PreProcessWithRealStats.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7b49f79e",
   "metadata": {},
   "source": [
    "# Pre Process The Data - Real Life Stats"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f156ca0",
   "metadata": {},
   "source": [
    "## Table of Contents\n",
    "\n",
    "* [Load FIFA Data](#Load-FIFA-Data)\n",
    "* [Adjust Names FIFA](#Adjust-Names-FIFA) - For merging FIFA data with real life stats\n",
    "* [Load Real Life Stats Ratings](#Load-Real-Life-Stats-Ratings)\n",
    "* [Adjust Names Stats](#Adjust-Names-Stats) - For merging FIFA data with real life stats\n",
    "* [Merge Data](#Merge-Data) - Some of the merging has been done manually\n",
    "* [Dropping Unnecessary Data](#Dropping-Unnecessary-Data)\n",
    "* [Export](#Export)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "id": "eb6711ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import csv\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "id": "736f3c6f",
   "metadata": {},
   "outputs": [],
   "source": [
    "path_to_raw = \"Dataset/Raw-Data\"\n",
    "output_folder = \"Dataset/After-PreProcess\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9333cd9",
   "metadata": {},
   "source": [
    "## Load FIFA Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "id": "012daa89",
   "metadata": {},
   "outputs": [],
   "source": [
    "fifa_ratings =  pd.read_csv(r\"Dataset\\After-PreProcess\\predict-by-rating\\Combined_Data.csv\",low_memory = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "id": "429e4f92",
   "metadata": {},
   "outputs": [],
   "source": [
    "fifa_ratings = fifa_ratings.drop(\"Unnamed: 0\", axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "id": "0d80f0a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "def eliminate_numbers(df, column_name, new_col):\n",
    "    df[new_col] = df[column_name].str.replace('\\d+', '', regex=True)\n",
    "    return df\n",
    "\n",
    "def get_initials(df, column_name , new_col):\n",
    "    df[new_col] = df[column_name].apply(lambda x: ' '.join([n[0] if i == 0 else n for i, n in enumerate(x.split())]))\n",
    "    df[new_col] = df[column_name].str.replace(' ', '. ', regex=False)\n",
    "    return df\n",
    "\n",
    "\n",
    "def split_name_column(df, column_name , new_col):\n",
    "    df = eliminate_numbers(df, column_name , new_col)\n",
    "    df = get_initials(df, new_col , new_col)\n",
    "    # Split full names into first initial and last name\n",
    "    df['First Initial'] = df[new_col].str.extract(r'^(\\w)\\.?\\s').fillna('')\n",
    "    df['Last Name'] = df[new_col].str.extract(r'^(?:\\w\\.?\\s)?(.+)$')\n",
    "    df['Last Name'] = df['Last Name'].str.replace('. ', ' ', regex=False)\n",
    "    return df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "id": "54e604fe",
   "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>ID</th>\n",
       "      <th>Name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Overall</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Club</th>\n",
       "      <th>Value</th>\n",
       "      <th>Wage</th>\n",
       "      <th>International Reputation</th>\n",
       "      <th>Weak Foot</th>\n",
       "      <th>...</th>\n",
       "      <th>GKDiving</th>\n",
       "      <th>GKHandling</th>\n",
       "      <th>GKKicking</th>\n",
       "      <th>GKPositioning</th>\n",
       "      <th>GKReflexes</th>\n",
       "      <th>Best Position</th>\n",
       "      <th>version</th>\n",
       "      <th>Next_Overall</th>\n",
       "      <th>Next_Year_Club</th>\n",
       "      <th>DefensiveAwareness</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>176580</td>\n",
       "      <td>L. Suárez</td>\n",
       "      <td>29</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>107500000</td>\n",
       "      <td>250000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>27.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>ST</td>\n",
       "      <td>2017</td>\n",
       "      <td>92.0</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>178518</td>\n",
       "      <td>R. Nainggolan</td>\n",
       "      <td>28</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>Roma</td>\n",
       "      <td>93000000</td>\n",
       "      <td>140000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>CDM</td>\n",
       "      <td>2017</td>\n",
       "      <td>86.0</td>\n",
       "      <td>Roma</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>181872</td>\n",
       "      <td>A. Vidal</td>\n",
       "      <td>29</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>44500000</td>\n",
       "      <td>135000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>CDM</td>\n",
       "      <td>2017</td>\n",
       "      <td>86.0</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>197445</td>\n",
       "      <td>D. Alaba</td>\n",
       "      <td>24</td>\n",
       "      <td>86</td>\n",
       "      <td>89</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>125500000</td>\n",
       "      <td>350000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>LB</td>\n",
       "      <td>2017</td>\n",
       "      <td>85.0</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>195864</td>\n",
       "      <td>P. Pogba</td>\n",
       "      <td>23</td>\n",
       "      <td>88</td>\n",
       "      <td>94</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>37000000</td>\n",
       "      <td>45000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>CAM</td>\n",
       "      <td>2017</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68477</th>\n",
       "      <td>254562</td>\n",
       "      <td>A. Abaz</td>\n",
       "      <td>19</td>\n",
       "      <td>50</td>\n",
       "      <td>70</td>\n",
       "      <td>FC St. Gallen 1879</td>\n",
       "      <td>120000</td>\n",
       "      <td>500</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>49.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>GK</td>\n",
       "      <td>2022</td>\n",
       "      <td>50.0</td>\n",
       "      <td>FC Winterthur</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68478</th>\n",
       "      <td>262373</td>\n",
       "      <td>F. Chalupniczak</td>\n",
       "      <td>20</td>\n",
       "      <td>51</td>\n",
       "      <td>63</td>\n",
       "      <td>Sutton United</td>\n",
       "      <td>120000</td>\n",
       "      <td>800</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>GK</td>\n",
       "      <td>2022</td>\n",
       "      <td>51.0</td>\n",
       "      <td>Sutton United</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68479</th>\n",
       "      <td>263373</td>\n",
       "      <td>J. Searle</td>\n",
       "      <td>20</td>\n",
       "      <td>51</td>\n",
       "      <td>64</td>\n",
       "      <td>Swansea City</td>\n",
       "      <td>120000</td>\n",
       "      <td>2000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>51.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>GK</td>\n",
       "      <td>2022</td>\n",
       "      <td>51.0</td>\n",
       "      <td>Barnsley</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68480</th>\n",
       "      <td>259718</td>\n",
       "      <td>F. Gebhardt</td>\n",
       "      <td>19</td>\n",
       "      <td>52</td>\n",
       "      <td>66</td>\n",
       "      <td>FC Basel 1893</td>\n",
       "      <td>170000</td>\n",
       "      <td>650</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>53.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>GK</td>\n",
       "      <td>2022</td>\n",
       "      <td>58.0</td>\n",
       "      <td>Hallescher FC</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68481</th>\n",
       "      <td>262846</td>\n",
       "      <td>�. Dobre</td>\n",
       "      <td>20</td>\n",
       "      <td>53</td>\n",
       "      <td>63</td>\n",
       "      <td>FC Academica Clinceni</td>\n",
       "      <td>180000</td>\n",
       "      <td>550</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>57.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>GK</td>\n",
       "      <td>2022</td>\n",
       "      <td>55.0</td>\n",
       "      <td>FC Academica Clinceni</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>68482 rows × 53 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           ID             Name  Age  Overall  Potential  \\\n",
       "0      176580        L. Suárez   29       92         92   \n",
       "1      178518    R. Nainggolan   28       86         86   \n",
       "2      181872         A. Vidal   29       87         87   \n",
       "3      197445         D. Alaba   24       86         89   \n",
       "4      195864         P. Pogba   23       88         94   \n",
       "...       ...              ...  ...      ...        ...   \n",
       "68477  254562          A. Abaz   19       50         70   \n",
       "68478  262373  F. Chalupniczak   20       51         63   \n",
       "68479  263373        J. Searle   20       51         64   \n",
       "68480  259718      F. Gebhardt   19       52         66   \n",
       "68481  262846         �. Dobre   20       53         63   \n",
       "\n",
       "                        Club      Value    Wage  International Reputation  \\\n",
       "0               FC Barcelona  107500000  250000                       5.0   \n",
       "1                       Roma   93000000  140000                       3.0   \n",
       "2          FC Bayern München   44500000  135000                       4.0   \n",
       "3          FC Bayern München  125500000  350000                       4.0   \n",
       "4          Manchester United   37000000   45000                       4.0   \n",
       "...                      ...        ...     ...                       ...   \n",
       "68477     FC St. Gallen 1879     120000     500                       1.0   \n",
       "68478          Sutton United     120000     800                       1.0   \n",
       "68479           Swansea City     120000    2000                       1.0   \n",
       "68480          FC Basel 1893     170000     650                       1.0   \n",
       "68481  FC Academica Clinceni     180000     550                       1.0   \n",
       "\n",
       "       Weak Foot  ...  GKDiving GKHandling GKKicking GKPositioning GKReflexes  \\\n",
       "0            4.0  ...      27.0       25.0      31.0          33.0       37.0   \n",
       "1            3.0  ...      11.0       11.0      14.0           8.0       11.0   \n",
       "2            4.0  ...       4.0        2.0       4.0           2.0        4.0   \n",
       "3            4.0  ...       5.0        7.0      14.0          15.0        9.0   \n",
       "4            4.0  ...       5.0        6.0       2.0           4.0        3.0   \n",
       "...          ...  ...       ...        ...       ...           ...        ...   \n",
       "68477        2.0  ...      49.0       53.0      50.0          48.0       50.0   \n",
       "68478        2.0  ...      50.0       52.0      51.0          51.0       52.0   \n",
       "68479        3.0  ...      51.0       53.0      52.0          49.0       50.0   \n",
       "68480        3.0  ...      53.0       45.0      47.0          52.0       57.0   \n",
       "68481        2.0  ...      57.0       52.0      53.0          48.0       58.0   \n",
       "\n",
       "       Best Position  version  Next_Overall         Next_Year_Club  \\\n",
       "0                 ST     2017          92.0           FC Barcelona   \n",
       "1                CDM     2017          86.0                   Roma   \n",
       "2                CDM     2017          86.0      FC Bayern München   \n",
       "3                 LB     2017          85.0      FC Bayern München   \n",
       "4                CAM     2017          88.0      Manchester United   \n",
       "...              ...      ...           ...                    ...   \n",
       "68477             GK     2022          50.0          FC Winterthur   \n",
       "68478             GK     2022          51.0          Sutton United   \n",
       "68479             GK     2022          51.0               Barnsley   \n",
       "68480             GK     2022          58.0          Hallescher FC   \n",
       "68481             GK     2022          55.0  FC Academica Clinceni   \n",
       "\n",
       "       DefensiveAwareness  \n",
       "0                      50  \n",
       "1                      79  \n",
       "2                      85  \n",
       "3                      81  \n",
       "4                      72  \n",
       "...                   ...  \n",
       "68477                   7  \n",
       "68478                   9  \n",
       "68479                   7  \n",
       "68480                   6  \n",
       "68481                   5  \n",
       "\n",
       "[68482 rows x 53 columns]"
      ]
     },
     "execution_count": 259,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fifa_ratings"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3545e7c9",
   "metadata": {},
   "source": [
    "## Adjust Names FIFA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "id": "57a5d8b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "fifa_ratings_names = split_name_column(fifa_ratings.copy(), \"Name\" , \"Name_Adjusted\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "id": "05d20712",
   "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>ID</th>\n",
       "      <th>Name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Overall</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Club</th>\n",
       "      <th>Value</th>\n",
       "      <th>Wage</th>\n",
       "      <th>International Reputation</th>\n",
       "      <th>Weak Foot</th>\n",
       "      <th>...</th>\n",
       "      <th>GKPositioning</th>\n",
       "      <th>GKReflexes</th>\n",
       "      <th>Best Position</th>\n",
       "      <th>version</th>\n",
       "      <th>Next_Overall</th>\n",
       "      <th>Next_Year_Club</th>\n",
       "      <th>DefensiveAwareness</th>\n",
       "      <th>Name_Adjusted</th>\n",
       "      <th>First Initial</th>\n",
       "      <th>Last Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>176580</td>\n",
       "      <td>L. Suárez</td>\n",
       "      <td>29</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>107500000</td>\n",
       "      <td>250000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>33.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>ST</td>\n",
       "      <td>2017</td>\n",
       "      <td>92.0</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>50</td>\n",
       "      <td>L. Suárez</td>\n",
       "      <td>L</td>\n",
       "      <td>Suárez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>178518</td>\n",
       "      <td>R. Nainggolan</td>\n",
       "      <td>28</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>Roma</td>\n",
       "      <td>93000000</td>\n",
       "      <td>140000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>CDM</td>\n",
       "      <td>2017</td>\n",
       "      <td>86.0</td>\n",
       "      <td>Roma</td>\n",
       "      <td>79</td>\n",
       "      <td>R. Nainggolan</td>\n",
       "      <td>R</td>\n",
       "      <td>Nainggolan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>181872</td>\n",
       "      <td>A. Vidal</td>\n",
       "      <td>29</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>44500000</td>\n",
       "      <td>135000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>CDM</td>\n",
       "      <td>2017</td>\n",
       "      <td>86.0</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>85</td>\n",
       "      <td>A. Vidal</td>\n",
       "      <td>A</td>\n",
       "      <td>Vidal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>197445</td>\n",
       "      <td>D. Alaba</td>\n",
       "      <td>24</td>\n",
       "      <td>86</td>\n",
       "      <td>89</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>125500000</td>\n",
       "      <td>350000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>LB</td>\n",
       "      <td>2017</td>\n",
       "      <td>85.0</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>81</td>\n",
       "      <td>D. Alaba</td>\n",
       "      <td>D</td>\n",
       "      <td>Alaba</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>195864</td>\n",
       "      <td>P. Pogba</td>\n",
       "      <td>23</td>\n",
       "      <td>88</td>\n",
       "      <td>94</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>37000000</td>\n",
       "      <td>45000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>CAM</td>\n",
       "      <td>2017</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>72</td>\n",
       "      <td>P. Pogba</td>\n",
       "      <td>P</td>\n",
       "      <td>Pogba</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68477</th>\n",
       "      <td>254562</td>\n",
       "      <td>A. Abaz</td>\n",
       "      <td>19</td>\n",
       "      <td>50</td>\n",
       "      <td>70</td>\n",
       "      <td>FC St. Gallen 1879</td>\n",
       "      <td>120000</td>\n",
       "      <td>500</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>48.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>GK</td>\n",
       "      <td>2022</td>\n",
       "      <td>50.0</td>\n",
       "      <td>FC Winterthur</td>\n",
       "      <td>7</td>\n",
       "      <td>A. Abaz</td>\n",
       "      <td>A</td>\n",
       "      <td>Abaz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68478</th>\n",
       "      <td>262373</td>\n",
       "      <td>F. Chalupniczak</td>\n",
       "      <td>20</td>\n",
       "      <td>51</td>\n",
       "      <td>63</td>\n",
       "      <td>Sutton United</td>\n",
       "      <td>120000</td>\n",
       "      <td>800</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>51.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>GK</td>\n",
       "      <td>2022</td>\n",
       "      <td>51.0</td>\n",
       "      <td>Sutton United</td>\n",
       "      <td>9</td>\n",
       "      <td>F. Chalupniczak</td>\n",
       "      <td>F</td>\n",
       "      <td>Chalupniczak</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68479</th>\n",
       "      <td>263373</td>\n",
       "      <td>J. Searle</td>\n",
       "      <td>20</td>\n",
       "      <td>51</td>\n",
       "      <td>64</td>\n",
       "      <td>Swansea City</td>\n",
       "      <td>120000</td>\n",
       "      <td>2000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>49.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>GK</td>\n",
       "      <td>2022</td>\n",
       "      <td>51.0</td>\n",
       "      <td>Barnsley</td>\n",
       "      <td>7</td>\n",
       "      <td>J. Searle</td>\n",
       "      <td>J</td>\n",
       "      <td>Searle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68480</th>\n",
       "      <td>259718</td>\n",
       "      <td>F. Gebhardt</td>\n",
       "      <td>19</td>\n",
       "      <td>52</td>\n",
       "      <td>66</td>\n",
       "      <td>FC Basel 1893</td>\n",
       "      <td>170000</td>\n",
       "      <td>650</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>52.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>GK</td>\n",
       "      <td>2022</td>\n",
       "      <td>58.0</td>\n",
       "      <td>Hallescher FC</td>\n",
       "      <td>6</td>\n",
       "      <td>F. Gebhardt</td>\n",
       "      <td>F</td>\n",
       "      <td>Gebhardt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68481</th>\n",
       "      <td>262846</td>\n",
       "      <td>�. Dobre</td>\n",
       "      <td>20</td>\n",
       "      <td>53</td>\n",
       "      <td>63</td>\n",
       "      <td>FC Academica Clinceni</td>\n",
       "      <td>180000</td>\n",
       "      <td>550</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>48.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>GK</td>\n",
       "      <td>2022</td>\n",
       "      <td>55.0</td>\n",
       "      <td>FC Academica Clinceni</td>\n",
       "      <td>5</td>\n",
       "      <td>�. Dobre</td>\n",
       "      <td></td>\n",
       "      <td>� Dobre</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>68482 rows × 56 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           ID             Name  Age  Overall  Potential  \\\n",
       "0      176580        L. Suárez   29       92         92   \n",
       "1      178518    R. Nainggolan   28       86         86   \n",
       "2      181872         A. Vidal   29       87         87   \n",
       "3      197445         D. Alaba   24       86         89   \n",
       "4      195864         P. Pogba   23       88         94   \n",
       "...       ...              ...  ...      ...        ...   \n",
       "68477  254562          A. Abaz   19       50         70   \n",
       "68478  262373  F. Chalupniczak   20       51         63   \n",
       "68479  263373        J. Searle   20       51         64   \n",
       "68480  259718      F. Gebhardt   19       52         66   \n",
       "68481  262846         �. Dobre   20       53         63   \n",
       "\n",
       "                        Club      Value    Wage  International Reputation  \\\n",
       "0               FC Barcelona  107500000  250000                       5.0   \n",
       "1                       Roma   93000000  140000                       3.0   \n",
       "2          FC Bayern München   44500000  135000                       4.0   \n",
       "3          FC Bayern München  125500000  350000                       4.0   \n",
       "4          Manchester United   37000000   45000                       4.0   \n",
       "...                      ...        ...     ...                       ...   \n",
       "68477     FC St. Gallen 1879     120000     500                       1.0   \n",
       "68478          Sutton United     120000     800                       1.0   \n",
       "68479           Swansea City     120000    2000                       1.0   \n",
       "68480          FC Basel 1893     170000     650                       1.0   \n",
       "68481  FC Academica Clinceni     180000     550                       1.0   \n",
       "\n",
       "       Weak Foot  ...  GKPositioning GKReflexes Best Position version  \\\n",
       "0            4.0  ...           33.0       37.0            ST    2017   \n",
       "1            3.0  ...            8.0       11.0           CDM    2017   \n",
       "2            4.0  ...            2.0        4.0           CDM    2017   \n",
       "3            4.0  ...           15.0        9.0            LB    2017   \n",
       "4            4.0  ...            4.0        3.0           CAM    2017   \n",
       "...          ...  ...            ...        ...           ...     ...   \n",
       "68477        2.0  ...           48.0       50.0            GK    2022   \n",
       "68478        2.0  ...           51.0       52.0            GK    2022   \n",
       "68479        3.0  ...           49.0       50.0            GK    2022   \n",
       "68480        3.0  ...           52.0       57.0            GK    2022   \n",
       "68481        2.0  ...           48.0       58.0            GK    2022   \n",
       "\n",
       "      Next_Overall         Next_Year_Club  DefensiveAwareness  \\\n",
       "0             92.0           FC Barcelona                  50   \n",
       "1             86.0                   Roma                  79   \n",
       "2             86.0      FC Bayern München                  85   \n",
       "3             85.0      FC Bayern München                  81   \n",
       "4             88.0      Manchester United                  72   \n",
