>\n",
       "      <td>1.52</td>\n",
       "      <td>0.06</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>15</td>\n",
       "      <td>1.20</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Adama Traoré</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2522</th>\n",
       "      <td>Adama Traoré</td>\n",
       "      <td>MF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>24.0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>83.3</td>\n",
       "      <td>203.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Adama Traoré</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2523</th>\n",
       "      <td>Adama Traoré</td>\n",
       "      <td>FW</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2,605</td>\n",
       "      <td>4</td>\n",
       "      <td>0.14</td>\n",
       "      <td>9</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.45</td>\n",
       "      <td>28.9</td>\n",
       "      <td>99.0</td>\n",
       "      <td>3.42</td>\n",
       "      <td>66.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.52</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>621.0</td>\n",
       "      <td>65.9</td>\n",
       "      <td>10788.0</td>\n",
       "      <td>2803.0</td>\n",
       "      <td>148</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.5</td>\n",
       "      <td>12</td>\n",
       "      <td>1.49</td>\n",
       "      <td>0.09</td>\n",
       "      <td>23</td>\n",
       "      <td>10.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>26.7</td>\n",
       "      <td>37</td>\n",
       "      <td>1.57</td>\n",
       "      <td>118.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Adama Traoré</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Player Position                Comp   Age    Min  Goals  Goals.1  \\\n",
       "2521  Adama Traoré       FW          fr Ligue 1  24.0  1,007      1     0.09   \n",
       "2522  Adama Traoré       MF          fr Ligue 1  24.0     25      0     0.00   \n",
       "2523  Adama Traoré       FW  eng Premier League  23.0  2,605      4     0.14   \n",
       "\n",
       "      Asists  Asists.1  GoalAstPer90   90s   SCA  SCA90  ShootPass  ShootDrib  \\\n",
       "2521       4      0.36          0.45  11.2  56.0   5.00       37.0        1.0   \n",
       "2522       0      0.00          0.00   0.3   0.0   0.00        0.0        0.0   \n",
       "2523       9      0.31          0.45  28.9  99.0   3.42       66.0       18.0   \n",
       "\n",
       "       GCA  GCA90  AssistPass  AssistDrib  CompletedPasses  PassCompRatio  \\\n",
       "2521   4.0   0.36         3.0         0.0            399.0           80.9   \n",
       "2522   0.0   0.00         0.0         0.0             10.0           83.3   \n",
       "2523  15.0   0.52        11.0         1.0            621.0           65.9   \n",
       "\n",
       "      TotDistPass  ProgDistPass  Crosses  PenaltyWon  AerialWonRate  \\\n",
       "2521       7081.0        2067.0       13         0.0           24.1   \n",
       "2522        203.0          21.0        0         0.0           50.0   \n",
       "2523      10788.0        2803.0      148         0.0           48.5   \n",
       "\n",
       "      ShootOnTarget  ShootPer90  GoalPerShoot  TacklesWon  TklDribbling  \\\n",
       "2521              4        1.52          0.06           3           2.0   \n",
       "2522              0        0.00          0.00           0           0.0   \n",
       "2523             12        1.49          0.09          23          10.0   \n",
       "\n",
       "      Blocks  SuccPressRatio  MatchPlayed  PointPerMatch  TouchPenArea  \\\n",
       "2521    13.0            21.0           15           1.20          10.0   \n",
       "2522     1.0             0.0            2           0.50           0.0   \n",
       "2523    28.0            26.7           37           1.57         118.0   \n",
       "\n",
       "      SuccDrib  DribLegs  PlayerType    PlayerName  \n",
       "2521      30.0       2.0     Forward  Adama Traoré  \n",
       "2522       0.0       0.0  Midfielder  Adama Traoré  \n",
       "2523     156.0       3.0     Forward  Adama Traoré  "
      ]
     },
     "execution_count": 520,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfstats[ dfstats['Player']=='Adama Traoré' ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 521,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfstats['Min'] = dfstats['Min'].str.replace(',','')\n",
    "dfstats['Min'] = dfstats['Min'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 522,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Position</th>\n",
       "      <th>Comp</th>\n",
       "      <th>Age</th>\n",
       "      <th>Min</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Goals.1</th>\n",
       "      <th>Asists</th>\n",
       "      <th>Asists.1</th>\n",
       "      <th>GoalAstPer90</th>\n",
       "      <th>90s</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>ShootPass</th>\n",
       "      <th>ShootDrib</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>AssistPass</th>\n",
       "      <th>AssistDrib</th>\n",
       "      <th>CompletedPasses</th>\n",
       "      <th>PassCompRatio</th>\n",
       "      <th>TotDistPass</th>\n",
       "      <th>ProgDistPass</th>\n",
       "      <th>Crosses</th>\n",
       "      <th>PenaltyWon</th>\n",
       "      <th>AerialWonRate</th>\n",
       "      <th>ShootOnTarget</th>\n",
       "      <th>ShootPer90</th>\n",
       "      <th>GoalPerShoot</th>\n",
       "      <th>TacklesWon</th>\n",
       "      <th>TklDribbling</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>SuccPressRatio</th>\n",
       "      <th>MatchPlayed</th>\n",
       "      <th>PointPerMatch</th>\n",
       "      <th>TouchPenArea</th>\n",
       "      <th>SuccDrib</th>\n",
       "      <th>DribLegs</th>\n",
       "      <th>PlayerType</th>\n",
       "      <th>PlayerName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "      <td>DF</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2507</td>\n",
       "      <td>3</td>\n",
       "      <td>0.11</td>\n",
       "      <td>2</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.18</td>\n",
       "      <td>27.9</td>\n",
       "      <td>62.0</td>\n",
       "      <td>2.23</td>\n",
       "      <td>32.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.18</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1227.0</td>\n",
       "      <td>78.8</td>\n",
       "      <td>21251.0</td>\n",
       "      <td>9280.0</td>\n",
       "      <td>44</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.4</td>\n",
       "      <td>5</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.08</td>\n",
       "      <td>32</td>\n",
       "      <td>22.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>27.7</td>\n",
       "      <td>29</td>\n",
       "      <td>1.24</td>\n",
       "      <td>50.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>DF</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>19.0</td>\n",
       "      <td>3240</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>36.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>1.53</td>\n",
       "      <td>42.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.08</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1316.0</td>\n",
       "      <td>78.1</td>\n",
       "      <td>20293.0</td>\n",
       "      <td>6834.0</td>\n",
       "      <td>54</td>\n",
       "      <td>1.0</td>\n",
       "      <td>35.4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.00</td>\n",
       "      <td>36</td>\n",
       "      <td>21.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>27.1</td>\n",
       "      <td>36</td>\n",
       "      <td>0.50</td>\n",
       "      <td>52.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Max Aarons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>DF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2520</td>\n",
       "      <td>3</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.11</td>\n",
       "      <td>28.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.57</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1328.0</td>\n",
       "      <td>87.7</td>\n",
       "      <td>29513.0</td>\n",
       "      <td>9041.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>67.2</td>\n",
       "      <td>5</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.16</td>\n",
       "      <td>37</td>\n",
       "      <td>14.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>37.1</td>\n",
       "      <td>28</td>\n",
       "      <td>1.46</td>\n",
       "      <td>27.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "      <td>FW</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>22.0</td>\n",
       "      <td>157</td>\n",
       "      <td>1</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.15</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>316.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.44</td>\n",
       "      <td>0.17</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.67</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mehdi Abeid</td>\n",
       "      <td>MF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1817</td>\n",
       "      <td>1</td>\n",
       "      <td>0.05</td>\n",
       "      <td>2</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.15</td>\n",
       "      <td>20.2</td>\n",
       "      <td>46.0</td>\n",
       "      <td>2.28</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>801.0</td>\n",
       "      <td>83.7</td>\n",
       "      <td>14638.0</td>\n",
       "      <td>3850.0</td>\n",
       "      <td>18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.4</td>\n",
       "      <td>7</td>\n",
       "      <td>1.63</td>\n",
       "      <td>0.03</td>\n",
       "      <td>41</td>\n",
       "      <td>24.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>25</td>\n",
       "      <td>1.44</td>\n",
       "      <td>20.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Mehdi Abeid</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Player Position                Comp   Age   Min  Goals  \\\n",
       "0  Patrick van Aanholt       DF  eng Premier League  28.0  2507      3   \n",
       "1           Max Aarons       DF  eng Premier League  19.0  3240      0   \n",
       "2     Yunis Abdelhamid       DF          fr Ligue 1  31.0  2520      3   \n",
       "3   Suleiman Abdullahi       FW       de Bundesliga  22.0   157      1   \n",
       "4          Mehdi Abeid       MF          fr Ligue 1  26.0  1817      1   \n",
       "\n",
       "   Goals.1  Asists  Asists.1  GoalAstPer90   90s   SCA  SCA90  ShootPass  \\\n",
       "0     0.11       2      0.07          0.18  27.9  62.0   2.23       32.0   \n",
       "1     0.00       1      0.03          0.03  36.0  55.0   1.53       42.0   \n",
       "2     0.11       0      0.00          0.11  28.0  16.0   0.57       11.0   \n",
       "3     0.57       0      0.00          0.57   1.7   2.0   1.15        1.0   \n",
       "4     0.05       2      0.10          0.15  20.2  46.0   2.28       27.0   \n",
       "\n",
       "   ShootDrib  GCA  GCA90  AssistPass  AssistDrib  CompletedPasses  \\\n",
       "0        3.0  5.0   0.18         3.0         1.0           1227.0   \n",
       "1        3.0  3.0   0.08         1.0         0.0           1316.0   \n",
       "2        0.0  1.0   0.04         1.0         0.0           1328.0   \n",
       "3        1.0  0.0   0.00         0.0         0.0             18.0   \n",
       "4        1.0  4.0   0.20         2.0         0.0            801.0   \n",
       "\n",
       "   PassCompRatio  TotDistPass  ProgDistPass  Crosses  PenaltyWon  \\\n",
       "0           78.8      21251.0        9280.0       44         0.0   \n",
       "1           78.1      20293.0        6834.0       54         1.0   \n",
       "2           87.7      29513.0        9041.0        1         0.0   \n",
       "3           45.0        316.0         132.0        7         0.0   \n",
       "4           83.7      14638.0        3850.0       18         0.0   \n",
       "\n",
       "   AerialWonRate  ShootOnTarget  ShootPer90  GoalPerShoot  TacklesWon  \\\n",
       "0           41.4              5        0.93          0.08          32   \n",
       "1           35.4              4        0.39          0.00          36   \n",
       "2           67.2              5        0.68          0.16          37   \n",
       "3           35.3              3        3.44          0.17           1   \n",
       "4           42.4              7        1.63          0.03          41   \n",
       "\n",
       "   TklDribbling  Blocks  SuccPressRatio  MatchPlayed  PointPerMatch  \\\n",
       "0          22.0    57.0            27.7           29           1.24   \n",
       "1          21.0   100.0            27.1           36           0.50   \n",
       "2          14.0    43.0            37.1           28           1.46   \n",
       "3           1.0     3.0            36.0            6           0.67   \n",
       "4          24.0    18.0            27.3           25           1.44   \n",
       "\n",
       "   TouchPenArea  SuccDrib  DribLegs  PlayerType           PlayerName  \n",
       "0          50.0      18.0       2.0    Defender  Patrick van Aanholt  \n",
       "1          52.0      49.0       2.0    Defender           Max Aarons  \n",
       "2          27.0      21.0       0.0    Defender     Yunis Abdelhamid  \n",
       "3          10.0       2.0       1.0     Forward   Suleiman Abdullahi  \n",
       "4          20.0      12.0       0.0  Midfielder          Mehdi Abeid  "
      ]
     },
     "execution_count": 522,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfstats.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 523,
   "metadata": {},
   "outputs": [],
   "source": [
    "# avg : Goals.1,Asists.1,GoalAstPer90,SCA90,GCA90,PassCompRatio,AerialWonRate,ShootPer90,GoalPerShoot,SuccPressRatio,PointPerMatch,PlayerType\n",
    "# sum : Min,Goals,Asists,90s,SCA,ShootPass,ShootDrib,GCA,AssistPass,AssistDrib,CompletedPasses,TotDistPass,ProgDistPass,Crosses,PenaltyWon,ShootOnTarget, TacklesWon, TklDribbling,Blocks,MatchPlayed, TouchPenArea ,SuccDrib,DribLegs                \n",
    "# There is no automated way to decide which one is avg or sum ! you need to do it by domain knowledge. \n",
    "# https://stackoverflow.com/questions/48909110/python-pandas-mean-and-sum-groupby-on-different-columns-at-the-same-time\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 524,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfstats = dfstats.groupby('Player').agg({'Position':'max', 'Age':'max','Min':'sum','Goals':'sum','Goals.1':'mean','Asists':'sum',\n",
    "                              'Asists.1':'mean','GoalAstPer90':'mean','90s':'sum','SCA':'sum','SCA90':'mean','ShootPass':'sum',\n",
    "                              'ShootDrib':'sum', 'GCA' :'sum', 'GCA90':'mean','AssistPass':'sum','AssistDrib':'sum',\n",
    "                               'CompletedPasses':'sum', 'PassCompRatio':'mean','TotDistPass':'sum', 'ProgDistPass':'sum',\n",
    "                               'Crosses':'sum','PenaltyWon':'sum','AerialWonRate':'mean', 'ShootOnTarget':'sum',\n",
    "                               'ShootPer90':'mean', 'GoalPerShoot':'mean','TacklesWon':'sum','TklDribbling':'sum',\n",
    "                               'Blocks':'sum', 'SuccPressRatio':'mean', 'MatchPlayed':'sum' ,'PointPerMatch':'mean',                              \n",
    "                              'TouchPenArea':'sum','Comp':'max', 'SuccDrib':'sum', 'DribLegs':'sum' ,'PlayerType':'max' ,'PlayerName':'max'\n",
    "                              })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 525,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 2601 entries, Aaron Connolly to Ștefan Radu\n",
      "Data columns (total 39 columns):\n",
      " #   Column           Non-Null Count  Dtype  \n",
      "---  ------           --------------  -----  \n",
      " 0   Position         2601 non-null   object \n",
      " 1   Age              2601 non-null   float64\n",
      " 2   Min              2601 non-null   int32  \n",
      " 3   Goals            2601 non-null   int64  \n",
      " 4   Goals.1          2601 non-null   float64\n",
      " 5   Asists           2601 non-null   int64  \n",
      " 6   Asists.1         2601 non-null   float64\n",
      " 7   GoalAstPer90     2601 non-null   float64\n",
      " 8   90s              2601 non-null   float64\n",
      " 9   SCA              2601 non-null   float64\n",
      " 10  SCA90            2601 non-null   float64\n",
      " 11  ShootPass        2601 non-null   float64\n",
      " 12  ShootDrib        2601 non-null   float64\n",
      " 13  GCA              2601 non-null   float64\n",
      " 14  GCA90            2601 non-null   float64\n",
      " 15  AssistPass       2601 non-null   float64\n",
      " 16  AssistDrib       2601 non-null   float64\n",
      " 17  CompletedPasses  2601 non-null   float64\n",
      " 18  PassCompRatio    2601 non-null   float64\n",
      " 19  TotDistPass      2601 non-null   float64\n",
      " 20  ProgDistPass     2601 non-null   float64\n",
      " 21  Crosses          2601 non-null   int64  \n",
      " 22  PenaltyWon       2601 non-null   float64\n",
      " 23  AerialWonRate    2601 non-null   float64\n",
      " 24  ShootOnTarget    2601 non-null   int64  \n",
      " 25  ShootPer90       2601 non-null   float64\n",
      " 26  GoalPerShoot     2601 non-null   float64\n",
      " 27  TacklesWon       2601 non-null   int64  \n",
      " 28  TklDribbling     2601 non-null   float64\n",
      " 29  Blocks           2601 non-null   float64\n",
      " 30  SuccPressRatio   2601 non-null   float64\n",
      " 31  MatchPlayed      2601 non-null   int64  \n",
      " 32  PointPerMatch    2601 non-null   float64\n",
      " 33  TouchPenArea     2601 non-null   float64\n",
      " 34  Comp             2601 non-null   object \n",
      " 35  SuccDrib         2601 non-null   float64\n",
      " 36  DribLegs         2601 non-null   float64\n",
      " 37  PlayerType       2601 non-null   object \n",
      " 38  PlayerName       2601 non-null   object \n",
      "dtypes: float64(28), int32(1), int64(6), object(4)\n",
      "memory usage: 802.7+ KB\n"
     ]
    }
   ],
   "source": [
    "dfstats.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 526,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Min</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Goals.1</th>\n",
       "      <th>Asists</th>\n",
       "      <th>Asists.1</th>\n",
       "      <th>GoalAstPer90</th>\n",
       "      <th>90s</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>ShootPass</th>\n",
       "      <th>ShootDrib</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>AssistPass</th>\n",
       "      <th>AssistDrib</th>\n",
       "      <th>CompletedPasses</th>\n",
       "      <th>PassCompRatio</th>\n",
       "      <th>TotDistPass</th>\n",
       "      <th>ProgDistPass</th>\n",
       "      <th>Crosses</th>\n",
       "      <th>PenaltyWon</th>\n",
       "      <th>AerialWonRate</th>\n",
       "      <th>ShootOnTarget</th>\n",
       "      <th>ShootPer90</th>\n",
       "      <th>GoalPerShoot</th>\n",
       "      <th>TacklesWon</th>\n",
       "      <th>TklDribbling</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>SuccPressRatio</th>\n",
       "      <th>MatchPlayed</th>\n",
       "      <th>PointPerMatch</th>\n",
       "      <th>TouchPenArea</th>\n",
       "      <th>Comp</th>\n",
       "      <th>SuccDrib</th>\n",
       "      <th>DribLegs</th>\n",
       "      <th>PlayerType</th>\n",
       "      <th>PlayerName</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Player</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Aaron Connolly</th>\n",
       "      <td>FW</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1258</td>\n",
       "      <td>3</td>\n",
       "      <td>0.21</td>\n",
       "      <td>1</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.29</td>\n",
       "      <td>14.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1.79</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.36</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>77.3</td>\n",
       "      <td>1739.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>22.6</td>\n",
       "      <td>13</td>\n",
       "      <td>2.72</td>\n",
       "      <td>0.08</td>\n",
       "      <td>8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>29.5</td>\n",
       "      <td>24</td>\n",
       "      <td>1.13</td>\n",
       "      <td>61.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Aaron Connolly</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Cresswell</th>\n",
       "      <td>DF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2727</td>\n",
       "      <td>3</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>30.3</td>\n",
       "      <td>46.0</td>\n",
       "      <td>1.52</td>\n",
       "      <td>33.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.07</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1241.0</td>\n",
       "      <td>73.8</td>\n",
       "      <td>21630.0</td>\n",
       "      <td>10702.0</td>\n",
       "      <td>70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.17</td>\n",
       "      <td>29</td>\n",
       "      <td>24.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>33.2</td>\n",
       "      <td>31</td>\n",
       "      <td>0.97</td>\n",
       "      <td>26.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Aaron Cresswell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Lennon</th>\n",
       "      <td>MF</td>\n",
       "      <td>32.0</td>\n",
       "      <td>496</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.27</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.18</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>70.2</td>\n",
       "      <td>1434.0</td>\n",
       "      <td>347.0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9</td>\n",
       "      <td>9.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>18.9</td>\n",
       "      <td>16</td>\n",
       "      <td>1.31</td>\n",
       "      <td>6.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Aaron Lennon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Leya Iseka</th>\n",
       "      <td>FW</td>\n",
       "      <td>21.0</td>\n",
       "      <td>777</td>\n",
       "      <td>2</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.23</td>\n",
       "      <td>8.6</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.32</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>77.6</td>\n",
       "      <td>1881.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>34.5</td>\n",
       "      <td>8</td>\n",
       "      <td>2.90</td>\n",
       "      <td>0.04</td>\n",
       "      <td>5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>20.4</td>\n",
       "      <td>22</td>\n",
       "      <td>0.27</td>\n",
       "      <td>39.0</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Aaron Leya Iseka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Mooy</th>\n",
       "      <td>MF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2085</td>\n",
       "      <td>2</td>\n",
       "      <td>0.09</td>\n",
       "      <td>2</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.17</td>\n",
       "      <td>23.2</td>\n",
       "      <td>70.0</td>\n",
       "      <td>3.02</td>\n",
       "      <td>51.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.30</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>825.0</td>\n",
       "      <td>76.7</td>\n",
       "      <td>14311.0</td>\n",
       "      <td>4142.0</td>\n",
       "      <td>53</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.3</td>\n",
       "      <td>8</td>\n",
       "      <td>1.42</td>\n",
       "      <td>0.06</td>\n",
       "      <td>31</td>\n",
       "      <td>8.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>29.7</td>\n",
       "      <td>31</td>\n",
       "      <td>1.03</td>\n",
       "      <td>42.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>37.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Aaron Mooy</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",
       "      <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>Łukasz Skorupski</th>\n",
       "      <td>GK</td>\n",
       "      <td>28.0</td>\n",
       "      <td>3330</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>37.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.14</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>868.0</td>\n",
       "      <td>75.7</td>\n",
       "      <td>24707.0</td>\n",
       "      <td>13673.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.3</td>\n",
       "      <td>37</td>\n",
       "      <td>1.24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Goalkeeper</td>\n",
       "      <td>Łukasz Skorupski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Łukasz Teodorczyk</th>\n",
       "      <td>FW</td>\n",
       "      <td>28.0</td>\n",
       "      <td>222</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.41</td>\n",
       "      <td>2.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.43</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.81</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>74.3</td>\n",
       "      <td>884.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1.62</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>22.8</td>\n",
       "      <td>14</td>\n",
       "      <td>1.07</td>\n",
       "      <td>10.0</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Łukasz Teodorczyk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Šime Vrsaljko</th>\n",
       "      <td>DF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>362</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.25</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>66.9</td>\n",
       "      <td>1949.0</td>\n",
       "      <td>901.0</td>\n",
       "      <td>14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>84.2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4</td>\n",
       "      <td>6.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>39.5</td>\n",
       "      <td>5</td>\n",
       "      <td>1.60</td>\n",
       "      <td>5.0</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Šime Vrsaljko</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Žan Majer</th>\n",
       "      <td>MF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1664</td>\n",
       "      <td>1</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.11</td>\n",
       "      <td>18.5</td>\n",
       "      <td>42.0</td>\n",
       "      <td>2.27</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.22</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>593.0</td>\n",
       "      <td>79.5</td>\n",
       "      <td>10548.0</td>\n",
       "      <td>2677.0</td>\n",
       "      <td>24</td>\n",
       "      <td>1.0</td>\n",
       "      <td>47.8</td>\n",
       "      <td>8</td>\n",
       "      <td>1.08</td>\n",
       "      <td>0.05</td>\n",
       "      <td>20</td>\n",
       "      <td>10.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>22.9</td>\n",
       "      <td>27</td>\n",
       "      <td>1.11</td>\n",
       "      <td>23.0</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Žan Majer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ștefan Radu</th>\n",
       "      <td>DF</td>\n",
       "      <td>32.0</td>\n",
       "      <td>2306</td>\n",
       "      <td>1</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>25.6</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.86</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1197.0</td>\n",
       "      <td>87.3</td>\n",
       "      <td>23176.0</td>\n",
       "      <td>8477.0</td>\n",
       "      <td>30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>54.1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.20</td>\n",
       "      <td>28</td>\n",
       "      <td>28.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>35.9</td>\n",
       "      <td>29</td>\n",
       "      <td>2.07</td>\n",
       "      <td>6.0</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Ștefan Radu</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2601 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Position   Age   Min  Goals  Goals.1  Asists  Asists.1  \\\n",
       "Player                                                                     \n",
       "Aaron Connolly          FW  19.0  1258      3     0.21       1      0.07   \n",
       "Aaron Cresswell         DF  29.0  2727      3     0.10       0      0.00   \n",
       "Aaron Lennon            MF  32.0   496      0     0.00       0      0.00   \n",
       "Aaron Leya Iseka        FW  21.0   777      2     0.23       0      0.00   \n",
       "Aaron Mooy              MF  28.0  2085      2     0.09       2      0.09   \n",
       "...                    ...   ...   ...    ...      ...     ...       ...   \n",
       "Łukasz Skorupski        GK  28.0  3330      0     0.00       0      0.00   \n",
       "Łukasz Teodorczyk       FW  28.0   222      0     0.00       1      0.41   \n",
       "Šime Vrsaljko           DF  27.0   362      0     0.00       1      0.25   \n",
       "Žan Majer               MF  27.0  1664      1     0.05       1      0.05   \n",
       "Ștefan Radu             DF  32.0  2306      1     0.04       0      0.00   \n",
       "\n",
       "                   GoalAstPer90   90s   SCA  SCA90  ShootPass  ShootDrib  GCA  \\\n",
       "Player                                                                          \n",
       "Aaron Connolly             0.29  14.0  25.0   1.79        7.0        3.0  5.0   \n",
       "Aaron Cresswell            0.10  30.3  46.0   1.52       33.0        2.0  2.0   \n",
       "Aaron Lennon               0.00   5.5   7.0   1.27        6.0        0.0  1.0   \n",
       "Aaron Leya Iseka           0.23   8.6  20.0   2.32       13.0        1.0  1.0   \n",
       "Aaron Mooy                 0.17  23.2  70.0   3.02       51.0        3.0  7.0   \n",
       "...                         ...   ...   ...    ...        ...        ...  ...   \n",
       "Łukasz Skorupski           0.00  37.0   5.0   0.14        5.0        0.0  1.0   \n",
       "Łukasz Teodorczyk          0.41   2.5   6.0   2.43        6.0        0.0  2.0   \n",
       "Šime Vrsaljko              0.25   4.0   3.0   0.75        3.0        0.0  1.0   \n",
       "Žan Majer                  0.11  18.5  42.0   2.27       37.0        1.0  4.0   \n",
       "Ștefan Radu                0.04  25.6  22.0   0.86       20.0        0.0  0.0   \n",
       "\n",
       "                   GCA90  AssistPass  AssistDrib  CompletedPasses  \\\n",
       "Player                                                              \n",
       "Aaron Connolly      0.36         1.0         1.0            126.0   \n",
       "Aaron Cresswell     0.07         1.0         1.0           1241.0   \n",
       "Aaron Lennon        0.18         1.0         0.0             92.0   \n",
       "Aaron Leya Iseka    0.12         0.0         0.0            142.0   \n",
       "Aaron Mooy          0.30         4.0         2.0            825.0   \n",
       "...                  ...         ...         ...              ...   \n",
       "Łukasz Skorupski    0.03         1.0         0.0            868.0   \n",
       "Łukasz Teodorczyk   0.81         2.0         0.0             55.0   \n",
       "Šime Vrsaljko       0.25         1.0         0.0            113.0   \n",
       "Žan Majer           0.22         2.0         0.0            593.0   \n",
       "Ștefan Radu         0.00         0.0         0.0           1197.0   \n",
       "\n",
       "                   PassCompRatio  TotDistPass  ProgDistPass  Crosses  \\\n",
       "Player                                                                 \n",
       "Aaron Connolly              77.3       1739.0         242.0        7   \n",
       "Aaron Cresswell             73.8      21630.0       10702.0       70   \n",
       "Aaron Lennon                70.2       1434.0         347.0        9   \n",
       "Aaron Leya Iseka            77.6       1881.0         252.0        3   \n",
       "Aaron Mooy                  76.7      14311.0        4142.0       53   \n",
       "...                          ...          ...           ...      ...   \n",
       "Łukasz Skorupski            75.7      24707.0       13673.0        0   \n",
       "Łukasz Teodorczyk           74.3        884.0         184.0        1   \n",
       "Šime Vrsaljko               66.9       1949.0         901.0       14   \n",
       "Žan Majer                   79.5      10548.0        2677.0       24   \n",
       "Ștefan Radu                 87.3      23176.0        8477.0       30   \n",
       "\n",
       "                   PenaltyWon  AerialWonRate  ShootOnTarget  ShootPer90  \\\n",
       "Player                                                                    \n",
       "Aaron Connolly            2.0           22.6             13        2.72   \n",
       "Aaron Cresswell           0.0           60.0              5        0.59   \n",
       "Aaron Lennon              0.0           27.3              0        0.18   \n",
       "Aaron Leya Iseka          1.0           34.5              8        2.90   \n",
       "Aaron Mooy                0.0           33.3              8        1.42   \n",
       "...                       ...            ...            ...         ...   \n",
       "Łukasz Skorupski          0.0            0.0              0        0.00   \n",
       "Łukasz Teodorczyk         0.0           45.0              2        1.62   \n",
       "Šime Vrsaljko             0.0           84.2              0        0.00   \n",
       "Žan Majer                 1.0           47.8              8        1.08   \n",
       "Ștefan Radu               0.0           54.1              1        0.20   \n",
       "\n",
       "                   GoalPerShoot  TacklesWon  TklDribbling  Blocks  \\\n",
       "Player                                                              \n",
       "Aaron Connolly             0.08           8           3.0     8.0   \n",
       "Aaron Cresswell            0.17          29          24.0    64.0   \n",
       "Aaron Lennon               0.00           9           9.0     8.0   \n",
       "Aaron Leya Iseka           0.04           5           2.0     6.0   \n",
       "Aaron Mooy                 0.06          31           8.0    48.0   \n",
       "...                         ...         ...           ...     ...   \n",
       "Łukasz Skorupski           0.00           0           0.0     0.0   \n",
       "Łukasz Teodorczyk          0.00           5           2.0     1.0   \n",
       "Šime Vrsaljko              0.00           4           6.0    12.0   \n",
       "Žan Majer                  0.05          20          10.0    42.0   \n",
       "Ștefan Radu                0.20          28          28.0    30.0   \n",
       "\n",
       "                   SuccPressRatio  MatchPlayed  PointPerMatch  TouchPenArea  \\\n",
       "Player                                                                        \n",
       "Aaron Connolly               29.5           24           1.13          61.0   \n",
       "Aaron Cresswell              33.2           31           0.97          26.0   \n",
       "Aaron Lennon                 18.9           16           1.31           6.0   \n",
       "Aaron Leya Iseka             20.4           22           0.27          39.0   \n",
       "Aaron Mooy                   29.7           31           1.03          42.0   \n",
       "...                           ...          ...            ...           ...   \n",
       "Łukasz Skorupski             33.3           37           1.24           0.0   \n",
       "Łukasz Teodorczyk            22.8           14           1.07          10.0   \n",
       "Šime Vrsaljko                39.5            5           1.60           5.0   \n",
       "Žan Majer                    22.9           27           1.11          23.0   \n",
       "Ștefan Radu                  35.9           29           2.07           6.0   \n",
       "\n",
       "                                 Comp  SuccDrib  DribLegs  PlayerType  \\\n",
       "Player                                                                  \n",
       "Aaron Connolly     eng Premier League       6.0       1.0     Forward   \n",
       "Aaron Cresswell    eng Premier League      16.0       2.0    Defender   \n",
       "Aaron Lennon       eng Premier League       6.0       0.0  Midfielder   \n",
       "Aaron Leya Iseka           fr Ligue 1       7.0       0.0     Forward   \n",
       "Aaron Mooy         eng Premier League      37.0       0.0  Midfielder   \n",
       "...                               ...       ...       ...         ...   \n",
       "Łukasz Skorupski           it Serie A       0.0       0.0  Goalkeeper   \n",
       "Łukasz Teodorczyk          it Serie A       4.0       0.0     Forward   \n",
       "Šime Vrsaljko              es La Liga       0.0       0.0    Defender   \n",
       "Žan Majer                  it Serie A      13.0       1.0  Midfielder   \n",
       "Ștefan Radu                it Serie A      15.0       0.0    Defender   \n",
       "\n",
       "                          PlayerName  \n",
       "Player                                \n",
       "Aaron Connolly        Aaron Connolly  \n",
       "Aaron Cresswell      Aaron Cresswell  \n",
       "Aaron Lennon            Aaron Lennon  \n",
       "Aaron Leya Iseka    Aaron Leya Iseka  \n",
       "Aaron Mooy                Aaron Mooy  \n",
       "...                              ...  \n",
       "Łukasz Skorupski    Łukasz Skorupski  \n",
       "Łukasz Teodorczyk  Łukasz Teodorczyk  \n",
       "Šime Vrsaljko          Šime Vrsaljko  \n",
       "Žan Majer                  Žan Majer  \n",
       "Ștefan Radu              Ștefan Radu  \n",
       "\n",
       "[2601 rows x 39 columns]"
      ]
     },
     "execution_count": 526,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfstats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 527,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Min</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Goals.1</th>\n",
       "      <th>Asists</th>\n",
       "      <th>Asists.1</th>\n",
       "      <th>GoalAstPer90</th>\n",
       "      <th>90s</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>ShootPass</th>\n",
       "      <th>ShootDrib</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>AssistPass</th>\n",
       "      <th>AssistDrib</th>\n",
       "      <th>CompletedPasses</th>\n",
       "      <th>PassCompRatio</th>\n",
       "      <th>TotDistPass</th>\n",
       "      <th>ProgDistPass</th>\n",
       "      <th>Crosses</th>\n",
       "      <th>PenaltyWon</th>\n",
       "      <th>AerialWonRate</th>\n",
       "      <th>ShootOnTarget</th>\n",
       "      <th>ShootPer90</th>\n",
       "      <th>GoalPerShoot</th>\n",
       "      <th>TacklesWon</th>\n",
       "      <th>TklDribbling</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>SuccPressRatio</th>\n",
       "      <th>MatchPlayed</th>\n",
       "      <th>PointPerMatch</th>\n",
       "      <th>TouchPenArea</th>\n",
       "      <th>Comp</th>\n",
       "      <th>SuccDrib</th>\n",
       "      <th>DribLegs</th>\n",
       "      <th>PlayerType</th>\n",
       "      <th>PlayerName</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Player</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Adama Traoré</th>\n",
       "      <td>MF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3637</td>\n",
       "      <td>5</td>\n",
       "      <td>0.076667</td>\n",
       "      <td>13</td>\n",
       "      <td>0.223333</td>\n",
       "      <td>0.3</td>\n",
       "      <td>40.4</td>\n",
       "      <td>155.0</td>\n",
       "      <td>2.806667</td>\n",
       "      <td>103.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.293333</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1030.0</td>\n",
       "      <td>76.7</td>\n",
       "      <td>18072.0</td>\n",
       "      <td>4891.0</td>\n",
       "      <td>161</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.866667</td>\n",
       "      <td>16</td>\n",
       "      <td>1.003333</td>\n",
       "      <td>0.05</td>\n",
       "      <td>26</td>\n",
       "      <td>12.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>15.9</td>\n",
       "      <td>54</td>\n",
       "      <td>1.09</td>\n",
       "      <td>128.0</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>186.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Adama Traoré</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Position   Age   Min  Goals   Goals.1  Asists  Asists.1  \\\n",
       "Player                                                                 \n",
       "Adama Traoré       MF  24.0  3637      5  0.076667      13  0.223333   \n",
       "\n",
       "              GoalAstPer90   90s    SCA     SCA90  ShootPass  ShootDrib   GCA  \\\n",
       "Player                                                                          \n",
       "Adama Traoré           0.3  40.4  155.0  2.806667      103.0       19.0  19.0   \n",
       "\n",
       "                 GCA90  AssistPass  AssistDrib  CompletedPasses  \\\n",
       "Player                                                            \n",
       "Adama Traoré  0.293333        14.0         1.0           1030.0   \n",
       "\n",
       "              PassCompRatio  TotDistPass  ProgDistPass  Crosses  PenaltyWon  \\\n",
       "Player                                                                        \n",
       "Adama Traoré           76.7      18072.0        4891.0      161         0.0   \n",
       "\n",
       "              AerialWonRate  ShootOnTarget  ShootPer90  GoalPerShoot  \\\n",
       "Player                                                                 \n",
       "Adama Traoré      40.866667             16    1.003333          0.05   \n",
       "\n",
       "              TacklesWon  TklDribbling  Blocks  SuccPressRatio  MatchPlayed  \\\n",
       "Player                                                                        \n",
       "Adama Traoré          26          12.0    42.0            15.9           54   \n",
       "\n",
       "              PointPerMatch  TouchPenArea        Comp  SuccDrib  DribLegs  \\\n",
       "Player                                                                      \n",
       "Adama Traoré           1.09         128.0  fr Ligue 1     186.0       5.0   \n",
       "\n",
       "              PlayerType    PlayerName  \n",
       "Player                                  \n",
       "Adama Traoré  Midfielder  Adama Traoré  "
      ]
     },
     "execution_count": 527,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfstats[dfstats['PlayerName']=='Adama Traoré']\n",
    "# we have some problems about adame for min. data  25 1007 2,605\n",
    "# now it's fixed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 528,
   "metadata": {},
   "outputs": [
    {
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       "      <td>Nikolai Rehnen</td>\n",
       "      <td>23</td>\n",
       "      <td>€ 70.0K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2296</th>\n",
       "      <td>2296</td>\n",
       "      <td>Jabez Makanda</td>\n",
       "      <td>18</td>\n",
       "      <td>€ 70.0K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2297</th>\n",
       "      <td>2297</td>\n",
       "      <td>Stefan Rankic</td>\n",
       "      <td>19</td>\n",
       "      <td>€ 40.0K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2298</th>\n",
       "      <td>2298</td>\n",
       "      <td>Yannick Brugger</td>\n",
       "      <td>19</td>\n",
       "      <td>€ 30.0K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2299</th>\n",
       "      <td>2299</td>\n",
       "      <td>Maximilian Göggel</td>\n",
       "      <td>18</td>\n",
       "      <td>€ 10.0K</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2300 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0               Name  Age    Value\n",
       "0              0    Kevin De Bruyne   29  € 90.0M\n",
       "1              1         Harry Kane   27  € 90.0M\n",
       "2              2         Sadio Mané   28  € 90.0M\n",
       "3              3    Virgil van Dijk   29  € 70.0M\n",
       "4              4      Mohamed Salah   28  € 90.0M\n",
       "...          ...                ...  ...      ...\n",
       "2295        2295     Nikolai Rehnen   23  € 70.0K\n",
       "2296        2296      Jabez Makanda   18  € 70.0K\n",
       "2297        2297      Stefan Rankic   19  € 40.0K\n",
       "2298        2298    Yannick Brugger   19  € 30.0K\n",
       "2299        2299  Maximilian Göggel   18  € 10.0K\n",
       "\n",
       "[2300 rows x 4 columns]"
      ]
     },
     "execution_count": 528,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_values = pd.read_csv('fm21_data_big5.txt', sep=';')\n",
    "df_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 529,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_values = df_values.loc[:,['Name','Value']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 530,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Value</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Kevin De Bruyne</td>\n",
       "      <td>€ 90.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Harry Kane</td>\n",
       "      <td>€ 90.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Sadio Mané</td>\n",
       "      <td>€ 90.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Virgil van Dijk</td>\n",
       "      <td>€ 70.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mohamed Salah</td>\n",
       "      <td>€ 90.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2295</th>\n",
       "      <td>Nikolai Rehnen</td>\n",
       "      <td>€ 70.0K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2296</th>\n",
       "      <td>Jabez Makanda</td>\n",
       "      <td>€ 70.0K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2297</th>\n",
       "      <td>Stefan Rankic</td>\n",
       "      <td>€ 40.0K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2298</th>\n",
       "      <td>Yannick Brugger</td>\n",
       "      <td>€ 30.0K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2299</th>\n",
       "      <td>Maximilian Göggel</td>\n",
       "      <td>€ 10.0K</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2300 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Name    Value\n",
       "0       Kevin De Bruyne  € 90.0M\n",
       "1            Harry Kane  € 90.0M\n",
       "2            Sadio Mané  € 90.0M\n",
       "3       Virgil van Dijk  € 70.0M\n",
       "4         Mohamed Salah  € 90.0M\n",
       "...                 ...      ...\n",
       "2295     Nikolai Rehnen  € 70.0K\n",
       "2296      Jabez Makanda  € 70.0K\n",
       "2297      Stefan Rankic  € 40.0K\n",
       "2298    Yannick Brugger  € 30.0K\n",
       "2299  Maximilian Göggel  € 10.0K\n",
       "\n",
       "[2300 rows x 2 columns]"
      ]
     },
     "execution_count": 530,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 531,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Min</th>\n",
       "      <th>Goals</th>\n",
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       "      <th>Player</th>\n",
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       "    <tr>\n",
       "      <th>Aaron Connolly</th>\n",
       "      <td>FW</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1258</td>\n",
       "      <td>3</td>\n",
       "      <td>0.21</td>\n",
       "      <td>1</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.29</td>\n",
       "      <td>14.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1.79</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.36</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>77.3</td>\n",
       "      <td>1739.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>22.6</td>\n",
       "      <td>13</td>\n",
       "      <td>2.72</td>\n",
       "      <td>0.08</td>\n",
       "      <td>8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>29.5</td>\n",
       "      <td>24</td>\n",
       "      <td>1.13</td>\n",
       "      <td>61.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Aaron Connolly</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Cresswell</th>\n",
       "      <td>DF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2727</td>\n",
       "      <td>3</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>30.3</td>\n",
       "      <td>46.0</td>\n",
       "      <td>1.52</td>\n",
       "      <td>33.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.07</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1241.0</td>\n",
       "      <td>73.8</td>\n",
       "      <td>21630.0</td>\n",
       "      <td>10702.0</td>\n",
       "      <td>70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.17</td>\n",
       "      <td>29</td>\n",
       "      <td>24.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>33.2</td>\n",
       "      <td>31</td>\n",
       "      <td>0.97</td>\n",
       "      <td>26.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Aaron Cresswell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Lennon</th>\n",
       "      <td>MF</td>\n",
       "      <td>32.0</td>\n",
       "      <td>496</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.5</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.18</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>70.2</td>\n",
       "      <td>1434.0</td>\n",
       "      <td>347.0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9</td>\n",
       "      <td>9.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>18.9</td>\n",
       "      <td>16</td>\n",
       "      <td>1.31</td>\n",
       "      <td>6.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Aaron Lennon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Leya Iseka</th>\n",
       "      <td>FW</td>\n",
       "      <td>21.0</td>\n",
       "      <td>777</td>\n",
       "      <td>2</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.23</td>\n",
       "      <td>8.6</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.32</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>77.6</td>\n",
       "      <td>1881.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>34.5</td>\n",
       "      <td>8</td>\n",
       "      <td>2.90</td>\n",
       "      <td>0.04</td>\n",
       "      <td>5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>20.4</td>\n",
       "      <td>22</td>\n",
       "      <td>0.27</td>\n",
       "      <td>39.0</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Aaron Leya Iseka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Mooy</th>\n",
       "      <td>MF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2085</td>\n",
       "      <td>2</td>\n",
       "      <td>0.09</td>\n",
       "      <td>2</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.17</td>\n",
       "      <td>23.2</td>\n",
       "      <td>70.0</td>\n",
       "      <td>3.02</td>\n",
       "      <td>51.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.30</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>825.0</td>\n",
       "      <td>76.7</td>\n",
       "      <td>14311.0</td>\n",
       "      <td>4142.0</td>\n",
       "      <td>53</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.3</td>\n",
       "      <td>8</td>\n",
       "      <td>1.42</td>\n",
       "      <td>0.06</td>\n",
       "      <td>31</td>\n",
       "      <td>8.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>29.7</td>\n",
       "      <td>31</td>\n",
       "      <td>1.03</td>\n",
       "      <td>42.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>37.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Aaron Mooy</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>Łukasz Skorupski</th>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>37.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.14</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>868.0</td>\n",
       "      <td>75.7</td>\n",
       "      <td>24707.0</td>\n",
       "      <td>13673.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.3</td>\n",
       "      <td>37</td>\n",
       "      <td>1.24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Goalkeeper</td>\n",
       "      <td>Łukasz Skorupski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Łukasz Teodorczyk</th>\n",
       "      <td>FW</td>\n",
       "      <td>28.0</td>\n",
       "      <td>222</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.41</td>\n",
       "      <td>2.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.43</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.81</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>74.3</td>\n",
       "      <td>884.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1.62</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>22.8</td>\n",
       "      <td>14</td>\n",
       "      <td>1.07</td>\n",
       "      <td>10.0</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Łukasz Teodorczyk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Šime Vrsaljko</th>\n",
       "      <td>DF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>362</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.25</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>66.9</td>\n",
       "      <td>1949.0</td>\n",
       "      <td>901.0</td>\n",
       "      <td>14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>84.2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4</td>\n",
       "      <td>6.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>39.5</td>\n",
       "      <td>5</td>\n",
       "      <td>1.60</td>\n",
       "      <td>5.0</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Šime Vrsaljko</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Žan Majer</th>\n",
       "      <td>MF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1664</td>\n",
       "      <td>1</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.11</td>\n",
       "      <td>18.5</td>\n",
       "      <td>42.0</td>\n",
       "      <td>2.27</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.22</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>593.0</td>\n",
       "      <td>79.5</td>\n",
       "      <td>10548.0</td>\n",
       "      <td>2677.0</td>\n",
       "      <td>24</td>\n",
       "      <td>1.0</td>\n",
       "      <td>47.8</td>\n",
       "      <td>8</td>\n",
       "      <td>1.08</td>\n",
       "      <td>0.05</td>\n",
       "      <td>20</td>\n",
       "      <td>10.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>22.9</td>\n",
       "      <td>27</td>\n",
       "      <td>1.11</td>\n",
       "      <td>23.0</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Žan Majer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ștefan Radu</th>\n",
       "      <td>DF</td>\n",
       "      <td>32.0</td>\n",
       "      <td>2306</td>\n",
       "      <td>1</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>25.6</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.86</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1197.0</td>\n",
       "      <td>87.3</td>\n",
       "      <td>23176.0</td>\n",
       "      <td>8477.0</td>\n",
       "      <td>30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>54.1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.20</td>\n",
       "      <td>28</td>\n",
       "      <td>28.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>35.9</td>\n",
       "      <td>29</td>\n",
       "      <td>2.07</td>\n",
       "      <td>6.0</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Ștefan Radu</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2601 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Position   Age   Min  Goals  Goals.1  Asists  Asists.1  \\\n",
       "Player                                                                     \n",
       "Aaron Connolly          FW  19.0  1258      3     0.21       1      0.07   \n",
       "Aaron Cresswell         DF  29.0  2727      3     0.10       0      0.00   \n",
       "Aaron Lennon            MF  32.0   496      0     0.00       0      0.00   \n",
       "Aaron Leya Iseka        FW  21.0   777      2     0.23       0      0.00   \n",
       "Aaron Mooy              MF  28.0  2085      2     0.09       2      0.09   \n",
       "...                    ...   ...   ...    ...      ...     ...       ...   \n",
       "Łukasz Skorupski        GK  28.0  3330      0     0.00       0      0.00   \n",
       "Łukasz Teodorczyk       FW  28.0   222      0     0.00       1      0.41   \n",
       "Šime Vrsaljko           DF  27.0   362      0     0.00       1      0.25   \n",
       "Žan Majer               MF  27.0  1664      1     0.05       1      0.05   \n",
       "Ștefan Radu             DF  32.0  2306      1     0.04       0      0.00   \n",
       "\n",
       "                   GoalAstPer90   90s   SCA  SCA90  ShootPass  ShootDrib  GCA  \\\n",
       "Player                                                                          \n",
       "Aaron Connolly             0.29  14.0  25.0   1.79        7.0        3.0  5.0   \n",
       "Aaron Cresswell            0.10  30.3  46.0   1.52       33.0        2.0  2.0   \n",
       "Aaron Lennon               0.00   5.5   7.0   1.27        6.0        0.0  1.0   \n",
       "Aaron Leya Iseka           0.23   8.6  20.0   2.32       13.0        1.0  1.0   \n",
       "Aaron Mooy                 0.17  23.2  70.0   3.02       51.0        3.0  7.0   \n",
       "...                         ...   ...   ...    ...        ...        ...  ...   \n",
       "Łukasz Skorupski           0.00  37.0   5.0   0.14        5.0        0.0  1.0   \n",
       "Łukasz Teodorczyk          0.41   2.5   6.0   2.43        6.0        0.0  2.0   \n",
       "Šime Vrsaljko              0.25   4.0   3.0   0.75        3.0        0.0  1.0   \n",
       "Žan Majer                  0.11  18.5  42.0   2.27       37.0        1.0  4.0   \n",
       "Ștefan Radu                0.04  25.6  22.0   0.86       20.0        0.0  0.0   \n",
       "\n",
       "                   GCA90  AssistPass  AssistDrib  CompletedPasses  \\\n",
       "Player                                                              \n",
       "Aaron Connolly      0.36         1.0         1.0            126.0   \n",
       "Aaron Cresswell     0.07         1.0         1.0           1241.0   \n",
       "Aaron Lennon        0.18         1.0         0.0             92.0   \n",
       "Aaron Leya Iseka    0.12         0.0         0.0            142.0   \n",
       "Aaron Mooy          0.30         4.0         2.0            825.0   \n",
       "...                  ...         ...         ...              ...   \n",
       "Łukasz Skorupski    0.03         1.0         0.0            868.0   \n",
       "Łukasz Teodorczyk   0.81         2.0         0.0             55.0   \n",
       "Šime Vrsaljko       0.25         1.0         0.0            113.0   \n",
       "Žan Majer           0.22         2.0         0.0            593.0   \n",
       "Ștefan Radu         0.00         0.0         0.0           1197.0   \n",
       "\n",
       "                   PassCompRatio  TotDistPass  ProgDistPass  Crosses  \\\n",
       "Player                                                                 \n",
       "Aaron Connolly              77.3       1739.0         242.0        7   \n",
       "Aaron Cresswell             73.8      21630.0       10702.0       70   \n",
       "Aaron Lennon                70.2       1434.0         347.0        9   \n",
       "Aaron Leya Iseka            77.6       1881.0         252.0        3   \n",
       "Aaron Mooy                  76.7      14311.0        4142.0       53   \n",
       "...                          ...          ...           ...      ...   \n",
       "Łukasz Skorupski            75.7      24707.0       13673.0        0   \n",
       "Łukasz Teodorczyk           74.3        884.0         184.0        1   \n",
       "Šime Vrsaljko               66.9       1949.0         901.0       14   \n",
       "Žan Majer                   79.5      10548.0        2677.0       24   \n",
       "Ștefan Radu                 87.3      23176.0        8477.0       30   \n",
       "\n",
       "                   PenaltyWon  AerialWonRate  ShootOnTarget  ShootPer90  \\\n",
       "Player                                                                    \n",
       "Aaron Connolly            2.0           22.6             13        2.72   \n",
       "Aaron Cresswell           0.0           60.0              5        0.59   \n",
       "Aaron Lennon              0.0           27.3              0        0.18   \n",
       "Aaron Leya Iseka          1.0           34.5              8        2.90   \n",
       "Aaron Mooy                0.0           33.3              8        1.42   \n",
       "...                       ...            ...            ...         ...   \n",
       "Łukasz Skorupski          0.0            0.0              0        0.00   \n",
       "Łukasz Teodorczyk         0.0           45.0              2        1.62   \n",
       "Šime Vrsaljko             0.0           84.2              0        0.00   \n",
       "Žan Majer                 1.0           47.8              8        1.08   \n",
       "Ștefan Radu               0.0           54.1              1        0.20   \n",
       "\n",
       "                   GoalPerShoot  TacklesWon  TklDribbling  Blocks  \\\n",
       "Player                                                              \n",
       "Aaron Connolly             0.08           8           3.0     8.0   \n",
       "Aaron Cresswell            0.17          29          24.0    64.0   \n",
       "Aaron Lennon               0.00           9           9.0     8.0   \n",
       "Aaron Leya Iseka           0.04           5           2.0     6.0   \n",
       "Aaron Mooy                 0.06          31           8.0    48.0   \n",
       "...                         ...         ...           ...     ...   \n",
       "Łukasz Skorupski           0.00           0           0.0     0.0   \n",
       "Łukasz Teodorczyk          0.00           5           2.0     1.0   \n",
       "Šime Vrsaljko              0.00           4           6.0    12.0   \n",
       "Žan Majer                  0.05          20          10.0    42.0   \n",
       "Ștefan Radu                0.20          28          28.0    30.0   \n",
       "\n",
       "                   SuccPressRatio  MatchPlayed  PointPerMatch  TouchPenArea  \\\n",
       "Player                                                                        \n",
       "Aaron Connolly               29.5           24           1.13          61.0   \n",
       "Aaron Cresswell              33.2           31           0.97          26.0   \n",
       "Aaron Lennon                 18.9           16           1.31           6.0   \n",
       "Aaron Leya Iseka             20.4           22           0.27          39.0   \n",
       "Aaron Mooy                   29.7           31           1.03          42.0   \n",
       "...                           ...          ...            ...           ...   \n",
       "Łukasz Skorupski             33.3           37           1.24           0.0   \n",
       "Łukasz Teodorczyk            22.8           14           1.07          10.0   \n",
       "Šime Vrsaljko                39.5            5           1.60           5.0   \n",
       "Žan Majer                    22.9           27           1.11          23.0   \n",
       "Ștefan Radu                  35.9           29           2.07           6.0   \n",
       "\n",
       "                                 Comp  SuccDrib  DribLegs  PlayerType  \\\n",
       "Player                                                                  \n",
       "Aaron Connolly     eng Premier League       6.0       1.0     Forward   \n",
       "Aaron Cresswell    eng Premier League      16.0       2.0    Defender   \n",
       "Aaron Lennon       eng Premier League       6.0       0.0  Midfielder   \n",
       "Aaron Leya Iseka           fr Ligue 1       7.0       0.0     Forward   \n",
       "Aaron Mooy         eng Premier League      37.0       0.0  Midfielder   \n",
       "...                               ...       ...       ...         ...   \n",
       "Łukasz Skorupski           it Serie A       0.0       0.0  Goalkeeper   \n",
       "Łukasz Teodorczyk          it Serie A       4.0       0.0     Forward   \n",
       "Šime Vrsaljko              es La Liga       0.0       0.0    Defender   \n",
       "Žan Majer                  it Serie A      13.0       1.0  Midfielder   \n",
       "Ștefan Radu                it Serie A      15.0       0.0    Defender   \n",
       "\n",
       "                          PlayerName  \n",
       "Player                                \n",
       "Aaron Connolly        Aaron Connolly  \n",
       "Aaron Cresswell      Aaron Cresswell  \n",
       "Aaron Lennon            Aaron Lennon  \n",
       "Aaron Leya Iseka    Aaron Leya Iseka  \n",
       "Aaron Mooy                Aaron Mooy  \n",
       "...                              ...  \n",
       "Łukasz Skorupski    Łukasz Skorupski  \n",
       "Łukasz Teodorczyk  Łukasz Teodorczyk  \n",
       "Šime Vrsaljko          Šime Vrsaljko  \n",
       "Žan Majer                  Žan Majer  \n",
       "Ștefan Radu              Ștefan Radu  \n",
       "\n",
       "[2601 rows x 39 columns]"
      ]
     },
     "execution_count": 531,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfstats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 532,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_temp = dfstats.merge(df_values,how='left', left_on=['PlayerName'], right_on=['Name'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 533,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_temp = df_temp.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 534,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Min</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Goals.1</th>\n",
       "      <th>Asists</th>\n",
       "      <th>Asists.1</th>\n",
       "      <th>GoalAstPer90</th>\n",
       "      <th>90s</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>ShootPass</th>\n",
       "      <th>ShootDrib</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>AssistPass</th>\n",
       "      <th>AssistDrib</th>\n",
       "      <th>CompletedPasses</th>\n",
       "      <th>PassCompRatio</th>\n",
       "      <th>TotDistPass</th>\n",
       "      <th>ProgDistPass</th>\n",
       "      <th>Crosses</th>\n",
       "      <th>PenaltyWon</th>\n",
       "      <th>AerialWonRate</th>\n",
       "      <th>ShootOnTarget</th>\n",
       "      <th>ShootPer90</th>\n",
       "      <th>GoalPerShoot</th>\n",
       "      <th>TacklesWon</th>\n",
       "      <th>TklDribbling</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>SuccPressRatio</th>\n",
       "      <th>MatchPlayed</th>\n",
       "      <th>PointPerMatch</th>\n",
       "      <th>TouchPenArea</th>\n",
       "      <th>Comp</th>\n",
       "      <th>SuccDrib</th>\n",
       "      <th>DribLegs</th>\n",
       "      <th>PlayerType</th>\n",
       "      <th>PlayerName</th>\n",
       "      <th>Name</th>\n",
       "      <th>Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>FW</td>\n",
       "      <td>25.0</td>\n",
       "      <td>3008</td>\n",
       "      <td>16</td>\n",
       "      <td>0.480</td>\n",
       "      <td>3</td>\n",
       "      <td>0.090</td>\n",
       "      <td>0.570</td>\n",
       "      <td>33.4</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2.990</td>\n",
       "      <td>62.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.360</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>502.0</td>\n",
       "      <td>66.90</td>\n",
       "      <td>7545.0</td>\n",
       "      <td>1723.0</td>\n",
       "      <td>50</td>\n",
       "      <td>1.0</td>\n",
       "      <td>46.70</td>\n",
       "      <td>33</td>\n",
       "      <td>2.84</td>\n",
       "      <td>0.090</td>\n",
       "      <td>26</td>\n",
       "      <td>6.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>22.70</td>\n",
       "      <td>36</td>\n",
       "      <td>0.940</td>\n",
       "      <td>216.0</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>41.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Andrea Belotti</td>\n",
       "      <td>Andrea Belotti</td>\n",
       "      <td>€ 20.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>FW</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2624</td>\n",
       "      <td>17</td>\n",
       "      <td>0.580</td>\n",
       "      <td>6</td>\n",
       "      <td>0.210</td>\n",
       "      <td>0.790</td>\n",
       "      <td>29.2</td>\n",
       "      <td>95.0</td>\n",
       "      <td>3.260</td>\n",
       "      <td>72.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.650</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>575.0</td>\n",
       "      <td>79.80</td>\n",
       "      <td>8013.0</td>\n",
       "      <td>1715.0</td>\n",
       "      <td>20</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25.90</td>\n",
       "      <td>38</td>\n",
       "      <td>2.71</td>\n",
       "      <td>0.220</td>\n",
       "      <td>12</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>28.50</td>\n",
       "      <td>32</td>\n",
       "      <td>1.810</td>\n",
       "      <td>188.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>64.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Anthony Martial</td>\n",
       "      <td>Anthony Martial</td>\n",
       "      <td>€ 60.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>FW</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2804</td>\n",
       "      <td>22</td>\n",
       "      <td>0.710</td>\n",
       "      <td>2</td>\n",
       "      <td>0.060</td>\n",
       "      <td>0.770</td>\n",
       "      <td>31.2</td>\n",
       "      <td>91.0</td>\n",
       "      <td>2.920</td>\n",
       "      <td>55.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.420</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>437.0</td>\n",
       "      <td>64.50</td>\n",
       "      <td>6768.0</td>\n",
       "      <td>1798.0</td>\n",
       "      <td>31</td>\n",
       "      <td>2.0</td>\n",
       "      <td>25.50</td>\n",
       "      <td>35</td>\n",
       "      <td>2.89</td>\n",
       "      <td>0.230</td>\n",
       "      <td>32</td>\n",
       "      <td>15.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>26.40</td>\n",
       "      <td>38</td>\n",
       "      <td>1.370</td>\n",
       "      <td>180.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>57.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Danny Ings</td>\n",
       "      <td>Danny Ings</td>\n",
       "      <td>€ 40.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618</th>\n",
       "      <td>FW</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2026</td>\n",
       "      <td>18</td>\n",
       "      <td>0.800</td>\n",
       "      <td>6</td>\n",
       "      <td>0.270</td>\n",
       "      <td>1.070</td>\n",
       "      <td>22.5</td>\n",
       "      <td>74.0</td>\n",
       "      <td>3.290</td>\n",
       "      <td>57.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.530</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>458.0</td>\n",
       "      <td>76.20</td>\n",
       "      <td>6597.0</td>\n",
       "      <td>941.0</td>\n",
       "      <td>27</td>\n",
       "      <td>1.0</td>\n",
       "      <td>40.20</td>\n",
       "      <td>35</td>\n",
       "      <td>3.86</td>\n",
       "      <td>0.200</td>\n",
       "      <td>4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>28.70</td>\n",
       "      <td>28</td>\n",
       "      <td>2.250</td>\n",
       "      <td>211.0</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>32.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Duván Zapata</td>\n",
       "      <td>Duván Zapata</td>\n",
       "      <td>€ 40.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>790</th>\n",
       "      <td>FW</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2931</td>\n",
       "      <td>21</td>\n",
       "      <td>0.640</td>\n",
       "      <td>7</td>\n",
       "      <td>0.210</td>\n",
       "      <td>0.860</td>\n",
       "      <td>32.6</td>\n",
       "      <td>93.0</td>\n",
       "      <td>2.860</td>\n",
       "      <td>81.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.490</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>635.0</td>\n",
       "      <td>78.20</td>\n",
       "      <td>8697.0</td>\n",
       "      <td>991.0</td>\n",
       "      <td>13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29.10</td>\n",
       "      <td>33</td>\n",
       "      <td>2.21</td>\n",
       "      <td>0.260</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>26.70</td>\n",
       "      <td>36</td>\n",
       "      <td>1.390</td>\n",
       "      <td>201.0</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>23.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Francesco Caputo</td>\n",