       "...            ...                    ...                 ...   \n",
       "68477         50.0          FC Winterthur                   7   \n",
       "68478         51.0          Sutton United                   9   \n",
       "68479         51.0               Barnsley                   7   \n",
       "68480         58.0          Hallescher FC                   6   \n",
       "68481         55.0  FC Academica Clinceni                   5   \n",
       "\n",
       "         Name_Adjusted  First Initial     Last Name  \n",
       "0            L. Suárez              L        Suárez  \n",
       "1        R. Nainggolan              R    Nainggolan  \n",
       "2             A. Vidal              A         Vidal  \n",
       "3             D. Alaba              D         Alaba  \n",
       "4             P. Pogba              P         Pogba  \n",
       "...                ...            ...           ...  \n",
       "68477          A. Abaz              A          Abaz  \n",
       "68478  F. Chalupniczak              F  Chalupniczak  \n",
       "68479        J. Searle              J        Searle  \n",
       "68480      F. Gebhardt              F      Gebhardt  \n",
       "68481         �. Dobre                      � Dobre  \n",
       "\n",
       "[68482 rows x 56 columns]"
      ]
     },
     "execution_count": 261,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fifa_ratings_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "id": "cb56ecee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['ID', 'Name', 'Age', 'Overall', 'Potential', 'Club', 'Value', 'Wage',\n",
       "       'International Reputation', 'Weak Foot', 'Skill Moves', 'Work Rate',\n",
       "       'Position', 'Height', 'Weight', 'Crossing', 'Finishing',\n",
       "       'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling', 'Curve',\n",
       "       'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration',\n",
       "       'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower',\n",
       "       'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression',\n",
       "       'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure',\n",
       "       'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling',\n",
       "       'GKKicking', 'GKPositioning', 'GKReflexes', 'Best Position', 'version',\n",
       "       'Next_Overall', 'Next_Year_Club', 'DefensiveAwareness', 'Name_Adjusted',\n",
       "       'First Initial', 'Last Name'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 262,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fifa_ratings_names.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36e2f6f5",
   "metadata": {},
   "source": [
    "## Load Real Life Stats Ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "id": "c9dcb76f",
   "metadata": {},
   "outputs": [],
   "source": [
    "big_5_path = r\"Dataset\\Raw-Data\\players_stats\\big_5\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "id": "c49ac661",
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_18 = pd.read_csv(big_5_path+ r\"\\big_5_17-18.csv\",low_memory = False)\n",
    "stats_19 = pd.read_csv(big_5_path+ r\"\\big_5_18-19.csv\",low_memory = False)\n",
    "stats_20 = pd.read_csv(big_5_path+ r\"\\big_5_19-20.csv\",low_memory = False)\n",
    "stats_21 = pd.read_csv(big_5_path+ r\"\\big_5_20-21.csv\",low_memory = False)\n",
    "stats_22 = pd.read_csv(big_5_path+ r\"\\big_5_21-22.csv\",low_memory = False)\n",
    "stats_23 = pd.read_csv(big_5_path+ r\"\\big_5_22--23.csv\",low_memory = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "id": "ef8c69c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_18[\"version\"]= 2018\n",
    "stats_19[\"version\"]= 2019\n",
    "stats_20[\"version\"]= 2020\n",
    "stats_21[\"version\"]= 2021\n",
    "stats_22[\"version\"]= 2022\n",
    "stats_23[\"version\"]= 2023"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "id": "21343609",
   "metadata": {},
   "outputs": [],
   "source": [
    "combined_stats_df = df = pd.concat([stats_18 , stats_19 , stats_20 , stats_21 , stats_22, stats_23])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "id": "180ec8e8",
   "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>Rk</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>MP</th>\n",
       "      <th>Starts</th>\n",
       "      <th>...</th>\n",
       "      <th>G-PK.1</th>\n",
       "      <th>G+A-PK</th>\n",
       "      <th>xG.1</th>\n",
       "      <th>xAG.1</th>\n",
       "      <th>xG+xAG</th>\n",
       "      <th>npxG.1</th>\n",
       "      <th>npxG+xAG.1</th>\n",
       "      <th>Matches</th>\n",
       "      <th>-9999</th>\n",
       "      <th>version</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\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>26.0</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>28</td>\n",
       "      <td>25</td>\n",
       "      <td>...</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.21</td>\n",
       "      <td>Matches</td>\n",
       "      <td>5f09991f</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Rolando Aarons</td>\n",
       "      <td>eng ENG</td>\n",
       "      <td>MFFW</td>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>Matches</td>\n",
       "      <td>c5942695</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Rolando Aarons</td>\n",
       "      <td>eng ENG</td>\n",
       "      <td>MFFW</td>\n",
       "      <td>Hellas Verona</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.06</td>\n",
       "      <td>Matches</td>\n",
       "      <td>c5942695</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Ignazio Abate</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>DF</td>\n",
       "      <td>Milan</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>30.0</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>17</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.06</td>\n",
       "      <td>Matches</td>\n",
       "      <td>1c529186</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Aymen Abdennour</td>\n",
       "      <td>tn TUN</td>\n",
       "      <td>DF</td>\n",
       "      <td>Marseille</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>Matches</td>\n",
       "      <td>2f798b41</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2820</th>\n",
       "      <td>2822</td>\n",
       "      <td>Szymon Å»urkowski</td>\n",
       "      <td>pl POL</td>\n",
       "      <td>MF</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>25-233</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.81</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.40</td>\n",
       "      <td>Matches</td>\n",
       "      <td>4e1d5e59</td>\n",
       "      <td>2023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2821</th>\n",
       "      <td>2823</td>\n",
       "      <td>Szymon Å»urkowski</td>\n",
       "      <td>pl POL</td>\n",
       "      <td>MF</td>\n",
       "      <td>Spezia</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>25-233</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>Matches</td>\n",
       "      <td>4e1d5e59</td>\n",
       "      <td>2023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2822</th>\n",
       "      <td>2824</td>\n",
       "      <td>Martin Ã˜degaard</td>\n",
       "      <td>no NOR</td>\n",
       "      <td>MF</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>24-150</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.53</td>\n",
       "      <td>Matches</td>\n",
       "      <td>79300479</td>\n",
       "      <td>2023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2823</th>\n",
       "      <td>2825</td>\n",
       "      <td>Milan ÄuriÄ‡</td>\n",
       "      <td>ba BIH</td>\n",
       "      <td>FW</td>\n",
       "      <td>Hellas Verona</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>32-359</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>25</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.18</td>\n",
       "      <td>Matches</td>\n",
       "      <td>405f6586</td>\n",
       "      <td>2023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2824</th>\n",
       "      <td>2826</td>\n",
       "      <td>Filip ÄuriÄiÄ‡</td>\n",
       "      <td>rs SRB</td>\n",
       "      <td>MFFW</td>\n",
       "      <td>Sampdoria</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>31-106</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>31</td>\n",
       "      <td>26</td>\n",
       "      <td>...</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.19</td>\n",
       "      <td>Matches</td>\n",
       "      <td>eccbe56a</td>\n",
       "      <td>2023</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16647 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Rk               Player   Nation   Pos           Squad  \\\n",
       "0        1  Patrick van Aanholt   nl NED    DF  Crystal Palace   \n",
       "1        2       Rolando Aarons  eng ENG  MFFW   Newcastle Utd   \n",
       "2        3       Rolando Aarons  eng ENG  MFFW   Hellas Verona   \n",
       "3        4        Ignazio Abate   it ITA    DF           Milan   \n",
       "4        5      Aymen Abdennour   tn TUN    DF       Marseille   \n",
       "...    ...                  ...      ...   ...             ...   \n",
       "2820  2822    Szymon Å»urkowski   pl POL    MF      Fiorentina   \n",
       "2821  2823    Szymon Å»urkowski   pl POL    MF          Spezia   \n",
       "2822  2824     Martin Ã˜degaard   no NOR    MF         Arsenal   \n",
       "2823  2825        Milan ÄuriÄ‡   ba BIH    FW   Hellas Verona   \n",
       "2824  2826     Filip ÄuriÄiÄ‡   rs SRB  MFFW       Sampdoria   \n",
       "\n",
       "                    Comp     Age    Born  MP  Starts  ...  G-PK.1  G+A-PK  \\\n",
       "0     eng Premier League    26.0  1990.0  28      25  ...    0.21    0.25   \n",
       "1     eng Premier League    21.0  1995.0   4       1  ...    0.00    0.00   \n",
       "2             it Serie A    21.0  1995.0  11       6  ...    0.00    0.00   \n",
       "3             it Serie A    30.0  1986.0  17      11  ...    0.09    0.09   \n",
       "4             fr Ligue 1    27.0  1989.0   8       6  ...    0.00    0.00   \n",
       "...                  ...     ...     ...  ..     ...  ...     ...     ...   \n",
       "2820          it Serie A  25-233  1997.0   2       0  ...    0.00    2.81   \n",
       "2821          it Serie A  25-233  1997.0   7       2  ...    0.00    0.00   \n",
       "2822  eng Premier League  24-150  1998.0  35      35  ...    0.46    0.67   \n",
       "2823          it Serie A  32-359  1990.0  25      11  ...    0.08    0.16   \n",
       "2824          it Serie A  31-106  1992.0  31      26  ...    0.13    0.13   \n",
       "\n",
       "      xG.1  xAG.1  xG+xAG  npxG.1  npxG+xAG.1  Matches     -9999  version  \n",
       "0     0.13   0.09    0.21    0.13        0.21  Matches  5f09991f     2018  \n",
       "1     0.04   0.00    0.04    0.04        0.04  Matches  c5942695     2018  \n",
       "2     0.03   0.03    0.06    0.03        0.06  Matches  c5942695     2018  \n",
       "3     0.01   0.04    0.06    0.01        0.06  Matches  1c529186     2018  \n",
       "4     0.02   0.00    0.02    0.02        0.02  Matches  2f798b41     2018  \n",
       "...    ...    ...     ...     ...         ...      ...       ...      ...  \n",
       "2820  0.33   0.06    0.40    0.33        0.40  Matches  4e1d5e59     2023  \n",
       "2821  0.04   0.00    0.04    0.04        0.04  Matches  4e1d5e59     2023  \n",
       "2822  0.30   0.23    0.53    0.30        0.53  Matches  79300479     2023  \n",
       "2823  0.11   0.08    0.18    0.11        0.18  Matches  405f6586     2023  \n",
       "2824  0.11   0.08    0.19    0.11        0.19  Matches  eccbe56a     2023  \n",
       "\n",
       "[16647 rows x 40 columns]"
      ]
     },
     "execution_count": 267,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_stats_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b582359f",
   "metadata": {},
   "source": [
    "## Replacing Data to fit the fifa Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "id": "248148c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "combined_stats_df.replace(\"Paris S-G\",\"Paris Saint-Germain\",inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "id": "45644f24",
   "metadata": {},
   "outputs": [],
   "source": [
    "combined_stats_df.replace(\"Manchester Utd\",\"Manchester United\",inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "id": "42c95626",
   "metadata": {},
   "outputs": [],
   "source": [
    "combined_stats_df.replace(\"Barcelona\",\"FC Barcelona\",inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "id": "ed29b30a",
   "metadata": {},
   "outputs": [],
   "source": [
    "combined_stats_df.replace(\"Real Madrid\",\"Real Madrid CF\",inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "id": "fd1f71d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "combined_stats_df.replace(\"Tottenham\",\"Tottenham Hotspur\",inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90c36a03",
   "metadata": {},
   "source": [
    "## Adjust Names Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "id": "127b642b",
   "metadata": {},
   "outputs": [],
   "source": [
    "combined_stats_df_names = split_name_column(combined_stats_df.copy(), \"Player\" , \"Name_Adjusted\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "id": "b0d689ec",
   "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>Rk</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>MP</th>\n",
       "      <th>Starts</th>\n",
       "      <th>...</th>\n",
       "      <th>xAG.1</th>\n",
       "      <th>xG+xAG</th>\n",
       "      <th>npxG.1</th>\n",
       "      <th>npxG+xAG.1</th>\n",
       "      <th>Matches</th>\n",
       "      <th>-9999</th>\n",
       "      <th>version</th>\n",
       "      <th>Name_Adjusted</th>\n",
       "      <th>First Initial</th>\n",
       "      <th>Last Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\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>26.0</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>28</td>\n",
       "      <td>25</td>\n",
       "      <td>...</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.21</td>\n",
       "      <td>Matches</td>\n",
       "      <td>5f09991f</td>\n",
       "      <td>2018</td>\n",
       "      <td>P. van. Aanholt</td>\n",
       "      <td>P</td>\n",
       "      <td>van Aanholt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Rolando Aarons</td>\n",
       "      <td>eng ENG</td>\n",
       "      <td>MFFW</td>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>Matches</td>\n",
       "      <td>c5942695</td>\n",
       "      <td>2018</td>\n",
       "      <td>R. Aarons</td>\n",
       "      <td>R</td>\n",
       "      <td>Aarons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Rolando Aarons</td>\n",
       "      <td>eng ENG</td>\n",
       "      <td>MFFW</td>\n",
       "      <td>Hellas Verona</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.06</td>\n",
       "      <td>Matches</td>\n",
       "      <td>c5942695</td>\n",
       "      <td>2018</td>\n",
       "      <td>R. Aarons</td>\n",
       "      <td>R</td>\n",
       "      <td>Aarons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Ignazio Abate</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>DF</td>\n",
       "      <td>Milan</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>30.0</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>17</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.06</td>\n",
       "      <td>Matches</td>\n",
       "      <td>1c529186</td>\n",
       "      <td>2018</td>\n",
       "      <td>I. Abate</td>\n",
       "      <td>I</td>\n",
       "      <td>Abate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Aymen Abdennour</td>\n",
       "      <td>tn TUN</td>\n",
       "      <td>DF</td>\n",
       "      <td>Marseille</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>Matches</td>\n",
       "      <td>2f798b41</td>\n",
       "      <td>2018</td>\n",
       "      <td>A. Abdennour</td>\n",
       "      <td>A</td>\n",
       "      <td>Abdennour</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2820</th>\n",
       "      <td>2822</td>\n",
       "      <td>Szymon Å»urkowski</td>\n",
       "      <td>pl POL</td>\n",
       "      <td>MF</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>25-233</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.40</td>\n",
       "      <td>Matches</td>\n",
       "      <td>4e1d5e59</td>\n",
       "      <td>2023</td>\n",
       "      <td>S. Å»urkowski</td>\n",
       "      <td>S</td>\n",
       "      <td>Å»urkowski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2821</th>\n",
       "      <td>2823</td>\n",
       "      <td>Szymon Å»urkowski</td>\n",
       "      <td>pl POL</td>\n",
       "      <td>MF</td>\n",
       "      <td>Spezia</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>25-233</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>Matches</td>\n",
       "      <td>4e1d5e59</td>\n",
       "      <td>2023</td>\n",
       "      <td>S. Å»urkowski</td>\n",
       "      <td>S</td>\n",
       "      <td>Å»urkowski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2822</th>\n",
       "      <td>2824</td>\n",
       "      <td>Martin Ã˜degaard</td>\n",
       "      <td>no NOR</td>\n",
       "      <td>MF</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>24-150</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.53</td>\n",
       "      <td>Matches</td>\n",
       "      <td>79300479</td>\n",
       "      <td>2023</td>\n",
       "      <td>M. Ã˜degaard</td>\n",
       "      <td>M</td>\n",
       "      <td>Ã˜degaard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2823</th>\n",
       "      <td>2825</td>\n",
       "      <td>Milan ÄuriÄ‡</td>\n",
       "      <td>ba BIH</td>\n",
       "      <td>FW</td>\n",
       "      <td>Hellas Verona</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>32-359</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>25</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.18</td>\n",
       "      <td>Matches</td>\n",
       "      <td>405f6586</td>\n",
       "      <td>2023</td>\n",
       "      <td>M. ÄuriÄ‡</td>\n",
       "      <td>M</td>\n",
       "      <td>ÄuriÄ‡</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2824</th>\n",
       "      <td>2826</td>\n",
       "      <td>Filip ÄuriÄiÄ‡</td>\n",
       "      <td>rs SRB</td>\n",
       "      <td>MFFW</td>\n",
       "      <td>Sampdoria</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>31-106</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>31</td>\n",
       "      <td>26</td>\n",
       "      <td>...</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.19</td>\n",
       "      <td>Matches</td>\n",
       "      <td>eccbe56a</td>\n",
       "      <td>2023</td>\n",
       "      <td>F. ÄuriÄiÄ‡</td>\n",
       "      <td>F</td>\n",
       "      <td>ÄuriÄiÄ‡</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16647 rows × 43 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Rk               Player   Nation   Pos           Squad  \\\n",
       "0        1  Patrick van Aanholt   nl NED    DF  Crystal Palace   \n",
       "1        2       Rolando Aarons  eng ENG  MFFW   Newcastle Utd   \n",
       "2        3       Rolando Aarons  eng ENG  MFFW   Hellas Verona   \n",
       "3        4        Ignazio Abate   it ITA    DF           Milan   \n",
       "4        5      Aymen Abdennour   tn TUN    DF       Marseille   \n",
       "...    ...                  ...      ...   ...             ...   \n",
       "2820  2822    Szymon Å»urkowski   pl POL    MF      Fiorentina   \n",
       "2821  2823    Szymon Å»urkowski   pl POL    MF          Spezia   \n",
       "2822  2824     Martin Ã˜degaard   no NOR    MF         Arsenal   \n",
       "2823  2825        Milan ÄuriÄ‡   ba BIH    FW   Hellas Verona   \n",
       "2824  2826     Filip ÄuriÄiÄ‡   rs SRB  MFFW       Sampdoria   \n",
       "\n",
       "                    Comp     Age    Born  MP  Starts  ...  xAG.1  xG+xAG  \\\n",
       "0     eng Premier League    26.0  1990.0  28      25  ...   0.09    0.21   \n",
       "1     eng Premier League    21.0  1995.0   4       1  ...   0.00    0.04   \n",
       "2             it Serie A    21.0  1995.0  11       6  ...   0.03    0.06   \n",
       "3             it Serie A    30.0  1986.0  17      11  ...   0.04    0.06   \n",
       "4             fr Ligue 1    27.0  1989.0   8       6  ...   0.00    0.02   \n",
       "...                  ...     ...     ...  ..     ...  ...    ...     ...   \n",
       "2820          it Serie A  25-233  1997.0   2       0  ...   0.06    0.40   \n",
       "2821          it Serie A  25-233  1997.0   7       2  ...   0.00    0.04   \n",
       "2822  eng Premier League  24-150  1998.0  35      35  ...   0.23    0.53   \n",
       "2823          it Serie A  32-359  1990.0  25      11  ...   0.08    0.18   \n",
       "2824          it Serie A  31-106  1992.0  31      26  ...   0.08    0.19   \n",
       "\n",
       "      npxG.1  npxG+xAG.1  Matches     -9999  version    Name_Adjusted  \\\n",
       "0       0.13        0.21  Matches  5f09991f     2018  P. van. Aanholt   \n",
       "1       0.04        0.04  Matches  c5942695     2018        R. Aarons   \n",
       "2       0.03        0.06  Matches  c5942695     2018        R. Aarons   \n",
       "3       0.01        0.06  Matches  1c529186     2018         I. Abate   \n",
       "4       0.02        0.02  Matches  2f798b41     2018     A. Abdennour   \n",
       "...      ...         ...      ...       ...      ...              ...   \n",
       "2820    0.33        0.40  Matches  4e1d5e59     2023    S. Å»urkowski   \n",
       "2821    0.04        0.04  Matches  4e1d5e59     2023    S. Å»urkowski   \n",
       "2822    0.30        0.53  Matches  79300479     2023     M. Ã˜degaard   \n",
       "2823    0.11        0.18  Matches  405f6586     2023       M. ÄuriÄ‡   \n",
       "2824    0.11        0.19  Matches  eccbe56a     2023    F. ÄuriÄiÄ‡   \n",
       "\n",
       "      First Initial    Last Name  \n",
       "0                 P  van Aanholt  \n",
       "1                 R       Aarons  \n",
       "2                 R       Aarons  \n",
       "3                 I        Abate  \n",
       "4                 A    Abdennour  \n",
       "...             ...          ...  \n",
       "2820              S   Å»urkowski  \n",
       "2821              S   Å»urkowski  \n",
       "2822              M    Ã˜degaard  \n",
       "2823              M      ÄuriÄ‡  \n",
       "2824              F   ÄuriÄiÄ‡  \n",
       "\n",
       "[16647 rows x 43 columns]"
      ]
     },
     "execution_count": 274,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_stats_df_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "id": "1676c93d",
   "metadata": {},
   "outputs": [],
   "source": [
    "merged_df = pd.merge(fifa_ratings_names, combined_stats_df_names, how='inner', left_on=['Age', 'Last Name' , 'version' , 'First Initial'], \n",
    "                     right_on=['Age', 'Last Name' , 'version' , \"First Initial\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "id": "5f868921",
   "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>ID</th>\n",
       "      <th>Name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Overall</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Club</th>\n",
       "      <th>Value</th>\n",
       "      <th>Wage</th>\n",
       "      <th>International Reputation</th>\n",
       "      <th>Weak Foot</th>\n",
       "      <th>...</th>\n",
       "      <th>G-PK.1</th>\n",
       "      <th>G+A-PK</th>\n",