       "      <td>Francesco Caputo</td>\n",
       "      <td>€ 8.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>848</th>\n",
       "      <td>FW</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2744</td>\n",
       "      <td>18</td>\n",
       "      <td>0.590</td>\n",
       "      <td>5</td>\n",
       "      <td>0.160</td>\n",
       "      <td>0.750</td>\n",
       "      <td>30.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>3.120</td>\n",
       "      <td>70.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.560</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>743.0</td>\n",
       "      <td>72.30</td>\n",
       "      <td>14410.0</td>\n",
       "      <td>3333.0</td>\n",
       "      <td>54</td>\n",
       "      <td>2.0</td>\n",
       "      <td>38.80</td>\n",
       "      <td>32</td>\n",
       "      <td>2.79</td>\n",
       "      <td>0.200</td>\n",
       "      <td>14</td>\n",
       "      <td>7.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>23.00</td>\n",
       "      <td>35</td>\n",
       "      <td>1.630</td>\n",
       "      <td>150.0</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Gerard Moreno</td>\n",
       "      <td>Gerard Moreno</td>\n",
       "      <td>€ 20.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>919</th>\n",
       "      <td>FW</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2587</td>\n",
       "      <td>18</td>\n",
       "      <td>0.630</td>\n",
       "      <td>2</td>\n",
       "      <td>0.070</td>\n",
       "      <td>0.700</td>\n",
       "      <td>28.7</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1.880</td>\n",
       "      <td>37.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.210</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>394.0</td>\n",
       "      <td>66.60</td>\n",
       "      <td>6934.0</td>\n",
       "      <td>1849.0</td>\n",
       "      <td>22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>34.20</td>\n",
       "      <td>34</td>\n",
       "      <td>2.71</td>\n",
       "      <td>0.210</td>\n",
       "      <td>14</td>\n",
       "      <td>6.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>22.30</td>\n",
       "      <td>29</td>\n",
       "      <td>1.620</td>\n",
       "      <td>132.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>28.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Harry Kane</td>\n",
       "      <td>Harry Kane</td>\n",
       "      <td>€ 90.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>FW</td>\n",
       "      <td>32.0</td>\n",
       "      <td>3033</td>\n",
       "      <td>23</td>\n",
       "      <td>0.680</td>\n",
       "      <td>5</td>\n",
       "      <td>0.150</td>\n",
       "      <td>0.830</td>\n",
       "      <td>33.7</td>\n",
       "      <td>65.0</td>\n",
       "      <td>1.930</td>\n",
       "      <td>40.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.360</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>314.0</td>\n",
       "      <td>68.00</td>\n",
       "      <td>4780.0</td>\n",
       "      <td>783.0</td>\n",
       "      <td>35</td>\n",
       "      <td>1.0</td>\n",
       "      <td>34.60</td>\n",
       "      <td>38</td>\n",
       "      <td>2.58</td>\n",
       "      <td>0.220</td>\n",
       "      <td>11</td>\n",
       "      <td>1.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>29.40</td>\n",
       "      <td>35</td>\n",
       "      <td>1.600</td>\n",
       "      <td>188.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Jamie Vardy</td>\n",
       "      <td>Jamie Vardy</td>\n",
       "      <td>€ 20.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1219</th>\n",
       "      <td>FW</td>\n",
       "      <td>27.0</td>\n",
       "      <td>3176</td>\n",
       "      <td>18</td>\n",
       "      <td>0.255</td>\n",
       "      <td>4</td>\n",
       "      <td>0.055</td>\n",
       "      <td>0.315</td>\n",
       "      <td>35.3</td>\n",
       "      <td>76.0</td>\n",
       "      <td>4.655</td>\n",
       "      <td>56.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.155</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>659.0</td>\n",
       "      <td>73.95</td>\n",
       "      <td>12644.0</td>\n",
       "      <td>2228.0</td>\n",
       "      <td>17</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.95</td>\n",
       "      <td>32</td>\n",
       "      <td>2.97</td>\n",
       "      <td>0.085</td>\n",
       "      <td>16</td>\n",
       "      <td>4.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>20.45</td>\n",
       "      <td>39</td>\n",
       "      <td>0.625</td>\n",
       "      <td>152.0</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>João Pedro</td>\n",
       "      <td>João Pedro</td>\n",
       "      <td>€ 10.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1483</th>\n",
       "      <td>FW</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1260</td>\n",
       "      <td>18</td>\n",
       "      <td>1.290</td>\n",
       "      <td>1</td>\n",
       "      <td>0.070</td>\n",
       "      <td>1.360</td>\n",
       "      <td>14.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>5.290</td>\n",
       "      <td>51.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.500</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>71.90</td>\n",
       "      <td>6032.0</td>\n",
       "      <td>1567.0</td>\n",
       "      <td>33</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.20</td>\n",
       "      <td>34</td>\n",
       "      <td>5.14</td>\n",
       "      <td>0.170</td>\n",
       "      <td>8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>34.40</td>\n",
       "      <td>34</td>\n",
       "      <td>1.940</td>\n",
       "      <td>128.0</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Luis Muriel</td>\n",
       "      <td>Luis Muriel</td>\n",
       "      <td>€ 20.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1486</th>\n",
       "      <td>FW</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1998</td>\n",
       "      <td>16</td>\n",
       "      <td>0.720</td>\n",
       "      <td>8</td>\n",
       "      <td>0.360</td>\n",
       "      <td>1.080</td>\n",
       "      <td>22.2</td>\n",
       "      <td>74.0</td>\n",
       "      <td>3.330</td>\n",
       "      <td>51.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.770</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>529.0</td>\n",
       "      <td>75.90</td>\n",
       "      <td>8520.0</td>\n",
       "      <td>1146.0</td>\n",
       "      <td>19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.70</td>\n",
       "      <td>42</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.190</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>25.10</td>\n",
       "      <td>28</td>\n",
       "      <td>2.140</td>\n",
       "      <td>150.0</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>25.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Luis Suárez</td>\n",
       "      <td>Luis Suárez</td>\n",
       "      <td>€ 9.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1583</th>\n",
       "      <td>FW</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2643</td>\n",
       "      <td>17</td>\n",
       "      <td>0.580</td>\n",
       "      <td>7</td>\n",
       "      <td>0.240</td>\n",
       "      <td>0.820</td>\n",
       "      <td>29.4</td>\n",
       "      <td>93.0</td>\n",
       "      <td>3.170</td>\n",
       "      <td>65.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.680</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>758.0</td>\n",
       "      <td>76.70</td>\n",
       "      <td>12428.0</td>\n",
       "      <td>3377.0</td>\n",
       "      <td>29</td>\n",
       "      <td>4.0</td>\n",
       "      <td>30.30</td>\n",
       "      <td>38</td>\n",
       "      <td>2.86</td>\n",
       "      <td>0.130</td>\n",
       "      <td>6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>27.00</td>\n",
       "      <td>31</td>\n",
       "      <td>1.770</td>\n",
       "      <td>163.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>72.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Marcus Rashford</td>\n",
       "      <td>Marcus Rashford</td>\n",
       "      <td>€ 60.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1771</th>\n",
       "      <td>FW</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2876</td>\n",
       "      <td>19</td>\n",
       "      <td>0.590</td>\n",
       "      <td>10</td>\n",
       "      <td>0.310</td>\n",
       "      <td>0.910</td>\n",
       "      <td>32.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>3.760</td>\n",
       "      <td>76.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.500</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>746.0</td>\n",
       "      <td>74.30</td>\n",
       "      <td>11227.0</td>\n",
       "      <td>2982.0</td>\n",
       "      <td>35</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.30</td>\n",
       "      <td>56</td>\n",
       "      <td>4.07</td>\n",
       "      <td>0.120</td>\n",
       "      <td>13</td>\n",
       "      <td>4.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>32.60</td>\n",
       "      <td>34</td>\n",
       "      <td>2.680</td>\n",
       "      <td>317.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>66.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Mohamed Salah</td>\n",
       "      <td>Mohamed Salah</td>\n",
       "      <td>€ 90.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>FW</td>\n",
       "      <td>30.0</td>\n",
       "      <td>3136</td>\n",
       "      <td>22</td>\n",
       "      <td>0.630</td>\n",
       "      <td>3</td>\n",
       "      <td>0.090</td>\n",
       "      <td>0.720</td>\n",
       "      <td>34.8</td>\n",
       "      <td>56.0</td>\n",
       "      <td>1.610</td>\n",
       "      <td>38.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.290</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>612.0</td>\n",
       "      <td>68.90</td>\n",
       "      <td>9377.0</td>\n",
       "      <td>2584.0</td>\n",
       "      <td>84</td>\n",
       "      <td>0.0</td>\n",
       "      <td>38.50</td>\n",
       "      <td>40</td>\n",
       "      <td>2.58</td>\n",
       "      <td>0.220</td>\n",
       "      <td>24</td>\n",
       "      <td>12.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>22.70</td>\n",
       "      <td>36</td>\n",
       "      <td>1.500</td>\n",
       "      <td>168.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Pierre-Emerick Aubameyang</td>\n",
       "      <td>Pierre-Emerick Aubameyang</td>\n",
       "      <td>€ 50.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2031</th>\n",
       "      <td>FW</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2651</td>\n",
       "      <td>20</td>\n",
       "      <td>0.680</td>\n",
       "      <td>1</td>\n",
       "      <td>0.030</td>\n",
       "      <td>0.710</td>\n",
       "      <td>29.5</td>\n",
       "      <td>117.0</td>\n",
       "      <td>3.970</td>\n",
       "      <td>82.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.370</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>983.0</td>\n",
       "      <td>80.80</td>\n",
       "      <td>13850.0</td>\n",
       "      <td>2795.0</td>\n",
       "      <td>63</td>\n",
       "      <td>3.0</td>\n",
       "      <td>36.40</td>\n",
       "      <td>36</td>\n",
       "      <td>3.26</td>\n",
       "      <td>0.210</td>\n",
       "      <td>29</td>\n",
       "      <td>10.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.00</td>\n",
       "      <td>33</td>\n",
       "      <td>2.000</td>\n",
       "      <td>296.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>59.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Raheem Sterling</td>\n",
       "      <td>Raheem Sterling</td>\n",
       "      <td>€ 80.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2050</th>\n",
       "      <td>FW</td>\n",
       "      <td>28.0</td>\n",
       "      <td>3236</td>\n",
       "      <td>17</td>\n",
       "      <td>0.470</td>\n",
       "      <td>6</td>\n",
       "      <td>0.170</td>\n",
       "      <td>0.640</td>\n",
       "      <td>36.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>2.420</td>\n",
       "      <td>57.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.330</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>732.0</td>\n",
       "      <td>72.50</td>\n",
       "      <td>11852.0</td>\n",
       "      <td>2723.0</td>\n",
       "      <td>30</td>\n",
       "      <td>2.0</td>\n",
       "      <td>39.80</td>\n",
       "      <td>39</td>\n",
       "      <td>3.17</td>\n",
       "      <td>0.110</td>\n",
       "      <td>23</td>\n",
       "      <td>2.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>24.00</td>\n",
       "      <td>38</td>\n",
       "      <td>1.550</td>\n",
       "      <td>197.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>75.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Raúl Jiménez</td>\n",
       "      <td>Raúl Jiménez</td>\n",
       "      <td>€ 40.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2180</th>\n",
       "      <td>FW</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2747</td>\n",
       "      <td>18</td>\n",
       "      <td>0.590</td>\n",
       "      <td>7</td>\n",
       "      <td>0.230</td>\n",
       "      <td>0.820</td>\n",
       "      <td>30.5</td>\n",
       "      <td>109.0</td>\n",
       "      <td>3.570</td>\n",
       "      <td>85.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.520</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>933.0</td>\n",
       "      <td>80.30</td>\n",
       "      <td>15604.0</td>\n",
       "      <td>3867.0</td>\n",
       "      <td>52</td>\n",
       "      <td>2.0</td>\n",
       "      <td>30.70</td>\n",
       "      <td>36</td>\n",
       "      <td>2.49</td>\n",
       "      <td>0.240</td>\n",
       "      <td>35</td>\n",
       "      <td>15.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.40</td>\n",
       "      <td>35</td>\n",
       "      <td>2.570</td>\n",
       "      <td>219.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>76.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Sadio Mané</td>\n",
       "      <td>Sadio Mané</td>\n",
       "      <td>€ 90.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2248</th>\n",
       "      <td>FW</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1452</td>\n",
       "      <td>16</td>\n",
       "      <td>0.990</td>\n",
       "      <td>3</td>\n",
       "      <td>0.190</td>\n",
       "      <td>1.180</td>\n",
       "      <td>16.1</td>\n",
       "      <td>51.0</td>\n",
       "      <td>3.160</td>\n",
       "      <td>28.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.500</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>77.40</td>\n",
       "      <td>3746.0</td>\n",
       "      <td>786.0</td>\n",
       "      <td>8</td>\n",
       "      <td>2.0</td>\n",
       "      <td>12.50</td>\n",
       "      <td>25</td>\n",
       "      <td>4.52</td>\n",
       "      <td>0.190</td>\n",
       "      <td>5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>25.20</td>\n",
       "      <td>24</td>\n",
       "      <td>2.080</td>\n",
       "      <td>154.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Sergio Agüero</td>\n",
       "      <td>Sergio Agüero</td>\n",
       "      <td>€ 60.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2391</th>\n",
       "      <td>FW</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2795</td>\n",
       "      <td>28</td>\n",
       "      <td>0.900</td>\n",
       "      <td>8</td>\n",
       "      <td>0.260</td>\n",
       "      <td>1.160</td>\n",
       "      <td>31.1</td>\n",
       "      <td>117.0</td>\n",
       "      <td>3.770</td>\n",
       "      <td>83.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.610</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>764.0</td>\n",
       "      <td>71.70</td>\n",
       "      <td>11688.0</td>\n",
       "      <td>2886.0</td>\n",
       "      <td>84</td>\n",
       "      <td>1.0</td>\n",
       "      <td>24.30</td>\n",
       "      <td>59</td>\n",
       "      <td>3.77</td>\n",
       "      <td>0.210</td>\n",
       "      <td>11</td>\n",
       "      <td>3.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>24.60</td>\n",
       "      <td>34</td>\n",
       "      <td>1.940</td>\n",
       "      <td>266.0</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>66.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Timo Werner</td>\n",
       "      <td>Timo Werner</td>\n",
       "      <td>€ 60.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2511</th>\n",
       "      <td>FW</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2739</td>\n",
       "      <td>16</td>\n",
       "      <td>0.530</td>\n",
       "      <td>3</td>\n",
       "      <td>0.100</td>\n",
       "      <td>0.620</td>\n",
       "      <td>30.4</td>\n",
       "      <td>83.0</td>\n",
       "      <td>2.730</td>\n",
       "      <td>61.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.300</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>65.20</td>\n",
       "      <td>7703.0</td>\n",
       "      <td>1848.0</td>\n",
       "      <td>9</td>\n",
       "      <td>1.0</td>\n",
       "      <td>58.00</td>\n",
       "      <td>35</td>\n",
       "      <td>2.69</td>\n",
       "      <td>0.150</td>\n",
       "      <td>9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>28.10</td>\n",
       "      <td>32</td>\n",
       "      <td>1.340</td>\n",
       "      <td>173.0</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Wout Weghorst</td>\n",
       "      <td>Wout Weghorst</td>\n",
       "      <td>€ 9.0M</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Position   Age   Min  Goals  Goals.1  Asists  Asists.1  GoalAstPer90  \\\n",
       "154        FW  25.0  3008     16    0.480       3     0.090         0.570   \n",
       "208        FW  23.0  2624     17    0.580       6     0.210         0.790   \n",
       "505        FW  27.0  2804     22    0.710       2     0.060         0.770   \n",
       "618        FW  28.0  2026     18    0.800       6     0.270         1.070   \n",
       "790        FW  31.0  2931     21    0.640       7     0.210         0.860   \n",
       "848        FW  27.0  2744     18    0.590       5     0.160         0.750   \n",
       "919        FW  26.0  2587     18    0.630       2     0.070         0.700   \n",
       "1038       FW  32.0  3033     23    0.680       5     0.150         0.830   \n",
       "1219       FW  27.0  3176     18    0.255       4     0.055         0.315   \n",
       "1483       FW  28.0  1260     18    1.290       1     0.070         1.360   \n",
       "1486       FW  32.0  1998     16    0.720       8     0.360         1.080   \n",
       "1583       FW  21.0  2643     17    0.580       7     0.240         0.820   \n",
       "1771       FW  27.0  2876     19    0.590      10     0.310         0.910   \n",
       "1996       FW  30.0  3136     22    0.630       3     0.090         0.720   \n",
       "2031       FW  24.0  2651     20    0.680       1     0.030         0.710   \n",
       "2050       FW  28.0  3236     17    0.470       6     0.170         0.640   \n",
       "2180       FW  27.0  2747     18    0.590       7     0.230         0.820   \n",
       "2248       FW  31.0  1452     16    0.990       3     0.190         1.180   \n",
       "2391       FW  23.0  2795     28    0.900       8     0.260         1.160   \n",
       "2511       FW  26.0  2739     16    0.530       3     0.100         0.620   \n",
       "\n",
       "       90s    SCA  SCA90  ShootPass  ShootDrib   GCA  GCA90  AssistPass  \\\n",
       "154   33.4  100.0  2.990       62.0        9.0  12.0  0.360         6.0   \n",
       "208   29.2   95.0  3.260       72.0       12.0  19.0  0.650        13.0   \n",
       "505   31.2   91.0  2.920       55.0       14.0  13.0  0.420         5.0   \n",
       "618   22.5   74.0  3.290       57.0        7.0  12.0  0.530        10.0   \n",
       "790   32.6   93.0  2.860       81.0        4.0  16.0  0.490        10.0   \n",
       "848   30.5   95.0  3.120       70.0       10.0  17.0  0.560         9.0   \n",
       "919   28.7   54.0  1.880       37.0        7.0   6.0  0.210         3.0   \n",
       "1038  33.7   65.0  1.930       40.0       11.0  12.0  0.360         6.0   \n",
       "1219  35.3   76.0  4.655       56.0        3.0  11.0  0.155         9.0   \n",
       "1483  14.0   74.0  5.290       51.0        7.0   7.0  0.500         3.0   \n",
       "1486  22.2   74.0  3.330       51.0       13.0  17.0  0.770        13.0   \n",
       "1583  29.4   93.0  3.170       65.0       11.0  20.0  0.680        11.0   \n",
       "1771  32.0  120.0  3.760       76.0       23.0  16.0  0.500         8.0   \n",
       "1996  34.8   56.0  1.610       38.0        7.0  10.0  0.290         6.0   \n",
       "2031  29.5  117.0  3.970       82.0       10.0  11.0  0.370         5.0   \n",
       "2050  36.0   87.0  2.420       57.0       13.0  12.0  0.330         7.0   \n",
       "2180  30.5  109.0  3.570       85.0        6.0  16.0  0.520         9.0   \n",
       "2248  16.1   51.0  3.160       28.0        9.0   8.0  0.500         4.0   \n",
       "2391  31.1  117.0  3.770       83.0       18.0  19.0  0.610        12.0   \n",
       "2511  30.4   83.0  2.730       61.0        6.0   9.0  0.300         6.0   \n",
       "\n",
       "      AssistDrib  CompletedPasses  PassCompRatio  TotDistPass  ProgDistPass  \\\n",
       "154          1.0            502.0          66.90       7545.0        1723.0   \n",
       "208          2.0            575.0          79.80       8013.0        1715.0   \n",
       "505          5.0            437.0          64.50       6768.0        1798.0   \n",
       "618          0.0            458.0          76.20       6597.0         941.0   \n",
       "790          3.0            635.0          78.20       8697.0         991.0   \n",
       "848          3.0            743.0          72.30      14410.0        3333.0   \n",
       "919          0.0            394.0          66.60       6934.0        1849.0   \n",
       "1038         2.0            314.0          68.00       4780.0         783.0   \n",
       "1219         0.0            659.0          73.95      12644.0        2228.0   \n",
       "1483         1.0            377.0          71.90       6032.0        1567.0   \n",
       "1486         2.0            529.0          75.90       8520.0        1146.0   \n",
       "1583         4.0            758.0          76.70      12428.0        3377.0   \n",
       "1771         4.0            746.0          74.30      11227.0        2982.0   \n",
       "1996         0.0            612.0          68.90       9377.0        2584.0   \n",
       "2031         0.0            983.0          80.80      13850.0        2795.0   \n",
       "2050         2.0            732.0          72.50      11852.0        2723.0   \n",
       "2180         0.0            933.0          80.30      15604.0        3867.0   \n",
       "2248         1.0            284.0          77.40       3746.0         786.0   \n",
       "2391         5.0            764.0          71.70      11688.0        2886.0   \n",
       "2511         1.0            533.0          65.20       7703.0        1848.0   \n",
       "\n",
       "      Crosses  PenaltyWon  AerialWonRate  ShootOnTarget  ShootPer90  \\\n",
       "154        50         1.0          46.70             33        2.84   \n",
       "208        20         1.0          25.90             38        2.71   \n",
       "505        31         2.0          25.50             35        2.89   \n",
       "618        27         1.0          40.20             35        3.86   \n",
       "790        13         0.0          29.10             33        2.21   \n",
       "848        54         2.0          38.80             32        2.79   \n",
       "919        22         1.0          34.20             34        2.71   \n",
       "1038       35         1.0          34.60             38        2.58   \n",
       "1219       17         1.0          41.95             32        2.97   \n",
       "1483       33         1.0          41.20             34        5.14   \n",
       "1486       19         0.0          41.70             42        3.51   \n",
       "1583       29         4.0          30.30             38        2.86   \n",
       "1771       35         1.0          21.30             56        4.07   \n",
       "1996       84         0.0          38.50             40        2.58   \n",
       "2031       63         3.0          36.40             36        3.26   \n",
       "2050       30         2.0          39.80             39        3.17   \n",
       "2180       52         2.0          30.70             36        2.49   \n",
       "2248        8         2.0          12.50             25        4.52   \n",
       "2391       84         1.0          24.30             59        3.77   \n",
       "2511        9         1.0          58.00             35        2.69   \n",
       "\n",
       "      GoalPerShoot  TacklesWon  TklDribbling  Blocks  SuccPressRatio  \\\n",
       "154          0.090          26           6.0    26.0           22.70   \n",
       "208          0.220          12           1.0    19.0           28.50   \n",
       "505          0.230          32          15.0    64.0           26.40   \n",
       "618          0.200           4           3.0    24.0           28.70   \n",
       "790          0.260           5           0.0    17.0           26.70   \n",
       "848          0.200          14           7.0    30.0           23.00   \n",
       "919          0.210          14           6.0    31.0           22.30   \n",
       "1038         0.220          11           1.0    29.0           29.40   \n",
       "1219         0.085          16           4.0    43.0           20.45   \n",
       "1483         0.170           8           5.0    17.0           34.40   \n",
       "1486         0.190           2           0.0    13.0           25.10   \n",
       "1583         0.130           6           7.0    26.0           27.00   \n",
       "1771         0.120          13           4.0    13.0           32.60   \n",
       "1996         0.220          24          12.0    59.0           22.70   \n",
       "2031         0.210          29          10.0    25.0           32.00   \n",
       "2050         0.110          23           2.0    32.0           24.00   \n",
       "2180         0.240          35          15.0    30.0           30.40   \n",
       "2248         0.190           5           1.0    15.0           25.20   \n",
       "2391         0.210          11           3.0    17.0           24.60   \n",
       "2511         0.150           9           2.0    27.0           28.10   \n",
       "\n",
       "      MatchPlayed  PointPerMatch  TouchPenArea                Comp  SuccDrib  \\\n",
       "154            36          0.940         216.0          it Serie A      41.0   \n",
       "208            32          1.810         188.0  eng Premier League      64.0   \n",
       "505            38          1.370         180.0  eng Premier League      57.0   \n",
       "618            28          2.250         211.0          it Serie A      32.0   \n",
       "790            36          1.390         201.0          it Serie A      23.0   \n",
       "848            35          1.630         150.0          es La Liga      61.0   \n",
       "919            29          1.620         132.0  eng Premier League      28.0   \n",
       "1038           35          1.600         188.0  eng Premier League      25.0   \n",
       "1219           39          0.625         152.0          it Serie A      36.0   \n",
       "1483           34          1.940         128.0          it Serie A      31.0   \n",
       "1486           28          2.140         150.0          es La Liga      25.0   \n",
       "1583           31          1.770         163.0  eng Premier League      72.0   \n",
       "1771           34          2.680         317.0  eng Premier League      66.0   \n",
       "1996           36          1.500         168.0  eng Premier League      25.0   \n",
       "2031           33          2.000         296.0  eng Premier League      59.0   \n",
       "2050           38          1.550         197.0  eng Premier League      75.0   \n",
       "2180           35          2.570         219.0  eng Premier League      76.0   \n",
       "2248           24          2.080         154.0  eng Premier League      27.0   \n",
       "2391           34          1.940         266.0       de Bundesliga      66.0   \n",
       "2511           32          1.340         173.0       de Bundesliga      28.0   \n",
       "\n",
       "      DribLegs PlayerType                 PlayerName  \\\n",
       "154        2.0    Forward             Andrea Belotti   \n",
       "208        2.0    Forward            Anthony Martial   \n",
       "505        7.0    Forward                 Danny Ings   \n",
       "618        4.0    Forward               Duván Zapata   \n",
       "790        3.0    Forward           Francesco Caputo   \n",
       "848        0.0    Forward              Gerard Moreno   \n",
       "919        3.0    Forward                 Harry Kane   \n",
       "1038       1.0    Forward                Jamie Vardy   \n",
       "1219       0.0    Forward                 João Pedro   \n",
       "1483       1.0    Forward                Luis Muriel   \n",
       "1486       3.0    Forward                Luis Suárez   \n",
       "1583      13.0    Forward            Marcus Rashford   \n",
       "1771       3.0    Forward              Mohamed Salah   \n",
       "1996       0.0    Forward  Pierre-Emerick Aubameyang   \n",
       "2031       3.0    Forward            Raheem Sterling   \n",
       "2050       4.0    Forward               Raúl Jiménez   \n",
       "2180       6.0    Forward                 Sadio Mané   \n",
       "2248       2.0    Forward              Sergio Agüero   \n",
       "2391       4.0    Forward                Timo Werner   \n",
       "2511       0.0    Forward              Wout Weghorst   \n",
       "\n",
       "                           Name    Value  \n",
       "154              Andrea Belotti  € 20.0M  \n",
       "208             Anthony Martial  € 60.0M  \n",
       "505                  Danny Ings  € 40.0M  \n",
       "618                Duván Zapata  € 40.0M  \n",
       "790            Francesco Caputo   € 8.0M  \n",
       "848               Gerard Moreno  € 20.0M  \n",
       "919                  Harry Kane  € 90.0M  \n",
       "1038                Jamie Vardy  € 20.0M  \n",
       "1219                 João Pedro  € 10.0M  \n",
       "1483                Luis Muriel  € 20.0M  \n",
       "1486                Luis Suárez   € 9.0M  \n",
       "1583            Marcus Rashford  € 60.0M  \n",
       "1771              Mohamed Salah  € 90.0M  \n",
       "1996  Pierre-Emerick Aubameyang  € 50.0M  \n",
       "2031            Raheem Sterling  € 80.0M  \n",
       "2050               Raúl Jiménez  € 40.0M  \n",
       "2180                 Sadio Mané  € 90.0M  \n",
       "2248              Sergio Agüero  € 60.0M  \n",
       "2391                Timo Werner  € 60.0M  \n",
       "2511              Wout Weghorst   € 9.0M  "
      ]
     },
     "execution_count": 534,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_temp[df_temp['Goals']>15]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 535,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Min</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Goals.1</th>\n",
       "      <th>Asists</th>\n",
       "      <th>Asists.1</th>\n",
       "      <th>GoalAstPer90</th>\n",
       "      <th>90s</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>ShootPass</th>\n",
       "      <th>ShootDrib</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>AssistPass</th>\n",
       "      <th>AssistDrib</th>\n",
       "      <th>CompletedPasses</th>\n",
       "      <th>PassCompRatio</th>\n",
       "      <th>TotDistPass</th>\n",
       "      <th>ProgDistPass</th>\n",
       "      <th>Crosses</th>\n",
       "      <th>PenaltyWon</th>\n",
       "      <th>AerialWonRate</th>\n",
       "      <th>ShootOnTarget</th>\n",
       "      <th>ShootPer90</th>\n",
       "      <th>GoalPerShoot</th>\n",
       "      <th>TacklesWon</th>\n",
       "      <th>TklDribbling</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>SuccPressRatio</th>\n",
       "      <th>MatchPlayed</th>\n",
       "      <th>PointPerMatch</th>\n",
       "      <th>TouchPenArea</th>\n",
       "      <th>Comp</th>\n",
       "      <th>SuccDrib</th>\n",
       "      <th>DribLegs</th>\n",
       "      <th>PlayerType</th>\n",
       "      <th>PlayerName</th>\n",
       "      <th>Name</th>\n",
       "      <th>Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>FW</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1258</td>\n",
       "      <td>3</td>\n",
       "      <td>0.21</td>\n",
       "      <td>1</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.29</td>\n",
       "      <td>14.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1.79</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.36</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>77.3</td>\n",
       "      <td>1739.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>22.6</td>\n",
       "      <td>13</td>\n",
       "      <td>2.72</td>\n",
       "      <td>0.08</td>\n",
       "      <td>8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>29.5</td>\n",
       "      <td>24</td>\n",
       "      <td>1.13</td>\n",
       "      <td>61.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Aaron Connolly</td>\n",
       "      <td>Aaron Connolly</td>\n",
       "      <td>9.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>DF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2727</td>\n",
       "      <td>3</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>30.3</td>\n",
       "      <td>46.0</td>\n",
       "      <td>1.52</td>\n",
       "      <td>33.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.07</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1241.0</td>\n",
       "      <td>73.8</td>\n",
       "      <td>21630.0</td>\n",
       "      <td>10702.0</td>\n",
       "      <td>70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.17</td>\n",
       "      <td>29</td>\n",
       "      <td>24.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>33.2</td>\n",
       "      <td>31</td>\n",
       "      <td>0.97</td>\n",
       "      <td>26.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Aaron Cresswell</td>\n",
       "      <td>Aaron Cresswell</td>\n",
       "      <td>10.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>FW</td>\n",
       "      <td>21.0</td>\n",
       "      <td>777</td>\n",
       "      <td>2</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.23</td>\n",
       "      <td>8.6</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.32</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>77.6</td>\n",
       "      <td>1881.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>34.5</td>\n",
       "      <td>8</td>\n",
       "      <td>2.90</td>\n",
       "      <td>0.04</td>\n",
       "      <td>5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>20.4</td>\n",
       "      <td>22</td>\n",
       "      <td>0.27</td>\n",
       "      <td>39.0</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Aaron Leya Iseka</td>\n",
       "      <td>Aaron Leya Iseka</td>\n",
       "      <td>600K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>GK</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3330</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.08</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>648.0</td>\n",
       "      <td>57.7</td>\n",
       "      <td>21850.0</td>\n",
       "      <td>14848.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>37</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Goalkeeper</td>\n",
       "      <td>Aaron Ramsdale</td>\n",
       "      <td>Aaron Ramsdale</td>\n",
       "      <td>20.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>MF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1051</td>\n",
       "      <td>3</td>\n",
       "      <td>0.26</td>\n",
       "      <td>1</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.34</td>\n",
       "      <td>11.7</td>\n",
       "      <td>44.0</td>\n",
       "      <td>3.77</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.34</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>649.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>9596.0</td>\n",
       "      <td>1744.0</td>\n",
       "      <td>13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.6</td>\n",
       "      <td>9</td>\n",
       "      <td>2.31</td>\n",
       "      <td>0.11</td>\n",
       "      <td>19</td>\n",
       "      <td>7.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>28.4</td>\n",
       "      <td>24</td>\n",
       "      <td>2.25</td>\n",
       "      <td>61.0</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Aaron Ramsey</td>\n",
       "      <td>Aaron Ramsey</td>\n",
       "      <td>20.0M</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",
       "      <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>2586</th>\n",
       "      <td>MF</td>\n",
       "      <td>31.0</td>\n",
       "      <td>973</td>\n",
       "      <td>2</td>\n",
       "      <td>0.18</td>\n",
       "      <td>5</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.65</td>\n",
       "      <td>10.8</td>\n",
       "      <td>36.0</td>\n",
       "      <td>3.33</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.55</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>441.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>10564.0</td>\n",
       "      <td>3149.0</td>\n",
       "      <td>18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>5</td>\n",
       "      <td>1.29</td>\n",
       "      <td>0.14</td>\n",
       "      <td>11</td>\n",
       "      <td>2.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>26.9</td>\n",
       "      <td>15</td>\n",
       "      <td>1.60</td>\n",
       "      <td>13.0</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Ángel Montoro</td>\n",
       "      <td>Ángel Montoro</td>\n",
       "      <td>2.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2589</th>\n",
       "      <td>DF</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1022</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.35</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>599.0</td>\n",
       "      <td>87.7</td>\n",
       "      <td>13131.0</td>\n",
       "      <td>3401.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>79.6</td>\n",
       "      <td>1</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14</td>\n",
       "      <td>5.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>33.7</td>\n",
       "      <td>15</td>\n",
       "      <td>2.33</td>\n",
       "      <td>4.0</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Éder Militão</td>\n",
       "      <td>Éder Militão</td>\n",
       "      <td>20.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2592</th>\n",
       "      <td>MF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>864</td>\n",
       "      <td>1</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>9.6</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.35</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>2086.0</td>\n",
       "      <td>475.0</td>\n",
       "      <td>11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.11</td>\n",
       "      <td>8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>22.4</td>\n",
       "      <td>16</td>\n",
       "      <td>0.94</td>\n",
       "      <td>17.0</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Édgar Méndez</td>\n",
       "      <td>Édgar Méndez</td>\n",
       "      <td>6.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2600</th>\n",
       "      <td>MF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2505</td>\n",
       "      <td>4</td>\n",
       "      <td>0.14</td>\n",
       "      <td>2</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.22</td>\n",
       "      <td>27.8</td>\n",
       "      <td>43.0</td>\n",
       "      <td>1.54</td>\n",
       "      <td>34.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.11</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>529.0</td>\n",
       "      <td>71.5</td>\n",
       "      <td>9408.0</td>\n",
       "      <td>2499.0</td>\n",
       "      <td>25</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28.9</td>\n",
       "      <td>13</td>\n",
       "      <td>1.44</td>\n",
       "      <td>0.10</td>\n",
       "      <td>32</td>\n",
       "      <td>16.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>29.1</td>\n",
       "      <td>36</td>\n",
       "      <td>1.17</td>\n",
       "      <td>53.0</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Óscar Plano</td>\n",
       "      <td>Óscar Plano</td>\n",
       "      <td>2.0M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2603</th>\n",
       "      <td>DF</td>\n",
       "      <td>30.0</td>\n",
       "      <td>715</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>421.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>8678.0</td>\n",
       "      <td>2665.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.6</td>\n",
       "      <td>1</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>10</td>\n",
       "      <td>0.50</td>\n",
       "      <td>5.0</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Ömer Toprak</td>\n",
       "      <td>Ömer Toprak</td>\n",
       "      <td>5.0M</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1461 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Position   Age   Min  Goals  Goals.1  Asists  Asists.1  GoalAstPer90  \\\n",
       "0          FW  19.0  1258      3     0.21       1      0.07          0.29   \n",
       "1          DF  29.0  2727      3     0.10       0      0.00          0.10   \n",
       "3          FW  21.0   777      2     0.23       0      0.00          0.23   \n",
       "5          GK  21.0  3330      0     0.00       1      0.03          0.03   \n",
       "6          MF  28.0  1051      3     0.26       1      0.09          0.34   \n",
       "...       ...   ...   ...    ...      ...     ...       ...           ...   \n",
       "2586       MF  31.0   973      2     0.18       5      0.46          0.65   \n",
       "2589       DF  21.0  1022      0     0.00       0      0.00          0.00   \n",
       "2592       MF  29.0   864      1     0.10       0      0.00          0.10   \n",
       "2600       MF  28.0  2505      4     0.14       2      0.07          0.22   \n",
       "2603       DF  30.0   715      0     0.00       0      0.00          0.00   \n",
       "\n",
       "       90s   SCA  SCA90  ShootPass  ShootDrib  GCA  GCA90  AssistPass  \\\n",
       "0     14.0  25.0   1.79        7.0        3.0  5.0   0.36         1.0   \n",
       "1     30.3  46.0   1.52       33.0        2.0  2.0   0.07         1.0   \n",
       "3      8.6  20.0   2.32       13.0        1.0  1.0   0.12         0.0   \n",
       "5     37.0   3.0   0.08        1.0        0.0  0.0   0.00         0.0   \n",
       "6     11.7  44.0   3.77       40.0        2.0  4.0   0.34         3.0   \n",
       "...    ...   ...    ...        ...        ...  ...    ...         ...   \n",
       "2586  10.8  36.0   3.33       18.0        0.0  6.0   0.55         2.0   \n",
       "2589  11.4   4.0   0.35        4.0        0.0  0.0   0.00         0.0   \n",
       "2592   9.6  13.0   1.35       10.0        1.0  0.0   0.00         0.0   \n",
       "2600  27.8  43.0   1.54       34.0        1.0  3.0   0.11         2.0   \n",
       "2603   7.9   2.0   0.25        2.0        0.0  0.0   0.00         0.0   \n",
       "\n",
       "      AssistDrib  CompletedPasses  PassCompRatio  TotDistPass  ProgDistPass  \\\n",
       "0            1.0            126.0           77.3       1739.0         242.0   \n",
       "1            1.0           1241.0           73.8      21630.0       10702.0   \n",
       "3            0.0            142.0           77.6       1881.0         252.0   \n",
       "5            0.0            648.0           57.7      21850.0       14848.0   \n",
       "6            0.0            649.0           87.0       9596.0        1744.0   \n",
       "...          ...              ...            ...          ...           ...   \n",
       "2586         0.0            441.0           76.0      10564.0        3149.0   \n",
       "2589         0.0            599.0           87.7      13131.0        3401.0   \n",
       "2592         0.0            134.0           68.0       2086.0         475.0   \n",
       "2600         0.0            529.0           71.5       9408.0        2499.0   \n",
       "2603         0.0            421.0           89.0       8678.0        2665.0   \n",
       "\n",
       "      Crosses  PenaltyWon  AerialWonRate  ShootOnTarget  ShootPer90  \\\n",
       "0           7         2.0           22.6             13        2.72   \n",
       "1          70         0.0           60.0              5        0.59   \n",
       "3           3         1.0           34.5              8        2.90   \n",
       "5           0         0.0            0.0              0        0.00   \n",
       "6          13         0.0           63.6              9        2.31   \n",
       "...       ...         ...            ...            ...         ...   \n",
       "2586       18         0.0           40.0              5        1.29   \n",
       "2589        1         0.0           79.6              1        0.26   \n",
       "2592       11         0.0           35.1              4        0.94   \n",
       "2600       25         1.0           28.9             13        1.44   \n",
       "2603        2         0.0           63.6              1        0.63   \n",
       "\n",
       "      GoalPerShoot  TacklesWon  TklDribbling  Blocks  SuccPressRatio  \\\n",
       "0             0.08           8           3.0     8.0            29.5   \n",
       "1             0.17          29          24.0    64.0            33.2   \n",
       "3             0.04           5           2.0     6.0            20.4   \n",
       "5             0.00           0           0.0     1.0            12.5   \n",
       "6             0.11          19           7.0    21.0            28.4   \n",
       "...            ...         ...           ...     ...             ...   \n",
       "2586          0.14          11           2.0    20.0            26.9   \n",
       "2589          0.00          14           5.0    14.0            33.7   \n",
       "2592          0.11           8           3.0    18.0            22.4   \n",
       "2600          0.10          32          16.0    62.0            29.1   \n",
       "2603          0.00           6           3.0    13.0            26.0   \n",
       "\n",
       "      MatchPlayed  PointPerMatch  TouchPenArea                Comp  SuccDrib  \\\n",
       "0              24           1.13          61.0  eng Premier League       6.0   \n",
       "1              31           0.97          26.0  eng Premier League      16.0   \n",
       "3              22           0.27          39.0          fr Ligue 1       7.0   \n",
       "5              37           0.92           0.0  eng Premier League       0.0   \n",
       "6              24           2.25          61.0          it Serie A      16.0   \n",
       "...           ...            ...           ...                 ...       ...   \n",
       "2586           15           1.60          13.0          es La Liga       6.0   \n",
       "2589           15           2.33           4.0          es La Liga       1.0   \n",
       "2592           16           0.94          17.0          es La Liga      12.0   \n",
       "2600           36           1.17          53.0          es La Liga      11.0   \n",
       "2603           10           0.50           5.0       de Bundesliga       5.0   \n",
       "\n",
       "      DribLegs  PlayerType        PlayerName              Name   Value  \n",
       "0          1.0     Forward    Aaron Connolly    Aaron Connolly    9.0M  \n",
       "1          2.0    Defender   Aaron Cresswell   Aaron Cresswell   10.0M  \n",
       "3          0.0     Forward  Aaron Leya Iseka  Aaron Leya Iseka    600K  \n",
       "5          0.0  Goalkeeper    Aaron Ramsdale    Aaron Ramsdale   20.0M  \n",
       "6          0.0  Midfielder      Aaron Ramsey      Aaron Ramsey   20.0M  \n",
       "...        ...         ...               ...               ...     ...  \n",
       "2586       2.0  Midfielder     Ángel Montoro     Ángel Montoro    2.0M  \n",
       "2589       0.0    Defender      Éder Militão      Éder Militão   20.0M  \n",
       "2592       1.0  Midfielder      Édgar Méndez      Édgar Méndez    6.0M  \n",
       "2600       1.0  Midfielder       Óscar Plano       Óscar Plano    2.0M  \n",
       "2603       0.0    Defender       Ömer Toprak       Ömer Toprak    5.0M  \n",
       "\n",
       "[1461 rows x 41 columns]"
      ]
     },
     "execution_count": 535,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_temp['Value'] = df_temp['Value'].str.replace('€','')\n",
    "df_temp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 536,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_temp['Value2'] = df_temp['Value'].str.strip().str[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 537,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['M', 'K'], dtype=object)"
      ]
     },
     "execution_count": 537,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_temp.Value2.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 538,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_temp['Value'] = df_temp['Value'].str.rstrip('M')\n",
    "df_temp['Value'] = df_temp['Value'].str.rstrip('K')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 539,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_temp['Value'] = pd.to_numeric(df_temp['Value'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 540,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Min</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Goals.1</th>\n",
       "      <th>Asists</th>\n",
       "      <th>Asists.1</th>\n",
       "      <th>GoalAstPer90</th>\n",
       "      <th>90s</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>ShootPass</th>\n",
       "      <th>ShootDrib</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>AssistPass</th>\n",
       "      <th>AssistDrib</th>\n",
       "      <th>CompletedPasses</th>\n",
       "      <th>PassCompRatio</th>\n",
       "      <th>TotDistPass</th>\n",
       "      <th>ProgDistPass</th>\n",
       "      <th>Crosses</th>\n",
       "      <th>PenaltyWon</th>\n",
       "      <th>AerialWonRate</th>\n",
       "      <th>ShootOnTarget</th>\n",
       "      <th>ShootPer90</th>\n",
       "      <th>GoalPerShoot</th>\n",
       "      <th>TacklesWon</th>\n",
       "      <th>TklDribbling</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>SuccPressRatio</th>\n",
       "      <th>MatchPlayed</th>\n",
       "      <th>PointPerMatch</th>\n",
       "      <th>TouchPenArea</th>\n",
       "      <th>Comp</th>\n",
       "      <th>SuccDrib</th>\n",
       "      <th>DribLegs</th>\n",
       "      <th>PlayerType</th>\n",
       "      <th>PlayerName</th>\n",
       "      <th>Name</th>\n",
       "      <th>Value</th>\n",
       "      <th>Value2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>FW</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1258</td>\n",
       "      <td>3</td>\n",
       "      <td>0.21</td>\n",
       "      <td>1</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.29</td>\n",
       "      <td>14.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1.79</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.36</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>77.3</td>\n",
       "      <td>1739.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>22.6</td>\n",
       "      <td>13</td>\n",
       "      <td>2.72</td>\n",
       "      <td>0.08</td>\n",
       "      <td>8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>29.5</td>\n",
       "      <td>24</td>\n",
       "      <td>1.13</td>\n",
       "      <td>61.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Aaron Connolly</td>\n",
       "      <td>Aaron Connolly</td>\n",
       "      <td>9.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>DF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2727</td>\n",
       "      <td>3</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>30.3</td>\n",
       "      <td>46.0</td>\n",
       "      <td>1.52</td>\n",
       "      <td>33.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.07</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1241.0</td>\n",
       "      <td>73.8</td>\n",
       "      <td>21630.0</td>\n",
       "      <td>10702.0</td>\n",
       "      <td>70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.17</td>\n",
       "      <td>29</td>\n",
       "      <td>24.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>33.2</td>\n",
       "      <td>31</td>\n",
       "      <td>0.97</td>\n",
       "      <td>26.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Aaron Cresswell</td>\n",
       "      <td>Aaron Cresswell</td>\n",
       "      <td>10.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>FW</td>\n",
       "      <td>21.0</td>\n",
       "      <td>777</td>\n",
       "      <td>2</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.23</td>\n",
       "      <td>8.6</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.32</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>77.6</td>\n",
       "      <td>1881.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>34.5</td>\n",
       "      <td>8</td>\n",
       "      <td>2.90</td>\n",
       "      <td>0.04</td>\n",
       "      <td>5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>20.4</td>\n",
       "      <td>22</td>\n",
       "      <td>0.27</td>\n",
       "      <td>39.0</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Aaron Leya Iseka</td>\n",
       "      <td>Aaron Leya Iseka</td>\n",
       "      <td>600.0</td>\n",
       "      <td>K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>GK</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3330</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.08</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>648.0</td>\n",
       "      <td>57.7</td>\n",
       "      <td>21850.0</td>\n",
       "      <td>14848.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>37</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Goalkeeper</td>\n",
       "      <td>Aaron Ramsdale</td>\n",
       "      <td>Aaron Ramsdale</td>\n",
       "      <td>20.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>MF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1051</td>\n",
       "      <td>3</td>\n",
       "      <td>0.26</td>\n",
       "      <td>1</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.34</td>\n",
       "      <td>11.7</td>\n",
       "      <td>44.0</td>\n",
       "      <td>3.77</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.34</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>649.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>9596.0</td>\n",
       "      <td>1744.0</td>\n",
       "      <td>13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.6</td>\n",
       "      <td>9</td>\n",
       "      <td>2.31</td>\n",
       "      <td>0.11</td>\n",
       "      <td>19</td>\n",
       "      <td>7.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>28.4</td>\n",
       "      <td>24</td>\n",
       "      <td>2.25</td>\n",
       "      <td>61.0</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Aaron Ramsey</td>\n",
       "      <td>Aaron Ramsey</td>\n",
       "      <td>20.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Position   Age   Min  Goals  Goals.1  Asists  Asists.1  GoalAstPer90   90s  \\\n",
       "0       FW  19.0  1258      3     0.21       1      0.07          0.29  14.0   \n",
       "1       DF  29.0  2727      3     0.10       0      0.00          0.10  30.3   \n",
       "3       FW  21.0   777      2     0.23       0      0.00          0.23   8.6   \n",
       "5       GK  21.0  3330      0     0.00       1      0.03          0.03  37.0   \n",
       "6       MF  28.0  1051      3     0.26       1      0.09          0.34  11.7   \n",
       "\n",
       "    SCA  SCA90  ShootPass  ShootDrib  GCA  GCA90  AssistPass  AssistDrib  \\\n",
       "0  25.0   1.79        7.0        3.0  5.0   0.36         1.0         1.0   \n",
       "1  46.0   1.52       33.0        2.0  2.0   0.07         1.0         1.0   \n",
       "3  20.0   2.32       13.0        1.0  1.0   0.12         0.0         0.0   \n",
       "5   3.0   0.08        1.0        0.0  0.0   0.00         0.0         0.0   \n",
       "6  44.0   3.77       40.0        2.0  4.0   0.34         3.0         0.0   \n",
       "\n",
       "   CompletedPasses  PassCompRatio  TotDistPass  ProgDistPass  Crosses  \\\n",
       "0            126.0           77.3       1739.0         242.0        7   \n",
       "1           1241.0           73.8      21630.0       10702.0       70   \n",
       "3            142.0           77.6       1881.0         252.0        3   \n",
       "5            648.0           57.7      21850.0       14848.0        0   \n",
       "6            649.0           87.0       9596.0        1744.0       13   \n",
       "\n",
       "   PenaltyWon  AerialWonRate  ShootOnTarget  ShootPer90  GoalPerShoot  \\\n",
       "0         2.0           22.6             13        2.72          0.08   \n",
       "1         0.0           60.0              5        0.59          0.17   \n",
       "3         1.0           34.5              8        2.90          0.04   \n",
       "5         0.0            0.0              0        0.00          0.00   \n",
       "6         0.0           63.6              9        2.31          0.11   \n",
       "\n",
       "   TacklesWon  TklDribbling  Blocks  SuccPressRatio  MatchPlayed  \\\n",
       "0           8           3.0     8.0            29.5           24   \n",
       "1          29          24.0    64.0            33.2           31   \n",
       "3           5           2.0     6.0            20.4           22   \n",
       "5           0           0.0     1.0            12.5           37   \n",
       "6          19           7.0    21.0            28.4           24   \n",
       "\n",
       "   PointPerMatch  TouchPenArea                Comp  SuccDrib  DribLegs  \\\n",
       "0           1.13          61.0  eng Premier League       6.0       1.0   \n",
       "1           0.97          26.0  eng Premier League      16.0       2.0   \n",
       "3           0.27          39.0          fr Ligue 1       7.0       0.0   \n",
       "5           0.92           0.0  eng Premier League       0.0       0.0   \n",
       "6           2.25          61.0          it Serie A      16.0       0.0   \n",
       "\n",
       "   PlayerType        PlayerName              Name  Value Value2  \n",
       "0     Forward    Aaron Connolly    Aaron Connolly    9.0      M  \n",
       "1    Defender   Aaron Cresswell   Aaron Cresswell   10.0      M  \n",
       "3     Forward  Aaron Leya Iseka  Aaron Leya Iseka  600.0      K  \n",
       "5  Goalkeeper    Aaron Ramsdale    Aaron Ramsdale   20.0      M  \n",
       "6  Midfielder      Aaron Ramsey      Aaron Ramsey   20.0      M  "
      ]
     },
     "execution_count": 540,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_temp.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 541,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1448"
      ]
     },
     "execution_count": 541,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_temp.PlayerName.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 542,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         Aaron Connolly\n",
       "1        Aaron Cresswell\n",
       "3       Aaron Leya Iseka\n",
       "5         Aaron Ramsdale\n",
       "6           Aaron Ramsey\n",
       "              ...       \n",
       "2586       Ángel Montoro\n",
       "2589        Éder Militão\n",
       "2592        Édgar Méndez\n",
       "2600         Óscar Plano\n",
       "2603         Ömer Toprak\n",
       "Name: PlayerName, Length: 1461, dtype: object"
      ]
     },
     "execution_count": 542,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_temp.PlayerName"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 543,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Min</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Goals.1</th>\n",
       "      <th>Asists</th>\n",
       "      <th>Asists.1</th>\n",
       "      <th>GoalAstPer90</th>\n",
       "      <th>90s</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>ShootPass</th>\n",
       "      <th>ShootDrib</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>AssistPass</th>\n",
       "      <th>AssistDrib</th>\n",
       "      <th>CompletedPasses</th>\n",
       "      <th>PassCompRatio</th>\n",
       "      <th>TotDistPass</th>\n",
       "      <th>ProgDistPass</th>\n",
       "      <th>Crosses</th>\n",
       "      <th>PenaltyWon</th>\n",
       "      <th>AerialWonRate</th>\n",
       "      <th>ShootOnTarget</th>\n",
       "      <th>ShootPer90</th>\n",
       "      <th>GoalPerShoot</th>\n",
       "      <th>TacklesWon</th>\n",
       "      <th>TklDribbling</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>SuccPressRatio</th>\n",
       "      <th>MatchPlayed</th>\n",
       "      <th>PointPerMatch</th>\n",
       "      <th>TouchPenArea</th>\n",
       "      <th>Comp</th>\n",
       "      <th>SuccDrib</th>\n",
       "      <th>DribLegs</th>\n",
       "      <th>PlayerType</th>\n",
       "      <th>PlayerName</th>\n",
       "      <th>Name</th>\n",
       "      <th>Value</th>\n",
       "      <th>Value2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>MF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3637</td>\n",
       "      <td>5</td>\n",
       "      <td>0.076667</td>\n",
       "      <td>13</td>\n",
       "      <td>0.223333</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>40.4</td>\n",
       "      <td>155.0</td>\n",
       "      <td>2.806667</td>\n",
       "      <td>103.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.293333</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1030.0</td>\n",
       "      <td>76.700000</td>\n",
       "      <td>18072.0</td>\n",
       "      <td>4891.0</td>\n",
       "      <td>161</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.866667</td>\n",
       "      <td>16</td>\n",
       "      <td>1.003333</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>26</td>\n",
       "      <td>12.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>15.90</td>\n",
       "      <td>54</td>\n",
       "      <td>1.090000</td>\n",
       "      <td>128.0</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>186.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Adama Traoré</td>\n",
       "      <td>Adama Traoré</td>\n",
       "      <td>40.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>MF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3637</td>\n",
       "      <td>5</td>\n",
       "      <td>0.076667</td>\n",
       "      <td>13</td>\n",
       "      <td>0.223333</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>40.4</td>\n",
       "      <td>155.0</td>\n",
       "      <td>2.806667</td>\n",
       "      <td>103.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.293333</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1030.0</td>\n",
       "      <td>76.700000</td>\n",
       "      <td>18072.0</td>\n",
       "      <td>4891.0</td>\n",
       "      <td>161</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.866667</td>\n",
       "      <td>16</td>\n",
       "      <td>1.003333</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>26</td>\n",
       "      <td>12.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>15.90</td>\n",
       "      <td>54</td>\n",
       "      <td>1.090000</td>\n",
       "      <td>128.0</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>186.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Adama Traoré</td>\n",
       "      <td>Adama Traoré</td>\n",
       "      <td>600.0</td>\n",
       "      <td>K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>GK</td>\n",
       "      <td>32.0</td>\n",
       "      <td>875</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.210000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>227.0</td>\n",
       "      <td>72.300000</td>\n",
       "      <td>6819.0</td>\n",
       "      <td>3815.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Goalkeeper</td>\n",
       "      <td>Adrián</td>\n",
       "      <td>Adrián</td>\n",
       "      <td>6.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>GK</td>\n",
       "      <td>32.0</td>\n",
       "      <td>875</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.210000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>227.0</td>\n",
       "      <td>72.300000</td>\n",
       "      <td>6819.0</td>\n",
       "      <td>3815.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Goalkeeper</td>\n",
       "      <td>Adrián</td>\n",
       "      <td>Adrián</td>\n",
       "      <td>2.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>DF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1440</td>\n",
       "      <td>2</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>16.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>29.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1051.0</td>\n",
       "      <td>86.200000</td>\n",
       "      <td>18778.0</td>\n",
       "      <td>6050.0</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>56.700000</td>\n",
       "      <td>4</td>\n",
       "      <td>0.870000</td>\n",
       "      <td>0.140000</td>\n",
       "      <td>17</td>\n",
       "      <td>14.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>32.30</td>\n",
       "      <td>22</td>\n",
       "      <td>2.090000</td>\n",
       "      <td>18.0</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Danilo</td>\n",
       "      <td>Danilo</td>\n",
       "      <td>5.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>DF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1440</td>\n",
       "      <td>2</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>16.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>29.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1051.0</td>\n",
       "      <td>86.200000</td>\n",
       "      <td>18778.0</td>\n",
       "      <td>6050.0</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>56.700000</td>\n",
       "      <td>4</td>\n",
       "      <td>0.870000</td>\n",
       "      <td>0.140000</td>\n",
       "      <td>17</td>\n",
       "      <td>14.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>32.30</td>\n",
       "      <td>22</td>\n",
       "      <td>2.090000</td>\n",
       "      <td>18.0</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Danilo</td>\n",
       "      <td>Danilo</td>\n",
       "      <td>20.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>DF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1440</td>\n",
       "      <td>2</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>16.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>29.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1051.0</td>\n",
       "      <td>86.200000</td>\n",
       "      <td>18778.0</td>\n",
       "      <td>6050.0</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>56.700000</td>\n",
       "      <td>4</td>\n",
       "      <td>0.870000</td>\n",
       "      <td>0.140000</td>\n",
       "      <td>17</td>\n",
       "      <td>14.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>32.30</td>\n",
       "      <td>22</td>\n",
       "      <td>2.090000</td>\n",
       "      <td>18.0</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Danilo</td>\n",
       "      <td>Danilo</td>\n",
       "      <td>300.0</td>\n",
       "      <td>K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>653</th>\n",
       "      <td>DF</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2839</td>\n",
       "      <td>3</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>6</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>0.290000</td>\n",
       "      <td>31.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>47.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1288.0</td>\n",
       "      <td>80.300000</td>\n",
       "      <td>21614.0</td>\n",
       "      <td>7386.0</td>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.700000</td>\n",
       "      <td>4</td>\n",
       "      <td>0.730000</td>\n",
       "      <td>0.130000</td>\n",
       "      <td>45</td>\n",
       "      <td>25.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>25.20</td>\n",
       "      <td>33</td>\n",
       "      <td>1.120000</td>\n",
       "      <td>96.0</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Emerson</td>\n",
       "      <td>Emerson</td>\n",
       "      <td>30.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654</th>\n",
       "      <td>DF</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2839</td>\n",
       "      <td>3</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>6</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>0.290000</td>\n",
       "      <td>31.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>47.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1288.0</td>\n",
       "      <td>80.300000</td>\n",
       "      <td>21614.0</td>\n",
       "      <td>7386.0</td>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.700000</td>\n",
       "      <td>4</td>\n",
       "      <td>0.730000</td>\n",
       "      <td>0.130000</td>\n",
       "      <td>45</td>\n",
       "      <td>25.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>25.20</td>\n",
       "      <td>33</td>\n",
       "      <td>1.120000</td>\n",
       "      <td>96.0</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Emerson</td>\n",
       "      <td>Emerson</td>\n",
       "      <td>10.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1123</th>\n",
       "      <td>MF</td>\n",
       "      <td>38.0</td>\n",
       "      <td>2060</td>\n",
       "      <td>8</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>3</td>\n",
       "      <td>0.130000</td>\n",
       "      <td>0.480000</td>\n",
       "      <td>22.9</td>\n",
       "      <td>109.0</td>\n",
       "      <td>4.760000</td>\n",
       "      <td>86.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.440000</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>935.0</td>\n",
       "      <td>80.400000</td>\n",
       "      <td>15558.0</td>\n",
       "      <td>4559.0</td>\n",
       "      <td>55</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.100000</td>\n",
       "      <td>11</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>11</td>\n",
       "      <td>4.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>26.70</td>\n",
       "      <td>34</td>\n",
       "      <td>1.090000</td>\n",
       "      <td>73.0</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>58.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Joaquín</td>\n",
       "      <td>Joaquín</td>\n",
       "      <td>1.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1124</th>\n",
       "      <td>MF</td>\n",
       "      <td>38.0</td>\n",
       "      <td>2060</td>\n",
       "      <td>8</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>3</td>\n",
       "      <td>0.130000</td>\n",
       "      <td>0.480000</td>\n",
       "      <td>22.9</td>\n",
       "      <td>109.0</td>\n",
       "      <td>4.760000</td>\n",
       "      <td>86.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.440000</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>935.0</td>\n",
       "      <td>80.400000</td>\n",
       "      <td>15558.0</td>\n",
       "      <td>4559.0</td>\n",
       "      <td>55</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.100000</td>\n",
       "      <td>11</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>11</td>\n",
       "      <td>4.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>26.70</td>\n",
       "      <td>34</td>\n",
       "      <td>1.090000</td>\n",
       "      <td>73.0</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>58.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Joaquín</td>\n",
       "      <td>Joaquín</td>\n",
       "      <td>3.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1214</th>\n",
       "      <td>FW</td>\n",
       "      <td>28.0</td>\n",
       "      <td>335</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.270000</td>\n",
       "      <td>0.270000</td>\n",