       "      <th>xG.1</th>\n",
       "      <th>xAG.1</th>\n",
       "      <th>xG+xAG</th>\n",
       "      <th>npxG.1</th>\n",
       "      <th>npxG+xAG.1</th>\n",
       "      <th>Matches</th>\n",
       "      <th>-9999</th>\n",
       "      <th>Name_Adjusted_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6890</th>\n",
       "      <td>209331</td>\n",
       "      <td>M. Salah</td>\n",
       "      <td>28</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>39500000</td>\n",
       "      <td>46000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.61</td>\n",
       "      <td>Matches</td>\n",
       "      <td>e342ad68</td>\n",
       "      <td>M. Salah</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9315</th>\n",
       "      <td>215914</td>\n",
       "      <td>N. Kanté</td>\n",
       "      <td>30</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>100000000</td>\n",
       "      <td>230000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.19</td>\n",
       "      <td>Matches</td>\n",
       "      <td>b9fbae28</td>\n",
       "      <td>N. Kanté</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2365</th>\n",
       "      <td>188545</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "      <td>29</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>11000000</td>\n",
       "      <td>43000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.27</td>\n",
       "      <td>1.21</td>\n",
       "      <td>0.84</td>\n",
       "      <td>1.11</td>\n",
       "      <td>Matches</td>\n",
       "      <td>8d78e732</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2285</th>\n",
       "      <td>155862</td>\n",
       "      <td>Sergio Ramos</td>\n",
       "      <td>32</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>119500000</td>\n",
       "      <td>210000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.14</td>\n",
       "      <td>Matches</td>\n",
       "      <td>08511d65</td>\n",
       "      <td>S. Ramos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>178603</td>\n",
       "      <td>M. Hummels</td>\n",
       "      <td>28</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>29500000</td>\n",
       "      <td>44000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.09</td>\n",
       "      <td>Matches</td>\n",
       "      <td>05d548d8</td>\n",
       "      <td>M. Hummels</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6672</th>\n",
       "      <td>192448</td>\n",
       "      <td>M. ter Stegen</td>\n",
       "      <td>27</td>\n",
       "      <td>90</td>\n",
       "      <td>93</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>2000000</td>\n",
       "      <td>8000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>Matches</td>\n",
       "      <td>6f51e382</td>\n",
       "      <td>M. ter. Stegen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4541</th>\n",
       "      <td>209331</td>\n",
       "      <td>M. Salah</td>\n",
       "      <td>27</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>33000000</td>\n",
       "      <td>38000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.81</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.77</td>\n",
       "      <td>Matches</td>\n",
       "      <td>e342ad68</td>\n",
       "      <td>M. Salah</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>182521</td>\n",
       "      <td>T. Kroos</td>\n",
       "      <td>27</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>33000000</td>\n",
       "      <td>38000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.32</td>\n",
       "      <td>Matches</td>\n",
       "      <td>6ce1f46f</td>\n",
       "      <td>T. Kroos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7418</th>\n",
       "      <td>212831</td>\n",
       "      <td>Alisson</td>\n",
       "      <td>27</td>\n",
       "      <td>90</td>\n",
       "      <td>91</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>400000</td>\n",
       "      <td>1000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>7a2e46a8</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>155862</td>\n",
       "      <td>Sergio Ramos</td>\n",
       "      <td>31</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>36500000</td>\n",
       "      <td>74000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.21</td>\n",
       "      <td>Matches</td>\n",
       "      <td>08511d65</td>\n",
       "      <td>S. Ramos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669</th>\n",
       "      <td>167664</td>\n",
       "      <td>G. Higuaín</td>\n",
       "      <td>29</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>8000000</td>\n",
       "      <td>18000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.43</td>\n",
       "      <td>Matches</td>\n",
       "      <td>8a08491a</td>\n",
       "      <td>G. Higuaín</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3463</th>\n",
       "      <td>138956</td>\n",
       "      <td>G. Chiellini</td>\n",
       "      <td>33</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>5000000</td>\n",
       "      <td>14000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.09</td>\n",
       "      <td>Matches</td>\n",
       "      <td>e85fb9b8</td>\n",
       "      <td>G. Chiellini</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9048</th>\n",
       "      <td>192448</td>\n",
       "      <td>M. ter Stegen</td>\n",
       "      <td>28</td>\n",
       "      <td>90</td>\n",
       "      <td>93</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>69500000</td>\n",
       "      <td>260000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>6f51e382</td>\n",
       "      <td>M. ter. Stegen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5737</th>\n",
       "      <td>212831</td>\n",
       "      <td>Alisson</td>\n",
       "      <td>26</td>\n",
       "      <td>90</td>\n",
       "      <td>91</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>250000</td>\n",
       "      <td>550</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>Matches</td>\n",
       "      <td>7a2e46a8</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4545</th>\n",
       "      <td>208722</td>\n",
       "      <td>S. Mané</td>\n",
       "      <td>27</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>46000000</td>\n",
       "      <td>77000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.82</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.65</td>\n",
       "      <td>Matches</td>\n",
       "      <td>c691bfe2</td>\n",
       "      <td>S. Mané</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3110</th>\n",
       "      <td>182493</td>\n",
       "      <td>D. Godín</td>\n",
       "      <td>32</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>7000000</td>\n",
       "      <td>15000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.10</td>\n",
       "      <td>Matches</td>\n",
       "      <td>fc4f85b1</td>\n",
       "      <td>D. Godín</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2455</th>\n",
       "      <td>168542</td>\n",
       "      <td>David Silva</td>\n",
       "      <td>32</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>43000000</td>\n",
       "      <td>95000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.61</td>\n",
       "      <td>Matches</td>\n",
       "      <td>e2716bd0</td>\n",
       "      <td>D. Silva</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2266</th>\n",
       "      <td>177003</td>\n",
       "      <td>L. Modrić</td>\n",
       "      <td>32</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>44500000</td>\n",
       "      <td>135000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.22</td>\n",
       "      <td>Matches</td>\n",
       "      <td>6025fab1</td>\n",
       "      <td>L. Modrić</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2264</th>\n",
       "      <td>176580</td>\n",
       "      <td>L. Suárez</td>\n",
       "      <td>31</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>107500000</td>\n",
       "      <td>250000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.86</td>\n",
       "      <td>Matches</td>\n",
       "      <td>a6154613</td>\n",
       "      <td>L. Suárez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>192985</td>\n",
       "      <td>K. De Bruyne</td>\n",
       "      <td>26</td>\n",
       "      <td>91</td>\n",
       "      <td>92</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>40500000</td>\n",
       "      <td>115000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.48</td>\n",
       "      <td>Matches</td>\n",
       "      <td>e46012d4</td>\n",
       "      <td>K. De. Bruyne</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2377</th>\n",
       "      <td>183277</td>\n",
       "      <td>E. Hazard</td>\n",
       "      <td>27</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>15000000</td>\n",
       "      <td>46000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.83</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.53</td>\n",
       "      <td>Matches</td>\n",
       "      <td>a39bb753</td>\n",
       "      <td>E. Hazard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2267</th>\n",
       "      <td>192985</td>\n",
       "      <td>K. De Bruyne</td>\n",
       "      <td>27</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>37000000</td>\n",
       "      <td>45000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.65</td>\n",
       "      <td>Matches</td>\n",
       "      <td>e46012d4</td>\n",
       "      <td>K. De. Bruyne</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>188545</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "      <td>28</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>19500000</td>\n",
       "      <td>130000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.95</td>\n",
       "      <td>1.04</td>\n",
       "      <td>1.16</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.26</td>\n",
       "      <td>0.93</td>\n",
       "      <td>1.03</td>\n",
       "      <td>Matches</td>\n",
       "      <td>8d78e732</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9292</th>\n",
       "      <td>20801</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>36</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>45000000</td>\n",
       "      <td>270000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.61</td>\n",
       "      <td>Matches</td>\n",
       "      <td>dea698d9</td>\n",
       "      <td>C. Ronaldo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11011</th>\n",
       "      <td>200389</td>\n",
       "      <td>J. Oblak</td>\n",
       "      <td>28</td>\n",
       "      <td>91</td>\n",
       "      <td>93</td>\n",
       "      <td>Atlético de Madrid</td>\n",
       "      <td>112000000</td>\n",
       "      <td>130000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>ee8508c0</td>\n",
       "      <td>J. Oblak</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>183277</td>\n",
       "      <td>E. Hazard</td>\n",
       "      <td>26</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>21000000</td>\n",
       "      <td>19000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.47</td>\n",
       "      <td>Matches</td>\n",
       "      <td>a39bb753</td>\n",
       "      <td>E. Hazard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4626</th>\n",
       "      <td>183277</td>\n",
       "      <td>E. Hazard</td>\n",
       "      <td>28</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>24000000</td>\n",
       "      <td>41000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.42</td>\n",
       "      <td>Matches</td>\n",
       "      <td>a39bb753</td>\n",
       "      <td>E. Hazard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4578</th>\n",
       "      <td>188545</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "      <td>30</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>19500000</td>\n",
       "      <td>130000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.95</td>\n",
       "      <td>1.08</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.22</td>\n",
       "      <td>1.22</td>\n",
       "      <td>0.87</td>\n",
       "      <td>1.09</td>\n",
       "      <td>Matches</td>\n",
       "      <td>8d78e732</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4494</th>\n",
       "      <td>192985</td>\n",
       "      <td>K. De Bruyne</td>\n",
       "      <td>28</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>125500000</td>\n",
       "      <td>350000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.35</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.83</td>\n",
       "      <td>Matches</td>\n",
       "      <td>e46012d4</td>\n",
       "      <td>K. De. Bruyne</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9325</th>\n",
       "      <td>231747</td>\n",
       "      <td>K. Mbappé</td>\n",
       "      <td>22</td>\n",
       "      <td>91</td>\n",
       "      <td>95</td>\n",
       "      <td>Paris Saint-Germain</td>\n",
       "      <td>194000000</td>\n",
       "      <td>230000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.71</td>\n",
       "      <td>1.22</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.38</td>\n",
       "      <td>1.08</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.99</td>\n",
       "      <td>Matches</td>\n",
       "      <td>42fd9c7f</td>\n",
       "      <td>K. Mbappé</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4345</th>\n",
       "      <td>200389</td>\n",
       "      <td>J. Oblak</td>\n",
       "      <td>25</td>\n",
       "      <td>91</td>\n",
       "      <td>93</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>120000</td>\n",
       "      <td>500</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>ee8508c0</td>\n",
       "      <td>J. Oblak</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9061</th>\n",
       "      <td>200389</td>\n",
       "      <td>J. Oblak</td>\n",
       "      <td>27</td>\n",
       "      <td>91</td>\n",
       "      <td>93</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>900000</td>\n",
       "      <td>6000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>ee8508c0</td>\n",
       "      <td>J. Oblak</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6849</th>\n",
       "      <td>192985</td>\n",
       "      <td>K. De Bruyne</td>\n",
       "      <td>29</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>93000000</td>\n",
       "      <td>140000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.67</td>\n",
       "      <td>Matches</td>\n",
       "      <td>e46012d4</td>\n",
       "      <td>K. De. Bruyne</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6678</th>\n",
       "      <td>200389</td>\n",
       "      <td>J. Oblak</td>\n",
       "      <td>26</td>\n",
       "      <td>91</td>\n",
       "      <td>93</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>1900000</td>\n",
       "      <td>500</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>ee8508c0</td>\n",
       "      <td>J. Oblak</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6908</th>\n",
       "      <td>188545</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "      <td>31</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>65000000</td>\n",
       "      <td>180000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.21</td>\n",
       "      <td>1.46</td>\n",
       "      <td>1.14</td>\n",
       "      <td>0.17</td>\n",
       "      <td>1.31</td>\n",
       "      <td>0.88</td>\n",
       "      <td>1.06</td>\n",
       "      <td>Matches</td>\n",
       "      <td>8d78e732</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9246</th>\n",
       "      <td>192985</td>\n",
       "      <td>K. De Bruyne</td>\n",
       "      <td>30</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>125500000</td>\n",
       "      <td>350000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.66</td>\n",
       "      <td>Matches</td>\n",
       "      <td>e46012d4</td>\n",
       "      <td>K. De. Bruyne</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9291</th>\n",
       "      <td>20801</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>36</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>45000000</td>\n",
       "      <td>270000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.67</td>\n",
       "      <td>Matches</td>\n",
       "      <td>dea698d9</td>\n",
       "      <td>C. Ronaldo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6870</th>\n",
       "      <td>20801</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>35</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>40500000</td>\n",
       "      <td>110000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.12</td>\n",
       "      <td>1.01</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.81</td>\n",
       "      <td>Matches</td>\n",
       "      <td>dea698d9</td>\n",
       "      <td>C. Ronaldo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2042</th>\n",
       "      <td>167495</td>\n",
       "      <td>M. Neuer</td>\n",
       "      <td>31</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>500000</td>\n",
       "      <td>1000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>8778c910</td>\n",
       "      <td>M. Neuer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>190871</td>\n",
       "      <td>Neymar</td>\n",
       "      <td>25</td>\n",
       "      <td>92</td>\n",
       "      <td>93</td>\n",
       "      <td>Paris Saint-Germain</td>\n",
       "      <td>4900000</td>\n",
       "      <td>33000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.76</td>\n",
       "      <td>1.41</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.32</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1.16</td>\n",
       "      <td>Matches</td>\n",
       "      <td>69384e5d</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9283</th>\n",
       "      <td>188545</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "      <td>32</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>119500000</td>\n",
       "      <td>270000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.92</td>\n",
       "      <td>1.01</td>\n",
       "      <td>1.01</td>\n",
       "      <td>0.13</td>\n",
       "      <td>1.15</td>\n",
       "      <td>0.90</td>\n",
       "      <td>1.03</td>\n",
       "      <td>Matches</td>\n",
       "      <td>8d78e732</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>176580</td>\n",
       "      <td>L. Suárez</td>\n",
       "      <td>30</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>107500000</td>\n",
       "      <td>250000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.75</td>\n",
       "      <td>1.12</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.33</td>\n",
       "      <td>1.05</td>\n",
       "      <td>0.70</td>\n",
       "      <td>1.03</td>\n",
       "      <td>Matches</td>\n",
       "      <td>a6154613</td>\n",
       "      <td>L. Suárez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6866</th>\n",
       "      <td>158023</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>33</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>48000000</td>\n",
       "      <td>110000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.80</td>\n",
       "      <td>1.07</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.81</td>\n",
       "      <td>Matches</td>\n",
       "      <td>d70ce98e</td>\n",
       "      <td>L. Messi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4518</th>\n",
       "      <td>20801</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>34</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>71500000</td>\n",
       "      <td>185000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.20</td>\n",
       "      <td>1.08</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.76</td>\n",
       "      <td>Matches</td>\n",
       "      <td>dea698d9</td>\n",
       "      <td>C. Ronaldo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9280</th>\n",
       "      <td>158023</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>34</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>Paris Saint-Germain</td>\n",
       "      <td>78000000</td>\n",
       "      <td>320000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.79</td>\n",
       "      <td>Matches</td>\n",
       "      <td>d70ce98e</td>\n",
       "      <td>L. Messi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>20801</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>32</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>88000000</td>\n",
       "      <td>95000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.91</td>\n",
       "      <td>1.10</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.20</td>\n",
       "      <td>1.19</td>\n",
       "      <td>0.86</td>\n",
       "      <td>1.06</td>\n",
       "      <td>Matches</td>\n",
       "      <td>dea698d9</td>\n",
       "      <td>C. Ronaldo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2286</th>\n",
       "      <td>20801</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>33</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>48000000</td>\n",
       "      <td>110000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.74</td>\n",
       "      <td>Matches</td>\n",
       "      <td>dea698d9</td>\n",
       "      <td>C. Ronaldo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2290</th>\n",
       "      <td>158023</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>31</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>40500000</td>\n",
       "      <td>110000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.06</td>\n",
       "      <td>1.49</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.48</td>\n",
       "      <td>1.27</td>\n",
       "      <td>0.66</td>\n",
       "      <td>1.14</td>\n",
       "      <td>Matches</td>\n",
       "      <td>d70ce98e</td>\n",
       "      <td>L. Messi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4499</th>\n",
       "      <td>158023</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>32</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>88000000</td>\n",
       "      <td>95000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.62</td>\n",
       "      <td>1.28</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.48</td>\n",
       "      <td>1.09</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.96</td>\n",
       "      <td>Matches</td>\n",
       "      <td>d70ce98e</td>\n",
       "      <td>L. Messi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>158023</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>30</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>101000000</td>\n",
       "      <td>270000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.96</td>\n",
       "      <td>1.32</td>\n",
       "      <td>0.81</td>\n",
       "      <td>0.42</td>\n",
       "      <td>1.23</td>\n",
       "      <td>0.72</td>\n",
       "      <td>1.14</td>\n",
       "      <td>Matches</td>\n",
       "      <td>d70ce98e</td>\n",
       "      <td>L. Messi</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50 rows × 95 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           ID                Name Age  Overall  Potential  \\\n",
       "6890   209331            M. Salah  28       90         90   \n",
       "9315   215914            N. Kanté  30       90         90   \n",
       "2365   188545      R. Lewandowski  29       90         90   \n",
       "2285   155862        Sergio Ramos  32       90         90   \n",