       "      <td>3.7</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.150000</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.270000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>74.500000</td>\n",
       "      <td>1408.0</td>\n",
       "      <td>625.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.700000</td>\n",
       "      <td>1</td>\n",
       "      <td>1.610000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>14.30</td>\n",
       "      <td>10</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>11.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Jota</td>\n",
       "      <td>Jota</td>\n",
       "      <td>3.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1215</th>\n",
       "      <td>FW</td>\n",
       "      <td>28.0</td>\n",
       "      <td>335</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.270000</td>\n",
       "      <td>0.270000</td>\n",
       "      <td>3.7</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.150000</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.270000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>74.500000</td>\n",
       "      <td>1408.0</td>\n",
       "      <td>625.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.700000</td>\n",
       "      <td>1</td>\n",
       "      <td>1.610000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>14.30</td>\n",
       "      <td>10</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>11.0</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Jota</td>\n",
       "      <td>Jota</td>\n",
       "      <td>2.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1325</th>\n",
       "      <td>FW</td>\n",
       "      <td>29.0</td>\n",
       "      <td>1767</td>\n",
       "      <td>5</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.310000</td>\n",
       "      <td>19.6</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1.680000</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>67.100000</td>\n",
       "      <td>4486.0</td>\n",
       "      <td>733.0</td>\n",
       "      <td>19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.300000</td>\n",
       "      <td>18</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>0.090000</td>\n",
       "      <td>6</td>\n",
       "      <td>4.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>30.00</td>\n",
       "      <td>27</td>\n",
       "      <td>1.110000</td>\n",
       "      <td>109.0</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Kike</td>\n",
       "      <td>Kike</td>\n",
       "      <td>3.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1326</th>\n",
       "      <td>FW</td>\n",
       "      <td>29.0</td>\n",
       "      <td>1767</td>\n",
       "      <td>5</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.310000</td>\n",
       "      <td>19.6</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1.680000</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>67.100000</td>\n",
       "      <td>4486.0</td>\n",
       "      <td>733.0</td>\n",
       "      <td>19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.300000</td>\n",
       "      <td>18</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>0.090000</td>\n",
       "      <td>6</td>\n",
       "      <td>4.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>30.00</td>\n",
       "      <td>27</td>\n",
       "      <td>1.110000</td>\n",
       "      <td>109.0</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Kike</td>\n",
       "      <td>Kike</td>\n",
       "      <td>2.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1449</th>\n",
       "      <td>MF</td>\n",
       "      <td>20.0</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>1.380000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.380000</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>277.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>1.380000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.10</td>\n",
       "      <td>2</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Lucas</td>\n",
       "      <td>Lucas</td>\n",
       "      <td>8.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>MF</td>\n",
       "      <td>20.0</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>1.380000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.380000</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>277.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>1.380000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.10</td>\n",
       "      <td>2</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Lucas</td>\n",
       "      <td>Lucas</td>\n",
       "      <td>400.0</td>\n",
       "      <td>K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1556</th>\n",
       "      <td>DF</td>\n",
       "      <td>32.0</td>\n",
       "      <td>2799</td>\n",
       "      <td>1</td>\n",
       "      <td>0.035000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.070000</td>\n",
       "      <td>0.105000</td>\n",
       "      <td>31.1</td>\n",
       "      <td>58.0</td>\n",
       "      <td>1.975000</td>\n",
       "      <td>52.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.245000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1869.0</td>\n",
       "      <td>84.750000</td>\n",
       "      <td>38094.0</td>\n",
       "      <td>12232.0</td>\n",
       "      <td>53</td>\n",
       "      <td>2.0</td>\n",
       "      <td>68.450000</td>\n",
       "      <td>8</td>\n",
       "      <td>0.830000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>28</td>\n",
       "      <td>20.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>35.40</td>\n",
       "      <td>32</td>\n",
       "      <td>1.655000</td>\n",
       "      <td>62.0</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Marcelo</td>\n",
       "      <td>Marcelo</td>\n",
       "      <td>2.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1557</th>\n",
       "      <td>DF</td>\n",
       "      <td>32.0</td>\n",
       "      <td>2799</td>\n",
       "      <td>1</td>\n",
       "      <td>0.035000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.070000</td>\n",
       "      <td>0.105000</td>\n",
       "      <td>31.1</td>\n",
       "      <td>58.0</td>\n",
       "      <td>1.975000</td>\n",
       "      <td>52.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.245000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1869.0</td>\n",
       "      <td>84.750000</td>\n",
       "      <td>38094.0</td>\n",
       "      <td>12232.0</td>\n",
       "      <td>53</td>\n",
       "      <td>2.0</td>\n",
       "      <td>68.450000</td>\n",
       "      <td>8</td>\n",
       "      <td>0.830000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>28</td>\n",
       "      <td>20.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>35.40</td>\n",
       "      <td>32</td>\n",
       "      <td>1.655000</td>\n",
       "      <td>62.0</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Marcelo</td>\n",
       "      <td>Marcelo</td>\n",
       "      <td>10.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1811</th>\n",
       "      <td>DF</td>\n",
       "      <td>30.0</td>\n",
       "      <td>2332</td>\n",
       "      <td>1</td>\n",
       "      <td>0.105000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.155000</td>\n",
       "      <td>25.9</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1.835000</td>\n",
       "      <td>46.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.145000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1075.0</td>\n",
       "      <td>79.400000</td>\n",
       "      <td>20601.0</td>\n",
       "      <td>9195.0</td>\n",
       "      <td>71</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.250000</td>\n",
       "      <td>3</td>\n",
       "      <td>0.855000</td>\n",
       "      <td>0.085000</td>\n",
       "      <td>34</td>\n",
       "      <td>19.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>29.55</td>\n",
       "      <td>29</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>28.0</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Nacho</td>\n",
       "      <td>Nacho</td>\n",
       "      <td>20.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1812</th>\n",
       "      <td>DF</td>\n",
       "      <td>30.0</td>\n",
       "      <td>2332</td>\n",
       "      <td>1</td>\n",
       "      <td>0.105000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.155000</td>\n",
       "      <td>25.9</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1.835000</td>\n",
       "      <td>46.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.145000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1075.0</td>\n",
       "      <td>79.400000</td>\n",
       "      <td>20601.0</td>\n",
       "      <td>9195.0</td>\n",
       "      <td>71</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.250000</td>\n",
       "      <td>3</td>\n",
       "      <td>0.855000</td>\n",
       "      <td>0.085000</td>\n",
       "      <td>34</td>\n",
       "      <td>19.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>29.55</td>\n",
       "      <td>29</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>28.0</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Nacho</td>\n",
       "      <td>Nacho</td>\n",
       "      <td>5.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2048</th>\n",
       "      <td>MF</td>\n",
       "      <td>33.0</td>\n",
       "      <td>4124</td>\n",
       "      <td>15</td>\n",
       "      <td>0.156667</td>\n",
       "      <td>2</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.196667</td>\n",
       "      <td>45.8</td>\n",
       "      <td>67.0</td>\n",
       "      <td>1.590000</td>\n",
       "      <td>47.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>956.0</td>\n",
       "      <td>64.066667</td>\n",
       "      <td>16785.0</td>\n",
       "      <td>6391.0</td>\n",
       "      <td>98</td>\n",
       "      <td>2.0</td>\n",
       "      <td>69.233333</td>\n",
       "      <td>30</td>\n",
       "      <td>1.020000</td>\n",
       "      <td>0.036667</td>\n",
       "      <td>55</td>\n",
       "      <td>26.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>29.10</td>\n",
       "      <td>51</td>\n",
       "      <td>1.236667</td>\n",
       "      <td>114.0</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>15.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Raúl García</td>\n",
       "      <td>Raúl García</td>\n",
       "      <td>8.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2049</th>\n",
       "      <td>MF</td>\n",
       "      <td>33.0</td>\n",
       "      <td>4124</td>\n",
       "      <td>15</td>\n",
       "      <td>0.156667</td>\n",
       "      <td>2</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.196667</td>\n",
       "      <td>45.8</td>\n",
       "      <td>67.0</td>\n",
       "      <td>1.590000</td>\n",
       "      <td>47.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>956.0</td>\n",
       "      <td>64.066667</td>\n",
       "      <td>16785.0</td>\n",
       "      <td>6391.0</td>\n",
       "      <td>98</td>\n",
       "      <td>2.0</td>\n",
       "      <td>69.233333</td>\n",
       "      <td>30</td>\n",
       "      <td>1.020000</td>\n",
       "      <td>0.036667</td>\n",
       "      <td>55</td>\n",
       "      <td>26.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>29.10</td>\n",
       "      <td>51</td>\n",
       "      <td>1.236667</td>\n",
       "      <td>114.0</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>15.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Raúl García</td>\n",
       "      <td>Raúl García</td>\n",
       "      <td>2.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2263</th>\n",
       "      <td>MF</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1327</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.7</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.470000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>361.0</td>\n",
       "      <td>74.500000</td>\n",
       "      <td>7785.0</td>\n",
       "      <td>2298.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.700000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.155000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>20</td>\n",
       "      <td>9.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>15.10</td>\n",
       "      <td>20</td>\n",
       "      <td>1.265000</td>\n",
       "      <td>7.0</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Sergio Álvarez</td>\n",
       "      <td>Sergio Álvarez</td>\n",
       "      <td>2.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2264</th>\n",
       "      <td>MF</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1327</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.7</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.470000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>361.0</td>\n",
       "      <td>74.500000</td>\n",
       "      <td>7785.0</td>\n",
       "      <td>2298.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.700000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.155000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>20</td>\n",
       "      <td>9.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>15.10</td>\n",
       "      <td>20</td>\n",
       "      <td>1.265000</td>\n",
       "      <td>7.0</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Sergio Álvarez</td>\n",
       "      <td>Sergio Álvarez</td>\n",
       "      <td>5.0</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Position   Age   Min  Goals   Goals.1  Asists  Asists.1  GoalAstPer90  \\\n",
       "31         MF  24.0  3637      5  0.076667      13  0.223333      0.300000   \n",
       "32         MF  24.0  3637      5  0.076667      13  0.223333      0.300000   \n",
       "46         GK  32.0   875      0  0.000000       0  0.000000      0.000000   \n",
       "47         GK  32.0   875      0  0.000000       0  0.000000      0.000000   \n",
       "497        DF  28.0  1440      2  0.120000       0  0.000000      0.120000   \n",
       "498        DF  28.0  1440      2  0.120000       0  0.000000      0.120000   \n",
       "499        DF  28.0  1440      2  0.120000       0  0.000000      0.120000   \n",
       "653        DF  20.0  2839      3  0.100000       6  0.190000      0.290000   \n",
       "654        DF  20.0  2839      3  0.100000       6  0.190000      0.290000   \n",
       "1123       MF  38.0  2060      8  0.350000       3  0.130000      0.480000   \n",
       "1124       MF  38.0  2060      8  0.350000       3  0.130000      0.480000   \n",
       "1214       FW  28.0   335      0  0.000000       1  0.270000      0.270000   \n",
       "1215       FW  28.0   335      0  0.000000       1  0.270000      0.270000   \n",
       "1325       FW  29.0  1767      5  0.250000       1  0.050000      0.310000   \n",
       "1326       FW  29.0  1767      5  0.250000       1  0.050000      0.310000   \n",
       "1449       MF  20.0    65      1  1.380000       0  0.000000      1.380000   \n",
       "1450       MF  20.0    65      1  1.380000       0  0.000000      1.380000   \n",
       "1556       DF  32.0  2799      1  0.035000       2  0.070000      0.105000   \n",
       "1557       DF  32.0  2799      1  0.035000       2  0.070000      0.105000   \n",
       "1811       DF  30.0  2332      1  0.105000       2  0.050000      0.155000   \n",
       "1812       DF  30.0  2332      1  0.105000       2  0.050000      0.155000   \n",
       "2048       MF  33.0  4124     15  0.156667       2  0.040000      0.196667   \n",
       "2049       MF  33.0  4124     15  0.156667       2  0.040000      0.196667   \n",
       "2263       MF  32.0  1327      0  0.000000       0  0.000000      0.000000   \n",
       "2264       MF  32.0  1327      0  0.000000       0  0.000000      0.000000   \n",
       "\n",
       "       90s    SCA     SCA90  ShootPass  ShootDrib   GCA     GCA90  AssistPass  \\\n",
       "31    40.4  155.0  2.806667      103.0       19.0  19.0  0.293333        14.0   \n",
       "32    40.4  155.0  2.806667      103.0       19.0  19.0  0.293333        14.0   \n",
       "46     9.7    2.0  0.210000        2.0        0.0   0.0  0.000000         0.0   \n",
       "47     9.7    2.0  0.210000        2.0        0.0   0.0  0.000000         0.0   \n",
       "497   16.0   36.0  2.250000       29.0        1.0   4.0  0.250000         3.0   \n",
       "498   16.0   36.0  2.250000       29.0        1.0   4.0  0.250000         3.0   \n",
       "499   16.0   36.0  2.250000       29.0        1.0   4.0  0.250000         3.0   \n",
       "653   31.5   60.0  1.900000       47.0        3.0   8.0  0.250000         6.0   \n",
       "654   31.5   60.0  1.900000       47.0        3.0   8.0  0.250000         6.0   \n",
       "1123  22.9  109.0  4.760000       86.0        6.0  10.0  0.440000         9.0   \n",
       "1124  22.9  109.0  4.760000       86.0        6.0  10.0  0.440000         9.0   \n",
       "1214   3.7    8.0  2.150000        7.0        0.0   1.0  0.270000         1.0   \n",
       "1215   3.7    8.0  2.150000        7.0        0.0   1.0  0.270000         1.0   \n",
       "1325  19.6   33.0  1.680000       19.0        0.0   3.0  0.150000         1.0   \n",
       "1326  19.6   33.0  1.680000       19.0        0.0   3.0  0.150000         1.0   \n",
       "1449   0.7    0.0  0.000000        0.0        0.0   0.0  0.000000         0.0   \n",
       "1450   0.7    0.0  0.000000        0.0        0.0   0.0  0.000000         0.0   \n",
       "1556  31.1   58.0  1.975000       52.0        2.0   7.0  0.245000         5.0   \n",
       "1557  31.1   58.0  1.975000       52.0        2.0   7.0  0.245000         5.0   \n",
       "1811  25.9   54.0  1.835000       46.0        1.0   6.0  0.145000         4.0   \n",
       "1812  25.9   54.0  1.835000       46.0        1.0   6.0  0.145000         4.0   \n",
       "2048  45.8   67.0  1.590000       47.0        1.0   7.0  0.133333         2.0   \n",
       "2049  45.8   67.0  1.590000       47.0        1.0   7.0  0.133333         2.0   \n",
       "2263  14.7   12.0  0.470000       10.0        1.0   0.0  0.000000         0.0   \n",
       "2264  14.7   12.0  0.470000       10.0        1.0   0.0  0.000000         0.0   \n",
       "\n",
       "      AssistDrib  CompletedPasses  PassCompRatio  TotDistPass  ProgDistPass  \\\n",
       "31           1.0           1030.0      76.700000      18072.0        4891.0   \n",
       "32           1.0           1030.0      76.700000      18072.0        4891.0   \n",
       "46           0.0            227.0      72.300000       6819.0        3815.0   \n",
       "47           0.0            227.0      72.300000       6819.0        3815.0   \n",
       "497          0.0           1051.0      86.200000      18778.0        6050.0   \n",
       "498          0.0           1051.0      86.200000      18778.0        6050.0   \n",
       "499          0.0           1051.0      86.200000      18778.0        6050.0   \n",
       "653          1.0           1288.0      80.300000      21614.0        7386.0   \n",
       "654          1.0           1288.0      80.300000      21614.0        7386.0   \n",
       "1123         1.0            935.0      80.400000      15558.0        4559.0   \n",
       "1124         1.0            935.0      80.400000      15558.0        4559.0   \n",
       "1214         0.0             73.0      74.500000       1408.0         625.0   \n",
       "1215         0.0             73.0      74.500000       1408.0         625.0   \n",
       "1325         0.0            327.0      67.100000       4486.0         733.0   \n",
       "1326         0.0            327.0      67.100000       4486.0         733.0   \n",
       "1449         0.0             18.0      72.000000        277.0          36.0   \n",
       "1450         0.0             18.0      72.000000        277.0          36.0   \n",
       "1556         0.0           1869.0      84.750000      38094.0       12232.0   \n",
       "1557         0.0           1869.0      84.750000      38094.0       12232.0   \n",
       "1811         0.0           1075.0      79.400000      20601.0        9195.0   \n",
       "1812         0.0           1075.0      79.400000      20601.0        9195.0   \n",
       "2048         0.0            956.0      64.066667      16785.0        6391.0   \n",
       "2049         0.0            956.0      64.066667      16785.0        6391.0   \n",
       "2263         0.0            361.0      74.500000       7785.0        2298.0   \n",
       "2264         0.0            361.0      74.500000       7785.0        2298.0   \n",
       "\n",
       "      Crosses  PenaltyWon  AerialWonRate  ShootOnTarget  ShootPer90  \\\n",
       "31        161         0.0      40.866667             16    1.003333   \n",
       "32        161         0.0      40.866667             16    1.003333   \n",
       "46          0         0.0       0.000000              0    0.000000   \n",
       "47          0         0.0       0.000000              0    0.000000   \n",
       "497        20         0.0      56.700000              4    0.870000   \n",
       "498        20         0.0      56.700000              4    0.870000   \n",
       "499        20         0.0      56.700000              4    0.870000   \n",
       "653        80         0.0      63.700000              4    0.730000   \n",
       "654        80         0.0      63.700000              4    0.730000   \n",
       "1123       55         0.0      42.100000             11    1.400000   \n",
       "1124       55         0.0      42.100000             11    1.400000   \n",
       "1214        1         0.0      16.700000              1    1.610000   \n",
       "1215        1         0.0      16.700000              1    1.610000   \n",
       "1325       19         1.0      38.300000             18    2.900000   \n",
       "1326       19         1.0      38.300000             18    2.900000   \n",
       "1449        0         0.0       0.000000              1    1.380000   \n",
       "1450        0         0.0       0.000000              1    1.380000   \n",
       "1556       53         2.0      68.450000              8    0.830000   \n",
       "1557       53         2.0      68.450000              8    0.830000   \n",
       "1811       71         0.0      49.250000              3    0.855000   \n",
       "1812       71         0.0      49.250000              3    0.855000   \n",
       "2048       98         2.0      69.233333             30    1.020000   \n",
       "2049       98         2.0      69.233333             30    1.020000   \n",
       "2263        3         0.0      20.700000              0    0.155000   \n",
       "2264        3         0.0      20.700000              0    0.155000   \n",
       "\n",
       "      GoalPerShoot  TacklesWon  TklDribbling  Blocks  SuccPressRatio  \\\n",
       "31        0.050000          26          12.0    42.0           15.90   \n",
       "32        0.050000          26          12.0    42.0           15.90   \n",
       "46        0.000000           0           0.0     0.0            0.00   \n",
       "47        0.000000           0           0.0     0.0            0.00   \n",
       "497       0.140000          17          14.0    22.0           32.30   \n",
       "498       0.140000          17          14.0    22.0           32.30   \n",
       "499       0.140000          17          14.0    22.0           32.30   \n",
       "653       0.130000          45          25.0    57.0           25.20   \n",
       "654       0.130000          45          25.0    57.0           25.20   \n",
       "1123      0.190000          11           4.0    36.0           26.70   \n",
       "1124      0.190000          11           4.0    36.0           26.70   \n",
       "1214      0.000000           2           2.0     3.0           14.30   \n",
       "1215      0.000000           2           2.0     3.0           14.30   \n",
       "1325      0.090000           6           4.0    17.0           30.00   \n",
       "1326      0.090000           6           4.0    17.0           30.00   \n",
       "1449      1.000000           0           0.0     2.0            7.10   \n",
       "1450      1.000000           0           0.0     2.0            7.10   \n",
       "1556      0.030000          28          20.0    45.0           35.40   \n",
       "1557      0.030000          28          20.0    45.0           35.40   \n",
       "1811      0.085000          34          19.0    65.0           29.55   \n",
       "1812      0.085000          34          19.0    65.0           29.55   \n",
       "2048      0.036667          55          26.0    90.0           29.10   \n",
       "2049      0.036667          55          26.0    90.0           29.10   \n",
       "2263      0.000000          20           9.0    25.0           15.10   \n",
       "2264      0.000000          20           9.0    25.0           15.10   \n",
       "\n",
       "      MatchPlayed  PointPerMatch  TouchPenArea                Comp  SuccDrib  \\\n",
       "31             54       1.090000         128.0          fr Ligue 1     186.0   \n",
       "32             54       1.090000         128.0          fr Ligue 1     186.0   \n",
       "46             11       3.000000           0.0  eng Premier League       0.0   \n",
       "47             11       3.000000           0.0  eng Premier League       0.0   \n",
       "497            22       2.090000          18.0          it Serie A      14.0   \n",
       "498            22       2.090000          18.0          it Serie A      14.0   \n",
       "499            22       2.090000          18.0          it Serie A      14.0   \n",
       "653            33       1.120000          96.0          es La Liga      21.0   \n",
       "654            33       1.120000          96.0          es La Liga      21.0   \n",
       "1123           34       1.090000          73.0          es La Liga      58.0   \n",
       "1124           34       1.090000          73.0          es La Liga      58.0   \n",
       "1214           10       0.700000          11.0  eng Premier League       8.0   \n",
       "1215           10       0.700000          11.0  eng Premier League       8.0   \n",
       "1325           27       1.110000         109.0          es La Liga       8.0   \n",
       "1326           27       1.110000         109.0          es La Liga       8.0   \n",
       "1449            2       0.500000           1.0       de Bundesliga       2.0   \n",
       "1450            2       0.500000           1.0       de Bundesliga       2.0   \n",
       "1556           32       1.655000          62.0          fr Ligue 1      10.0   \n",
       "1557           32       1.655000          62.0          fr Ligue 1      10.0   \n",
       "1811           29       1.400000          28.0          es La Liga      14.0   \n",
       "1812           29       1.400000          28.0          es La Liga      14.0   \n",
       "2048           51       1.236667         114.0          es La Liga      15.0   \n",
       "2049           51       1.236667         114.0          es La Liga      15.0   \n",
       "2263           20       1.265000           7.0          es La Liga       6.0   \n",
       "2264           20       1.265000           7.0          es La Liga       6.0   \n",
       "\n",
       "      DribLegs  PlayerType      PlayerName            Name  Value Value2  \n",
       "31         5.0  Midfielder    Adama Traoré    Adama Traoré   40.0      M  \n",
       "32         5.0  Midfielder    Adama Traoré    Adama Traoré  600.0      K  \n",
       "46         0.0  Goalkeeper          Adrián          Adrián    6.0      M  \n",
       "47         0.0  Goalkeeper          Adrián          Adrián    2.0      M  \n",
       "497        0.0    Defender          Danilo          Danilo    5.0      M  \n",
       "498        0.0    Defender          Danilo          Danilo   20.0      M  \n",
       "499        0.0    Defender          Danilo          Danilo  300.0      K  \n",
       "653        2.0    Defender         Emerson         Emerson   30.0      M  \n",
       "654        2.0    Defender         Emerson         Emerson   10.0      M  \n",
       "1123       3.0  Midfielder         Joaquín         Joaquín    1.0      M  \n",
       "1124       3.0  Midfielder         Joaquín         Joaquín    3.0      M  \n",
       "1214       1.0     Forward            Jota            Jota    3.0      M  \n",
       "1215       1.0     Forward            Jota            Jota    2.0      M  \n",
       "1325       1.0     Forward            Kike            Kike    3.0      M  \n",
       "1326       1.0     Forward            Kike            Kike    2.0      M  \n",
       "1449       0.0  Midfielder           Lucas           Lucas    8.0      M  \n",
       "1450       0.0  Midfielder           Lucas           Lucas  400.0      K  \n",
       "1556       0.0    Defender         Marcelo         Marcelo    2.0      M  \n",
       "1557       0.0    Defender         Marcelo         Marcelo   10.0      M  \n",
       "1811       1.0    Defender           Nacho           Nacho   20.0      M  \n",
       "1812       1.0    Defender           Nacho           Nacho    5.0      M  \n",
       "2048       2.0  Midfielder     Raúl García     Raúl García    8.0      M  \n",
       "2049       2.0  Midfielder     Raúl García     Raúl García    2.0      M  \n",
       "2263       0.0  Midfielder  Sergio Álvarez  Sergio Álvarez    2.0      M  \n",
       "2264       0.0  Midfielder  Sergio Álvarez  Sergio Álvarez    5.0      M  "
      ]
     },
     "execution_count": 543,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_temp[df_temp.duplicated(['PlayerName'], keep=False)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 544,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_temp = df_temp.groupby('Name').agg({'Position':'max', 'Age':'max','Min':'sum','Goals':'sum','Goals.1':'mean','Asists':'sum',\n",
    "                              'Asists.1':'mean','GoalAstPer90':'mean','90s':'sum','SCA':'sum','SCA90':'mean','ShootPass':'sum',\n",
    "                              'ShootDrib':'sum', 'GCA' :'sum', 'GCA90':'mean','AssistPass':'sum','AssistDrib':'sum',\n",
    "                               'CompletedPasses':'sum', 'PassCompRatio':'mean','TotDistPass':'sum', 'ProgDistPass':'sum',\n",
    "                               'Crosses':'sum','PenaltyWon':'sum','AerialWonRate':'mean', 'ShootOnTarget':'sum',\n",
    "                               'ShootPer90':'mean', 'GoalPerShoot':'mean','TacklesWon':'sum','TklDribbling':'sum',\n",
    "                               'Blocks':'sum', 'SuccPressRatio':'mean', 'MatchPlayed':'sum' ,'PointPerMatch':'mean',                              \n",
    "                              'TouchPenArea':'sum', 'SuccDrib':'sum', 'DribLegs':'sum' ,'PlayerType':'max' ,'PlayerName':'max',\n",
    "                                'Value':'max','Value2':'max' ,'Comp':'max' \n",
    "                              })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 545,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Min</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Goals.1</th>\n",
       "      <th>Asists</th>\n",
       "      <th>Asists.1</th>\n",
       "      <th>GoalAstPer90</th>\n",
       "      <th>90s</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>ShootPass</th>\n",
       "      <th>ShootDrib</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>AssistPass</th>\n",
       "      <th>AssistDrib</th>\n",
       "      <th>CompletedPasses</th>\n",
       "      <th>PassCompRatio</th>\n",
       "      <th>TotDistPass</th>\n",
       "      <th>ProgDistPass</th>\n",
       "      <th>Crosses</th>\n",
       "      <th>PenaltyWon</th>\n",
       "      <th>AerialWonRate</th>\n",
       "      <th>ShootOnTarget</th>\n",
       "      <th>ShootPer90</th>\n",
       "      <th>GoalPerShoot</th>\n",
       "      <th>TacklesWon</th>\n",
       "      <th>TklDribbling</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>SuccPressRatio</th>\n",
       "      <th>MatchPlayed</th>\n",
       "      <th>PointPerMatch</th>\n",
       "      <th>TouchPenArea</th>\n",
       "      <th>SuccDrib</th>\n",
       "      <th>DribLegs</th>\n",
       "      <th>PlayerType</th>\n",
       "      <th>PlayerName</th>\n",
       "      <th>Value</th>\n",
       "      <th>Value2</th>\n",
       "      <th>Comp</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Aaron Connolly</th>\n",
       "      <td>FW</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1258</td>\n",
       "      <td>3</td>\n",
       "      <td>0.21</td>\n",
       "      <td>1</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.29</td>\n",
       "      <td>14.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1.79</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.36</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>77.3</td>\n",
       "      <td>1739.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>22.6</td>\n",
       "      <td>13</td>\n",
       "      <td>2.72</td>\n",
       "      <td>0.08</td>\n",
       "      <td>8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>29.5</td>\n",
       "      <td>24</td>\n",
       "      <td>1.13</td>\n",
       "      <td>61.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Aaron Connolly</td>\n",
       "      <td>9.0</td>\n",
       "      <td>M</td>\n",
       "      <td>eng Premier League</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Cresswell</th>\n",
       "      <td>DF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2727</td>\n",
       "      <td>3</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>30.3</td>\n",
       "      <td>46.0</td>\n",
       "      <td>1.52</td>\n",
       "      <td>33.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.07</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1241.0</td>\n",
       "      <td>73.8</td>\n",
       "      <td>21630.0</td>\n",
       "      <td>10702.0</td>\n",
       "      <td>70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.17</td>\n",
       "      <td>29</td>\n",
       "      <td>24.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>33.2</td>\n",
       "      <td>31</td>\n",
       "      <td>0.97</td>\n",
       "      <td>26.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Defender</td>\n",
       "      <td>Aaron Cresswell</td>\n",
       "      <td>10.0</td>\n",
       "      <td>M</td>\n",
       "      <td>eng Premier League</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Leya Iseka</th>\n",
       "      <td>FW</td>\n",
       "      <td>21.0</td>\n",
       "      <td>777</td>\n",
       "      <td>2</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.23</td>\n",
       "      <td>8.6</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.32</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>77.6</td>\n",
       "      <td>1881.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>34.5</td>\n",
       "      <td>8</td>\n",
       "      <td>2.90</td>\n",
       "      <td>0.04</td>\n",
       "      <td>5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>20.4</td>\n",
       "      <td>22</td>\n",
       "      <td>0.27</td>\n",
       "      <td>39.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Forward</td>\n",
       "      <td>Aaron Leya Iseka</td>\n",
       "      <td>600.0</td>\n",
       "      <td>K</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Ramsdale</th>\n",
       "      <td>GK</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3330</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.08</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>648.0</td>\n",
       "      <td>57.7</td>\n",
       "      <td>21850.0</td>\n",
       "      <td>14848.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>37</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Goalkeeper</td>\n",
       "      <td>Aaron Ramsdale</td>\n",
       "      <td>20.0</td>\n",
       "      <td>M</td>\n",
       "      <td>eng Premier League</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Ramsey</th>\n",
       "      <td>MF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1051</td>\n",
       "      <td>3</td>\n",
       "      <td>0.26</td>\n",
       "      <td>1</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.34</td>\n",
       "      <td>11.7</td>\n",
       "      <td>44.0</td>\n",
       "      <td>3.77</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.34</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>649.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>9596.0</td>\n",
       "      <td>1744.0</td>\n",