       "295    178603          M. Hummels  28       90         90   \n",
       "6672   192448       M. ter Stegen  27       90         93   \n",
       "4541   209331            M. Salah  27       90         90   \n",
       "33     182521            T. Kroos  27       90         90   \n",
       "7418   212831             Alisson  27       90         91   \n",
       "74     155862        Sergio Ramos  31       90         90   \n",
       "669    167664          G. Higuaín  29       90         90   \n",
       "3463   138956        G. Chiellini  33       90         90   \n",
       "9048   192448       M. ter Stegen  28       90         93   \n",
       "5737   212831             Alisson  26       90         91   \n",
       "4545   208722             S. Mané  27       90         90   \n",
       "3110   182493            D. Godín  32       90         90   \n",
       "2455   168542         David Silva  32       90         90   \n",
       "2266   177003           L. Modrić  32       91         91   \n",
       "2264   176580           L. Suárez  31       91         91   \n",
       "6      192985        K. De Bruyne  26       91         92   \n",
       "2377   183277           E. Hazard  27       91         91   \n",
       "2267   192985        K. De Bruyne  27       91         91   \n",
       "78     188545      R. Lewandowski  28       91         91   \n",
       "9292    20801   Cristiano Ronaldo  36       91         91   \n",
       "11011  200389            J. Oblak  28       91         93   \n",
       "135    183277           E. Hazard  26       91         91   \n",
       "4626   183277           E. Hazard  28       91         91   \n",
       "4578   188545      R. Lewandowski  30       91         91   \n",
       "4494   192985        K. De Bruyne  28       91         91   \n",
       "9325   231747           K. Mbappé  22       91         95   \n",
       "4345   200389            J. Oblak  25       91         93   \n",
       "9061   200389            J. Oblak  27       91         93   \n",
       "6849   192985        K. De Bruyne  29       91         91   \n",
       "6678   200389            J. Oblak  26       91         93   \n",
       "6908   188545      R. Lewandowski  31       91         91   \n",
       "9246   192985        K. De Bruyne  30       91         91   \n",
       "9291    20801   Cristiano Ronaldo  36       91         91   \n",
       "6870    20801   Cristiano Ronaldo  35       92         92   \n",
       "2042   167495            M. Neuer  31       92         92   \n",
       "176    190871              Neymar  25       92         93   \n",
       "9283   188545      R. Lewandowski  32       92         92   \n",
       "0      176580           L. Suárez  30       92         92   \n",
       "6866   158023            L. Messi  33       93         93   \n",
       "4518    20801   Cristiano Ronaldo  34       93         93   \n",
       "9280   158023            L. Messi  34       93         93   \n",
       "10      20801   Cristiano Ronaldo  32       94         94   \n",
       "2286    20801   Cristiano Ronaldo  33       94         94   \n",
       "2290   158023            L. Messi  31       94         94   \n",
       "4499   158023            L. Messi  32       94         94   \n",
       "51     158023            L. Messi  30       94         94   \n",
       "\n",
       "                      Club      Value    Wage  International Reputation  \\\n",
       "6890             Liverpool   39500000   46000                       3.0   \n",
       "9315               Chelsea  100000000  230000                       4.0   \n",
       "2365     FC Bayern München   11000000   43000                       4.0   \n",
       "2285           Real Madrid  119500000  210000                       4.0   \n",
       "295      FC Bayern München   29500000   44000                       4.0   \n",
       "6672          FC Barcelona    2000000    8000                       3.0   \n",
       "4541             Liverpool   33000000   38000                       3.0   \n",
       "33             Real Madrid   33000000   38000                       4.0   \n",
       "7418             Liverpool     400000    1000                       3.0   \n",
       "74             Real Madrid   36500000   74000                       4.0   \n",
       "669               Juventus    8000000   18000                       4.0   \n",
       "3463              Juventus    5000000   14000                       4.0   \n",
       "9048          FC Barcelona   69500000  260000                       3.0   \n",
       "5737             Liverpool     250000     550                       3.0   \n",
       "4545             Liverpool   46000000   77000                       3.0   \n",
       "3110       Atlético Madrid    7000000   15000                       3.0   \n",
       "2455       Manchester City   43000000   95000                       4.0   \n",
       "2266           Real Madrid   44500000  135000                       4.0   \n",
       "2264          FC Barcelona  107500000  250000                       5.0   \n",
       "6          Manchester City   40500000  115000                       4.0   \n",
       "2377               Chelsea   15000000   46000                       4.0   \n",
       "2267       Manchester City   37000000   45000                       4.0   \n",
       "78       FC Bayern München   19500000  130000                       4.0   \n",
       "9292     Manchester United   45000000  270000                       5.0   \n",
       "11011   Atlético de Madrid  112000000  130000                       5.0   \n",
       "135                Chelsea   21000000   19000                       4.0   \n",
       "4626           Real Madrid   24000000   41000                       4.0   \n",
       "4578     FC Bayern München   19500000  130000                       4.0   \n",
       "4494       Manchester City  125500000  350000                       4.0   \n",
       "9325   Paris Saint-Germain  194000000  230000                       4.0   \n",
       "4345       Atlético Madrid     120000     500                       3.0   \n",
       "9061       Atlético Madrid     900000    6000                       3.0   \n",
       "6849       Manchester City   93000000  140000                       4.0   \n",
       "6678       Atlético Madrid    1900000     500                       3.0   \n",
       "6908     FC Bayern München   65000000  180000                       4.0   \n",
       "9246       Manchester City  125500000  350000                       4.0   \n",
       "9291     Manchester United   45000000  270000                       5.0   \n",
       "6870              Juventus   40500000  110000                       5.0   \n",
       "2042     FC Bayern München     500000    1000                       5.0   \n",
       "176    Paris Saint-Germain    4900000   33000                       5.0   \n",
       "9283     FC Bayern München  119500000  270000                       5.0   \n",
       "0             FC Barcelona  107500000  250000                       5.0   \n",
       "6866          FC Barcelona   48000000  110000                       5.0   \n",
       "4518              Juventus   71500000  185000                       5.0   \n",
       "9280   Paris Saint-Germain   78000000  320000                       5.0   \n",
       "10             Real Madrid   88000000   95000                       5.0   \n",
       "2286              Juventus   48000000  110000                       5.0   \n",
       "2290          FC Barcelona   40500000  110000                       5.0   \n",
       "4499          FC Barcelona   88000000   95000                       5.0   \n",
       "51            FC Barcelona  101000000  270000                       5.0   \n",
       "\n",
       "       Weak Foot  ...  G-PK.1 G+A-PK  xG.1 xAG.1 xG+xAG  npxG.1  npxG+xAG.1  \\\n",
       "6890         3.0  ...    0.47   0.61  0.56  0.18   0.75    0.43        0.61   \n",
       "9315         3.0  ...    0.10   0.30  0.08  0.11   0.19    0.08        0.19   \n",
       "2365         4.0  ...    0.58   0.79  0.93  0.27   1.21    0.84        1.11   \n",
       "2285         3.0  ...    0.04   0.07  0.26  0.02   0.28    0.12        0.14   \n",
       "295          3.0  ...    0.04   0.08  0.08  0.01   0.09    0.08        0.09   \n",
       "6672         4.0  ...    0.00   0.06  0.00  0.02   0.02    0.00        0.02   \n",
       "4541         3.0  ...    0.50   0.81  0.59  0.25   0.84    0.52        0.77   \n",
       "33           5.0  ...    0.20   0.48  0.09  0.23   0.32    0.09        0.32   \n",
       "7418         3.0  ...    0.03   0.03  0.00  0.00   0.00    0.00        0.00   \n",
       "74           3.0  ...    0.08   0.12  0.23  0.07   0.30    0.14        0.21   \n",
       "669          4.0  ...    0.48   0.64  0.38  0.11   0.48    0.33        0.43   \n",
       "3463         3.0  ...    0.05   0.09  0.07  0.02   0.09    0.07        0.09   \n",
       "9048         4.0  ...    0.00   0.00  0.00  0.00   0.00    0.00        0.00   \n",
       "5737         3.0  ...    0.00   0.04  0.00  0.01   0.01    0.00        0.01   \n",
       "4545         4.0  ...    0.59   0.82  0.43  0.22   0.65    0.43        0.65   \n",
       "3110         3.0  ...    0.11   0.14  0.09  0.01   0.10    0.09        0.10   \n",
       "2455         2.0  ...    0.22   0.52  0.29  0.32   0.61    0.29        0.61   \n",
       "2266         4.0  ...    0.10   0.31  0.09  0.13   0.22    0.09        0.22   \n",
       "2264         4.0  ...    0.54   0.73  0.74  0.22   0.96    0.64        0.86   \n",
       "6            5.0  ...    0.23   0.70  0.15  0.32   0.48    0.15        0.48   \n",
       "2377         4.0  ...    0.37   0.83  0.32  0.31   0.63    0.23        0.53   \n",
       "2267         5.0  ...    0.18   0.37  0.13  0.52   0.65    0.13        0.65   \n",
       "78           4.0  ...    0.95   1.04  1.16  0.10   1.26    0.93        1.03   \n",
       "9292         4.0  ...    0.00   0.00  0.44  0.17   0.61    0.44        0.61   \n",
       "11011        3.0  ...    0.00   0.00  0.00  0.00   0.00    0.00        0.00   \n",
       "135          4.0  ...    0.37   0.52  0.29  0.24   0.52    0.23        0.47   \n",
       "4626         4.0  ...    0.08   0.33  0.17  0.25   0.42    0.17        0.42   \n",
       "4578         4.0  ...    0.95   1.08  1.00  0.22   1.22    0.87        1.09   \n",
       "4494         5.0  ...    0.35   1.00  0.24  0.65   0.88    0.19        0.83   \n",
       "9325         4.0  ...    0.71   1.22  0.71  0.38   1.08    0.62        0.99   \n",
       "4345         3.0  ...    0.00   0.00  0.00  0.00   0.00    0.00        0.00   \n",
       "9061         3.0  ...    0.00   0.00  0.00  0.00   0.00    0.00        0.00   \n",
       "6849         5.0  ...    0.18   0.72  0.42  0.36   0.78    0.31        0.67   \n",
       "6678         3.0  ...    0.00   0.00  0.00  0.00   0.00    0.00        0.00   \n",
       "6908         4.0  ...    1.21   1.46  1.14  0.17   1.31    0.88        1.06   \n",
       "9246         5.0  ...    0.61   0.94  0.23  0.42   0.66    0.23        0.66   \n",
       "9291         4.0  ...    0.55   0.66  0.65  0.11   0.75    0.56        0.67   \n",
       "6870         4.0  ...    0.74   0.80  0.89  0.12   1.01    0.69        0.81   \n",
       "2042         4.0  ...    0.00   0.00  0.00  0.00   0.00    0.00        0.00   \n",
       "176          5.0  ...    0.76   1.41  0.75  0.57   1.32    0.59        1.16   \n",
       "9283         4.0  ...    0.92   1.01  1.01  0.13   1.15    0.90        1.03   \n",
       "0            4.0  ...    0.75   1.12  0.73  0.33   1.05    0.70        1.03   \n",
       "6866         4.0  ...    0.80   1.07  0.66  0.28   0.94    0.53        0.81   \n",
       "4518         4.0  ...    0.59   0.74  0.88  0.20   1.08    0.57        0.76   \n",
       "9280         4.0  ...    0.25   0.84  0.42  0.37   0.79    0.42        0.79   \n",
       "10           4.0  ...    0.91   1.10  0.99  0.20   1.19    0.86        1.06   \n",
       "2286         4.0  ...    0.54   0.80  0.74  0.15   0.90    0.58        0.74   \n",
       "2290         4.0  ...    1.06   1.49  0.79  0.48   1.27    0.66        1.14   \n",
       "4499         4.0  ...    0.62   1.28  0.61  0.48   1.09    0.48        0.96   \n",
       "51           4.0  ...    0.96   1.32  0.81  0.42   1.23    0.72        1.14   \n",
       "\n",
       "       Matches     -9999  Name_Adjusted_y  \n",
       "6890   Matches  e342ad68         M. Salah  \n",
       "9315   Matches  b9fbae28         N. Kanté  \n",
       "2365   Matches  8d78e732   R. Lewandowski  \n",
       "2285   Matches  08511d65         S. Ramos  \n",
       "295    Matches  05d548d8       M. Hummels  \n",
       "6672   Matches  6f51e382   M. ter. Stegen  \n",
       "4541   Matches  e342ad68         M. Salah  \n",
       "33     Matches  6ce1f46f         T. Kroos  \n",
       "7418   Matches  7a2e46a8                A  \n",
       "74     Matches  08511d65         S. Ramos  \n",
       "669    Matches  8a08491a       G. Higuaín  \n",
       "3463   Matches  e85fb9b8     G. Chiellini  \n",
       "9048   Matches  6f51e382   M. ter. Stegen  \n",
       "5737   Matches  7a2e46a8                A  \n",
       "4545   Matches  c691bfe2          S. Mané  \n",
       "3110   Matches  fc4f85b1         D. Godín  \n",
       "2455   Matches  e2716bd0         D. Silva  \n",
       "2266   Matches  6025fab1        L. Modrić  \n",
       "2264   Matches  a6154613        L. Suárez  \n",
       "6      Matches  e46012d4    K. De. Bruyne  \n",
       "2377   Matches  a39bb753        E. Hazard  \n",
       "2267   Matches  e46012d4    K. De. Bruyne  \n",
       "78     Matches  8d78e732   R. Lewandowski  \n",
       "9292   Matches  dea698d9       C. Ronaldo  \n",
       "11011  Matches  ee8508c0         J. Oblak  \n",
       "135    Matches  a39bb753        E. Hazard  \n",
       "4626   Matches  a39bb753        E. Hazard  \n",
       "4578   Matches  8d78e732   R. Lewandowski  \n",
       "4494   Matches  e46012d4    K. De. Bruyne  \n",
       "9325   Matches  42fd9c7f        K. Mbappé  \n",
       "4345   Matches  ee8508c0         J. Oblak  \n",
       "9061   Matches  ee8508c0         J. Oblak  \n",
       "6849   Matches  e46012d4    K. De. Bruyne  \n",
       "6678   Matches  ee8508c0         J. Oblak  \n",
       "6908   Matches  8d78e732   R. Lewandowski  \n",
       "9246   Matches  e46012d4    K. De. Bruyne  \n",
       "9291   Matches  dea698d9       C. Ronaldo  \n",
       "6870   Matches  dea698d9       C. Ronaldo  \n",
       "2042   Matches  8778c910         M. Neuer  \n",
       "176    Matches  69384e5d                N  \n",
       "9283   Matches  8d78e732   R. Lewandowski  \n",
       "0      Matches  a6154613        L. Suárez  \n",
       "6866   Matches  d70ce98e         L. Messi  \n",
       "4518   Matches  dea698d9       C. Ronaldo  \n",
       "9280   Matches  d70ce98e         L. Messi  \n",
       "10     Matches  dea698d9       C. Ronaldo  \n",
       "2286   Matches  dea698d9       C. Ronaldo  \n",
       "2290   Matches  d70ce98e         L. Messi  \n",
       "4499   Matches  d70ce98e         L. Messi  \n",
       "51     Matches  d70ce98e         L. Messi  \n",
       "\n",
       "[50 rows x 95 columns]"
      ]
     },
     "execution_count": 276,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_df.sort_values('Overall').tail(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "id": "1ea073de",
   "metadata": {},
   "outputs": [],
   "source": [
    "map_position= {\n",
    "    'GK': 'Goalkeeper',\n",
    "    'CB': 'Defender',\n",
    "    'RB': 'Defender',\n",
    "    'LB': 'Defender',\n",
    "    'RWB': 'Defender',\n",
    "    'LWB': 'Defender',\n",
    "    'CM': 'Midfielder',\n",
    "    'CDM': 'Midfielder',\n",
    "    'CAM': 'Midfielder',\n",
    "    'RM': 'Midfielder',\n",
    "    'LM': 'Midfielder',\n",
    "    'ST': 'Forward',\n",
    "    'CF': 'Forward',\n",
    "    'RF': 'Forward',\n",
    "    'LF': 'Forward',\n",
    "    'RW': 'Forward',\n",
    "    'LW': 'Forward'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "id": "7cc9ef6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "merged_df['Position'] = merged_df['Best Position'].map(map_position)\n",
    "prem_position_groups = merged_df.groupby('Position')\n",
    "\n",
    "positions = {}\n",
    "for position, group in prem_position_groups:\n",
    "    positions[str(position)] = pd.DataFrame(group)\n",
    "\n",
    "    \n",
    "stats_defenders_df = positions['Defender']\n",
    "stats_forward_df = positions['Forward']\n",
    "stats_gk_df = positions['Goalkeeper']\n",
    "stats_midfielders_df = positions['Midfielder']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b7bcab3",
   "metadata": {},
   "source": [
    "Export Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "id": "bbc617fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_defenders_df.to_csv(output_folder+'/predict-with-real-life-stats/stats_defenders_df.csv',mode='w',header=True, index=False)\n",
    "stats_forward_df.to_csv(output_folder+'/predict-with-real-life-stats/stats_forward_df.csv',mode='w',header=True, index=False)\n",
    "stats_gk_df.to_csv(output_folder+'/predict-with-real-life-stats/stats_gk_df.csv',mode='w',header=True, index=False)\n",
    "stats_midfielders_df.to_csv(output_folder+'/predict-with-real-life-stats/stats_midfielders_df.csv',mode='w',header=True, index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "id": "0570ecaf",
   "metadata": {},
   "outputs": [],
   "source": [
    "merged_df.to_csv(output_folder+'/predict-with-real-life-stats/stats_Full_df.csv',mode='w',header=True, index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75e64982",
   "metadata": {},
   "source": [
    "## Combine Fifa 23 to goals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "id": "fceee168",
   "metadata": {},
   "outputs": [],
   "source": [
    "fifa23_ratings =  pd.read_csv(r\"Dataset\\After-PreProcess\\predict-by-rating\\f23-full.csv\",low_memory = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 282,
   "id": "28205815",
   "metadata": {},
   "outputs": [],
   "source": [
    "fifa23_ratings[\"Name\"] =fifa23_ratings[\"Known As\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "id": "8cfb86c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Unnamed: 0', 'Known As', 'Full Name', 'Overall', 'Potential',\n",
       "       'Value(in Euro)', 'Positions Played', 'Best Position', 'Nationality',\n",
       "       'Image Link', 'Age', 'Height(in cm)', 'Weight(in kg)', 'TotalStats',\n",
       "       'BaseStats', 'Club Name', 'Wage(in Euro)', 'Release Clause',\n",
       "       'Club Position', 'Contract Until', 'Club Jersey Number', 'Joined On',\n",
       "       'On Loan', 'Preferred Foot', 'Weak Foot Rating', 'Skill Moves',\n",
       "       'International Reputation', 'National Team Name',\n",
       "       'National Team Image Link', 'National Team Position',\n",
       "       'National Team Jersey Number', 'Attacking Work Rate',\n",
       "       'Defensive Work Rate', 'Pace Total', 'Shooting Total', 'Passing Total',\n",
       "       'Dribbling Total', 'Defending Total', 'Physicality Total', 'Crossing',\n",
       "       'Finishing', 'Heading Accuracy', 'Short Passing', 'Volleys',\n",
       "       'Dribbling', 'Curve', 'Freekick Accuracy', 'LongPassing', 'BallControl',\n",
       "       'Acceleration', 'Sprint Speed', 'Agility', 'Reactions', 'Balance',\n",
       "       'Shot Power', 'Jumping', 'Stamina', 'Strength', 'Long Shots',\n",
       "       'Aggression', 'Interceptions', 'Positioning', 'Vision', 'Penalties',\n",
       "       'Composure', 'Marking', 'Standing Tackle', 'Sliding Tackle',\n",
       "       'Goalkeeper Diving', 'Goalkeeper Handling', ' GoalkeeperKicking',\n",
       "       'Goalkeeper Positioning', 'Goalkeeper Reflexes', 'ST Rating',\n",
       "       'LW Rating', 'LF Rating', 'CF Rating', 'RF Rating', 'RW Rating',\n",
       "       'CAM Rating', 'LM Rating', 'CM Rating', 'RM Rating', 'LWB Rating',\n",
       "       'CDM Rating', 'RWB Rating', 'LB Rating', 'CB Rating', 'RB Rating',\n",
       "       'GK Rating', 'Position', 'Wage', 'Value', 'Name'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 283,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fifa23_ratings.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "id": "727e0d14",
   "metadata": {},
   "outputs": [],
   "source": [
    "fifa23_ratings[\"version\"] = 2023"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "id": "bcaf8249",
   "metadata": {},
   "outputs": [],
   "source": [
    "fifa23_ratings = split_name_column(fifa23_ratings.copy(), \"Name\" , \"Name_Adjusted\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79ce6764",
   "metadata": {},
   "source": [
    "## Merge Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "id": "e8ec4edd",
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_2023 =combined_stats_df_names.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "id": "27ec7abd",
   "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>Known As</th>\n",
       "      <th>Full Name</th>\n",
       "      <th>Overall</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Value(in Euro)</th>\n",
       "      <th>Positions Played</th>\n",
       "      <th>Best Position</th>\n",
       "      <th>Nationality</th>\n",
       "      <th>Image Link</th>\n",
       "      <th>...</th>\n",
       "      <th>RB Rating</th>\n",
       "      <th>GK Rating</th>\n",
       "      <th>Position</th>\n",
       "      <th>Wage</th>\n",
       "      <th>Value</th>\n",
       "      <th>Name</th>\n",
       "      <th>version</th>\n",
       "      <th>Name_Adjusted</th>\n",
       "      <th>First Initial</th>\n",
       "      <th>Last Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>Lionel Messi</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>54000000</td>\n",
       "      <td>RW</td>\n",
       "      <td>CAM</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.net/players/158/023/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>62</td>\n",
       "      <td>22</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>195000</td>\n",
       "      <td>54000000</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>2023</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>L</td>\n",
       "      <td>Messi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>K. Benzema</td>\n",
       "      <td>Karim Benzema</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>64000000</td>\n",
       "      <td>CF,ST</td>\n",
       "      <td>CF</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.net/players/165/153/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>63</td>\n",
       "      <td>21</td>\n",
       "      <td>Forward</td>\n",
       "      <td>450000</td>\n",
       "      <td>64000000</td>\n",
       "      <td>K. Benzema</td>\n",
       "      <td>2023</td>\n",
       "      <td>K. Benzema</td>\n",
       "      <td>K</td>\n",
       "      <td>Benzema</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "      <td>Robert Lewandowski</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>84000000</td>\n",
       "      <td>ST</td>\n",
       "      <td>ST</td>\n",
       "      <td>Poland</td>\n",
       "      <td>https://cdn.sofifa.net/players/188/545/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>64</td>\n",
       "      <td>22</td>\n",
       "      <td>Forward</td>\n",
       "      <td>420000</td>\n",
       "      <td>84000000</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "      <td>2023</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "      <td>R</td>\n",
       "      <td>Lewandowski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>K. De Bruyne</td>\n",