       "      <td>13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.6</td>\n",
       "      <td>9</td>\n",
       "      <td>2.31</td>\n",
       "      <td>0.11</td>\n",
       "      <td>19</td>\n",
       "      <td>7.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>28.4</td>\n",
       "      <td>24</td>\n",
       "      <td>2.25</td>\n",
       "      <td>61.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Aaron Ramsey</td>\n",
       "      <td>20.0</td>\n",
       "      <td>M</td>\n",
       "      <td>it Serie A</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Position   Age   Min  Goals  Goals.1  Asists  Asists.1  \\\n",
       "Name                                                                      \n",
       "Aaron Connolly         FW  19.0  1258      3     0.21       1      0.07   \n",
       "Aaron Cresswell        DF  29.0  2727      3     0.10       0      0.00   \n",
       "Aaron Leya Iseka       FW  21.0   777      2     0.23       0      0.00   \n",
       "Aaron Ramsdale         GK  21.0  3330      0     0.00       1      0.03   \n",
       "Aaron Ramsey           MF  28.0  1051      3     0.26       1      0.09   \n",
       "\n",
       "                  GoalAstPer90   90s   SCA  SCA90  ShootPass  ShootDrib  GCA  \\\n",
       "Name                                                                           \n",
       "Aaron Connolly            0.29  14.0  25.0   1.79        7.0        3.0  5.0   \n",
       "Aaron Cresswell           0.10  30.3  46.0   1.52       33.0        2.0  2.0   \n",
       "Aaron Leya Iseka          0.23   8.6  20.0   2.32       13.0        1.0  1.0   \n",
       "Aaron Ramsdale            0.03  37.0   3.0   0.08        1.0        0.0  0.0   \n",
       "Aaron Ramsey              0.34  11.7  44.0   3.77       40.0        2.0  4.0   \n",
       "\n",
       "                  GCA90  AssistPass  AssistDrib  CompletedPasses  \\\n",
       "Name                                                               \n",
       "Aaron Connolly     0.36         1.0         1.0            126.0   \n",
       "Aaron Cresswell    0.07         1.0         1.0           1241.0   \n",
       "Aaron Leya Iseka   0.12         0.0         0.0            142.0   \n",
       "Aaron Ramsdale     0.00         0.0         0.0            648.0   \n",
       "Aaron Ramsey       0.34         3.0         0.0            649.0   \n",
       "\n",
       "                  PassCompRatio  TotDistPass  ProgDistPass  Crosses  \\\n",
       "Name                                                                  \n",
       "Aaron Connolly             77.3       1739.0         242.0        7   \n",
       "Aaron Cresswell            73.8      21630.0       10702.0       70   \n",
       "Aaron Leya Iseka           77.6       1881.0         252.0        3   \n",
       "Aaron Ramsdale             57.7      21850.0       14848.0        0   \n",
       "Aaron Ramsey               87.0       9596.0        1744.0       13   \n",
       "\n",
       "                  PenaltyWon  AerialWonRate  ShootOnTarget  ShootPer90  \\\n",
       "Name                                                                     \n",
       "Aaron Connolly           2.0           22.6             13        2.72   \n",
       "Aaron Cresswell          0.0           60.0              5        0.59   \n",
       "Aaron Leya Iseka         1.0           34.5              8        2.90   \n",
       "Aaron Ramsdale           0.0            0.0              0        0.00   \n",
       "Aaron Ramsey             0.0           63.6              9        2.31   \n",
       "\n",
       "                  GoalPerShoot  TacklesWon  TklDribbling  Blocks  \\\n",
       "Name                                                               \n",
       "Aaron Connolly            0.08           8           3.0     8.0   \n",
       "Aaron Cresswell           0.17          29          24.0    64.0   \n",
       "Aaron Leya Iseka          0.04           5           2.0     6.0   \n",
       "Aaron Ramsdale            0.00           0           0.0     1.0   \n",
       "Aaron Ramsey              0.11          19           7.0    21.0   \n",
       "\n",
       "                  SuccPressRatio  MatchPlayed  PointPerMatch  TouchPenArea  \\\n",
       "Name                                                                         \n",
       "Aaron Connolly              29.5           24           1.13          61.0   \n",
       "Aaron Cresswell             33.2           31           0.97          26.0   \n",
       "Aaron Leya Iseka            20.4           22           0.27          39.0   \n",
       "Aaron Ramsdale              12.5           37           0.92           0.0   \n",
       "Aaron Ramsey                28.4           24           2.25          61.0   \n",
       "\n",
       "                  SuccDrib  DribLegs  PlayerType        PlayerName  Value  \\\n",
       "Name                                                                        \n",
       "Aaron Connolly         6.0       1.0     Forward    Aaron Connolly    9.0   \n",
       "Aaron Cresswell       16.0       2.0    Defender   Aaron Cresswell   10.0   \n",
       "Aaron Leya Iseka       7.0       0.0     Forward  Aaron Leya Iseka  600.0   \n",
       "Aaron Ramsdale         0.0       0.0  Goalkeeper    Aaron Ramsdale   20.0   \n",
       "Aaron Ramsey          16.0       0.0  Midfielder      Aaron Ramsey   20.0   \n",
       "\n",
       "                 Value2                Comp  \n",
       "Name                                         \n",
       "Aaron Connolly        M  eng Premier League  \n",
       "Aaron Cresswell       M  eng Premier League  \n",
       "Aaron Leya Iseka      K          fr Ligue 1  \n",
       "Aaron Ramsdale        M  eng Premier League  \n",
       "Aaron Ramsey          M          it Serie A  "
      ]
     },
     "execution_count": 545,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_temp.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 546,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1448"
      ]
     },
     "execution_count": 546,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_temp.PlayerName.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 547,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name\n",
       "Aaron Connolly        Aaron Connolly\n",
       "Aaron Cresswell      Aaron Cresswell\n",
       "Aaron Leya Iseka    Aaron Leya Iseka\n",
       "Aaron Ramsdale        Aaron Ramsdale\n",
       "Aaron Ramsey            Aaron Ramsey\n",
       "                          ...       \n",
       "Ángel Montoro          Ángel Montoro\n",
       "Éder Militão            Éder Militão\n",
       "Édgar Méndez            Édgar Méndez\n",
       "Óscar Plano              Óscar Plano\n",
       "Ömer Toprak              Ömer Toprak\n",
       "Name: PlayerName, Length: 1448, dtype: object"
      ]
     },
     "execution_count": 547,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_temp.PlayerName"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 548,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
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       "    }\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>Squad</th>\n",
       "      <th>Position</th>\n",
       "      <th>Comp</th>\n",
       "      <th>Age</th>\n",
       "      <th>Min</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Asists</th>\n",
       "      <th>Asists</th>\n",
       "      <th>GoalAstPer90</th>\n",
       "      <th>90s</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>ShootPass</th>\n",
       "      <th>ShootDrib</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>AssistPass</th>\n",
       "      <th>AssistDrib</th>\n",
       "      <th>CompletedPasses</th>\n",
       "      <th>PassCompRatio</th>\n",
       "      <th>TotDistPass</th>\n",
       "      <th>ProgDistPass</th>\n",
       "      <th>Crosses</th>\n",
       "      <th>PenaltyWon</th>\n",
       "      <th>AerialWonRate</th>\n",
       "      <th>ShootOnTarget</th>\n",
       "      <th>ShootPer90</th>\n",
       "      <th>GoalPerShoot</th>\n",
       "      <th>TacklesWon</th>\n",
       "      <th>TklDribbling</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>SuccPressRatio</th>\n",
       "      <th>MatchPlayed</th>\n",
       "      <th>PointPerMatch</th>\n",
       "      <th>TouchPenArea</th>\n",
       "      <th>SuccDrib</th>\n",
       "      <th>DribLegs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Patrick van Aanholt</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>DF</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>28</td>\n",
       "      <td>2,507</td>\n",
       "      <td>3</td>\n",
       "      <td>0.11</td>\n",
       "      <td>2</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.18</td>\n",
       "      <td>27.9</td>\n",
       "      <td>62</td>\n",
       "      <td>2.23</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0.18</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1227</td>\n",
       "      <td>78.8</td>\n",
       "      <td>21251</td>\n",
       "      <td>9280</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>41.4</td>\n",
       "      <td>5</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.08</td>\n",
       "      <td>32</td>\n",
       "      <td>22</td>\n",
       "      <td>57</td>\n",
       "      <td>27.7</td>\n",
       "      <td>29</td>\n",
       "      <td>1.24</td>\n",
       "      <td>50</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Max Aarons</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>DF</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>19</td>\n",
       "      <td>3,240</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>36.0</td>\n",
       "      <td>55</td>\n",
       "      <td>1.53</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.08</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1316</td>\n",
       "      <td>78.1</td>\n",
       "      <td>20293</td>\n",
       "      <td>6834</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>35.4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.00</td>\n",
       "      <td>36</td>\n",
       "      <td>21</td>\n",
       "      <td>100</td>\n",
       "      <td>27.1</td>\n",
       "      <td>36</td>\n",
       "      <td>0.50</td>\n",
       "      <td>52</td>\n",
       "      <td>49</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Yunis Abdelhamid</td>\n",
       "      <td>Reims</td>\n",
       "      <td>DF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>31</td>\n",
       "      <td>2,520</td>\n",
       "      <td>3</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.11</td>\n",
       "      <td>28.0</td>\n",
       "      <td>16</td>\n",
       "      <td>0.57</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1328</td>\n",
       "      <td>87.7</td>\n",
       "      <td>29513</td>\n",
       "      <td>9041</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>67.2</td>\n",
       "      <td>5</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.16</td>\n",
       "      <td>37</td>\n",
       "      <td>14</td>\n",
       "      <td>43</td>\n",
       "      <td>37.1</td>\n",
       "      <td>28</td>\n",
       "      <td>1.46</td>\n",
       "      <td>27</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Suleiman Abdullahi</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>FW,MF</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>22</td>\n",
       "      <td>157</td>\n",
       "      <td>1</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2</td>\n",
       "      <td>1.15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>45.0</td>\n",
       "      <td>316</td>\n",
       "      <td>132</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>35.3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.44</td>\n",
       "      <td>0.17</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>36.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.67</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mehdi Abeid</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>MF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26</td>\n",
       "      <td>1,817</td>\n",
       "      <td>1</td>\n",
       "      <td>0.05</td>\n",
       "      <td>2</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.15</td>\n",
       "      <td>20.2</td>\n",
       "      <td>46</td>\n",
       "      <td>2.28</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>801</td>\n",
       "      <td>83.7</td>\n",
       "      <td>14638</td>\n",
       "      <td>3850</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>42.4</td>\n",
       "      <td>7</td>\n",
       "      <td>1.63</td>\n",
       "      <td>0.03</td>\n",
       "      <td>41</td>\n",
       "      <td>24</td>\n",
       "      <td>18</td>\n",
       "      <td>27.3</td>\n",
       "      <td>25</td>\n",
       "      <td>1.44</td>\n",
       "      <td>20</td>\n",
       "      <td>12</td>\n",
       "      <td>0</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",
       "      <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>2727</th>\n",
       "      <td>Bongani Zungu</td>\n",
       "      <td>Amiens</td>\n",
       "      <td>MF</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>26</td>\n",
       "      <td>992</td>\n",
       "      <td>1</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.09</td>\n",
       "      <td>11.0</td>\n",
       "      <td>12</td>\n",
       "      <td>1.09</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.27</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>437</td>\n",
       "      <td>81.2</td>\n",
       "      <td>8324</td>\n",
       "      <td>2354</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>41.9</td>\n",
       "      <td>1</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.14</td>\n",
       "      <td>12</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>30.0</td>\n",
       "      <td>21</td>\n",
       "      <td>0.90</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2728</th>\n",
       "      <td>Szymon Żurkowski</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>MF</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>21</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>100.0</td>\n",
       "      <td>54</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33.3</td>\n",
       "      <td>2</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2729</th>\n",
       "      <td>David Zurutuza</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>MF</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>33</td>\n",
       "      <td>157</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>74.4</td>\n",
       "      <td>1131</td>\n",
       "      <td>236</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>46.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>23.1</td>\n",
       "      <td>5</td>\n",
       "      <td>1.80</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2730</th>\n",
       "      <td>Martin Ødegaard</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>MF</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>20</td>\n",
       "      <td>2,527</td>\n",
       "      <td>4</td>\n",
       "      <td>0.14</td>\n",
       "      <td>6</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.36</td>\n",
       "      <td>28.1</td>\n",
       "      <td>116</td>\n",
       "      <td>4.13</td>\n",
       "      <td>75</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
       "      <td>0.53</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>1308</td>\n",
       "      <td>80.9</td>\n",
       "      <td>22526</td>\n",
       "      <td>6909</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>35.5</td>\n",
       "      <td>17</td>\n",
       "      <td>1.75</td>\n",
       "      <td>0.08</td>\n",
       "      <td>18</td>\n",
       "      <td>6</td>\n",
       "      <td>20</td>\n",
       "      <td>24.2</td>\n",
       "      <td>31</td>\n",
       "      <td>1.45</td>\n",
       "      <td>69</td>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2731</th>\n",
       "      <td>Filip Đuričić</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>MF,FW</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>27</td>\n",
       "      <td>1,633</td>\n",
       "      <td>5</td>\n",
       "      <td>0.28</td>\n",
       "      <td>5</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.55</td>\n",
       "      <td>18.1</td>\n",
       "      <td>72</td>\n",
       "      <td>3.97</td>\n",
       "      <td>48</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>0.55</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>552</td>\n",
       "      <td>79.1</td>\n",
       "      <td>9010</td>\n",
       "      <td>2188</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>32.4</td>\n",
       "      <td>9</td>\n",
       "      <td>2.26</td>\n",
       "      <td>0.12</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>26</td>\n",
       "      <td>32.5</td>\n",
       "      <td>29</td>\n",
       "      <td>1.31</td>\n",
       "      <td>59</td>\n",
       "      <td>38</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2732 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Player           Squad Position                Comp Age  \\\n",
       "0     Patrick van Aanholt  Crystal Palace       DF  eng Premier League  28   \n",
       "1              Max Aarons    Norwich City       DF  eng Premier League  19   \n",
       "2        Yunis Abdelhamid           Reims       DF          fr Ligue 1  31   \n",
       "3      Suleiman Abdullahi    Union Berlin    FW,MF       de Bundesliga  22   \n",
       "4             Mehdi Abeid          Nantes       MF          fr Ligue 1  26   \n",
       "...                   ...             ...      ...                 ...  ..   \n",
       "2727        Bongani Zungu          Amiens       MF          fr Ligue 1  26   \n",
       "2728     Szymon Żurkowski      Fiorentina       MF          it Serie A  21   \n",
       "2729       David Zurutuza   Real Sociedad       MF          es La Liga  33   \n",
       "2730      Martin Ødegaard   Real Sociedad       MF          es La Liga  20   \n",
       "2731        Filip Đuričić        Sassuolo    MF,FW          it Serie A  27   \n",
       "\n",
       "        Min Goals Goals Asists Asists GoalAstPer90   90s  SCA SCA90 ShootPass  \\\n",
       "0     2,507     3  0.11      2   0.07         0.18  27.9   62  2.23        32   \n",
       "1     3,240     0  0.00      1   0.03         0.03  36.0   55  1.53        42   \n",
       "2     2,520     3  0.11      0   0.00         0.11  28.0   16  0.57        11   \n",
       "3       157     1  0.57      0   0.00         0.57   1.7    2  1.15         1   \n",
       "4     1,817     1  0.05      2   0.10         0.15  20.2   46  2.28        27   \n",
       "...     ...   ...   ...    ...    ...          ...   ...  ...   ...       ...   \n",
       "2727    992     1  0.09      0   0.00         0.09  11.0   12  1.09        11   \n",
       "2728     12     0  0.00      0   0.00         0.00   0.1    0  0.00         0   \n",
       "2729    157     0  0.00      0   0.00         0.00   1.7    0  0.00         0   \n",
       "2730  2,527     4  0.14      6   0.21         0.36  28.1  116  4.13        75   \n",
       "2731  1,633     5  0.28      5   0.28         0.55  18.1   72  3.97        48   \n",
       "\n",
       "     ShootDrib GCA GCA90 AssistPass AssistDrib CompletedPasses PassCompRatio  \\\n",
       "0            3   5  0.18          3          1            1227          78.8   \n",
       "1            3   3  0.08          1          0            1316          78.1   \n",
       "2            0   1  0.04          1          0            1328          87.7   \n",
       "3            1   0  0.00          0          0              18          45.0   \n",
       "4            1   4  0.20          2          0             801          83.7   \n",
       "...        ...  ..   ...        ...        ...             ...           ...   \n",
       "2727         0   3  0.27          3          0             437          81.2   \n",
       "2728         0   0  0.00          0          0               4         100.0   \n",
       "2729         0   0  0.00          0          0              61          74.4   \n",
       "2730         7  15  0.53         11          1            1308          80.9   \n",
       "2731         6  10  0.55          7          1             552          79.1   \n",
       "\n",
       "     TotDistPass ProgDistPass Crosses PenaltyWon AerialWonRate ShootOnTarget  \\\n",
       "0          21251         9280      44          0          41.4             5   \n",
       "1          20293         6834      54          1          35.4             4   \n",
       "2          29513         9041       1          0          67.2             5   \n",
       "3            316          132       7          0          35.3             3   \n",
       "4          14638         3850      18          0          42.4             7   \n",
       "...          ...          ...     ...        ...           ...           ...   \n",
       "2727        8324         2354       3          0          41.9             1   \n",
       "2728          54            4       0          0         100.0             0   \n",
       "2729        1131          236       2          0          46.7             0   \n",
       "2730       22526         6909      38          0          35.5            17   \n",
       "2731        9010         2188       5          1          32.4             9   \n",
       "\n",
       "     ShootPer90 GoalPerShoot TacklesWon TklDribbling Blocks SuccPressRatio  \\\n",
       "0          0.93         0.08         32           22     57           27.7   \n",
       "1          0.39         0.00         36           21    100           27.1   \n",
       "2          0.68         0.16         37           14     43           37.1   \n",
       "3          3.44         0.17          1            1      3           36.0   \n",
       "4          1.63         0.03         41           24     18           27.3   \n",
       "...         ...          ...        ...          ...    ...            ...   \n",
       "2727       0.64         0.14         12           14     19           30.0   \n",
       "2728       7.50         0.00          0            0      0           33.3   \n",
       "2729       0.00                       1            0      2           23.1   \n",
       "2730       1.75         0.08         18            6     20           24.2   \n",
       "2731       2.26         0.12         20            4     26           32.5   \n",
       "\n",
       "     MatchPlayed PointPerMatch TouchPenArea SuccDrib DribLegs  \n",
       "0             29          1.24           50       18        2  \n",
       "1             36          0.50           52       49        2  \n",
       "2             28          1.46           27       21        0  \n",
       "3              6          0.67           10        2        1  \n",
       "4             25          1.44           20       12        0  \n",
       "...          ...           ...          ...      ...      ...  \n",
       "2727          21          0.90            5        5        0  \n",
       "2728           2          2.00            1        0        0  \n",
       "2729           5          1.80            0        1        0  \n",
       "2730          31          1.45           69       63        1  \n",
       "2731          29          1.31           59       38        6  \n",
       "\n",
       "[2732 rows x 39 columns]"
      ]
     },
     "execution_count": 548,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 550,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_temp.to_csv('stats_big5leagues.txt', sep=';')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Web Sraping is done. After that, it consists of my trials."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_temp = df_temp[df_temp['MatchPlayed']>25]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 409,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>          <td>Value</td>      <th>  R-squared:         </th> <td>   0.505</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.469</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   13.89</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Sat, 02 Jan 2021</td> <th>  Prob (F-statistic):</th> <td>1.17e-16</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>19:28:46</td>     <th>  Log-Likelihood:    </th> <td> -594.63</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>   147</td>      <th>  AIC:               </th> <td>   1211.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>   136</td>      <th>  BIC:               </th> <td>   1244.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>    10</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "        <td></td>           <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>     <td>  -10.2130</td> <td>   14.597</td> <td>   -0.700</td> <td> 0.485</td> <td>  -39.080</td> <td>   18.654</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Age</th>           <td>   -1.1127</td> <td>    0.376</td> <td>   -2.962</td> <td> 0.004</td> <td>   -1.856</td> <td>   -0.370</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Goals</th>         <td>    1.2301</td> <td>    0.430</td> <td>    2.859</td> <td> 0.005</td> <td>    0.379</td> <td>    2.081</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Asists</th>        <td>    0.2950</td> <td>    0.845</td> <td>    0.349</td> <td> 0.728</td> <td>   -1.376</td> <td>    1.966</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>SCA</th>           <td>    0.0487</td> <td>    0.108</td> <td>    0.450</td> <td> 0.653</td> <td>   -0.165</td> <td>    0.263</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>GCA</th>           <td>   -0.1623</td> <td>    0.499</td> <td>   -0.325</td> <td> 0.745</td> <td>   -1.148</td> <td>    0.824</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ProgDistPass</th>  <td>    0.0039</td> <td>    0.002</td> <td>    1.956</td> <td> 0.053</td> <td>-4.37e-05</td> <td>    0.008</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ShootOnTarget</th> <td>   -0.0704</td> <td>    0.235</td> <td>   -0.299</td> <td> 0.765</td> <td>   -0.535</td> <td>    0.395</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>MatchPlayed</th>   <td>    0.2874</td> <td>    0.325</td> <td>    0.885</td> <td> 0.378</td> <td>   -0.355</td> <td>    0.929</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>PointPerMatch</th> <td>   20.5905</td> <td>    3.388</td> <td>    6.077</td> <td> 0.000</td> <td>   13.890</td> <td>   27.291</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>SuccDrib</th>      <td>    0.0120</td> <td>    0.072</td> <td>    0.168</td> <td> 0.867</td> <td>   -0.130</td> <td>    0.154</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>29.730</td> <th>  Durbin-Watson:     </th> <td>   2.203</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.000</td> <th>  Jarque-Bera (JB):  </th> <td>  45.529</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 1.034</td> <th>  Prob(JB):          </th> <td>1.30e-10</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 4.777</td> <th>  Cond. No.          </th> <td>2.69e+04</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 2.69e+04. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                  Value   R-squared:                       0.505\n",
       "Model:                            OLS   Adj. R-squared:                  0.469\n",
       "Method:                 Least Squares   F-statistic:                     13.89\n",
       "Date:                Sat, 02 Jan 2021   Prob (F-statistic):           1.17e-16\n",
       "Time:                        19:28:46   Log-Likelihood:                -594.63\n",
       "No. Observations:                 147   AIC:                             1211.\n",
       "Df Residuals:                     136   BIC:                             1244.\n",
       "Df Model:                          10                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "=================================================================================\n",
       "                    coef    std err          t      P>|t|      [0.025      0.975]\n",
       "---------------------------------------------------------------------------------\n",
       "Intercept       -10.2130     14.597     -0.700      0.485     -39.080      18.654\n",
       "Age              -1.1127      0.376     -2.962      0.004      -1.856      -0.370\n",
       "Goals             1.2301      0.430      2.859      0.005       0.379       2.081\n",
       "Asists            0.2950      0.845      0.349      0.728      -1.376       1.966\n",
       "SCA               0.0487      0.108      0.450      0.653      -0.165       0.263\n",
       "GCA              -0.1623      0.499     -0.325      0.745      -1.148       0.824\n",
       "ProgDistPass      0.0039      0.002      1.956      0.053   -4.37e-05       0.008\n",
       "ShootOnTarget    -0.0704      0.235     -0.299      0.765      -0.535       0.395\n",
       "MatchPlayed       0.2874      0.325      0.885      0.378      -0.355       0.929\n",
       "PointPerMatch    20.5905      3.388      6.077      0.000      13.890      27.291\n",
       "SuccDrib          0.0120      0.072      0.168      0.867      -0.130       0.154\n",
       "==============================================================================\n",
       "Omnibus:                       29.730   Durbin-Watson:                   2.203\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):               45.529\n",
       "Skew:                           1.034   Prob(JB):                     1.30e-10\n",
       "Kurtosis:                       4.777   Cond. No.                     2.69e+04\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "[2] The condition number is large, 2.69e+04. This might indicate that there are\n",
       "strong multicollinearity or other numerical problems.\n",
       "\"\"\""
      ]
     },
     "execution_count": 409,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lm = smf.ols('Value ~ Age + Goals+ Asists + SCA + GCA + ProgDistPass + ShootOnTarget +MatchPlayed+ PointPerMatch + SuccDrib', data=df_temp[df_temp['PlayerType']=='Forward'])\n",
    "fit1 = lm.fit()\n",
    "fit1.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 411,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_temp2 = df_temp[df_temp['PlayerType']=='Forward']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 425,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>          <td>Value</td>      <th>  R-squared:         </th> <td>   0.505</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.469</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   13.89</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Sat, 02 Jan 2021</td> <th>  Prob (F-statistic):</th> <td>1.17e-16</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>19:36:24</td>     <th>  Log-Likelihood:    </th> <td> -594.63</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>   147</td>      <th>  AIC:               </th> <td>   1211.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>   136</td>      <th>  BIC:               </th> <td>   1244.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>    10</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "        <td></td>           <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>     <td>  -10.2130</td> <td>   14.597</td> <td>   -0.700</td> <td> 0.485</td> <td>  -39.080</td> <td>   18.654</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Age</th>           <td>   -1.1127</td> <td>    0.376</td> <td>   -2.962</td> <td> 0.004</td> <td>   -1.856</td> <td>   -0.370</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Goals</th>         <td>    1.2301</td> <td>    0.430</td> <td>    2.859</td> <td> 0.005</td> <td>    0.379</td> <td>    2.081</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Asists</th>        <td>    0.2950</td> <td>    0.845</td> <td>    0.349</td> <td> 0.728</td> <td>   -1.376</td> <td>    1.966</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>SCA</th>           <td>    0.0487</td> <td>    0.108</td> <td>    0.450</td> <td> 0.653</td> <td>   -0.165</td> <td>    0.263</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>GCA</th>           <td>   -0.1623</td> <td>    0.499</td> <td>   -0.325</td> <td> 0.745</td> <td>   -1.148</td> <td>    0.824</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ProgDistPass</th>  <td>    0.0039</td> <td>    0.002</td> <td>    1.956</td> <td> 0.053</td> <td>-4.37e-05</td> <td>    0.008</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ShootOnTarget</th> <td>   -0.0704</td> <td>    0.235</td> <td>   -0.299</td> <td> 0.765</td> <td>   -0.535</td> <td>    0.395</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>MatchPlayed</th>   <td>    0.2874</td> <td>    0.325</td> <td>    0.885</td> <td> 0.378</td> <td>   -0.355</td> <td>    0.929</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>PointPerMatch</th> <td>   20.5905</td> <td>    3.388</td> <td>    6.077</td> <td> 0.000</td> <td>   13.890</td> <td>   27.291</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>SuccDrib</th>      <td>    0.0120</td> <td>    0.072</td> <td>    0.168</td> <td> 0.867</td> <td>   -0.130</td> <td>    0.154</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>29.730</td> <th>  Durbin-Watson:     </th> <td>   2.203</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.000</td> <th>  Jarque-Bera (JB):  </th> <td>  45.529</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 1.034</td> <th>  Prob(JB):          </th> <td>1.30e-10</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 4.777</td> <th>  Cond. No.          </th> <td>2.69e+04</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 2.69e+04. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                  Value   R-squared:                       0.505\n",
       "Model:                            OLS   Adj. R-squared:                  0.469\n",
       "Method:                 Least Squares   F-statistic:                     13.89\n",
       "Date:                Sat, 02 Jan 2021   Prob (F-statistic):           1.17e-16\n",
       "Time:                        19:36:24   Log-Likelihood:                -594.63\n",
       "No. Observations:                 147   AIC:                             1211.\n",
       "Df Residuals:                     136   BIC:                             1244.\n",
       "Df Model:                          10                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "=================================================================================\n",
       "                    coef    std err          t      P>|t|      [0.025      0.975]\n",
       "---------------------------------------------------------------------------------\n",
       "Intercept       -10.2130     14.597     -0.700      0.485     -39.080      18.654\n",
       "Age              -1.1127      0.376     -2.962      0.004      -1.856      -0.370\n",
       "Goals             1.2301      0.430      2.859      0.005       0.379       2.081\n",
       "Asists            0.2950      0.845      0.349      0.728      -1.376       1.966\n",
       "SCA               0.0487      0.108      0.450      0.653      -0.165       0.263\n",
       "GCA              -0.1623      0.499     -0.325      0.745      -1.148       0.824\n",
       "ProgDistPass      0.0039      0.002      1.956      0.053   -4.37e-05       0.008\n",
       "ShootOnTarget    -0.0704      0.235     -0.299      0.765      -0.535       0.395\n",
       "MatchPlayed       0.2874      0.325      0.885      0.378      -0.355       0.929\n",
       "PointPerMatch    20.5905      3.388      6.077      0.000      13.890      27.291\n",
       "SuccDrib          0.0120      0.072      0.168      0.867      -0.130       0.154\n",
       "==============================================================================\n",
       "Omnibus:                       29.730   Durbin-Watson:                   2.203\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):               45.529\n",
       "Skew:                           1.034   Prob(JB):                     1.30e-10\n",
       "Kurtosis:                       4.777   Cond. No.                     2.69e+04\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "[2] The condition number is large, 2.69e+04. This might indicate that there are\n",
       "strong multicollinearity or other numerical problems.\n",
       "\"\"\""
      ]