       "      <td>Kevin De Bruyne</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>107500000</td>\n",
       "      <td>CM,CAM</td>\n",
       "      <td>CM</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.net/players/192/985/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>78</td>\n",
       "      <td>24</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>350000</td>\n",
       "      <td>107500000</td>\n",
       "      <td>K. De Bruyne</td>\n",
       "      <td>2023</td>\n",
       "      <td>K. De. Bruyne</td>\n",
       "      <td>K</td>\n",
       "      <td>De Bruyne</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>K. Mbappé</td>\n",
       "      <td>Kylian Mbappé</td>\n",
       "      <td>91</td>\n",
       "      <td>95</td>\n",
       "      <td>190500000</td>\n",
       "      <td>ST,LW</td>\n",
       "      <td>ST</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.net/players/231/747/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>66</td>\n",
       "      <td>21</td>\n",
       "      <td>Forward</td>\n",
       "      <td>230000</td>\n",
       "      <td>190500000</td>\n",
       "      <td>K. Mbappé</td>\n",
       "      <td>2023</td>\n",
       "      <td>K. Mbappé</td>\n",
       "      <td>K</td>\n",
       "      <td>Mbappé</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18534</th>\n",
       "      <td>18534</td>\n",
       "      <td>D. Collins</td>\n",
       "      <td>Darren Collins</td>\n",
       "      <td>47</td>\n",
       "      <td>56</td>\n",
       "      <td>110000</td>\n",
       "      <td>ST,RM</td>\n",
       "      <td>CAM</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.net/players/243/725/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>15</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>500</td>\n",
       "      <td>110000</td>\n",
       "      <td>D. Collins</td>\n",
       "      <td>2023</td>\n",
       "      <td>D. Collins</td>\n",
       "      <td>D</td>\n",
       "      <td>Collins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18535</th>\n",
       "      <td>18535</td>\n",
       "      <td>Yang Dejiang</td>\n",
       "      <td>Dejiang Yang</td>\n",
       "      <td>47</td>\n",
       "      <td>57</td>\n",
       "      <td>90000</td>\n",
       "      <td>CDM</td>\n",
       "      <td>CDM</td>\n",
       "      <td>China PR</td>\n",
       "      <td>https://cdn.sofifa.net/players/261/933/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>15</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>500</td>\n",
       "      <td>90000</td>\n",
       "      <td>Yang Dejiang</td>\n",
       "      <td>2023</td>\n",
       "      <td>Y. Dejiang</td>\n",
       "      <td>Y</td>\n",
       "      <td>Dejiang</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18536</th>\n",
       "      <td>18536</td>\n",
       "      <td>L. Mullan</td>\n",
       "      <td>Liam Mullan</td>\n",
       "      <td>47</td>\n",
       "      <td>67</td>\n",
       "      <td>130000</td>\n",
       "      <td>CM</td>\n",
       "      <td>RM</td>\n",
       "      <td>Northern Ireland</td>\n",
       "      <td>https://cdn.sofifa.net/players/267/823/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>46</td>\n",
       "      <td>17</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>500</td>\n",
       "      <td>130000</td>\n",
       "      <td>L. Mullan</td>\n",
       "      <td>2023</td>\n",
       "      <td>L. Mullan</td>\n",
       "      <td>L</td>\n",
       "      <td>Mullan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18537</th>\n",
       "      <td>18537</td>\n",
       "      <td>D. McCallion</td>\n",
       "      <td>Daithí McCallion</td>\n",
       "      <td>47</td>\n",
       "      <td>61</td>\n",
       "      <td>100000</td>\n",
       "      <td>CB</td>\n",
       "      <td>CB</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.net/players/267/824/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>15</td>\n",
       "      <td>Defender</td>\n",
       "      <td>500</td>\n",
       "      <td>100000</td>\n",
       "      <td>D. McCallion</td>\n",
       "      <td>2023</td>\n",
       "      <td>D. McCallion</td>\n",
       "      <td>D</td>\n",
       "      <td>McCallion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18538</th>\n",
       "      <td>18538</td>\n",
       "      <td>N. Rabha</td>\n",
       "      <td>Nabin Rabha</td>\n",
       "      <td>47</td>\n",
       "      <td>50</td>\n",
       "      <td>60000</td>\n",
       "      <td>LB</td>\n",
       "      <td>LB</td>\n",
       "      <td>India</td>\n",
       "      <td>https://cdn.sofifa.net/players/261/424/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>19</td>\n",
       "      <td>Defender</td>\n",
       "      <td>500</td>\n",
       "      <td>60000</td>\n",
       "      <td>N. Rabha</td>\n",
       "      <td>2023</td>\n",
       "      <td>N. Rabha</td>\n",
       "      <td>N</td>\n",
       "      <td>Rabha</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>18539 rows × 98 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0        Known As           Full Name  Overall  Potential  \\\n",
       "0               0        L. Messi        Lionel Messi       91         91   \n",
       "1               1      K. Benzema       Karim Benzema       91         91   \n",
       "2               2  R. Lewandowski  Robert Lewandowski       91         91   \n",
       "3               3    K. De Bruyne     Kevin De Bruyne       91         91   \n",
       "4               4       K. Mbappé       Kylian Mbappé       91         95   \n",
       "...           ...             ...                 ...      ...        ...   \n",
       "18534       18534      D. Collins      Darren Collins       47         56   \n",
       "18535       18535    Yang Dejiang        Dejiang Yang       47         57   \n",
       "18536       18536       L. Mullan         Liam Mullan       47         67   \n",
       "18537       18537    D. McCallion    Daithí McCallion       47         61   \n",
       "18538       18538        N. Rabha         Nabin Rabha       47         50   \n",
       "\n",
       "       Value(in Euro) Positions Played Best Position          Nationality  \\\n",
       "0            54000000               RW           CAM            Argentina   \n",
       "1            64000000            CF,ST            CF               France   \n",
       "2            84000000               ST            ST               Poland   \n",
       "3           107500000           CM,CAM            CM              Belgium   \n",
       "4           190500000            ST,LW            ST               France   \n",
       "...               ...              ...           ...                  ...   \n",
       "18534          110000            ST,RM           CAM  Republic of Ireland   \n",
       "18535           90000              CDM           CDM             China PR   \n",
       "18536          130000               CM            RM     Northern Ireland   \n",
       "18537          100000               CB            CB  Republic of Ireland   \n",
       "18538           60000               LB            LB                India   \n",
       "\n",
       "                                             Image Link  ...  RB Rating  \\\n",
       "0      https://cdn.sofifa.net/players/158/023/23_60.png  ...         62   \n",
       "1      https://cdn.sofifa.net/players/165/153/23_60.png  ...         63   \n",
       "2      https://cdn.sofifa.net/players/188/545/23_60.png  ...         64   \n",
       "3      https://cdn.sofifa.net/players/192/985/23_60.png  ...         78   \n",
       "4      https://cdn.sofifa.net/players/231/747/23_60.png  ...         66   \n",
       "...                                                 ...  ...        ...   \n",
       "18534  https://cdn.sofifa.net/players/243/725/23_60.png  ...         40   \n",
       "18535  https://cdn.sofifa.net/players/261/933/23_60.png  ...         49   \n",
       "18536  https://cdn.sofifa.net/players/267/823/23_60.png  ...         46   \n",
       "18537  https://cdn.sofifa.net/players/267/824/23_60.png  ...         47   \n",
       "18538  https://cdn.sofifa.net/players/261/424/23_60.png  ...         47   \n",
       "\n",
       "       GK Rating    Position    Wage      Value            Name  version  \\\n",
       "0             22  Midfielder  195000   54000000        L. Messi     2023   \n",
       "1             21     Forward  450000   64000000      K. Benzema     2023   \n",
       "2             22     Forward  420000   84000000  R. Lewandowski     2023   \n",
       "3             24  Midfielder  350000  107500000    K. De Bruyne     2023   \n",
       "4             21     Forward  230000  190500000       K. Mbappé     2023   \n",
       "...          ...         ...     ...        ...             ...      ...   \n",
       "18534         15  Midfielder     500     110000      D. Collins     2023   \n",
       "18535         15  Midfielder     500      90000    Yang Dejiang     2023   \n",
       "18536         17  Midfielder     500     130000       L. Mullan     2023   \n",
       "18537         15    Defender     500     100000    D. McCallion     2023   \n",
       "18538         19    Defender     500      60000        N. Rabha     2023   \n",
       "\n",
       "        Name_Adjusted First Initial    Last Name  \n",
       "0            L. Messi             L        Messi  \n",
       "1          K. Benzema             K      Benzema  \n",
       "2      R. Lewandowski             R  Lewandowski  \n",
       "3       K. De. Bruyne             K    De Bruyne  \n",
       "4           K. Mbappé             K       Mbappé  \n",
       "...               ...           ...          ...  \n",
       "18534      D. Collins             D      Collins  \n",
       "18535      Y. Dejiang             Y      Dejiang  \n",
       "18536       L. Mullan             L       Mullan  \n",
       "18537    D. McCallion             D    McCallion  \n",
       "18538        N. Rabha             N        Rabha  \n",
       "\n",
       "[18539 rows x 98 columns]"
      ]
     },
     "execution_count": 287,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fifa23_ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "id": "78b3c885",
   "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>Rk</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>MP</th>\n",
       "      <th>Starts</th>\n",
       "      <th>...</th>\n",
       "      <th>xAG.1</th>\n",
       "      <th>xG+xAG</th>\n",
       "      <th>npxG.1</th>\n",
       "      <th>npxG+xAG.1</th>\n",
       "      <th>Matches</th>\n",
       "      <th>-9999</th>\n",
       "      <th>version</th>\n",
       "      <th>Name_Adjusted</th>\n",
       "      <th>First Initial</th>\n",
       "      <th>Last Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\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>26.0</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>28</td>\n",
       "      <td>25</td>\n",
       "      <td>...</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.21</td>\n",
       "      <td>Matches</td>\n",
       "      <td>5f09991f</td>\n",
       "      <td>2018</td>\n",
       "      <td>P. van. Aanholt</td>\n",
       "      <td>P</td>\n",
       "      <td>van Aanholt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Rolando Aarons</td>\n",
       "      <td>eng ENG</td>\n",
       "      <td>MFFW</td>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>Matches</td>\n",
       "      <td>c5942695</td>\n",
       "      <td>2018</td>\n",
       "      <td>R. Aarons</td>\n",
       "      <td>R</td>\n",
       "      <td>Aarons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Rolando Aarons</td>\n",
       "      <td>eng ENG</td>\n",
       "      <td>MFFW</td>\n",
       "      <td>Hellas Verona</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.06</td>\n",
       "      <td>Matches</td>\n",
       "      <td>c5942695</td>\n",
       "      <td>2018</td>\n",
       "      <td>R. Aarons</td>\n",
       "      <td>R</td>\n",
       "      <td>Aarons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Ignazio Abate</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>DF</td>\n",
       "      <td>Milan</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>30.0</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>17</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.06</td>\n",
       "      <td>Matches</td>\n",
       "      <td>1c529186</td>\n",
       "      <td>2018</td>\n",
       "      <td>I. Abate</td>\n",
       "      <td>I</td>\n",
       "      <td>Abate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Aymen Abdennour</td>\n",
       "      <td>tn TUN</td>\n",
       "      <td>DF</td>\n",
       "      <td>Marseille</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>Matches</td>\n",
       "      <td>2f798b41</td>\n",
       "      <td>2018</td>\n",
       "      <td>A. Abdennour</td>\n",
       "      <td>A</td>\n",
       "      <td>Abdennour</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2820</th>\n",
       "      <td>2822</td>\n",
       "      <td>Szymon Å»urkowski</td>\n",
       "      <td>pl POL</td>\n",
       "      <td>MF</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>25-233</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.40</td>\n",
       "      <td>Matches</td>\n",
       "      <td>4e1d5e59</td>\n",
       "      <td>2023</td>\n",
       "      <td>S. Å»urkowski</td>\n",
       "      <td>S</td>\n",
       "      <td>Å»urkowski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2821</th>\n",
       "      <td>2823</td>\n",
       "      <td>Szymon Å»urkowski</td>\n",
       "      <td>pl POL</td>\n",
       "      <td>MF</td>\n",
       "      <td>Spezia</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>25-233</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>Matches</td>\n",
       "      <td>4e1d5e59</td>\n",
       "      <td>2023</td>\n",
       "      <td>S. Å»urkowski</td>\n",
       "      <td>S</td>\n",
       "      <td>Å»urkowski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2822</th>\n",
       "      <td>2824</td>\n",
       "      <td>Martin Ã˜degaard</td>\n",
       "      <td>no NOR</td>\n",
       "      <td>MF</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>24-150</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.53</td>\n",
       "      <td>Matches</td>\n",
       "      <td>79300479</td>\n",
       "      <td>2023</td>\n",
       "      <td>M. Ã˜degaard</td>\n",
       "      <td>M</td>\n",
       "      <td>Ã˜degaard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2823</th>\n",
       "      <td>2825</td>\n",
       "      <td>Milan ÄuriÄ‡</td>\n",
       "      <td>ba BIH</td>\n",
       "      <td>FW</td>\n",
       "      <td>Hellas Verona</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>32-359</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>25</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.18</td>\n",
       "      <td>Matches</td>\n",
       "      <td>405f6586</td>\n",
       "      <td>2023</td>\n",
       "      <td>M. ÄuriÄ‡</td>\n",
       "      <td>M</td>\n",
       "      <td>ÄuriÄ‡</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2824</th>\n",
       "      <td>2826</td>\n",
       "      <td>Filip ÄuriÄiÄ‡</td>\n",
       "      <td>rs SRB</td>\n",
       "      <td>MFFW</td>\n",
       "      <td>Sampdoria</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>31-106</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>31</td>\n",
       "      <td>26</td>\n",
       "      <td>...</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.19</td>\n",
       "      <td>Matches</td>\n",
       "      <td>eccbe56a</td>\n",
       "      <td>2023</td>\n",
       "      <td>F. ÄuriÄiÄ‡</td>\n",
       "      <td>F</td>\n",
       "      <td>ÄuriÄiÄ‡</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16647 rows × 43 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Rk               Player   Nation   Pos           Squad  \\\n",
       "0        1  Patrick van Aanholt   nl NED    DF  Crystal Palace   \n",
       "1        2       Rolando Aarons  eng ENG  MFFW   Newcastle Utd   \n",
       "2        3       Rolando Aarons  eng ENG  MFFW   Hellas Verona   \n",
       "3        4        Ignazio Abate   it ITA    DF           Milan   \n",
       "4        5      Aymen Abdennour   tn TUN    DF       Marseille   \n",
       "...    ...                  ...      ...   ...             ...   \n",
       "2820  2822    Szymon Å»urkowski   pl POL    MF      Fiorentina   \n",
       "2821  2823    Szymon Å»urkowski   pl POL    MF          Spezia   \n",
       "2822  2824     Martin Ã˜degaard   no NOR    MF         Arsenal   \n",
       "2823  2825        Milan ÄuriÄ‡   ba BIH    FW   Hellas Verona   \n",
       "2824  2826     Filip ÄuriÄiÄ‡   rs SRB  MFFW       Sampdoria   \n",
       "\n",
       "                    Comp     Age    Born  MP  Starts  ...  xAG.1  xG+xAG  \\\n",
       "0     eng Premier League    26.0  1990.0  28      25  ...   0.09    0.21   \n",
       "1     eng Premier League    21.0  1995.0   4       1  ...   0.00    0.04   \n",
       "2             it Serie A    21.0  1995.0  11       6  ...   0.03    0.06   \n",
       "3             it Serie A    30.0  1986.0  17      11  ...   0.04    0.06   \n",
       "4             fr Ligue 1    27.0  1989.0   8       6  ...   0.00    0.02   \n",
       "...                  ...     ...     ...  ..     ...  ...    ...     ...   \n",
       "2820          it Serie A  25-233  1997.0   2       0  ...   0.06    0.40   \n",
       "2821          it Serie A  25-233  1997.0   7       2  ...   0.00    0.04   \n",
       "2822  eng Premier League  24-150  1998.0  35      35  ...   0.23    0.53   \n",
       "2823          it Serie A  32-359  1990.0  25      11  ...   0.08    0.18   \n",
       "2824          it Serie A  31-106  1992.0  31      26  ...   0.08    0.19   \n",
       "\n",
       "      npxG.1  npxG+xAG.1  Matches     -9999  version    Name_Adjusted  \\\n",
       "0       0.13        0.21  Matches  5f09991f     2018  P. van. Aanholt   \n",
       "1       0.04        0.04  Matches  c5942695     2018        R. Aarons   \n",
       "2       0.03        0.06  Matches  c5942695     2018        R. Aarons   \n",
       "3       0.01        0.06  Matches  1c529186     2018         I. Abate   \n",
       "4       0.02        0.02  Matches  2f798b41     2018     A. Abdennour   \n",
       "...      ...         ...      ...       ...      ...              ...   \n",
       "2820    0.33        0.40  Matches  4e1d5e59     2023    S. Å»urkowski   \n",
       "2821    0.04        0.04  Matches  4e1d5e59     2023    S. Å»urkowski   \n",
       "2822    0.30        0.53  Matches  79300479     2023     M. Ã˜degaard   \n",
       "2823    0.11        0.18  Matches  405f6586     2023       M. ÄuriÄ‡   \n",
       "2824    0.11        0.19  Matches  eccbe56a     2023    F. ÄuriÄiÄ‡   \n",
       "\n",
       "      First Initial    Last Name  \n",
       "0                 P  van Aanholt  \n",
       "1                 R       Aarons  \n",
       "2                 R       Aarons  \n",
       "3                 I        Abate  \n",
       "4                 A    Abdennour  \n",
       "...             ...          ...  \n",
       "2820              S   Å»urkowski  \n",
       "2821              S   Å»urkowski  \n",
       "2822              M    Ã˜degaard  \n",
       "2823              M      ÄuriÄ‡  \n",
       "2824              F   ÄuriÄiÄ‡  \n",
       "\n",
       "[16647 rows x 43 columns]"
      ]
     },
     "execution_count": 288,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats_2023"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "id": "72143f6f",
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_2023 = stats_2023.query(\"version == 2023\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "id": "9f520ce3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_days(age_string):\n",
    "    \"\"\"Removes the days from an age string and returns the years as an int.\"\"\"\n",
    "    years = age_string.split(\"-\")[0]\n",
    "    return int(years)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "id": "315cf8f8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\roial\\AppData\\Local\\Temp/ipykernel_29220/2085219368.py: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",
      "  stats_2023[\"Age\"] = stats_2023[\"Age\"].apply(remove_days)\n"
     ]
    }
   ],
   "source": [
    "stats_2023[\"Age\"] = stats_2023[\"Age\"].apply(remove_days)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "id": "f3f8ec0e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       22\n",
       "1       19\n",
       "2       19\n",
       "3       35\n",
       "4       23\n",
       "        ..\n",
       "2820    25\n",
       "2821    25\n",
       "2822    24\n",
       "2823    32\n",
       "2824    31\n",
       "Name: Age, Length: 2825, dtype: int64"
      ]
     },
     "execution_count": 292,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats_2023['Age']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 298,
   "id": "c9cc0b4e",
   "metadata": {},
   "outputs": [],
   "source": [
    "merged_df = pd.merge(fifa23_ratings, stats_2023, how='inner', left_on=[ 'version' , 'First Initial',\"Full Name\"], \n",
    "                     right_on=['version' , \"First Initial\",\"Player\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "id": "cf804cdc",
   "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>Known As</th>\n",
       "      <th>Full Name</th>\n",
       "      <th>Overall</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Value(in Euro)</th>\n",
       "      <th>Positions Played</th>\n",
       "      <th>Best Position</th>\n",
       "      <th>Nationality</th>\n",
       "      <th>Image Link</th>\n",
       "      <th>...</th>\n",
       "      <th>G+A-PK</th>\n",
       "      <th>xG.1</th>\n",
       "      <th>xAG.1</th>\n",
       "      <th>xG+xAG</th>\n",
       "      <th>npxG.1</th>\n",
       "      <th>npxG+xAG.1</th>\n",
       "      <th>Matches</th>\n",
       "      <th>-9999</th>\n",
       "      <th>Name_Adjusted_y</th>\n",
       "      <th>Last Name_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>Lionel Messi</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>54000000</td>\n",
       "      <td>RW</td>\n",
       "      <td>CAM</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.net/players/158/023/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>1.05</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.92</td>\n",
       "      <td>Matches</td>\n",
       "      <td>d70ce98e</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>Messi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>K. Benzema</td>\n",
       "      <td>Karim Benzema</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>64000000</td>\n",
       "      <td>CF,ST</td>\n",
       "      <td>CF</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.net/players/165/153/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.28</td>\n",
       "      <td>1.26</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.97</td>\n",
       "      <td>Matches</td>\n",
       "      <td>70d74ece</td>\n",
       "      <td>K. Benzema</td>\n",
       "      <td>Benzema</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "      <td>Robert Lewandowski</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>84000000</td>\n",
       "      <td>ST</td>\n",
       "      <td>ST</td>\n",
       "      <td>Poland</td>\n",
       "      <td>https://cdn.sofifa.net/players/188/545/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.94</td>\n",