     },
     "execution_count": 425,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lm = smf.ols('Value ~ Age + Goals+ Asists + SCA + GCA + ProgDistPass + ShootOnTarget +MatchPlayed+ PointPerMatch + SuccDrib', data=df_temp2)\n",
    "fit1 = lm.fit()\n",
    "fit1.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 420,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0.02675227, 0.0573263 , 0.06879156, 0.06114805, 0.03821753,\n",
       "        0.07261331, 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.09554384, 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        , 0.04586104, 0.        , 0.        , 0.        ,\n",
       "        0.        , 0.03821753, 0.        , 0.        , 0.        ,\n",
       "        0.        , 0.        , 0.01528701, 0.        , 0.        ,\n",
       "        0.        , 0.        , 0.        , 0.01910877, 0.        ,\n",
       "        0.        , 0.        , 0.        , 0.00382175, 0.        ,\n",
       "        0.        , 0.        , 0.        , 0.        , 0.00764351,\n",
       "        0.        , 0.        , 0.        , 0.        , 0.01146526]),\n",
       " array([ 1.  ,  2.78,  4.56,  6.34,  8.12,  9.9 , 11.68, 13.46, 15.24,\n",
       "        17.02, 18.8 , 20.58, 22.36, 24.14, 25.92, 27.7 , 29.48, 31.26,\n",
       "        33.04, 34.82, 36.6 , 38.38, 40.16, 41.94, 43.72, 45.5 , 47.28,\n",
       "        49.06, 50.84, 52.62, 54.4 , 56.18, 57.96, 59.74, 61.52, 63.3 ,\n",
       "        65.08, 66.86, 68.64, 70.42, 72.2 , 73.98, 75.76, 77.54, 79.32,\n",
       "        81.1 , 82.88, 84.66, 86.44, 88.22, 90.  ]),\n",
       " <BarContainer object of 50 artists>)"
      ]
     },
     "execution_count": 420,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2EqrqC1W1oao2Mfh9+EFV3cYqXQ+Aqvo1cDLJu7qmG4DnWL1r8ktge5IruvfPDQz+ttX0elzWF0wluYnBMdn/u73C361sRcsryZ8B/wT8lP8/Jv1FBsfp/x64lsEv9l9U1X+uSJErJMmfA5+rqluS/CGreD2S/CmDP06vBY4zuEXJG1ila5Lkb4G/ZHDW2jPAXwNvoeH1uKyDXpI03uV86EaS1INBL0mNM+glqXEGvSQ1zqCXpMYZ9JLUOINekhpn0EtS4/4XEzx8OCtjqtQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df_temp2['Value'] ,density=True, bins=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 421,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-421-9948fc85a131>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_temp2['logValue'] = np.log(df_temp['Value'])\n"
     ]
    }
   ],
   "source": [
    "df_temp2['logValue'] = np.log(df_temp['Value'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 422,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0.15117797, 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        , 0.        , 0.37794493, 0.        , 0.        ,\n",
       "        0.        , 0.        , 0.30235595, 0.        , 0.        ,\n",
       "        0.83147886, 0.        , 0.6047119 , 0.        , 0.75588987,\n",
       "        0.        , 0.45353392, 0.        , 0.75588987, 0.75588987,\n",
       "        1.43619075, 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        , 0.        , 0.        , 1.88972467, 0.        ,\n",
       "        0.        , 0.        , 0.90706784, 0.        , 0.        ,\n",
       "        0.75588987, 0.        , 0.        , 0.30235595, 0.        ,\n",
       "        0.37794493, 0.        , 0.07558899, 0.15117797, 0.22676696]),\n",
       " array([0.        , 0.08999619, 0.17999239, 0.26998858, 0.35998477,\n",
       "        0.44998097, 0.53997716, 0.62997335, 0.71996955, 0.80996574,\n",
       "        0.89996193, 0.98995813, 1.07995432, 1.16995051, 1.25994671,\n",
       "        1.3499429 , 1.43993909, 1.52993529, 1.61993148, 1.70992767,\n",
       "        1.79992387, 1.88992006, 1.97991625, 2.06991245, 2.15990864,\n",
       "        2.24990484, 2.33990103, 2.42989722, 2.51989342, 2.60988961,\n",
       "        2.6998858 , 2.789882  , 2.87987819, 2.96987438, 3.05987058,\n",
       "        3.14986677, 3.23986296, 3.32985916, 3.41985535, 3.50985154,\n",
       "        3.59984774, 3.68984393, 3.77984012, 3.86983632, 3.95983251,\n",
       "        4.0498287 , 4.1398249 , 4.22982109, 4.31981728, 4.40981348,\n",
       "        4.49980967]),\n",
       " <BarContainer object of 50 artists>)"
      ]
     },
     "execution_count": 422,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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y70m+1x2LP590TeeDJGuS/Ed3T1Bzmgh6H7XwEvuALZMu4jxyCviTqnoz8E7gE6v4v4//Ad5TVZuAK4Et3ZVyq90ngccnXcRKaSLo8VELL1JVh4BnJ13H+aKqflxV3+3e/4z5P9CXTLaqyegeU/LzbnNt91rVV2QkWQ/cAHxp0rWslFaC/hLgqYHtWVbpH2QtLckG4HeAf5twKRPTnaZ4BDgJPFBVq/ZYdP4K+FPgfydcx4ppJeh7P2pBq1eS3wK+AvxRVf100vVMSlX9uqquZP5O9c1J3jrhkiYmyfuBk1X18KRrWUmtBH2fxzRoFUuylvmQ/7uq+uqk6zkfVNV/A//E6v73nKuA309ynPlTvu9J8reTLWn8Wgl6H7WgRSUJ8DfA41X1l5OuZ5KSTCV5Tff+N4HfA56YaFETVFWfrqr1VbWB+dz4x6r6wwmXNXZNBH1VnQJOP2rhceDvz8GjFs5bSe4C/hV4U5LZJB+bdE0TdhVwI/OrtUe61/smXdSEvAH4VpJHmV8gPVBVTV5SqBf4CARJalwTK3pJ0uIMeklqnEEvSY0z6CWpcQa9JDXOoJekxhn0ktS4/wPJDbnK5LlfZAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df_temp2['logValue'] ,density=True, bins=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 440,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>        <td>logValue</td>     <th>  R-squared:         </th> <td>   0.501</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.460</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   12.32</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Sat, 02 Jan 2021</td> <th>  Prob (F-statistic):</th> <td>7.83e-16</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>19:43:38</td>     <th>  Log-Likelihood:    </th> <td> -153.81</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>   147</td>      <th>  AIC:               </th> <td>   331.6</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>   135</td>      <th>  BIC:               </th> <td>   367.5</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>    11</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "        <td></td>           <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>     <td>    2.0261</td> <td>    0.761</td> <td>    2.664</td> <td> 0.009</td> <td>    0.522</td> <td>    3.530</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Age</th>           <td>   -0.0896</td> <td>    0.019</td> <td>   -4.748</td> <td> 0.000</td> <td>   -0.127</td> <td>   -0.052</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Goals</th>         <td>    0.0458</td> <td>    0.022</td> <td>    2.074</td> <td> 0.040</td> <td>    0.002</td> <td>    0.090</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Asists</th>        <td>    0.0129</td> <td>    0.043</td> <td>    0.303</td> <td> 0.763</td> <td>   -0.071</td> <td>    0.097</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>SCA</th>           <td>    0.0009</td> <td>    0.006</td> <td>    0.161</td> <td> 0.872</td> <td>   -0.010</td> <td>    0.012</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>GCA</th>           <td>   -0.0057</td> <td>    0.025</td> <td>   -0.229</td> <td> 0.819</td> <td>   -0.055</td> <td>    0.044</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ProgDistPass</th>  <td>    0.0002</td> <td>    0.000</td> <td>    1.799</td> <td> 0.074</td> <td>-1.91e-05</td> <td>    0.000</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ShootOnTarget</th> <td>   -0.0105</td> <td>    0.012</td> <td>   -0.850</td> <td> 0.397</td> <td>   -0.035</td> <td>    0.014</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>MatchPlayed</th>   <td>    0.0149</td> <td>    0.017</td> <td>    0.856</td> <td> 0.394</td> <td>   -0.020</td> <td>    0.049</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>PointPerMatch</th> <td>    0.8968</td> <td>    0.173</td> <td>    5.184</td> <td> 0.000</td> <td>    0.555</td> <td>    1.239</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>TouchPenArea</th>  <td>    0.0046</td> <td>    0.002</td> <td>    1.880</td> <td> 0.062</td> <td>   -0.000</td> <td>    0.009</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>SuccDrib</th>      <td>   -0.0025</td> <td>    0.004</td> <td>   -0.695</td> <td> 0.488</td> <td>   -0.010</td> <td>    0.005</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 0.962</td> <th>  Durbin-Watson:     </th> <td>   2.143</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.618</td> <th>  Jarque-Bera (JB):  </th> <td>   1.048</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.183</td> <th>  Prob(JB):          </th> <td>   0.592</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 2.808</td> <th>  Cond. No.          </th> <td>2.80e+04</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 2.8e+04. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:               logValue   R-squared:                       0.501\n",
       "Model:                            OLS   Adj. R-squared:                  0.460\n",
       "Method:                 Least Squares   F-statistic:                     12.32\n",
       "Date:                Sat, 02 Jan 2021   Prob (F-statistic):           7.83e-16\n",
       "Time:                        19:43:38   Log-Likelihood:                -153.81\n",
       "No. Observations:                 147   AIC:                             331.6\n",
       "Df Residuals:                     135   BIC:                             367.5\n",
       "Df Model:                          11                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "=================================================================================\n",
       "                    coef    std err          t      P>|t|      [0.025      0.975]\n",
       "---------------------------------------------------------------------------------\n",
       "Intercept         2.0261      0.761      2.664      0.009       0.522       3.530\n",
       "Age              -0.0896      0.019     -4.748      0.000      -0.127      -0.052\n",
       "Goals             0.0458      0.022      2.074      0.040       0.002       0.090\n",
       "Asists            0.0129      0.043      0.303      0.763      -0.071       0.097\n",
       "SCA               0.0009      0.006      0.161      0.872      -0.010       0.012\n",
       "GCA              -0.0057      0.025     -0.229      0.819      -0.055       0.044\n",
       "ProgDistPass      0.0002      0.000      1.799      0.074   -1.91e-05       0.000\n",
       "ShootOnTarget    -0.0105      0.012     -0.850      0.397      -0.035       0.014\n",
       "MatchPlayed       0.0149      0.017      0.856      0.394      -0.020       0.049\n",
       "PointPerMatch     0.8968      0.173      5.184      0.000       0.555       1.239\n",
       "TouchPenArea      0.0046      0.002      1.880      0.062      -0.000       0.009\n",
       "SuccDrib         -0.0025      0.004     -0.695      0.488      -0.010       0.005\n",
       "==============================================================================\n",
       "Omnibus:                        0.962   Durbin-Watson:                   2.143\n",
       "Prob(Omnibus):                  0.618   Jarque-Bera (JB):                1.048\n",
       "Skew:                           0.183   Prob(JB):                        0.592\n",
       "Kurtosis:                       2.808   Cond. No.                     2.80e+04\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "[2] The condition number is large, 2.8e+04. This might indicate that there are\n",
       "strong multicollinearity or other numerical problems.\n",
       "\"\"\""
      ]
     },
     "execution_count": 440,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lm = smf.ols('logValue ~ Age + Goals+ Asists + SCA + GCA + ProgDistPass + ShootOnTarget +MatchPlayed+ PointPerMatch +TouchPenArea+ SuccDrib', data=df_temp2)\n",
    "fit1 = lm.fit()\n",
    "fit1.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 439,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>        <td>logValue</td>     <th>  R-squared:         </th> <td>   0.451</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.428</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   19.19</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Sat, 02 Jan 2021</td> <th>  Prob (F-statistic):</th> <td>3.06e-16</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>19:43:32</td>     <th>  Log-Likelihood:    </th> <td> -160.78</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>   147</td>      <th>  AIC:               </th> <td>   335.6</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>   140</td>      <th>  BIC:               </th> <td>   356.5</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     6</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "        <td></td>           <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>     <td>    1.6740</td> <td>    0.744</td> <td>    2.251</td> <td> 0.026</td> <td>    0.203</td> <td>    3.145</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Age</th>           <td>   -0.0794</td> <td>    0.018</td> <td>   -4.345</td> <td> 0.000</td> <td>   -0.115</td> <td>   -0.043</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Goals</th>         <td>    0.0299</td> <td>    0.022</td> <td>    1.388</td> <td> 0.167</td> <td>   -0.013</td> <td>    0.072</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ShootOnTarget</th> <td>   -0.0046</td> <td>    0.012</td> <td>   -0.377</td> <td> 0.707</td> <td>   -0.029</td> <td>    0.019</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>MatchPlayed</th>   <td>    0.0240</td> <td>    0.017</td> <td>    1.404</td> <td> 0.163</td> <td>   -0.010</td> <td>    0.058</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>PointPerMatch</th> <td>    0.9582</td> <td>    0.168</td> <td>    5.700</td> <td> 0.000</td> <td>    0.626</td> <td>    1.291</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>TouchPenArea</th>  <td>    0.0048</td> <td>    0.002</td> <td>    2.164</td> <td> 0.032</td> <td>    0.000</td> <td>    0.009</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 1.580</td> <th>  Durbin-Watson:     </th> <td>   2.227</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.454</td> <th>  Jarque-Bera (JB):  </th> <td>   1.450</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.243</td> <th>  Prob(JB):          </th> <td>   0.484</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 2.971</td> <th>  Cond. No.          </th> <td>1.68e+03</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 1.68e+03. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:               logValue   R-squared:                       0.451\n",
       "Model:                            OLS   Adj. R-squared:                  0.428\n",
       "Method:                 Least Squares   F-statistic:                     19.19\n",
       "Date:                Sat, 02 Jan 2021   Prob (F-statistic):           3.06e-16\n",
       "Time:                        19:43:32   Log-Likelihood:                -160.78\n",
       "No. Observations:                 147   AIC:                             335.6\n",
       "Df Residuals:                     140   BIC:                             356.5\n",
       "Df Model:                           6                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "=================================================================================\n",
       "                    coef    std err          t      P>|t|      [0.025      0.975]\n",
       "---------------------------------------------------------------------------------\n",
       "Intercept         1.6740      0.744      2.251      0.026       0.203       3.145\n",
       "Age              -0.0794      0.018     -4.345      0.000      -0.115      -0.043\n",
       "Goals             0.0299      0.022      1.388      0.167      -0.013       0.072\n",
       "ShootOnTarget    -0.0046      0.012     -0.377      0.707      -0.029       0.019\n",
       "MatchPlayed       0.0240      0.017      1.404      0.163      -0.010       0.058\n",
       "PointPerMatch     0.9582      0.168      5.700      0.000       0.626       1.291\n",
       "TouchPenArea      0.0048      0.002      2.164      0.032       0.000       0.009\n",
       "==============================================================================\n",
       "Omnibus:                        1.580   Durbin-Watson:                   2.227\n",
       "Prob(Omnibus):                  0.454   Jarque-Bera (JB):                1.450\n",
       "Skew:                           0.243   Prob(JB):                        0.484\n",
       "Kurtosis:                       2.971   Cond. No.                     1.68e+03\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "[2] The condition number is large, 1.68e+03. This might indicate that there are\n",
       "strong multicollinearity or other numerical problems.\n",
       "\"\"\""
      ]
     },
     "execution_count": 439,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lm = smf.ols('logValue ~ Age + Goals+ ShootOnTarget +MatchPlayed+ PointPerMatch +TouchPenArea ', data=df_temp2)\n",
    "fit1 = lm.fit()\n",
    "fit1.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 454,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>        <td>logValue</td>     <th>  R-squared:         </th> <td>   0.524</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.396</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   4.085</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Sat, 02 Jan 2021</td> <th>  Prob (F-statistic):</th> <td>1.86e-08</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>20:05:22</td>     <th>  Log-Likelihood:    </th> <td> -150.31</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>   147</td>      <th>  AIC:               </th> <td>   364.6</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>   115</td>      <th>  BIC:               </th> <td>   460.3</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>    31</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "         <td></td>            <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>       <td>   -1.3668</td> <td>    1.671</td> <td>   -0.818</td> <td> 0.415</td> <td>   -4.677</td> <td>    1.943</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Min</th>             <td>   -0.0005</td> <td>    0.000</td> <td>   -1.274</td> <td> 0.205</td> <td>   -0.001</td> <td>    0.000</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Goals</th>           <td>   -0.0218</td> <td>    0.055</td> <td>   -0.400</td> <td> 0.690</td> <td>   -0.130</td> <td>    0.086</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Asists</th>          <td>   -0.0592</td> <td>    0.079</td> <td>   -0.747</td> <td> 0.456</td> <td>   -0.216</td> <td>    0.098</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>GoalAstPer90</th>    <td>    0.8428</td> <td>    1.356</td> <td>    0.621</td> <td> 0.536</td> <td>   -1.844</td> <td>    3.530</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>SCA</th>             <td>   -0.0061</td> <td>    0.015</td> <td>   -0.407</td> <td> 0.685</td> <td>   -0.036</td> <td>    0.024</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>SCA90</th>           <td>   -0.0224</td> <td>    0.176</td> <td>   -0.127</td> <td> 0.899</td> <td>   -0.372</td> <td>    0.327</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ShootPass</th>       <td>    0.0012</td> <td>    0.018</td> <td>    0.064</td> <td> 0.949</td> <td>   -0.035</td> <td>    0.037</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ShootDrib</th>       <td>    0.0085</td> <td>    0.035</td> <td>    0.247</td> <td> 0.806</td> <td>   -0.060</td> <td>    0.077</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>GCA</th>             <td>    0.0872</td> <td>    0.089</td> <td>    0.977</td> <td> 0.331</td> <td>   -0.090</td> <td>    0.264</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>GCA90</th>           <td>   -1.7372</td> <td>    1.731</td> <td>   -1.004</td> <td> 0.318</td> <td>   -5.165</td> <td>    1.691</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>AssistPass</th>      <td>   -0.0203</td> <td>    0.065</td> <td>   -0.310</td> <td> 0.757</td> <td>   -0.150</td> <td>    0.109</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>AssistDrib</th>      <td>   -0.0304</td> <td>    0.088</td> <td>   -0.346</td> <td> 0.730</td> <td>   -0.204</td> <td>    0.143</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>CompletedPasses</th> <td>   -0.0045</td> <td>    0.002</td> <td>   -2.197</td> <td> 0.030</td> <td>   -0.009</td> <td>   -0.000</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>PassCompRatio</th>   <td>    0.0201</td> <td>    0.019</td> <td>    1.064</td> <td> 0.290</td> <td>   -0.017</td> <td>    0.057</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>TotDistPass</th>     <td>    0.0002</td> <td>    0.000</td> <td>    1.980</td> <td> 0.050</td> <td>-1.21e-07</td> <td>    0.000</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ProgDistPass</th>    <td>    0.0003</td> <td>    0.000</td> <td>    1.239</td> <td> 0.218</td> <td>   -0.000</td> <td>    0.001</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Crosses</th>         <td>   -0.0012</td> <td>    0.005</td> <td>   -0.237</td> <td> 0.813</td> <td>   -0.011</td> <td>    0.009</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>PenaltyWon</th>      <td>   -0.1489</td> <td>    0.084</td> <td>   -1.776</td> <td> 0.078</td> <td>   -0.315</td> <td>    0.017</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>AerialWonRate</th>   <td>   -0.0061</td> <td>    0.007</td> <td>   -0.866</td> <td> 0.388</td> <td>   -0.020</td> <td>    0.008</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ShootOnTarget</th>   <td>    0.0080</td> <td>    0.017</td> <td>    0.459</td> <td> 0.647</td> <td>   -0.027</td> <td>    0.043</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ShootPer90</th>      <td>   -0.0678</td> <td>    0.176</td> <td>   -0.386</td> <td> 0.700</td> <td>   -0.416</td> <td>    0.280</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>GoalPerShoot</th>    <td>    1.7206</td> <td>    2.401</td> <td>    0.717</td> <td> 0.475</td> <td>   -3.035</td> <td>    6.476</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>TacklesWon</th>      <td>    0.0208</td> <td>    0.015</td> <td>    1.403</td> <td> 0.163</td> <td>   -0.009</td> <td>    0.050</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>TklDribbling</th>    <td>   -0.0396</td> <td>    0.028</td> <td>   -1.425</td> <td> 0.157</td> <td>   -0.095</td> <td>    0.015</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Blocks</th>          <td>   -0.0006</td> <td>    0.009</td> <td>   -0.059</td> <td> 0.953</td> <td>   -0.019</td> <td>    0.018</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>SuccPressRatio</th>  <td>    0.0122</td> <td>    0.022</td> <td>    0.550</td> <td> 0.583</td> <td>   -0.032</td> <td>    0.056</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>MatchPlayed</th>     <td>    0.0333</td> <td>    0.023</td> <td>    1.473</td> <td> 0.143</td> <td>   -0.011</td> <td>    0.078</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>PointPerMatch</th>   <td>    0.6990</td> <td>    0.263</td> <td>    2.659</td> <td> 0.009</td> <td>    0.178</td> <td>    1.220</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>TouchPenArea</th>    <td>    0.0098</td> <td>    0.004</td> <td>    2.685</td> <td> 0.008</td> <td>    0.003</td> <td>    0.017</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>SuccDrib</th>        <td>    0.0002</td> <td>    0.007</td> <td>    0.030</td> <td> 0.976</td> <td>   -0.014</td> <td>    0.015</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>DribLegs</th>        <td>    0.0330</td> <td>    0.040</td> <td>    0.834</td> <td> 0.406</td> <td>   -0.045</td> <td>    0.112</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 0.079</td> <th>  Durbin-Watson:     </th> <td>   1.823</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.961</td> <th>  Jarque-Bera (JB):  </th> <td>   0.122</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.054</td> <th>  Prob(JB):          </th> <td>   0.941</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 2.909</td> <th>  Cond. No.          </th> <td>3.81e+05</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 3.81e+05. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:               logValue   R-squared:                       0.524\n",
       "Model:                            OLS   Adj. R-squared:                  0.396\n",
       "Method:                 Least Squares   F-statistic:                     4.085\n",
       "Date:                Sat, 02 Jan 2021   Prob (F-statistic):           1.86e-08\n",
       "Time:                        20:05:22   Log-Likelihood:                -150.31\n",
       "No. Observations:                 147   AIC:                             364.6\n",
       "Df Residuals:                     115   BIC:                             460.3\n",
       "Df Model:                          31                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "===================================================================================\n",
       "                      coef    std err          t      P>|t|      [0.025      0.975]\n",
       "-----------------------------------------------------------------------------------\n",
       "Intercept          -1.3668      1.671     -0.818      0.415      -4.677       1.943\n",
       "Min                -0.0005      0.000     -1.274      0.205      -0.001       0.000\n",
       "Goals              -0.0218      0.055     -0.400      0.690      -0.130       0.086\n",
       "Asists             -0.0592      0.079     -0.747      0.456      -0.216       0.098\n",
       "GoalAstPer90        0.8428      1.356      0.621      0.536      -1.844       3.530\n",
       "SCA                -0.0061      0.015     -0.407      0.685      -0.036       0.024\n",
       "SCA90              -0.0224      0.176     -0.127      0.899      -0.372       0.327\n",
       "ShootPass           0.0012      0.018      0.064      0.949      -0.035       0.037\n",
       "ShootDrib           0.0085      0.035      0.247      0.806      -0.060       0.077\n",
       "GCA                 0.0872      0.089      0.977      0.331      -0.090       0.264\n",
       "GCA90              -1.7372      1.731     -1.004      0.318      -5.165       1.691\n",
       "AssistPass         -0.0203      0.065     -0.310      0.757      -0.150       0.109\n",
       "AssistDrib         -0.0304      0.088     -0.346      0.730      -0.204       0.143\n",
       "CompletedPasses    -0.0045      0.002     -2.197      0.030      -0.009      -0.000\n",
       "PassCompRatio       0.0201      0.019      1.064      0.290      -0.017       0.057\n",
       "TotDistPass         0.0002      0.000      1.980      0.050   -1.21e-07       0.000\n",
       "ProgDistPass        0.0003      0.000      1.239      0.218      -0.000       0.001\n",
       "Crosses            -0.0012      0.005     -0.237      0.813      -0.011       0.009\n",
       "PenaltyWon         -0.1489      0.084     -1.776      0.078      -0.315       0.017\n",
       "AerialWonRate      -0.0061      0.007     -0.866      0.388      -0.020       0.008\n",
       "ShootOnTarget       0.0080      0.017      0.459      0.647      -0.027       0.043\n",
       "ShootPer90         -0.0678      0.176     -0.386      0.700      -0.416       0.280\n",
       "GoalPerShoot        1.7206      2.401      0.717      0.475      -3.035       6.476\n",
       "TacklesWon          0.0208      0.015      1.403      0.163      -0.009       0.050\n",
       "TklDribbling       -0.0396      0.028     -1.425      0.157      -0.095       0.015\n",
       "Blocks             -0.0006      0.009     -0.059      0.953      -0.019       0.018\n",
       "SuccPressRatio      0.0122      0.022      0.550      0.583      -0.032       0.056\n",
       "MatchPlayed         0.0333      0.023      1.473      0.143      -0.011       0.078\n",
       "PointPerMatch       0.6990      0.263      2.659      0.009       0.178       1.220\n",
       "TouchPenArea        0.0098      0.004      2.685      0.008       0.003       0.017\n",
       "SuccDrib            0.0002      0.007      0.030      0.976      -0.014       0.015\n",
       "DribLegs            0.0330      0.040      0.834      0.406      -0.045       0.112\n",
       "==============================================================================\n",
       "Omnibus:                        0.079   Durbin-Watson:                   1.823\n",
       "Prob(Omnibus):                  0.961   Jarque-Bera (JB):                0.122\n",
       "Skew:                           0.054   Prob(JB):                        0.941\n",
       "Kurtosis:                       2.909   Cond. No.                     3.81e+05\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "[2] The condition number is large, 3.81e+05. This might indicate that there are\n",
       "strong multicollinearity or other numerical problems.\n",
       "\"\"\""
      ]
     },
     "execution_count": 454,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lm = smf.ols('logValue ~ Min + Goals  + Asists   + GoalAstPer90  + SCA + SCA90 + ShootPass + ShootDrib + GCA + GCA90 + AssistPass + AssistDrib + CompletedPasses + PassCompRatio + TotDistPass + ProgDistPass + Crosses + PenaltyWon + AerialWonRate + ShootOnTarget + ShootPer90 + GoalPerShoot + TacklesWon + TklDribbling + Blocks + SuccPressRatio + MatchPlayed + PointPerMatch + TouchPenArea + SuccDrib + DribLegs ', data=df_temp2)\n",
    "fit1 = lm.fit()\n",
    "fit1.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 433,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_temp3 = df_temp[df_temp['PlayerType']=='Midfielder']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 456,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>          <td>Value</td>      <th>  R-squared:         </th> <td>   0.466</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.360</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   4.387</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Sat, 02 Jan 2021</td> <th>  Prob (F-statistic):</th> <td>3.57e-10</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>20:10:53</td>     <th>  Log-Likelihood:    </th> <td> -700.29</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>   188</td>      <th>  AIC:               </th> <td>   1465.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>   156</td>      <th>  BIC:               </th> <td>   1568.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>    31</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "         <td></td>            <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>       <td>   -2.2440</td> <td>   25.181</td> <td>   -0.089</td> <td> 0.929</td> <td>  -51.985</td> <td>   47.497</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Min</th>             <td>   -0.0039</td> <td>    0.005</td> <td>   -0.851</td> <td> 0.396</td> <td>   -0.013</td> <td>    0.005</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Goals</th>           <td>   -0.5617</td> <td>    1.017</td> <td>   -0.552</td> <td> 0.582</td> <td>   -2.571</td> <td>    1.448</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Asists</th>          <td>    0.5689</td> <td>    1.267</td> <td>    0.449</td> <td> 0.654</td> <td>   -1.934</td> <td>    3.072</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>GoalAstPer90</th>    <td>   -5.4904</td> <td>   27.126</td> <td>   -0.202</td> <td> 0.840</td> <td>  -59.072</td> <td>   48.091</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>SCA</th>             <td>   -0.0515</td> <td>    0.180</td> <td>   -0.286</td> <td> 0.775</td> <td>   -0.407</td> <td>    0.304</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>SCA90</th>           <td>   -1.2235</td> <td>    3.887</td> <td>   -0.315</td> <td> 0.753</td> <td>   -8.901</td> <td>    6.454</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ShootPass</th>       <td>   -0.0732</td> <td>    0.160</td> <td>   -0.459</td> <td> 0.647</td> <td>   -0.388</td> <td>    0.242</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ShootDrib</th>       <td>    0.2296</td> <td>    0.501</td> <td>    0.458</td> <td> 0.648</td> <td>   -0.761</td> <td>    1.220</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>GCA</th>             <td>    0.5766</td> <td>    1.556</td> <td>    0.370</td> <td> 0.712</td> <td>   -2.497</td> <td>    3.651</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>GCA90</th>           <td>  -21.6552</td> <td>   31.850</td> <td>   -0.680</td> <td> 0.498</td> <td>  -84.568</td> <td>   41.257</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>AssistPass</th>      <td>    0.4076</td> <td>    0.874</td> <td>    0.467</td> <td> 0.641</td> <td>   -1.318</td> <td>    2.133</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>AssistDrib</th>      <td>   -0.8039</td> <td>    1.691</td> <td>   -0.475</td> <td> 0.635</td> <td>   -4.145</td> <td>    2.537</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>CompletedPasses</th> <td>   -0.0144</td> <td>    0.015</td> <td>   -0.969</td> <td> 0.334</td> <td>   -0.044</td> <td>    0.015</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>PassCompRatio</th>   <td>   -0.0715</td> <td>    0.283</td> <td>   -0.253</td> <td> 0.801</td> <td>   -0.631</td> <td>    0.487</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>TotDistPass</th>     <td>    0.0010</td> <td>    0.001</td> <td>    1.386</td> <td> 0.168</td> <td>   -0.000</td> <td>    0.002</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ProgDistPass</th>    <td>    0.0023</td> <td>    0.001</td> <td>    1.643</td> <td> 0.102</td> <td>   -0.000</td> <td>    0.005</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Crosses</th>         <td>    0.0135</td> <td>    0.067</td> <td>    0.201</td> <td> 0.841</td> <td>   -0.119</td> <td>    0.146</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>PenaltyWon</th>      <td>   -2.2522</td> <td>    1.534</td> <td>   -1.468</td> <td> 0.144</td> <td>   -5.282</td> <td>    0.778</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>AerialWonRate</th>   <td>   -0.0501</td> <td>    0.085</td> <td>   -0.587</td> <td> 0.558</td> <td>   -0.219</td> <td>    0.118</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ShootOnTarget</th>   <td>   -0.1076</td> <td>    0.307</td> <td>   -0.350</td> <td> 0.727</td> <td>   -0.714</td> <td>    0.499</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ShootPer90</th>      <td>    2.6526</td> <td>    2.971</td> <td>    0.893</td> <td> 0.373</td> <td>   -3.216</td> <td>    8.521</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>GoalPerShoot</th>    <td>   22.6623</td> <td>   21.421</td> <td>    1.058</td> <td> 0.292</td> <td>  -19.650</td> <td>   64.975</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>TacklesWon</th>      <td>    0.1854</td> <td>    0.118</td> <td>    1.578</td> <td> 0.117</td> <td>   -0.047</td> <td>    0.418</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>TklDribbling</th>    <td>   -0.1519</td> <td>    0.202</td> <td>   -0.752</td> <td> 0.453</td> <td>   -0.551</td> <td>    0.247</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Blocks</th>          <td>   -0.1959</td> <td>    0.086</td> <td>   -2.273</td> <td> 0.024</td> <td>   -0.366</td> <td>   -0.026</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>SuccPressRatio</th>  <td>   -0.1025</td> <td>    0.284</td> <td>   -0.361</td> <td> 0.719</td> <td>   -0.664</td> <td>    0.459</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>MatchPlayed</th>     <td>    0.1281</td> <td>    0.281</td> <td>    0.456</td> <td> 0.649</td> <td>   -0.427</td> <td>    0.684</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>PointPerMatch</th>   <td>   13.5757</td> <td>    3.148</td> <td>    4.312</td> <td> 0.000</td> <td>    7.357</td> <td>   19.794</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>TouchPenArea</th>    <td>    0.2086</td> <td>    0.053</td> <td>    3.943</td> <td> 0.000</td> <td>    0.104</td> <td>    0.313</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>SuccDrib</th>        <td>    0.0317</td> <td>    0.076</td> <td>    0.415</td> <td> 0.679</td> <td>   -0.119</td> <td>    0.183</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>DribLegs</th>        <td>    0.2815</td> <td>    0.556</td> <td>    0.506</td> <td> 0.613</td> <td>   -0.816</td> <td>    1.379</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 8.175</td> <th>  Durbin-Watson:     </th> <td>   2.106</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.017</td> <th>  Jarque-Bera (JB):  </th> <td>   8.557</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.519</td> <th>  Prob(JB):          </th> <td>  0.0139</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 2.886</td> <th>  Cond. No.          </th> <td>9.45e+05</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 9.45e+05. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                  Value   R-squared:                       0.466\n",