       "      <td>Matches</td>\n",
       "      <td>8d78e732</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "      <td>Lewandowski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>K. De Bruyne</td>\n",
       "      <td>Kevin De Bruyne</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>107500000</td>\n",
       "      <td>CM,CAM</td>\n",
       "      <td>CM</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.net/players/192/985/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.74</td>\n",
       "      <td>Matches</td>\n",
       "      <td>e46012d4</td>\n",
       "      <td>K. De. Bruyne</td>\n",
       "      <td>De Bruyne</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>M. Salah</td>\n",
       "      <td>Mohamed Salah</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>115500000</td>\n",
       "      <td>RW</td>\n",
       "      <td>RW</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>https://cdn.sofifa.net/players/209/331/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.70</td>\n",
       "      <td>Matches</td>\n",
       "      <td>e342ad68</td>\n",
       "      <td>M. Salah</td>\n",
       "      <td>Salah</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1583</th>\n",
       "      <td>17092</td>\n",
       "      <td>G. Quilichini</td>\n",
       "      <td>Ghjuvanni Quilichini</td>\n",
       "      <td>56</td>\n",
       "      <td>67</td>\n",
       "      <td>275000</td>\n",
       "      <td>GK</td>\n",
       "      <td>GK</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.net/players/263/569/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>1b729a98</td>\n",
       "      <td>G. Quilichini</td>\n",
       "      <td>Quilichini</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1584</th>\n",
       "      <td>17167</td>\n",
       "      <td>Y. Massolin</td>\n",
       "      <td>Yanis Massolin</td>\n",
       "      <td>56</td>\n",
       "      <td>69</td>\n",
       "      <td>350000</td>\n",
       "      <td>LM,CM</td>\n",
       "      <td>CB</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.net/players/270/341/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.07</td>\n",
       "      <td>Matches</td>\n",
       "      <td>6ea05ca7</td>\n",
       "      <td>Y. Massolin</td>\n",
       "      <td>Massolin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1585</th>\n",
       "      <td>17258</td>\n",
       "      <td>D. Lembikisa</td>\n",
       "      <td>Dexter Lembikisa</td>\n",
       "      <td>55</td>\n",
       "      <td>72</td>\n",
       "      <td>300000</td>\n",
       "      <td>RWB,LWB</td>\n",
       "      <td>LM</td>\n",
       "      <td>Jamaica</td>\n",
       "      <td>https://cdn.sofifa.net/players/265/484/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>0bdda685</td>\n",
       "      <td>D. Lembikisa</td>\n",
       "      <td>Lembikisa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1586</th>\n",
       "      <td>17380</td>\n",
       "      <td>L. Brunt</td>\n",
       "      <td>Lewis Brunt</td>\n",
       "      <td>55</td>\n",
       "      <td>70</td>\n",
       "      <td>300000</td>\n",
       "      <td>CB,LB</td>\n",
       "      <td>CDM</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.net/players/246/392/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>a2081c6b</td>\n",
       "      <td>L. Brunt</td>\n",
       "      <td>Brunt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1587</th>\n",
       "      <td>18361</td>\n",
       "      <td>I. Price</td>\n",
       "      <td>Isaac Price</td>\n",
       "      <td>50</td>\n",
       "      <td>73</td>\n",
       "      <td>150000</td>\n",
       "      <td>CM</td>\n",
       "      <td>CAM</td>\n",
       "      <td>Northern Ireland</td>\n",
       "      <td>https://cdn.sofifa.net/players/268/630/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.26</td>\n",
       "      <td>Matches</td>\n",
       "      <td>b9403c99</td>\n",
       "      <td>I. Price</td>\n",
       "      <td>Price</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1588 rows × 139 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0        Known As             Full Name  Overall  Potential  \\\n",
       "0              0        L. Messi          Lionel Messi       91         91   \n",
       "1              1      K. Benzema         Karim Benzema       91         91   \n",
       "2              2  R. Lewandowski    Robert Lewandowski       91         91   \n",
       "3              3    K. De Bruyne       Kevin De Bruyne       91         91   \n",
       "4              5        M. Salah         Mohamed Salah       90         90   \n",
       "...          ...             ...                   ...      ...        ...   \n",
       "1583       17092   G. Quilichini  Ghjuvanni Quilichini       56         67   \n",
       "1584       17167     Y. Massolin        Yanis Massolin       56         69   \n",
       "1585       17258    D. Lembikisa      Dexter Lembikisa       55         72   \n",
       "1586       17380        L. Brunt           Lewis Brunt       55         70   \n",
       "1587       18361        I. Price           Isaac Price       50         73   \n",
       "\n",
       "      Value(in Euro) Positions Played Best Position       Nationality  \\\n",
       "0           54000000               RW           CAM         Argentina   \n",
       "1           64000000            CF,ST            CF            France   \n",
       "2           84000000               ST            ST            Poland   \n",
       "3          107500000           CM,CAM            CM           Belgium   \n",
       "4          115500000               RW            RW             Egypt   \n",
       "...              ...              ...           ...               ...   \n",
       "1583          275000               GK            GK            France   \n",
       "1584          350000            LM,CM            CB            France   \n",
       "1585          300000          RWB,LWB            LM           Jamaica   \n",
       "1586          300000            CB,LB           CDM           England   \n",
       "1587          150000               CM           CAM  Northern Ireland   \n",
       "\n",
       "                                            Image Link  ...  G+A-PK  xG.1  \\\n",
       "0     https://cdn.sofifa.net/players/158/023/23_60.png  ...    1.05  0.50   \n",
       "1     https://cdn.sofifa.net/players/165/153/23_60.png  ...    0.71  0.98   \n",
       "2     https://cdn.sofifa.net/players/188/545/23_60.png  ...    0.98  0.79   \n",
       "3     https://cdn.sofifa.net/players/192/985/23_60.png  ...    0.88  0.21   \n",
       "4     https://cdn.sofifa.net/players/209/331/23_60.png  ...    0.78  0.59   \n",
       "...                                                ...  ...     ...   ...   \n",
       "1583  https://cdn.sofifa.net/players/263/569/23_60.png  ...    0.00  0.00   \n",
       "1584  https://cdn.sofifa.net/players/270/341/23_60.png  ...    0.00  0.07   \n",
       "1585  https://cdn.sofifa.net/players/265/484/23_60.png  ...    0.00  0.00   \n",
       "1586  https://cdn.sofifa.net/players/246/392/23_60.png  ...    0.00  0.00   \n",
       "1587  https://cdn.sofifa.net/players/268/630/23_60.png  ...    0.00  0.00   \n",
       "\n",
       "      xAG.1  xG+xAG  npxG.1 npxG+xAG.1  Matches     -9999 Name_Adjusted_y  \\\n",
       "0      0.42    0.92    0.50       0.92  Matches  d70ce98e        L. Messi   \n",
       "1      0.28    1.26    0.69       0.97  Matches  70d74ece      K. Benzema   \n",
       "2      0.18    0.96    0.76       0.94  Matches  8d78e732  R. Lewandowski   \n",
       "3      0.52    0.74    0.21       0.74  Matches  e46012d4   K. De. Bruyne   \n",
       "4      0.21    0.80    0.50       0.70  Matches  e342ad68        M. Salah   \n",
       "...     ...     ...     ...        ...      ...       ...             ...   \n",
       "1583   0.00    0.00    0.00       0.00  Matches  1b729a98   G. Quilichini   \n",
       "1584   0.00    0.07    0.07       0.07  Matches  6ea05ca7     Y. Massolin   \n",
       "1585   0.00    0.00    0.00       0.00  Matches  0bdda685    D. Lembikisa   \n",
       "1586   0.00    0.00    0.00       0.00  Matches  a2081c6b        L. Brunt   \n",
       "1587   0.26    0.26    0.00       0.26  Matches  b9403c99        I. Price   \n",
       "\n",
       "      Last Name_y  \n",
       "0           Messi  \n",
       "1         Benzema  \n",
       "2     Lewandowski  \n",
       "3       De Bruyne  \n",
       "4           Salah  \n",
       "...           ...  \n",
       "1583   Quilichini  \n",
       "1584     Massolin  \n",
       "1585    Lembikisa  \n",
       "1586        Brunt  \n",
       "1587        Price  \n",
       "\n",
       "[1588 rows x 139 columns]"
      ]
     },
     "execution_count": 299,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "id": "552da80e",
   "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>Known As</th>\n",
       "      <th>Full Name</th>\n",
       "      <th>Overall</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Value(in Euro)</th>\n",
       "      <th>Positions Played</th>\n",
       "      <th>Best Position</th>\n",
       "      <th>Nationality</th>\n",
       "      <th>Image Link</th>\n",
       "      <th>...</th>\n",
       "      <th>G+A-PK</th>\n",
       "      <th>xG.1</th>\n",
       "      <th>xAG.1</th>\n",
       "      <th>xG+xAG</th>\n",
       "      <th>npxG.1</th>\n",
       "      <th>npxG+xAG.1</th>\n",
       "      <th>Matches</th>\n",
       "      <th>-9999</th>\n",
       "      <th>Name_Adjusted_y</th>\n",
       "      <th>Last Name_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>70</td>\n",
       "      <td>P. Aubameyang</td>\n",
       "      <td>Pierre-Emerick Aubameyang</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>34500000</td>\n",
       "      <td>ST</td>\n",
       "      <td>ST</td>\n",
       "      <td>Gabon</td>\n",
       "      <td>https://cdn.sofifa.net/players/188/567/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.18</td>\n",
       "      <td>1.18</td>\n",
       "      <td>1.18</td>\n",
       "      <td>Matches</td>\n",
       "      <td>d5dd5f1f</td>\n",
       "      <td>P. Aubameyang</td>\n",
       "      <td>Aubameyang</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>66</td>\n",
       "      <td>N. Fekir</td>\n",
       "      <td>Nabil Fekir</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>54500000</td>\n",
       "      <td>CAM</td>\n",
       "      <td>CAM</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.net/players/216/594/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.41</td>\n",
       "      <td>Matches</td>\n",
       "      <td>bece776f</td>\n",
       "      <td>N. Fekir</td>\n",
       "      <td>Fekir</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>67</td>\n",
       "      <td>S. Gnabry</td>\n",
       "      <td>Serge Gnabry</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>59000000</td>\n",
       "      <td>RM</td>\n",
       "      <td>RM</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.net/players/206/113/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.81</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.82</td>\n",
       "      <td>0.51</td>\n",
       "      <td>0.78</td>\n",
       "      <td>Matches</td>\n",
       "      <td>88e357ef</td>\n",
       "      <td>S. Gnabry</td>\n",
       "      <td>Gnabry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>69</td>\n",
       "      <td>K. Walker</td>\n",
       "      <td>Kyle Walker</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>37500000</td>\n",
       "      <td>RB</td>\n",
       "      <td>RB</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.net/players/188/377/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.03</td>\n",
       "      <td>Matches</td>\n",
       "      <td>86dd77d1</td>\n",
       "      <td>K. Walker</td>\n",
       "      <td>Walker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>70</td>\n",
       "      <td>P. Aubameyang</td>\n",
       "      <td>Pierre-Emerick Aubameyang</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>34500000</td>\n",
       "      <td>ST</td>\n",
       "      <td>ST</td>\n",
       "      <td>Gabon</td>\n",
       "      <td>https://cdn.sofifa.net/players/188/567/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.30</td>\n",
       "      <td>Matches</td>\n",
       "      <td>d5dd5f1f</td>\n",
       "      <td>P. Aubameyang</td>\n",
       "      <td>Aubameyang</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>74</td>\n",
       "      <td>P. Pogba</td>\n",
       "      <td>Paul Pogba</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>52500000</td>\n",
       "      <td>CM,CDM,LM</td>\n",
       "      <td>CM</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.net/players/195/864/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.46</td>\n",
       "      <td>Matches</td>\n",
       "      <td>867239d3</td>\n",
       "      <td>P. Pogba</td>\n",
       "      <td>Pogba</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>85</td>\n",
       "      <td>P. Schick</td>\n",
       "      <td>Patrik Schick</td>\n",
       "      <td>85</td>\n",
       "      <td>87</td>\n",
       "      <td>67500000</td>\n",
       "      <td>ST</td>\n",
       "      <td>ST</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>https://cdn.sofifa.net/players/234/236/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.49</td>\n",
       "      <td>Matches</td>\n",
       "      <td>5d4f7d61</td>\n",
       "      <td>P. Schick</td>\n",
       "      <td>Schick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>81</td>\n",
       "      <td>J. Vardy</td>\n",
       "      <td>Jamie Vardy</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>23000000</td>\n",
       "      <td>ST</td>\n",
       "      <td>ST</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.net/players/208/830/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.37</td>\n",
       "      <td>Matches</td>\n",
       "      <td>45963054</td>\n",
       "      <td>J. Vardy</td>\n",
       "      <td>Vardy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>83</td>\n",
       "      <td>P. Foden</td>\n",
       "      <td>Phil Foden</td>\n",
       "      <td>85</td>\n",
       "      <td>92</td>\n",
       "      <td>109500000</td>\n",
       "      <td>LW,CF,CAM</td>\n",
       "      <td>CAM</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.net/players/237/692/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.48</td>\n",
       "      <td>Matches</td>\n",
       "      <td>ed1e53f3</td>\n",
       "      <td>P. Foden</td>\n",
       "      <td>Foden</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>84</td>\n",
       "      <td>M. de Ligt</td>\n",
       "      <td>Matthijs de Ligt</td>\n",
       "      <td>85</td>\n",
       "      <td>89</td>\n",
       "      <td>71000000</td>\n",
       "      <td>CB</td>\n",
       "      <td>CB</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>https://cdn.sofifa.net/players/235/243/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.07</td>\n",
       "      <td>Matches</td>\n",
       "      <td>d6e53a3a</td>\n",
       "      <td>M. de. Ligt</td>\n",
       "      <td>de Ligt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>89</td>\n",
       "      <td>Y. Sommer</td>\n",
       "      <td>Yann Sommer</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>17500000</td>\n",
       "      <td>GK</td>\n",
       "      <td>GK</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>https://cdn.sofifa.net/players/177/683/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>420c18a1</td>\n",
       "      <td>Y. Sommer</td>\n",
       "      <td>Sommer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>89</td>\n",
       "      <td>Y. Sommer</td>\n",
       "      <td>Yann Sommer</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>17500000</td>\n",
       "      <td>GK</td>\n",
       "      <td>GK</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>https://cdn.sofifa.net/players/177/683/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>420c18a1</td>\n",
       "      <td>Y. Sommer</td>\n",
       "      <td>Sommer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>90</td>\n",
       "      <td>M. Reus</td>\n",
       "      <td>Marco Reus</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>33500000</td>\n",
       "      <td>CAM,CF,RM</td>\n",
       "      <td>CAM</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.net/players/188/350/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.42</td>\n",
       "      <td>Matches</td>\n",
       "      <td>36a3ff67</td>\n",
       "      <td>M. Reus</td>\n",
       "      <td>Reus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>79</td>\n",
       "      <td>Y. Carrasco</td>\n",
       "      <td>Yannick Carrasco</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>54500000</td>\n",
       "      <td>LM</td>\n",
       "      <td>LM</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.net/players/208/418/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.42</td>\n",
       "      <td>Matches</td>\n",
       "      <td>de39485a</td>\n",
       "      <td>Y. Carrasco</td>\n",
       "      <td>Carrasco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>44</td>\n",
       "      <td>C. Immobile</td>\n",
       "      <td>Ciro Immobile</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>55000000</td>\n",
       "      <td>ST</td>\n",
       "      <td>ST</td>\n",
       "      <td>Italy</td>\n",
       "      <td>https://cdn.sofifa.net/players/192/387/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.51</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.47</td>\n",
       "      <td>Matches</td>\n",
       "      <td>4431aed2</td>\n",
       "      <td>C. Immobile</td>\n",
       "      <td>Immobile</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>45</td>\n",
       "      <td>R. Lukaku</td>\n",
       "      <td>Romelu Lukaku</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>68000000</td>\n",
       "      <td>ST</td>\n",
       "      <td>ST</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.net/players/192/505/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.62</td>\n",
       "      <td>Matches</td>\n",
       "      <td>5eae500a</td>\n",
       "      <td>R. Lukaku</td>\n",
       "      <td>Lukaku</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>46</td>\n",
       "      <td>D. Alaba</td>\n",
       "      <td>David Alaba</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>55500000</td>\n",
       "      <td>CB</td>\n",
       "      <td>CB</td>\n",
       "      <td>Austria</td>\n",
       "      <td>https://cdn.sofifa.net/players/197/445/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.10</td>\n",
       "      <td>Matches</td>\n",
       "      <td>05439de2</td>\n",
       "      <td>D. Alaba</td>\n",
       "      <td>Alaba</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>47</td>\n",
       "      <td>R. Sterling</td>\n",
       "      <td>Raheem Sterling</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>72500000</td>\n",
       "      <td>LW,RW</td>\n",
       "      <td>LW</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.net/players/202/652/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.49</td>\n",
       "      <td>Matches</td>\n",
       "      <td>b400bde0</td>\n",
       "      <td>R. Sterling</td>\n",
       "      <td>Sterling</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>48</td>\n",
       "      <td>R. Mahrez</td>\n",
       "      <td>Riyad Mahrez</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>56500000</td>\n",
       "      <td>RW,RM</td>\n",
       "      <td>RW</td>\n",
       "      <td>Algeria</td>\n",
       "      <td>https://cdn.sofifa.net/players/204/485/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.61</td>\n",
       "      <td>Matches</td>\n",
       "      <td>892d5bb1</td>\n",
       "      <td>R. Mahrez</td>\n",
       "      <td>Mahrez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>50</td>\n",
       "      <td>Thiago Silva</td>\n",
       "      <td>Thiago Emiliano da Silva</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>12000000</td>\n",
       "      <td>CB</td>\n",
       "      <td>CB</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>https://cdn.sofifa.net/players/164/240/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.07</td>\n",
       "      <td>Matches</td>\n",
       "      <td>86e7deaf</td>\n",
       "      <td>T. Emiliano. da. Silva</td>\n",
       "      <td>Emiliano da Silva</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>52</td>\n",
       "      <td>K. Trapp</td>\n",
       "      <td>Kevin Trapp</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>36000000</td>\n",
       "      <td>GK</td>\n",
       "      <td>GK</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.net/players/188/943/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>ce17b5eb</td>\n",
       "      <td>K. Trapp</td>\n",
       "      <td>Trapp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>55</td>\n",
       "      <td>A. Laporte</td>\n",
       "      <td>Aymeric Laporte</td>\n",
       "      <td>86</td>\n",
       "      <td>87</td>\n",
       "      <td>64500000</td>\n",
       "      <td>CB</td>\n",
       "      <td>CB</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.net/players/212/218/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.07</td>\n",
       "      <td>Matches</td>\n",
       "      <td>119b9a8e</td>\n",
       "      <td>A. Laporte</td>\n",
       "      <td>Laporte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>56</td>\n",
       "      <td>K. Coman</td>\n",
       "      <td>Kingsley Coman</td>\n",
       "      <td>86</td>\n",
       "      <td>87</td>\n",
       "      <td>80000000</td>\n",
       "      <td>LM</td>\n",
       "      <td>LM</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.net/players/213/345/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.86</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.65</td>\n",
       "      <td>Matches</td>\n",
       "      <td>042e8a49</td>\n",
       "      <td>K. Coman</td>\n",
       "      <td>Coman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>61</td>\n",
       "      <td>C. Nkunku</td>\n",
       "      <td>Christopher Nkunku</td>\n",
       "      <td>86</td>\n",
       "      <td>89</td>\n",
       "      <td>94000000</td>\n",
       "      <td>CF,CAM,ST</td>\n",
       "      <td>CAM</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.net/players/232/411/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.82</td>\n",
       "      <td>0.51</td>\n",
       "      <td>0.70</td>\n",
       "      <td>Matches</td>\n",
       "      <td>7c56da38</td>\n",
       "      <td>C. Nkunku</td>\n",
       "      <td>Nkunku</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>49</td>\n",
       "      <td>P. Dybala</td>\n",
       "      <td>Paulo Dybala</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>69500000</td>\n",
       "      <td>CF,CAM</td>\n",
       "      <td>CAM</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.net/players/211/110/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.83</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.65</td>\n",
       "      <td>Matches</td>\n",
       "      <td>e0921a4f</td>\n",
       "      <td>P. Dybala</td>\n",
       "      <td>Dybala</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>42</td>\n",
       "      <td>F. de Jong</td>\n",
       "      <td>Frenkie de Jong</td>\n",