       "Model:                            OLS   Adj. R-squared:                  0.360\n",
       "Method:                 Least Squares   F-statistic:                     4.387\n",
       "Date:                Sat, 02 Jan 2021   Prob (F-statistic):           3.57e-10\n",
       "Time:                        20:10:53   Log-Likelihood:                -700.29\n",
       "No. Observations:                 188   AIC:                             1465.\n",
       "Df Residuals:                     156   BIC:                             1568.\n",
       "Df Model:                          31                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "===================================================================================\n",
       "                      coef    std err          t      P>|t|      [0.025      0.975]\n",
       "-----------------------------------------------------------------------------------\n",
       "Intercept          -2.2440     25.181     -0.089      0.929     -51.985      47.497\n",
       "Min                -0.0039      0.005     -0.851      0.396      -0.013       0.005\n",
       "Goals              -0.5617      1.017     -0.552      0.582      -2.571       1.448\n",
       "Asists              0.5689      1.267      0.449      0.654      -1.934       3.072\n",
       "GoalAstPer90       -5.4904     27.126     -0.202      0.840     -59.072      48.091\n",
       "SCA                -0.0515      0.180     -0.286      0.775      -0.407       0.304\n",
       "SCA90              -1.2235      3.887     -0.315      0.753      -8.901       6.454\n",
       "ShootPass          -0.0732      0.160     -0.459      0.647      -0.388       0.242\n",
       "ShootDrib           0.2296      0.501      0.458      0.648      -0.761       1.220\n",
       "GCA                 0.5766      1.556      0.370      0.712      -2.497       3.651\n",
       "GCA90             -21.6552     31.850     -0.680      0.498     -84.568      41.257\n",
       "AssistPass          0.4076      0.874      0.467      0.641      -1.318       2.133\n",
       "AssistDrib         -0.8039      1.691     -0.475      0.635      -4.145       2.537\n",
       "CompletedPasses    -0.0144      0.015     -0.969      0.334      -0.044       0.015\n",
       "PassCompRatio      -0.0715      0.283     -0.253      0.801      -0.631       0.487\n",
       "TotDistPass         0.0010      0.001      1.386      0.168      -0.000       0.002\n",
       "ProgDistPass        0.0023      0.001      1.643      0.102      -0.000       0.005\n",
       "Crosses             0.0135      0.067      0.201      0.841      -0.119       0.146\n",
       "PenaltyWon         -2.2522      1.534     -1.468      0.144      -5.282       0.778\n",
       "AerialWonRate      -0.0501      0.085     -0.587      0.558      -0.219       0.118\n",
       "ShootOnTarget      -0.1076      0.307     -0.350      0.727      -0.714       0.499\n",
       "ShootPer90          2.6526      2.971      0.893      0.373      -3.216       8.521\n",
       "GoalPerShoot       22.6623     21.421      1.058      0.292     -19.650      64.975\n",
       "TacklesWon          0.1854      0.118      1.578      0.117      -0.047       0.418\n",
       "TklDribbling       -0.1519      0.202     -0.752      0.453      -0.551       0.247\n",
       "Blocks             -0.1959      0.086     -2.273      0.024      -0.366      -0.026\n",
       "SuccPressRatio     -0.1025      0.284     -0.361      0.719      -0.664       0.459\n",
       "MatchPlayed         0.1281      0.281      0.456      0.649      -0.427       0.684\n",
       "PointPerMatch      13.5757      3.148      4.312      0.000       7.357      19.794\n",
       "TouchPenArea        0.2086      0.053      3.943      0.000       0.104       0.313\n",
       "SuccDrib            0.0317      0.076      0.415      0.679      -0.119       0.183\n",
       "DribLegs            0.2815      0.556      0.506      0.613      -0.816       1.379\n",
       "==============================================================================\n",
       "Omnibus:                        8.175   Durbin-Watson:                   2.106\n",
       "Prob(Omnibus):                  0.017   Jarque-Bera (JB):                8.557\n",
       "Skew:                           0.519   Prob(JB):                       0.0139\n",
       "Kurtosis:                       2.886   Cond. No.                     9.45e+05\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "[2] The condition number is large, 9.45e+05. This might indicate that there are\n",
       "strong multicollinearity or other numerical problems.\n",
       "\"\"\""
      ]
     },
     "execution_count": 456,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lm = smf.ols('Value ~ Min + Goals  + Asists   + GoalAstPer90  + SCA + SCA90 + ShootPass + ShootDrib + GCA + GCA90 + AssistPass + AssistDrib + CompletedPasses + PassCompRatio + TotDistPass + ProgDistPass + Crosses + PenaltyWon + AerialWonRate + ShootOnTarget + ShootPer90 + GoalPerShoot + TacklesWon + TklDribbling + Blocks + SuccPressRatio + MatchPlayed + PointPerMatch + TouchPenArea + SuccDrib + DribLegs ', data=df_temp3)\n",
    "fit1 = lm.fit()\n",
    "fit1.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 446,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-446-d7baf2eb7dcf>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_temp3['AsistCre'] = df_temp3['Asists'] **2 + df_temp3['SCA'] ** 2 + df_temp3['AssistPass'] ** 2\n",
      "<ipython-input-446-d7baf2eb7dcf>:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_temp3['PointPerMatch2'] = df_temp3['PointPerMatch'] ** 2\n",
      "<ipython-input-446-d7baf2eb7dcf>:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_temp3['Def'] = df_temp3.TacklesWon+ df_temp3.TklDribbling **2 +df_temp3.Blocks\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Min</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Goals.1</th>\n",
       "      <th>Asists</th>\n",
       "      <th>Asists.1</th>\n",
       "      <th>GoalAstPer90</th>\n",
       "      <th>90s</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>ShootPass</th>\n",
       "      <th>ShootDrib</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>AssistPass</th>\n",
       "      <th>AssistDrib</th>\n",
       "      <th>CompletedPasses</th>\n",
       "      <th>PassCompRatio</th>\n",
       "      <th>TotDistPass</th>\n",
       "      <th>ProgDistPass</th>\n",
       "      <th>Crosses</th>\n",
       "      <th>PenaltyWon</th>\n",
       "      <th>AerialWonRate</th>\n",
       "      <th>ShootOnTarget</th>\n",
       "      <th>ShootPer90</th>\n",
       "      <th>GoalPerShoot</th>\n",
       "      <th>TacklesWon</th>\n",
       "      <th>TklDribbling</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>SuccPressRatio</th>\n",
       "      <th>MatchPlayed</th>\n",
       "      <th>PointPerMatch</th>\n",
       "      <th>TouchPenArea</th>\n",
       "      <th>SuccDrib</th>\n",
       "      <th>DribLegs</th>\n",
       "      <th>PlayerType</th>\n",
       "      <th>PlayerName</th>\n",
       "      <th>Value</th>\n",
       "      <th>Value2</th>\n",
       "      <th>AsistCre</th>\n",
       "      <th>PointPerMatch2</th>\n",
       "      <th>def</th>\n",
       "      <th>Def</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Abdoulaye Doucouré</th>\n",
       "      <td>MF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>3156</td>\n",
       "      <td>4</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>0.17</td>\n",
       "      <td>35.1</td>\n",
       "      <td>84.0</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>59.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.170000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1302.0</td>\n",
       "      <td>78.5</td>\n",
       "      <td>21933.0</td>\n",
       "      <td>4818.0</td>\n",
       "      <td>27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>1.770000</td>\n",
       "      <td>0.06</td>\n",
       "      <td>49</td>\n",
       "      <td>16.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>25.1</td>\n",
       "      <td>37</td>\n",
       "      <td>0.89</td>\n",
       "      <td>98.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Abdoulaye Doucouré</td>\n",
       "      <td>30.0</td>\n",
       "      <td>M</td>\n",
       "      <td>7076.0</td>\n",
       "      <td>0.7921</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abdoulaye Touré</th>\n",
       "      <td>MF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2221</td>\n",
       "      <td>3</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.12</td>\n",
       "      <td>24.7</td>\n",
       "      <td>43.0</td>\n",
       "      <td>1.740000</td>\n",
       "      <td>28.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1135.0</td>\n",
       "      <td>84.8</td>\n",
       "      <td>21164.0</td>\n",
       "      <td>4192.0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>1.340000</td>\n",
       "      <td>0.03</td>\n",
       "      <td>28</td>\n",
       "      <td>12.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>29.6</td>\n",
       "      <td>27</td>\n",
       "      <td>1.37</td>\n",
       "      <td>24.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Abdoulaye Touré</td>\n",
       "      <td>7.0</td>\n",
       "      <td>M</td>\n",
       "      <td>1850.0</td>\n",
       "      <td>1.8769</td>\n",
       "      <td>211.0</td>\n",
       "      <td>211.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adama Traoré</th>\n",
       "      <td>MF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3637</td>\n",
       "      <td>5</td>\n",
       "      <td>0.076667</td>\n",
       "      <td>13</td>\n",
       "      <td>0.223333</td>\n",
       "      <td>0.30</td>\n",
       "      <td>40.4</td>\n",
       "      <td>155.0</td>\n",
       "      <td>2.806667</td>\n",
       "      <td>103.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.293333</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1030.0</td>\n",
       "      <td>76.7</td>\n",
       "      <td>18072.0</td>\n",
       "      <td>4891.0</td>\n",
       "      <td>161</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.866667</td>\n",
       "      <td>16</td>\n",
       "      <td>1.003333</td>\n",
       "      <td>0.05</td>\n",
       "      <td>26</td>\n",
       "      <td>12.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>15.9</td>\n",
       "      <td>54</td>\n",
       "      <td>1.09</td>\n",
       "      <td>128.0</td>\n",
       "      <td>186.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Adama Traoré</td>\n",
       "      <td>40.0</td>\n",
       "      <td>M</td>\n",
       "      <td>24390.0</td>\n",
       "      <td>1.1881</td>\n",
       "      <td>212.0</td>\n",
       "      <td>212.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albin Ekdal</th>\n",
       "      <td>MF</td>\n",
       "      <td>30.0</td>\n",
       "      <td>2385</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.08</td>\n",
       "      <td>26.5</td>\n",
       "      <td>57.0</td>\n",
       "      <td>2.150000</td>\n",
       "      <td>49.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.260000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1012.0</td>\n",
       "      <td>87.2</td>\n",
       "      <td>18005.0</td>\n",
       "      <td>4955.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>58.800000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.640000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>44</td>\n",
       "      <td>19.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>29.8</td>\n",
       "      <td>32</td>\n",
       "      <td>1.28</td>\n",
       "      <td>27.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Albin Ekdal</td>\n",
       "      <td>4.0</td>\n",
       "      <td>M</td>\n",
       "      <td>3269.0</td>\n",
       "      <td>1.6384</td>\n",
       "      <td>453.0</td>\n",
       "      <td>453.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aleix Vidal</th>\n",
       "      <td>MF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2165</td>\n",
       "      <td>2</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>4</td>\n",
       "      <td>0.170000</td>\n",
       "      <td>0.25</td>\n",
       "      <td>24.1</td>\n",
       "      <td>71.0</td>\n",
       "      <td>2.950000</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.370000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>611.0</td>\n",
       "      <td>72.1</td>\n",
       "      <td>11886.0</td>\n",
       "      <td>3841.0</td>\n",
       "      <td>57</td>\n",
       "      <td>1.0</td>\n",
       "      <td>32.300000</td>\n",
       "      <td>9</td>\n",
       "      <td>0.910000</td>\n",
       "      <td>0.09</td>\n",
       "      <td>16</td>\n",
       "      <td>9.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>22.6</td>\n",
       "      <td>29</td>\n",
       "      <td>1.14</td>\n",
       "      <td>45.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Aleix Vidal</td>\n",
       "      <td>8.0</td>\n",
       "      <td>M</td>\n",
       "      <td>5073.0</td>\n",
       "      <td>1.2996</td>\n",
       "      <td>133.0</td>\n",
       "      <td>133.0</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",
       "      <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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yangel Herrera</th>\n",
       "      <td>MF</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2368</td>\n",
       "      <td>2</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>3</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>0.19</td>\n",
       "      <td>26.3</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>33.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.340000</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>714.0</td>\n",
       "      <td>75.8</td>\n",
       "      <td>13566.0</td>\n",
       "      <td>4100.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>56.600000</td>\n",
       "      <td>4</td>\n",
       "      <td>1.290000</td>\n",
       "      <td>0.06</td>\n",
       "      <td>56</td>\n",
       "      <td>21.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>26.3</td>\n",
       "      <td>30</td>\n",
       "      <td>1.63</td>\n",
       "      <td>26.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Yangel Herrera</td>\n",
       "      <td>20.0</td>\n",
       "      <td>M</td>\n",
       "      <td>2545.0</td>\n",
       "      <td>2.6569</td>\n",
       "      <td>554.0</td>\n",
       "      <td>554.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Youri Tielemans</th>\n",
       "      <td>MF</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2828</td>\n",
       "      <td>3</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>6</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>0.29</td>\n",
       "      <td>31.4</td>\n",
       "      <td>95.0</td>\n",
       "      <td>3.020000</td>\n",
       "      <td>80.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.290000</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1455.0</td>\n",
       "      <td>80.7</td>\n",
       "      <td>27253.0</td>\n",
       "      <td>6909.0</td>\n",
       "      <td>45</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50.900000</td>\n",
       "      <td>13</td>\n",
       "      <td>1.720000</td>\n",
       "      <td>0.06</td>\n",
       "      <td>40</td>\n",
       "      <td>15.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>37</td>\n",
       "      <td>1.59</td>\n",
       "      <td>59.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Youri Tielemans</td>\n",
       "      <td>40.0</td>\n",
       "      <td>M</td>\n",
       "      <td>9142.0</td>\n",
       "      <td>2.5281</td>\n",
       "      <td>316.0</td>\n",
       "      <td>316.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Álex Berenguer</th>\n",
       "      <td>MF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1823</td>\n",
       "      <td>6</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.39</td>\n",
       "      <td>20.3</td>\n",
       "      <td>77.0</td>\n",
       "      <td>3.800000</td>\n",
       "      <td>41.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.440000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>587.0</td>\n",
       "      <td>74.2</td>\n",
       "      <td>9679.0</td>\n",
       "      <td>2780.0</td>\n",
       "      <td>38</td>\n",
       "      <td>0.0</td>\n",
       "      <td>31.700000</td>\n",
       "      <td>13</td>\n",
       "      <td>1.970000</td>\n",
       "      <td>0.15</td>\n",
       "      <td>12</td>\n",
       "      <td>9.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>22.4</td>\n",
       "      <td>29</td>\n",
       "      <td>1.10</td>\n",
       "      <td>81.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Álex Berenguer</td>\n",
       "      <td>10.0</td>\n",
       "      <td>M</td>\n",
       "      <td>5949.0</td>\n",
       "      <td>1.2100</td>\n",
       "      <td>127.0</td>\n",
       "      <td>127.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ángel Correa</th>\n",
       "      <td>MF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2061</td>\n",
       "      <td>5</td>\n",
       "      <td>0.220000</td>\n",
       "      <td>6</td>\n",
       "      <td>0.260000</td>\n",
       "      <td>0.48</td>\n",
       "      <td>22.9</td>\n",
       "      <td>65.0</td>\n",
       "      <td>2.840000</td>\n",
       "      <td>51.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.440000</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>454.0</td>\n",
       "      <td>75.3</td>\n",
       "      <td>6249.0</td>\n",
       "      <td>1531.0</td>\n",
       "      <td>28</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.200000</td>\n",
       "      <td>17</td>\n",
       "      <td>1.920000</td>\n",
       "      <td>0.11</td>\n",
       "      <td>15</td>\n",
       "      <td>6.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>33</td>\n",
       "      <td>1.79</td>\n",
       "      <td>139.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Ángel Correa</td>\n",
       "      <td>40.0</td>\n",
       "      <td>M</td>\n",
       "      <td>4325.0</td>\n",
       "      <td>3.2041</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Óscar Plano</th>\n",
       "      <td>MF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2505</td>\n",
       "      <td>4</td>\n",
       "      <td>0.140000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.070000</td>\n",
       "      <td>0.22</td>\n",
       "      <td>27.8</td>\n",
       "      <td>43.0</td>\n",
       "      <td>1.540000</td>\n",
       "      <td>34.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>529.0</td>\n",
       "      <td>71.5</td>\n",
       "      <td>9408.0</td>\n",
       "      <td>2499.0</td>\n",
       "      <td>25</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28.900000</td>\n",
       "      <td>13</td>\n",
       "      <td>1.440000</td>\n",
       "      <td>0.10</td>\n",
       "      <td>32</td>\n",
       "      <td>16.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>29.1</td>\n",
       "      <td>36</td>\n",
       "      <td>1.17</td>\n",
       "      <td>53.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>Óscar Plano</td>\n",
       "      <td>2.0</td>\n",
       "      <td>M</td>\n",
       "      <td>1857.0</td>\n",
       "      <td>1.3689</td>\n",
       "      <td>350.0</td>\n",
       "      <td>350.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>188 rows × 44 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Position   Age   Min  Goals   Goals.1  Asists  Asists.1  \\\n",
       "Name                                                                         \n",
       "Abdoulaye Doucouré       MF  26.0  3156      4  0.110000       2  0.060000   \n",
       "Abdoulaye Touré          MF  25.0  2221      3  0.120000       0  0.000000   \n",
       "Adama Traoré             MF  24.0  3637      5  0.076667      13  0.223333   \n",
       "Albin Ekdal              MF  30.0  2385      0  0.000000       2  0.080000   \n",
       "Aleix Vidal              MF  29.0  2165      2  0.080000       4  0.170000   \n",
       "...                     ...   ...   ...    ...       ...     ...       ...   \n",
       "Yangel Herrera           MF  21.0  2368      2  0.080000       3  0.110000   \n",
       "Youri Tielemans          MF  22.0  2828      3  0.100000       6  0.190000   \n",
       "Álex Berenguer           MF  24.0  1823      6  0.300000       2  0.100000   \n",
       "Ángel Correa             MF  24.0  2061      5  0.220000       6  0.260000   \n",
       "Óscar Plano              MF  28.0  2505      4  0.140000       2  0.070000   \n",
       "\n",
       "                    GoalAstPer90   90s    SCA     SCA90  ShootPass  ShootDrib  \\\n",
       "Name                                                                            \n",
       "Abdoulaye Doucouré          0.17  35.1   84.0  2.400000       59.0       10.0   \n",
       "Abdoulaye Touré             0.12  24.7   43.0  1.740000       28.0        5.0   \n",
       "Adama Traoré                0.30  40.4  155.0  2.806667      103.0       19.0   \n",
       "Albin Ekdal                 0.08  26.5   57.0  2.150000       49.0        0.0   \n",
       "Aleix Vidal                 0.25  24.1   71.0  2.950000       37.0        3.0   \n",
       "...                          ...   ...    ...       ...        ...        ...   \n",
       "Yangel Herrera              0.19  26.3   50.0  1.900000       33.0        3.0   \n",
       "Youri Tielemans             0.29  31.4   95.0  3.020000       80.0        1.0   \n",
       "Álex Berenguer              0.39  20.3   77.0  3.800000       41.0       15.0   \n",
       "Ángel Correa                0.48  22.9   65.0  2.840000       51.0        6.0   \n",
       "Óscar Plano                 0.22  27.8   43.0  1.540000       34.0        1.0   \n",
       "\n",
       "                     GCA     GCA90  AssistPass  AssistDrib  CompletedPasses  \\\n",
       "Name                                                                          \n",
       "Abdoulaye Doucouré   6.0  0.170000         4.0         0.0           1302.0   \n",
       "Abdoulaye Touré      2.0  0.080000         1.0         1.0           1135.0   \n",
       "Adama Traoré        19.0  0.293333        14.0         1.0           1030.0   \n",
       "Albin Ekdal          7.0  0.260000         4.0         0.0           1012.0   \n",
       "Aleix Vidal          9.0  0.370000         4.0         0.0            611.0   \n",
       "...                  ...       ...         ...         ...              ...   \n",
       "Yangel Herrera       9.0  0.340000         6.0         1.0            714.0   \n",
       "Youri Tielemans      9.0  0.290000         9.0         0.0           1455.0   \n",
       "Álex Berenguer       9.0  0.440000         4.0         4.0            587.0   \n",
       "Ángel Correa        10.0  0.440000         8.0         2.0            454.0   \n",
       "Óscar Plano          3.0  0.110000         2.0         0.0            529.0   \n",
       "\n",
       "                    PassCompRatio  TotDistPass  ProgDistPass  Crosses  \\\n",
       "Name                                                                    \n",
       "Abdoulaye Doucouré           78.5      21933.0        4818.0       27   \n",
       "Abdoulaye Touré              84.8      21164.0        4192.0        9   \n",
       "Adama Traoré                 76.7      18072.0        4891.0      161   \n",
       "Albin Ekdal                  87.2      18005.0        4955.0        5   \n",
       "Aleix Vidal                  72.1      11886.0        3841.0       57   \n",
       "...                           ...          ...           ...      ...   \n",
       "Yangel Herrera               75.8      13566.0        4100.0        5   \n",
       "Youri Tielemans              80.7      27253.0        6909.0       45   \n",
       "Álex Berenguer               74.2       9679.0        2780.0       38   \n",
       "Ángel Correa                 75.3       6249.0        1531.0       28   \n",
       "Óscar Plano                  71.5       9408.0        2499.0       25   \n",
       "\n",
       "                    PenaltyWon  AerialWonRate  ShootOnTarget  ShootPer90  \\\n",
       "Name                                                                       \n",
       "Abdoulaye Doucouré         0.0      50.000000             12    1.770000   \n",
       "Abdoulaye Touré            0.0      50.000000              8    1.340000   \n",
       "Adama Traoré               0.0      40.866667             16    1.003333   \n",
       "Albin Ekdal                2.0      58.800000              2    0.640000   \n",
       "Aleix Vidal                1.0      32.300000              9    0.910000   \n",
       "...                        ...            ...            ...         ...   \n",
       "Yangel Herrera             0.0      56.600000              4    1.290000   \n",
       "Youri Tielemans            0.0      50.900000             13    1.720000   \n",
       "Álex Berenguer             0.0      31.700000             13    1.970000   \n",
       "Ángel Correa               0.0      30.200000             17    1.920000   \n",
       "Óscar Plano                1.0      28.900000             13    1.440000   \n",
       "\n",
       "                    GoalPerShoot  TacklesWon  TklDribbling  Blocks  \\\n",
       "Name                                                                 \n",
       "Abdoulaye Doucouré          0.06          49          16.0    59.0   \n",
       "Abdoulaye Touré             0.03          28          12.0    39.0   \n",
       "Adama Traoré                0.05          26          12.0    42.0   \n",
       "Albin Ekdal                 0.00          44          19.0    48.0   \n",
       "Aleix Vidal                 0.09          16           9.0    36.0   \n",
       "...                          ...         ...           ...     ...   \n",
       "Yangel Herrera              0.06          56          21.0    57.0   \n",
       "Youri Tielemans             0.06          40          15.0    51.0   \n",
       "Álex Berenguer              0.15          12           9.0    34.0   \n",
       "Ángel Correa                0.11          15           6.0    39.0   \n",
       "Óscar Plano                 0.10          32          16.0    62.0   \n",
       "\n",
       "                    SuccPressRatio  MatchPlayed  PointPerMatch  TouchPenArea  \\\n",
       "Name                                                                           \n",
       "Abdoulaye Doucouré            25.1           37           0.89          98.0   \n",
       "Abdoulaye Touré               29.6           27           1.37          24.0   \n",
       "Adama Traoré                  15.9           54           1.09         128.0   \n",
       "Albin Ekdal                   29.8           32           1.28          27.0   \n",
       "Aleix Vidal                   22.6           29           1.14          45.0   \n",
       "...                            ...          ...            ...           ...   \n",
       "Yangel Herrera                26.3           30           1.63          26.0   \n",
       "Youri Tielemans               27.5           37           1.59          59.0   \n",
       "Álex Berenguer                22.4           29           1.10          81.0   \n",
       "Ángel Correa                  30.0           33           1.79         139.0   \n",
       "Óscar Plano                   29.1           36           1.17          53.0   \n",
       "\n",
       "                    SuccDrib  DribLegs  PlayerType          PlayerName  Value  \\\n",
       "Name                                                                            \n",
       "Abdoulaye Doucouré      49.0       2.0  Midfielder  Abdoulaye Doucouré   30.0   \n",
       "Abdoulaye Touré         38.0       1.0  Midfielder     Abdoulaye Touré    7.0   \n",
       "Adama Traoré           186.0       5.0  Midfielder        Adama Traoré   40.0   \n",
       "Albin Ekdal             24.0       2.0  Midfielder         Albin Ekdal    4.0   \n",
       "Aleix Vidal             22.0       3.0  Midfielder         Aleix Vidal    8.0   \n",
       "...                      ...       ...         ...                 ...    ...   \n",
       "Yangel Herrera          21.0       1.0  Midfielder      Yangel Herrera   20.0   \n",
       "Youri Tielemans         30.0       2.0  Midfielder     Youri Tielemans   40.0   \n",
       "Álex Berenguer          71.0       3.0  Midfielder      Álex Berenguer   10.0   \n",
       "Ángel Correa            41.0       2.0  Midfielder        Ángel Correa   40.0   \n",
       "Óscar Plano             11.0       1.0  Midfielder         Óscar Plano    2.0   \n",
       "\n",
       "                   Value2  AsistCre  PointPerMatch2    def    Def  \n",
       "Name                                                               \n",
       "Abdoulaye Doucouré      M    7076.0          0.7921  364.0  364.0  \n",
       "Abdoulaye Touré         M    1850.0          1.8769  211.0  211.0  \n",
       "Adama Traoré            M   24390.0          1.1881  212.0  212.0  \n",
       "Albin Ekdal             M    3269.0          1.6384  453.0  453.0  \n",
       "Aleix Vidal             M    5073.0          1.2996  133.0  133.0  \n",
       "...                   ...       ...             ...    ...    ...  \n",
       "Yangel Herrera          M    2545.0          2.6569  554.0  554.0  \n",
       "Youri Tielemans         M    9142.0          2.5281  316.0  316.0  \n",
       "Álex Berenguer          M    5949.0          1.2100  127.0  127.0  \n",
       "Ángel Correa            M    4325.0          3.2041   90.0   90.0  \n",
       "Óscar Plano             M    1857.0          1.3689  350.0  350.0  \n",
       "\n",
       "[188 rows x 44 columns]"
      ]
     },
     "execution_count": 446,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_temp3['AsistCre'] = df_temp3['Asists'] **2 + df_temp3['SCA'] ** 2 + df_temp3['AssistPass'] ** 2 \n",
    "df_temp3['PointPerMatch2'] = df_temp3['PointPerMatch'] ** 2\n",
    "df_temp3['Def'] = df_temp3.TacklesWon+ df_temp3.TklDribbling **2 +df_temp3.Blocks\n",
    "df_temp3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 449,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>          <td>Value</td>      <th>  R-squared:         </th> <td>   0.406</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.376</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   13.51</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Sat, 02 Jan 2021</td> <th>  Prob (F-statistic):</th> <td>2.10e-16</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>19:47:33</td>     <th>  Log-Likelihood:    </th> <td> -710.26</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>   188</td>      <th>  AIC:               </th> <td>   1441.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>   178</td>      <th>  BIC:               </th> <td>   1473.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     9</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "         <td></td>           <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>      <td>   32.1537</td> <td>   11.409</td> <td>    2.818</td> <td> 0.005</td> <td>    9.640</td> <td>   54.667</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Age</th>            <td>   -0.7216</td> <td>    0.231</td> <td>   -3.128</td> <td> 0.002</td> <td>   -1.177</td> <td>   -0.266</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Goals</th>          <td>   -0.0462</td> <td>    0.309</td> <td>   -0.149</td> <td> 0.882</td> <td>   -0.657</td> <td>    0.565</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Asists</th>         <td>    0.0854</td> <td>    0.424</td> <td>    0.201</td> <td> 0.841</td> <td>   -0.751</td> <td>    0.922</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ProgDistPass</th>   <td>    0.0011</td> <td>    0.001</td> <td>    2.252</td> <td> 0.026</td> <td>    0.000</td> <td>    0.002</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>PointPerMatch</th>  <td>  -24.7920</td> <td>   12.288</td> <td>   -2.018</td> <td> 0.045</td> <td>  -49.042</td> <td>   -0.542</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>SuccDrib</th>       <td>    0.1129</td> <td>    0.041</td> <td>    2.757</td> <td> 0.006</td> <td>    0.032</td> <td>    0.194</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>AsistCre</th>       <td>    0.0003</td> <td>    0.000</td> <td>    1.120</td> <td> 0.264</td> <td>   -0.000</td> <td>    0.001</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>PointPerMatch2</th> <td>   12.9925</td> <td>    3.909</td> <td>    3.324</td> <td> 0.001</td> <td>    5.279</td> <td>   20.706</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Def</th>            <td>   -0.0015</td> <td>    0.003</td> <td>   -0.565</td> <td> 0.573</td> <td>   -0.007</td> <td>    0.004</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>11.774</td> <th>  Durbin-Watson:     </th> <td>   2.204</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.003</td> <th>  Jarque-Bera (JB):  </th> <td>  12.297</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.617</td> <th>  Prob(JB):          </th> <td> 0.00214</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 3.217</td> <th>  Cond. No.          </th> <td>1.94e+05</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 1.94e+05. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                  Value   R-squared:                       0.406\n",
       "Model:                            OLS   Adj. R-squared:                  0.376\n",
       "Method:                 Least Squares   F-statistic:                     13.51\n",
       "Date:                Sat, 02 Jan 2021   Prob (F-statistic):           2.10e-16\n",
       "Time:                        19:47:33   Log-Likelihood:                -710.26\n",
       "No. Observations:                 188   AIC:                             1441.\n",
       "Df Residuals:                     178   BIC:                             1473.\n",
       "Df Model:                           9                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==================================================================================\n",
       "                     coef    std err          t      P>|t|      [0.025      0.975]\n",
       "----------------------------------------------------------------------------------\n",
       "Intercept         32.1537     11.409      2.818      0.005       9.640      54.667\n",
       "Age               -0.7216      0.231     -3.128      0.002      -1.177      -0.266\n",
       "Goals             -0.0462      0.309     -0.149      0.882      -0.657       0.565\n",
       "Asists             0.0854      0.424      0.201      0.841      -0.751       0.922\n",
       "ProgDistPass       0.0011      0.001      2.252      0.026       0.000       0.002\n",
       "PointPerMatch    -24.7920     12.288     -2.018      0.045     -49.042      -0.542\n",
       "SuccDrib           0.1129      0.041      2.757      0.006       0.032       0.194\n",
       "AsistCre           0.0003      0.000      1.120      0.264      -0.000       0.001\n",
       "PointPerMatch2    12.9925      3.909      3.324      0.001       5.279      20.706\n",
       "Def               -0.0015      0.003     -0.565      0.573      -0.007       0.004\n",
       "==============================================================================\n",
       "Omnibus:                       11.774   Durbin-Watson:                   2.204\n",
       "Prob(Omnibus):                  0.003   Jarque-Bera (JB):               12.297\n",
       "Skew:                           0.617   Prob(JB):                      0.00214\n",
       "Kurtosis:                       3.217   Cond. No.                     1.94e+05\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "[2] The condition number is large, 1.94e+05. This might indicate that there are\n",
       "strong multicollinearity or other numerical problems.\n",
       "\"\"\""
      ]
     },
     "execution_count": 449,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lm = smf.ols('Value ~ Age + Goals+ Asists + ProgDistPass + PointPerMatch + SuccDrib + AsistCre+ PointPerMatch2+Def', data=df_temp3)\n",
    "fit1 = lm.fit()\n",
    "fit1.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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