       "      <td>87</td>\n",
       "      <td>92</td>\n",
       "      <td>116500000</td>\n",
       "      <td>CM</td>\n",
       "      <td>CM</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>https://cdn.sofifa.net/players/228/702/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.23</td>\n",
       "      <td>Matches</td>\n",
       "      <td>1bacc518</td>\n",
       "      <td>F. de. Jong</td>\n",
       "      <td>de Jong</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>41</td>\n",
       "      <td>L. Goretzka</td>\n",
       "      <td>Leon Goretzka</td>\n",
       "      <td>87</td>\n",
       "      <td>88</td>\n",
       "      <td>91000000</td>\n",
       "      <td>CM,CDM</td>\n",
       "      <td>CM</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.net/players/209/658/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.38</td>\n",
       "      <td>Matches</td>\n",
       "      <td>cc86b9a3</td>\n",
       "      <td>L. Goretzka</td>\n",
       "      <td>Goretzka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>40</td>\n",
       "      <td>K. Koulibaly</td>\n",
       "      <td>Kalidou Koulibaly</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>54500000</td>\n",
       "      <td>CB</td>\n",
       "      <td>CB</td>\n",
       "      <td>Senegal</td>\n",
       "      <td>https://cdn.sofifa.net/players/201/024/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.07</td>\n",
       "      <td>Matches</td>\n",
       "      <td>da974c7b</td>\n",
       "      <td>K. Koulibaly</td>\n",
       "      <td>Koulibaly</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>39</td>\n",
       "      <td>A. Robertson</td>\n",
       "      <td>Andrew Robertson</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>72000000</td>\n",
       "      <td>LB</td>\n",
       "      <td>LB</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>https://cdn.sofifa.net/players/216/267/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.26</td>\n",
       "      <td>Matches</td>\n",
       "      <td>2e4f5f03</td>\n",
       "      <td>A. Robertson</td>\n",
       "      <td>Robertson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>38</td>\n",
       "      <td>T. Alexander-Arnold</td>\n",
       "      <td>Trent Alexander-Arnold</td>\n",
       "      <td>87</td>\n",
       "      <td>90</td>\n",
       "      <td>100500000</td>\n",
       "      <td>RB</td>\n",
       "      <td>CM</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.net/players/231/281/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.40</td>\n",
       "      <td>Matches</td>\n",
       "      <td>cd1acf9d</td>\n",
       "      <td>T. Alexander-Arnold</td>\n",
       "      <td>Alexander-Arnold</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>37</td>\n",
       "      <td>M. Maignan</td>\n",
       "      <td>Mike Maignan</td>\n",
       "      <td>87</td>\n",
       "      <td>90</td>\n",
       "      <td>80000000</td>\n",
       "      <td>GK</td>\n",
       "      <td>GK</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.net/players/215/698/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>fcb38f57</td>\n",
       "      <td>M. Maignan</td>\n",
       "      <td>Maignan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>36</td>\n",
       "      <td>M. Verratti</td>\n",
       "      <td>Marco Verratti</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>77500000</td>\n",
       "      <td>CM,CAM</td>\n",
       "      <td>CM</td>\n",
       "      <td>Italy</td>\n",
       "      <td>https://cdn.sofifa.net/players/199/556/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.15</td>\n",
       "      <td>Matches</td>\n",
       "      <td>1467af0d</td>\n",
       "      <td>M. Verratti</td>\n",
       "      <td>Verratti</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>33</td>\n",
       "      <td>H. Lloris</td>\n",
       "      <td>Hugo Lloris</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>9000000</td>\n",
       "      <td>GK</td>\n",
       "      <td>GK</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.net/players/167/948/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>8f62b6ee</td>\n",
       "      <td>H. Lloris</td>\n",
       "      <td>Lloris</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>21</td>\n",
       "      <td>E. Haaland</td>\n",
       "      <td>Erling Haaland</td>\n",
       "      <td>88</td>\n",
       "      <td>94</td>\n",
       "      <td>148000000</td>\n",
       "      <td>ST</td>\n",
       "      <td>ST</td>\n",
       "      <td>Norway</td>\n",
       "      <td>https://cdn.sofifa.net/players/239/085/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>1.22</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.16</td>\n",
       "      <td>1.08</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.90</td>\n",
       "      <td>Matches</td>\n",
       "      <td>1f44ac21</td>\n",
       "      <td>E. Haaland</td>\n",
       "      <td>Haaland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>22</td>\n",
       "      <td>G. Donnarumma</td>\n",
       "      <td>Gianluigi Donnarumma</td>\n",
       "      <td>88</td>\n",
       "      <td>92</td>\n",
       "      <td>103500000</td>\n",
       "      <td>GK</td>\n",
       "      <td>GK</td>\n",
       "      <td>Italy</td>\n",
       "      <td>https://cdn.sofifa.net/players/230/621/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>08f5afaa</td>\n",
       "      <td>G. Donnarumma</td>\n",
       "      <td>Donnarumma</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>28</td>\n",
       "      <td>T. Kroos</td>\n",
       "      <td>Toni Kroos</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>72000000</td>\n",
       "      <td>CM</td>\n",
       "      <td>CM</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.net/players/182/521/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.22</td>\n",
       "      <td>Matches</td>\n",
       "      <td>6ce1f46f</td>\n",
       "      <td>T. Kroos</td>\n",
       "      <td>Kroos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>26</td>\n",
       "      <td>K. Navas</td>\n",
       "      <td>Keylor Navas</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>10000000</td>\n",
       "      <td>GK</td>\n",
       "      <td>GK</td>\n",
       "      <td>Costa Rica</td>\n",
       "      <td>https://cdn.sofifa.net/players/193/041/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>ecada4fc</td>\n",
       "      <td>K. Navas</td>\n",
       "      <td>Navas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>17</td>\n",
       "      <td>J. Kimmich</td>\n",
       "      <td>Joshua Kimmich</td>\n",
       "      <td>89</td>\n",
       "      <td>90</td>\n",
       "      <td>105500000</td>\n",
       "      <td>CDM,RB</td>\n",
       "      <td>CDM</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.net/players/212/622/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.29</td>\n",
       "      <td>Matches</td>\n",
       "      <td>49296448</td>\n",
       "      <td>J. Kimmich</td>\n",
       "      <td>Kimmich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>14</td>\n",
       "      <td>J. Oblak</td>\n",
       "      <td>Jan Oblak</td>\n",
       "      <td>89</td>\n",
       "      <td>91</td>\n",
       "      <td>85500000</td>\n",
       "      <td>GK</td>\n",
       "      <td>GK</td>\n",
       "      <td>Slovenia</td>\n",
       "      <td>https://cdn.sofifa.net/players/200/389/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>ee8508c0</td>\n",
       "      <td>J. Oblak</td>\n",
       "      <td>Oblak</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Neymar Jr</td>\n",
       "      <td>Neymar da Silva Santos Jr.</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>99500000</td>\n",
       "      <td>LW</td>\n",
       "      <td>LW</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>https://cdn.sofifa.net/players/190/871/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>1.28</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.51</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.89</td>\n",
       "      <td>Matches</td>\n",
       "      <td>69384e5d</td>\n",
       "      <td>N. da. Silva. Santos. Jr.</td>\n",
       "      <td>da Silva Santos Jr.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>H. Kane</td>\n",
       "      <td>Harry Kane</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>105500000</td>\n",
       "      <td>ST</td>\n",
       "      <td>ST</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.net/players/202/126/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.63</td>\n",
       "      <td>Matches</td>\n",
       "      <td>21a66f6a</td>\n",
       "      <td>H. Kane</td>\n",
       "      <td>Kane</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>V. van Dijk</td>\n",
       "      <td>Virgil van Dijk</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>98000000</td>\n",
       "      <td>CB</td>\n",
       "      <td>CB</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>https://cdn.sofifa.net/players/203/376/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.12</td>\n",
       "      <td>Matches</td>\n",
       "      <td>e06683ca</td>\n",
       "      <td>V. van. Dijk</td>\n",
       "      <td>van Dijk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>C. Ronaldo dos Santos Aveiro</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>41000000</td>\n",
       "      <td>ST</td>\n",
       "      <td>ST</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>https://cdn.sofifa.net/players/020/801/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.40</td>\n",
       "      <td>Matches</td>\n",
       "      <td>dea698d9</td>\n",
       "      <td>C. Ronaldo. dos. Santos. Aveiro</td>\n",
       "      <td>Ronaldo dos Santos Aveiro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>M. Neuer</td>\n",
       "      <td>Manuel Neuer</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>13500000</td>\n",
       "      <td>GK</td>\n",
       "      <td>GK</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.net/players/167/495/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>Matches</td>\n",
       "      <td>8778c910</td>\n",
       "      <td>M. Neuer</td>\n",
       "      <td>Neuer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>T. Courtois</td>\n",
       "      <td>Thibaut Courtois</td>\n",
       "      <td>90</td>\n",
       "      <td>91</td>\n",
       "      <td>90000000</td>\n",
       "      <td>GK</td>\n",
       "      <td>GK</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.net/players/192/119/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>Matches</td>\n",
       "      <td>1840e36d</td>\n",
       "      <td>T. Courtois</td>\n",
       "      <td>Courtois</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>M. Salah</td>\n",
       "      <td>Mohamed Salah</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>115500000</td>\n",
       "      <td>RW</td>\n",
       "      <td>RW</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>https://cdn.sofifa.net/players/209/331/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.70</td>\n",
       "      <td>Matches</td>\n",
       "      <td>e342ad68</td>\n",
       "      <td>M. Salah</td>\n",
       "      <td>Salah</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>K. De Bruyne</td>\n",
       "      <td>Kevin De Bruyne</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>107500000</td>\n",
       "      <td>CM,CAM</td>\n",
       "      <td>CM</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.net/players/192/985/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.74</td>\n",
       "      <td>Matches</td>\n",
       "      <td>e46012d4</td>\n",
       "      <td>K. De. Bruyne</td>\n",
       "      <td>De Bruyne</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "      <td>Robert Lewandowski</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>84000000</td>\n",
       "      <td>ST</td>\n",
       "      <td>ST</td>\n",
       "      <td>Poland</td>\n",
       "      <td>https://cdn.sofifa.net/players/188/545/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.94</td>\n",
       "      <td>Matches</td>\n",
       "      <td>8d78e732</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "      <td>Lewandowski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>K. Benzema</td>\n",
       "      <td>Karim Benzema</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>64000000</td>\n",
       "      <td>CF,ST</td>\n",
       "      <td>CF</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.net/players/165/153/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.28</td>\n",
       "      <td>1.26</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.97</td>\n",
       "      <td>Matches</td>\n",
       "      <td>70d74ece</td>\n",
       "      <td>K. Benzema</td>\n",
       "      <td>Benzema</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>Lionel Messi</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>54000000</td>\n",
       "      <td>RW</td>\n",
       "      <td>CAM</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.net/players/158/023/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>1.05</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.92</td>\n",
       "      <td>Matches</td>\n",
       "      <td>d70ce98e</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>Messi</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50 rows × 139 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0             Known As                     Full Name  Overall  \\\n",
       "40          70        P. Aubameyang     Pierre-Emerick Aubameyang       85   \n",
       "36          66             N. Fekir                   Nabil Fekir       85   \n",
       "37          67            S. Gnabry                  Serge Gnabry       85   \n",
       "38          69            K. Walker                   Kyle Walker       85   \n",
       "39          70        P. Aubameyang     Pierre-Emerick Aubameyang       85   \n",
       "41          74             P. Pogba                    Paul Pogba       85   \n",
       "46          85            P. Schick                 Patrik Schick       85   \n",
       "43          81             J. Vardy                   Jamie Vardy       85   \n",
       "44          83             P. Foden                    Phil Foden       85   \n",
       "45          84           M. de Ligt              Matthijs de Ligt       85   \n",
       "47          89            Y. Sommer                   Yann Sommer       85   \n",
       "48          89            Y. Sommer                   Yann Sommer       85   \n",
       "49          90              M. Reus                    Marco Reus       85   \n",
       "42          79          Y. Carrasco              Yannick Carrasco       85   \n",
       "25          44          C. Immobile                 Ciro Immobile       86   \n",
       "26          45            R. Lukaku                 Romelu Lukaku       86   \n",
       "27          46             D. Alaba                   David Alaba       86   \n",
       "28          47          R. Sterling               Raheem Sterling       86   \n",
       "29          48            R. Mahrez                  Riyad Mahrez       86   \n",
       "31          50         Thiago Silva      Thiago Emiliano da Silva       86   \n",
       "32          52             K. Trapp                   Kevin Trapp       86   \n",
       "33          55           A. Laporte               Aymeric Laporte       86   \n",
       "34          56             K. Coman                Kingsley Coman       86   \n",
       "35          61            C. Nkunku            Christopher Nkunku       86   \n",
       "30          49            P. Dybala                  Paulo Dybala       86   \n",
       "24          42           F. de Jong               Frenkie de Jong       87   \n",
       "23          41          L. Goretzka                 Leon Goretzka       87   \n",
       "22          40         K. Koulibaly             Kalidou Koulibaly       87   \n",
       "21          39         A. Robertson              Andrew Robertson       87   \n",
       "20          38  T. Alexander-Arnold        Trent Alexander-Arnold       87   \n",
       "19          37           M. Maignan                  Mike Maignan       87   \n",
       "18          36          M. Verratti                Marco Verratti       87   \n",
       "17          33            H. Lloris                   Hugo Lloris       87   \n",
       "13          21           E. Haaland                Erling Haaland       88   \n",
       "14          22        G. Donnarumma          Gianluigi Donnarumma       88   \n",
       "16          28             T. Kroos                    Toni Kroos       88   \n",
       "15          26             K. Navas                  Keylor Navas       88   \n",
       "12          17           J. Kimmich                Joshua Kimmich       89   \n",
       "11          14             J. Oblak                     Jan Oblak       89   \n",
       "10          11            Neymar Jr    Neymar da Silva Santos Jr.       89   \n",
       "9           10              H. Kane                    Harry Kane       89   \n",
       "8            9          V. van Dijk               Virgil van Dijk       90   \n",
       "7            8    Cristiano Ronaldo  C. Ronaldo dos Santos Aveiro       90   \n",
       "6            7             M. Neuer                  Manuel Neuer       90   \n",
       "5            6          T. Courtois              Thibaut Courtois       90   \n",
       "4            5             M. Salah                 Mohamed Salah       90   \n",
       "3            3         K. De Bruyne               Kevin De Bruyne       91   \n",
       "2            2       R. Lewandowski            Robert Lewandowski       91   \n",
       "1            1           K. Benzema                 Karim Benzema       91   \n",
       "0            0             L. Messi                  Lionel Messi       91   \n",
       "\n",
       "    Potential  Value(in Euro) Positions Played Best Position     Nationality  \\\n",
       "40         85        34500000               ST            ST           Gabon   \n",
       "36         85        54500000              CAM           CAM          France   \n",
       "37         85        59000000               RM            RM         Germany   \n",
       "38         85        37500000               RB            RB         England   \n",
       "39         85        34500000               ST            ST           Gabon   \n",
       "41         85        52500000        CM,CDM,LM            CM          France   \n",
       "46         87        67500000               ST            ST  Czech Republic   \n",
       "43         85        23000000               ST            ST         England   \n",
       "44         92       109500000        LW,CF,CAM           CAM         England   \n",
       "45         89        71000000               CB            CB     Netherlands   \n",
       "47         85        17500000               GK            GK     Switzerland   \n",
       "48         85        17500000               GK            GK     Switzerland   \n",
       "49         85        33500000        CAM,CF,RM           CAM         Germany   \n",
       "42         85        54500000               LM            LM         Belgium   \n",
       "25         86        55000000               ST            ST           Italy   \n",
       "26         86        68000000               ST            ST         Belgium   \n",
       "27         86        55500000               CB            CB         Austria   \n",
       "28         86        72500000            LW,RW            LW         England   \n",
       "29         86        56500000            RW,RM            RW         Algeria   \n",
       "31         86        12000000               CB            CB          Brazil   \n",
       "32         86        36000000               GK            GK         Germany   \n",
       "33         87        64500000               CB            CB           Spain   \n",
       "34         87        80000000               LM            LM          France   \n",
       "35         89        94000000        CF,CAM,ST           CAM          France   \n",
       "30         86        69500000           CF,CAM           CAM       Argentina   \n",
       "24         92       116500000               CM            CM     Netherlands   \n",
       "23         88        91000000           CM,CDM            CM         Germany   \n",
       "22         87        54500000               CB            CB         Senegal   \n",
       "21         87        72000000               LB            LB        Scotland   \n",
       "20         90       100500000               RB            CM         England   \n",
       "19         90        80000000               GK            GK          France   \n",
       "18         87        77500000           CM,CAM            CM           Italy   \n",
       "17         87         9000000               GK            GK          France   \n",
       "13         94       148000000               ST            ST          Norway   \n",
       "14         92       103500000               GK            GK           Italy   \n",
       "16         88        72000000               CM            CM         Germany   \n",
       "15         88        10000000               GK            GK      Costa Rica   \n",
       "12         90       105500000           CDM,RB           CDM         Germany   \n",
       "11         91        85500000               GK            GK        Slovenia   \n",
       "10         89        99500000               LW            LW          Brazil   \n",
       "9          89       105500000               ST            ST         England   \n",
       "8          90        98000000               CB            CB     Netherlands   \n",
       "7          90        41000000               ST            ST        Portugal   \n",
       "6          90        13500000               GK            GK         Germany   \n",
       "5          91        90000000               GK            GK         Belgium   \n",
       "4          90       115500000               RW            RW           Egypt   \n",
       "3          91       107500000           CM,CAM            CM         Belgium   \n",
       "2          91        84000000               ST            ST          Poland   \n",
       "1          91        64000000            CF,ST            CF          France   \n",
       "0          91        54000000               RW           CAM       Argentina   \n",
       "\n",
       "                                          Image Link  ...  G+A-PK  xG.1  \\\n",
       "40  https://cdn.sofifa.net/players/188/567/23_60.png  ...    0.00  1.18   \n",
       "36  https://cdn.sofifa.net/players/216/594/23_60.png  ...    0.28  0.23   \n",
       "37  https://cdn.sofifa.net/players/206/113/23_60.png  ...    0.81  0.55   \n",
       "38  https://cdn.sofifa.net/players/188/377/23_60.png  ...    0.00  0.02   \n",
       "39  https://cdn.sofifa.net/players/188/567/23_60.png  ...    0.16  0.24   \n",
       "41  https://cdn.sofifa.net/players/195/864/23_60.png  ...    0.00  0.27   \n",
       "46  https://cdn.sofifa.net/players/234/236/23_60.png  ...    0.38  0.44   \n",
       "43  https://cdn.sofifa.net/players/208/830/23_60.png  ...    0.35  0.34   \n",
       "44  https://cdn.sofifa.net/players/237/692/23_60.png  ...    0.89  0.28   \n",
       "45  https://cdn.sofifa.net/players/235/243/23_60.png  ...    0.16  0.04   \n",
       "47  https://cdn.sofifa.net/players/177/683/23_60.png  ...    0.00  0.00   \n",
       "48  https://cdn.sofifa.net/players/177/683/23_60.png  ...    0.00  0.00   \n",
       "49  https://cdn.sofifa.net/players/188/350/23_60.png  ...    0.63  0.32   \n",
       "42  https://cdn.sofifa.net/players/208/418/23_60.png  ...    0.31  0.30   \n",
       "25  https://cdn.sofifa.net/players/192/387/23_60.png  ...    0.51  0.55   \n",
       "26  https://cdn.sofifa.net/players/192/505/23_60.png  ...    0.71  0.47   \n",
       "27  https://cdn.sofifa.net/players/197/445/23_60.png  ...    0.22  0.04   \n",
       "28  https://cdn.sofifa.net/players/202/652/23_60.png  ...    0.47  0.27   \n",
       "29  https://cdn.sofifa.net/players/204/485/23_60.png  ...    0.76  0.29   \n",
       "31  https://cdn.sofifa.net/players/164/240/23_60.png  ...    0.08  0.05   \n",
       "32  https://cdn.sofifa.net/players/188/943/23_60.png  ...    0.00  0.00   \n",
       "33  https://cdn.sofifa.net/players/212/218/23_60.png  ...    0.00  0.04   \n",
       "34  https://cdn.sofifa.net/players/213/345/23_60.png  ...    0.86  0.30   \n",
       "35  https://cdn.sofifa.net/players/232/411/23_60.png  ...    0.73  0.63   \n",
       "30  https://cdn.sofifa.net/players/211/110/23_60.png  ...    0.71  0.45   \n",
       "24  https://cdn.sofifa.net/players/228/702/23_60.png  ...    0.21  0.10   \n",
       "23  https://cdn.sofifa.net/players/209/658/23_60.png  ...    0.27  0.25   \n",
       "22  https://cdn.sofifa.net/players/201/024/23_60.png  ...    0.15  0.05   \n",
       "21  https://cdn.sofifa.net/players/216/267/23_60.png  ...    0.29  0.05   \n",
       "20  https://cdn.sofifa.net/players/231/281/23_60.png  ...    0.33  0.07   \n",
       "19  https://cdn.sofifa.net/players/215/698/23_60.png  ...    0.05  0.00   \n",
       "18  https://cdn.sofifa.net/players/199/556/23_60.png  ...    0.00  0.03   \n",
       "17  https://cdn.sofifa.net/players/167/948/23_60.png  ...    0.00  0.00   \n",
       "13  https://cdn.sofifa.net/players/239/085/23_60.png  ...    1.22  0.92   \n",
       "14  https://cdn.sofifa.net/players/230/621/23_60.png  ...    0.00  0.00   \n",
       "16  https://cdn.sofifa.net/players/182/521/23_60.png  ...    0.24  0.06   \n",
       "15  https://cdn.sofifa.net/players/193/041/23_60.png  ...    0.00  0.00   \n",
       "12  https://cdn.sofifa.net/players/212/622/23_60.png  ...    0.34  0.08   \n",
       "11  https://cdn.sofifa.net/players/200/389/23_60.png  ...    0.00  0.00   \n",
       "10  https://cdn.sofifa.net/players/190/871/23_60.png  ...    1.28  0.47   \n",
       "9   https://cdn.sofifa.net/players/202/126/23_60.png  ...    0.70  0.57   \n",
       "8   https://cdn.sofifa.net/players/203/376/23_60.png  ...    0.13  0.08   \n",
       "7   https://cdn.sofifa.net/players/020/801/23_60.png  ...    0.17  0.32   \n",
       "6   https://cdn.sofifa.net/players/167/495/23_60.png  ...    0.00  0.02   \n",
       "5   https://cdn.sofifa.net/players/192/119/23_60.png  ...    0.00  0.00   \n",
       "4   https://cdn.sofifa.net/players/209/331/23_60.png  ...    0.78  0.59   \n",
       "3   https://cdn.sofifa.net/players/192/985/23_60.png  ...    0.88  0.21   \n",
       "2   https://cdn.sofifa.net/players/188/545/23_60.png  ...    0.98  0.79   \n",
       "1   https://cdn.sofifa.net/players/165/153/23_60.png  ...    0.71  0.98   \n",
       "0   https://cdn.sofifa.net/players/158/023/23_60.png  ...    1.05  0.50   \n",
       "\n",
       "    xAG.1  xG+xAG  npxG.1 npxG+xAG.1  Matches     -9999  \\\n",
       "40   0.00    1.18    1.18       1.18  Matches  d5dd5f1f   \n",
       "36   0.26    0.48    0.15       0.41  Matches  bece776f   \n",
       "37   0.26    0.82    0.51       0.78  Matches  88e357ef   \n",
       "38   0.01    0.03    0.02       0.03  Matches  86dd77d1   \n",
       "39   0.07    0.30    0.24       0.30  Matches  d5dd5f1f   \n",
       "41   0.20    0.46    0.27       0.46  Matches  867239d3   \n",
       "46   0.05    0.49    0.44       0.49  Matches  5d4f7d61   \n",
       "43   0.07    0.41    0.30       0.37  Matches  45963054   \n",
       "44   0.20    0.48    0.28       0.48  Matches  ed1e53f3   \n",
       "45   0.02    0.07    0.04       0.07  Matches  d6e53a3a   \n",
       "47   0.00    0.00    0.00       0.00  Matches  420c18a1   \n",
       "48   0.00    0.00    0.00       0.00  Matches  420c18a1   \n",
       "49   0.15    0.47    0.27       0.42  Matches  36a3ff67   \n",
       "42   0.16    0.46    0.27       0.42  Matches  de39485a   \n",
       "25   0.06    0.61    0.41       0.47  Matches  4431aed2   \n",
       "26   0.25    0.72    0.37       0.62  Matches  5eae500a   \n",
       "27   0.06    0.10    0.04       0.10  Matches  05439de2   \n",
       "28   0.22    0.49    0.27       0.49  Matches  b400bde0   \n",
       "29   0.36    0.66    0.25       0.61  Matches  892d5bb1   \n",
       "31   0.02    0.07    0.05       0.07  Matches  86e7deaf   \n",
       "32   0.00    0.00    0.00       0.00  Matches  ce17b5eb   \n",
       "33   0.03    0.07    0.04       0.07  Matches  119b9a8e   \n",
       "34   0.35    0.65    0.30       0.65  Matches  042e8a49   \n",
       "35   0.19    0.82    0.51       0.70  Matches  7c56da38   \n",
       "30   0.37    0.83    0.28       0.65  Matches  e0921a4f   \n",
       "24   0.14    0.23    0.10       0.23  Matches  1bacc518   \n",
       "23   0.13    0.38    0.25       0.38  Matches  cc86b9a3   \n",
       "22   0.02    0.07    0.05       0.07  Matches  da974c7b   \n",
       "21   0.22    0.26    0.05       0.26  Matches  2e4f5f03   \n",
       "20   0.33    0.40    0.07       0.40  Matches  cd1acf9d   \n",
       "19   0.00    0.00    0.00       0.00  Matches  fcb38f57   \n",
       "18   0.11    0.15    0.03       0.15  Matches  1467af0d   \n",
       "17   0.00    0.00    0.00       0.00  Matches  8f62b6ee   \n",
       "13   0.16    1.08    0.74       0.90  Matches  1f44ac21   \n",
       "14   0.00    0.00    0.00       0.00  Matches  08f5afaa   \n",
       "16   0.17    0.22    0.06       0.22  Matches  6ce1f46f   \n",
       "15   0.00    0.00    0.00       0.00  Matches  ecada4fc   \n",
       "12   0.24    0.31    0.05       0.29  Matches  49296448   \n",
       "11   0.00    0.00    0.00       0.00  Matches  ee8508c0   \n",
       "10   0.51    0.98    0.38       0.89  Matches  69384e5d   \n",
       "9    0.19    0.76    0.44       0.63  Matches  21a66f6a   \n",
       "8    0.04    0.12    0.08       0.12  Matches  e06683ca   \n",
       "7    0.07    0.40    0.32       0.40  Matches  dea698d9   \n",
       "6    0.00    0.02    0.02       0.02  Matches  8778c910   \n",
       "5    0.02    0.02    0.00       0.02  Matches  1840e36d   \n",
       "4    0.21    0.80    0.50       0.70  Matches  e342ad68   \n",
       "3    0.52    0.74    0.21       0.74  Matches  e46012d4   \n",
       "2    0.18    0.96    0.76       0.94  Matches  8d78e732   \n",
       "1    0.28    1.26    0.69       0.97  Matches  70d74ece   \n",
       "0    0.42    0.92    0.50       0.92  Matches  d70ce98e   \n",
       "\n",
       "                    Name_Adjusted_y                Last Name_y  \n",
       "40                    P. Aubameyang                 Aubameyang  \n",
       "36                         N. Fekir                      Fekir  \n",
       "37                        S. Gnabry                     Gnabry  \n",
       "38                        K. Walker                     Walker  \n",
       "39                    P. Aubameyang                 Aubameyang  \n",
       "41                         P. Pogba                      Pogba  \n",
       "46                        P. Schick                     Schick  \n",
       "43                         J. Vardy                      Vardy  \n",
       "44                         P. Foden                      Foden  \n",
       "45                      M. de. Ligt                    de Ligt  \n",
       "47                        Y. Sommer                     Sommer  \n",
       "48                        Y. Sommer                     Sommer  \n",
       "49                          M. Reus                       Reus  \n",
       "42                      Y. Carrasco                   Carrasco  \n",
       "25                      C. Immobile                   Immobile  \n",
       "26                        R. Lukaku                     Lukaku  \n",
       "27                         D. Alaba                      Alaba  \n",
       "28                      R. Sterling                   Sterling  \n",
       "29                        R. Mahrez                     Mahrez  \n",
       "31           T. Emiliano. da. Silva          Emiliano da Silva  \n",
       "32                         K. Trapp                      Trapp  \n",
       "33                       A. Laporte                    Laporte  \n",
       "34                         K. Coman                      Coman  \n",
       "35                        C. Nkunku                     Nkunku  \n",
       "30                        P. Dybala                     Dybala  \n",
       "24                      F. de. Jong                    de Jong  \n",
       "23                      L. Goretzka                   Goretzka  \n",
       "22                     K. Koulibaly                  Koulibaly  \n",
       "21                     A. Robertson                  Robertson  \n",
       "20              T. Alexander-Arnold           Alexander-Arnold  \n",
       "19                       M. Maignan                    Maignan  \n",
       "18                      M. Verratti                   Verratti  \n",
       "17                        H. Lloris                     Lloris  \n",
       "13                       E. Haaland                    Haaland  \n",
       "14                    G. Donnarumma                 Donnarumma  \n",
       "16                         T. Kroos                      Kroos  \n",
       "15                         K. Navas                      Navas  \n",
       "12                       J. Kimmich                    Kimmich  \n",
       "11                         J. Oblak                      Oblak  \n",
       "10        N. da. Silva. Santos. Jr.        da Silva Santos Jr.  \n",
       "9                           H. Kane                       Kane  \n",
       "8                      V. van. Dijk                   van Dijk  \n",
       "7   C. Ronaldo. dos. Santos. Aveiro  Ronaldo dos Santos Aveiro  \n",
       "6                          M. Neuer                      Neuer  \n",
       "5                       T. Courtois                   Courtois  \n",
       "4                          M. Salah                      Salah  \n",
       "3                     K. De. Bruyne                  De Bruyne  \n",
       "2                    R. Lewandowski                Lewandowski  \n",
       "1                        K. Benzema                    Benzema  \n",
       "0                          L. Messi                      Messi  \n",
       "\n",
       "[50 rows x 139 columns]"
      ]
     },
     "execution_count": 300,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_df.sort_values('Overall').tail(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "id": "af41b81d",
   "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>Known As</th>\n",
       "      <th>Full Name</th>\n",
       "      <th>Overall</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Value(in Euro)</th>\n",
       "      <th>Positions Played</th>\n",
       "      <th>Best Position</th>\n",
       "      <th>Nationality</th>\n",
       "      <th>Image Link</th>\n",
       "      <th>...</th>\n",
       "      <th>G+A-PK</th>\n",
       "      <th>xG.1</th>\n",
       "      <th>xAG.1</th>\n",
       "      <th>xG+xAG</th>\n",
       "      <th>npxG.1</th>\n",
       "      <th>npxG+xAG.1</th>\n",
       "      <th>Matches</th>\n",
       "      <th>-9999</th>\n",
       "      <th>Name_Adjusted_y</th>\n",
       "      <th>Last Name_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>Lionel Messi</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>54000000</td>\n",
       "      <td>RW</td>\n",
       "      <td>CAM</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.net/players/158/023/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>1.05</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.92</td>\n",
       "      <td>Matches</td>\n",
       "      <td>d70ce98e</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>Messi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>K. Benzema</td>\n",
       "      <td>Karim Benzema</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>64000000</td>\n",
       "      <td>CF,ST</td>\n",
       "      <td>CF</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.net/players/165/153/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.28</td>\n",
       "      <td>1.26</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.97</td>\n",
       "      <td>Matches</td>\n",
       "      <td>70d74ece</td>\n",
       "      <td>K. Benzema</td>\n",
       "      <td>Benzema</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "      <td>Robert Lewandowski</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>84000000</td>\n",
       "      <td>ST</td>\n",
       "      <td>ST</td>\n",
       "      <td>Poland</td>\n",
       "      <td>https://cdn.sofifa.net/players/188/545/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.94</td>\n",
       "      <td>Matches</td>\n",
       "      <td>8d78e732</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "      <td>Lewandowski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>K. De Bruyne</td>\n",
       "      <td>Kevin De Bruyne</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>107500000</td>\n",
       "      <td>CM,CAM</td>\n",
       "      <td>CM</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.net/players/192/985/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.74</td>\n",
       "      <td>Matches</td>\n",
       "      <td>e46012d4</td>\n",
       "      <td>K. De. Bruyne</td>\n",
       "      <td>De Bruyne</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>M. Salah</td>\n",
       "      <td>Mohamed Salah</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>115500000</td>\n",
       "      <td>RW</td>\n",
       "      <td>RW</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>https://cdn.sofifa.net/players/209/331/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.70</td>\n",
       "      <td>Matches</td>\n",
       "      <td>e342ad68</td>\n",
       "      <td>M. Salah</td>\n",
       "      <td>Salah</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1583</th>\n",
       "      <td>17092</td>\n",
       "      <td>G. Quilichini</td>\n",
       "      <td>Ghjuvanni Quilichini</td>\n",
       "      <td>56</td>\n",
       "      <td>67</td>\n",
       "      <td>275000</td>\n",
       "      <td>GK</td>\n",
       "      <td>GK</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.net/players/263/569/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>1b729a98</td>\n",
       "      <td>G. Quilichini</td>\n",
       "      <td>Quilichini</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1584</th>\n",
       "      <td>17167</td>\n",
       "      <td>Y. Massolin</td>\n",
       "      <td>Yanis Massolin</td>\n",
       "      <td>56</td>\n",
       "      <td>69</td>\n",
       "      <td>350000</td>\n",
       "      <td>LM,CM</td>\n",
       "      <td>CB</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.net/players/270/341/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.07</td>\n",
       "      <td>Matches</td>\n",
       "      <td>6ea05ca7</td>\n",
       "      <td>Y. Massolin</td>\n",
       "      <td>Massolin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1585</th>\n",
       "      <td>17258</td>\n",
       "      <td>D. Lembikisa</td>\n",
       "      <td>Dexter Lembikisa</td>\n",
       "      <td>55</td>\n",
       "      <td>72</td>\n",
       "      <td>300000</td>\n",
       "      <td>RWB,LWB</td>\n",
       "      <td>LM</td>\n",
       "      <td>Jamaica</td>\n",
       "      <td>https://cdn.sofifa.net/players/265/484/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>0bdda685</td>\n",
       "      <td>D. Lembikisa</td>\n",
       "      <td>Lembikisa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1586</th>\n",
       "      <td>17380</td>\n",
       "      <td>L. Brunt</td>\n",
       "      <td>Lewis Brunt</td>\n",
       "      <td>55</td>\n",
       "      <td>70</td>\n",
       "      <td>300000</td>\n",
       "      <td>CB,LB</td>\n",
       "      <td>CDM</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.net/players/246/392/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Matches</td>\n",
       "      <td>a2081c6b</td>\n",
       "      <td>L. Brunt</td>\n",
       "      <td>Brunt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1587</th>\n",
       "      <td>18361</td>\n",
       "      <td>I. Price</td>\n",
       "      <td>Isaac Price</td>\n",
       "      <td>50</td>\n",
       "      <td>73</td>\n",
       "      <td>150000</td>\n",
       "      <td>CM</td>\n",
       "      <td>CAM</td>\n",
       "      <td>Northern Ireland</td>\n",
       "      <td>https://cdn.sofifa.net/players/268/630/23_60.png</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.26</td>\n",
       "      <td>Matches</td>\n",
       "      <td>b9403c99</td>\n",
       "      <td>I. Price</td>\n",
       "      <td>Price</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1588 rows × 139 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0        Known As             Full Name  Overall  Potential  \\\n",
       "0              0        L. Messi          Lionel Messi       91         91   \n",
       "1              1      K. Benzema         Karim Benzema       91         91   \n",
       "2              2  R. Lewandowski    Robert Lewandowski       91         91   \n",
       "3              3    K. De Bruyne       Kevin De Bruyne       91         91   \n",
       "4              5        M. Salah         Mohamed Salah       90         90   \n",
       "...          ...             ...                   ...      ...        ...   \n",
       "1583       17092   G. Quilichini  Ghjuvanni Quilichini       56         67   \n",
       "1584       17167     Y. Massolin        Yanis Massolin       56         69   \n",
       "1585       17258    D. Lembikisa      Dexter Lembikisa       55         72   \n",
       "1586       17380        L. Brunt           Lewis Brunt       55         70   \n",
       "1587       18361        I. Price           Isaac Price       50         73   \n",
       "\n",
       "      Value(in Euro) Positions Played Best Position       Nationality  \\\n",
       "0           54000000               RW           CAM         Argentina   \n",
       "1           64000000            CF,ST            CF            France   \n",
       "2           84000000               ST            ST            Poland   \n",
       "3          107500000           CM,CAM            CM           Belgium   \n",
       "4          115500000               RW            RW             Egypt   \n",
       "...              ...              ...           ...               ...   \n",
       "1583          275000               GK            GK            France   \n",
       "1584          350000            LM,CM            CB            France   \n",
       "1585          300000          RWB,LWB            LM           Jamaica   \n",
       "1586          300000            CB,LB           CDM           England   \n",
       "1587          150000               CM           CAM  Northern Ireland   \n",
       "\n",
       "                                            Image Link  ...  G+A-PK  xG.1  \\\n",
       "0     https://cdn.sofifa.net/players/158/023/23_60.png  ...    1.05  0.50   \n",
       "1     https://cdn.sofifa.net/players/165/153/23_60.png  ...    0.71  0.98   \n",
       "2     https://cdn.sofifa.net/players/188/545/23_60.png  ...    0.98  0.79   \n",
       "3     https://cdn.sofifa.net/players/192/985/23_60.png  ...    0.88  0.21   \n",
       "4     https://cdn.sofifa.net/players/209/331/23_60.png  ...    0.78  0.59   \n",
       "...                                                ...  ...     ...   ...   \n",
       "1583  https://cdn.sofifa.net/players/263/569/23_60.png  ...    0.00  0.00   \n",
       "1584  https://cdn.sofifa.net/players/270/341/23_60.png  ...    0.00  0.07   \n",
       "1585  https://cdn.sofifa.net/players/265/484/23_60.png  ...    0.00  0.00   \n",
       "1586  https://cdn.sofifa.net/players/246/392/23_60.png  ...    0.00  0.00   \n",
       "1587  https://cdn.sofifa.net/players/268/630/23_60.png  ...    0.00  0.00   \n",
       "\n",
       "      xAG.1  xG+xAG  npxG.1 npxG+xAG.1  Matches     -9999 Name_Adjusted_y  \\\n",
       "0      0.42    0.92    0.50       0.92  Matches  d70ce98e        L. Messi   \n",
       "1      0.28    1.26    0.69       0.97  Matches  70d74ece      K. Benzema   \n",
       "2      0.18    0.96    0.76       0.94  Matches  8d78e732  R. Lewandowski   \n",
       "3      0.52    0.74    0.21       0.74  Matches  e46012d4   K. De. Bruyne   \n",
       "4      0.21    0.80    0.50       0.70  Matches  e342ad68        M. Salah   \n",
       "...     ...     ...     ...        ...      ...       ...             ...   \n",
       "1583   0.00    0.00    0.00       0.00  Matches  1b729a98   G. Quilichini   \n",
       "1584   0.00    0.07    0.07       0.07  Matches  6ea05ca7     Y. Massolin   \n",
       "1585   0.00    0.00    0.00       0.00  Matches  0bdda685    D. Lembikisa   \n",
       "1586   0.00    0.00    0.00       0.00  Matches  a2081c6b        L. Brunt   \n",
       "1587   0.26    0.26    0.00       0.26  Matches  b9403c99        I. Price   \n",
       "\n",
       "      Last Name_y  \n",
       "0           Messi  \n",
       "1         Benzema  \n",
       "2     Lewandowski  \n",
       "3       De Bruyne  \n",
       "4           Salah  \n",
       "...           ...  \n",
       "1583   Quilichini  \n",
       "1584     Massolin  \n",
       "1585    Lembikisa  \n",
       "1586        Brunt  \n",
       "1587        Price  \n",
       "\n",
       "[1588 rows x 139 columns]"
      ]
     },
     "execution_count": 302,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "641c777f",
   "metadata": {},
   "source": [
    "# Dropping Unnecessary Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "id": "5f65c1ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "merged_df = merged_df.drop(['Name_Adjusted_y' , 'Age_x'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "id": "06ba48ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "merged_df = merged_df.drop(['Height(in cm)', '-9999', 'Positions Played','Value(in Euro)',], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c389e42",
   "metadata": {},
   "source": [
    "# Export"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "id": "6ddc8abe",
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_defenders_df.to_csv(output_folder+'/predict-with-real-life-stats/f23-stats_defenders_df.csv',mode='w',header=True, index=False)\n",
    "stats_forward_df.to_csv(output_folder+'/predict-with-real-life-stats/f23-stats_forward_df.csv',mode='w',header=True, index=False)\n",
    "stats_gk_df.to_csv(output_folder+'/predict-with-real-life-stats/f23-stats_gk_df.csv',mode='w',header=True, index=False)\n",
    "stats_midfielders_df.to_csv(output_folder+'/predict-with-real-life-stats/f23-stats_midfielders_df.csv',mode='w',header=True, index=False)\n",
    "merged_df.to_csv(output_folder+'/predict-with-real-life-stats/f23-stats_Full_df.csv',mode='w',header=True, index=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}