crawler.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Initial imports\n",
    "import numpy as np\n",
    "import pandas as pd \n",
    "from pandas import DataFrame, Series\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "%matplotlib inline\n",
    "\n",
    "import random\n",
    "import urllib.request\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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    }
   ],
   "source": [
    "base_url = \"https://sofifa.com/players?offset=\"\n",
    "offset = 0\n",
    "columns = ['ID', 'Name', 'Age', 'Photo', 'Nationality', 'Flag', 'Overall', 'Potential', 'Club', \n",
    "           'Club Logo', 'Value', 'Wage', 'Special']\n",
    "data = DataFrame(columns=columns)\n",
    "for offset in range(225):\n",
    "    url = base_url + str(offset*80)\n",
    "    source_code = requests.get(url)\n",
    "    plain_text = source_code.text\n",
    "    soup = BeautifulSoup(plain_text)\n",
    "    table_body = soup.find('tbody')\n",
    "    counter = 0\n",
    "    for row in table_body.findAll('tr'):\n",
    "        td = row.findAll('td')\n",
    "        picture = td[0].find('img').get('data-src')\n",
    "        pid = td[0].find('img').get('id')\n",
    "        nationality = td[1].find('a').get('title')\n",
    "        flag_img = td[1].find('img').get('data-src')\n",
    "        name = td[1].findAll('a')[1].text\n",
    "        age = td[2].find('div').text.strip()\n",
    "        overall = td[3].text.strip()\n",
    "        potential = td[4].text.strip()\n",
    "        club = td[5].find('a').text\n",
    "        club_logo = td[5].find('img').get('data-src')\n",
    "        value = td[7].text\n",
    "        wage = td[8].text\n",
    "        special = td[17].text\n",
    "        player_data = DataFrame([[pid, name, age, picture, nationality, flag_img, overall, \n",
    "                                  potential, club, club_logo, value, wage, special]])\n",
    "        player_data.columns = columns\n",
    "        data = data.append(player_data, ignore_index=True)\n",
    "        counter+=1\n",
    "    offset+=1\n",
    "    print(offset)\n",
    "    data.to_csv('full_player_data.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data = pd.read_csv('full_player_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>ID</th>\n",
       "      <th>Name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Photo</th>\n",
       "      <th>Nationality</th>\n",
       "      <th>Flag</th>\n",
       "      <th>Overall</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Club</th>\n",
       "      <th>Club Logo</th>\n",
       "      <th>Value</th>\n",
       "      <th>Wage</th>\n",
       "      <th>Special</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>20801</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>32</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/20801.png</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>https://cdn.sofifa.org/flags/38.png</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/243.png</td>\n",
       "      <td>€95.5M</td>\n",
       "      <td>€565K</td>\n",
       "      <td>2228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>158023</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>30</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/158023.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/241.png</td>\n",
       "      <td>€105M</td>\n",
       "      <td>€565K</td>\n",
       "      <td>2154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>190871</td>\n",
       "      <td>Neymar</td>\n",
       "      <td>25</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/190871.png</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>https://cdn.sofifa.org/flags/54.png</td>\n",
       "      <td>92</td>\n",
       "      <td>94</td>\n",
       "      <td>Paris Saint-Germain</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/73.png</td>\n",
       "      <td>€123M</td>\n",
       "      <td>€280K</td>\n",
       "      <td>2100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>176580</td>\n",
       "      <td>L. Suárez</td>\n",
       "      <td>30</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/176580.png</td>\n",
       "      <td>Uruguay</td>\n",
       "      <td>https://cdn.sofifa.org/flags/60.png</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/241.png</td>\n",
       "      <td>€97M</td>\n",
       "      <td>€510K</td>\n",
       "      <td>2291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>167495</td>\n",
       "      <td>M. Neuer</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/167495.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>FC Bayern Munich</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/21.png</td>\n",
       "      <td>€61M</td>\n",
       "      <td>€230K</td>\n",
       "      <td>1493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>188545</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/188545.png</td>\n",
       "      <td>Poland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/37.png</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>FC Bayern Munich</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/21.png</td>\n",
       "      <td>€92M</td>\n",
       "      <td>€355K</td>\n",
       "      <td>2143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>193080</td>\n",
       "      <td>De Gea</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/193080.png</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
       "      <td>90</td>\n",
       "      <td>92</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/11.png</td>\n",
       "      <td>€64.5M</td>\n",
       "      <td>€215K</td>\n",
       "      <td>1458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>183277</td>\n",
       "      <td>E. Hazard</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/183277.png</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
       "      <td>90</td>\n",
       "      <td>91</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/5.png</td>\n",
       "      <td>€90.5M</td>\n",
       "      <td>€295K</td>\n",
       "      <td>2096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>182521</td>\n",
       "      <td>T. Kroos</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/182521.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/243.png</td>\n",
       "      <td>€79M</td>\n",
       "      <td>€340K</td>\n",
       "      <td>2165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>167664</td>\n",
       "      <td>G. Higuaín</td>\n",
       "      <td>29</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/167664.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/45.png</td>\n",
       "      <td>€77M</td>\n",
       "      <td>€275K</td>\n",
       "      <td>1961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>155862</td>\n",
       "      <td>Sergio Ramos</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/155862.png</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/243.png</td>\n",
       "      <td>€52M</td>\n",
       "      <td>€310K</td>\n",
       "      <td>2153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>192985</td>\n",
       "      <td>K. De Bruyne</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/192985.png</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
       "      <td>89</td>\n",
       "      <td>92</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/10.png</td>\n",
       "      <td>€83M</td>\n",
       "      <td>€285K</td>\n",
       "      <td>2162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>192119</td>\n",
       "      <td>T. Courtois</td>\n",
       "      <td>25</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/192119.png</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
       "      <td>89</td>\n",
       "      <td>92</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/5.png</td>\n",
       "      <td>€59M</td>\n",
       "      <td>€190K</td>\n",
       "      <td>1282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>184941</td>\n",
       "      <td>A. Sánchez</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/184941.png</td>\n",
       "      <td>Chile</td>\n",
       "      <td>https://cdn.sofifa.org/flags/55.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1.png</td>\n",
       "      <td>€67.5M</td>\n",
       "      <td>€265K</td>\n",
       "      <td>2181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>177003</td>\n",
       "      <td>L. Modrić</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/177003.png</td>\n",
       "      <td>Croatia</td>\n",
       "      <td>https://cdn.sofifa.org/flags/10.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/243.png</td>\n",
       "      <td>€57M</td>\n",
       "      <td>€340K</td>\n",
       "      <td>2228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>173731</td>\n",
       "      <td>G. Bale</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/173731.png</td>\n",
       "      <td>Wales</td>\n",
       "      <td>https://cdn.sofifa.org/flags/50.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/243.png</td>\n",
       "      <td>€69.5M</td>\n",
       "      <td>€370K</td>\n",
       "      <td>2263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>153079</td>\n",
       "      <td>S. Agüero</td>\n",
       "      <td>29</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/153079.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/10.png</td>\n",
       "      <td>€66.5M</td>\n",
       "      <td>€325K</td>\n",
       "      <td>2074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>138956</td>\n",
       "      <td>G. Chiellini</td>\n",
       "      <td>32</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/138956.png</td>\n",
       "      <td>Italy</td>\n",
       "      <td>https://cdn.sofifa.org/flags/27.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/45.png</td>\n",
       "      <td>€38M</td>\n",
       "      <td>€225K</td>\n",
       "      <td>1867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>1179</td>\n",
       "      <td>G. Buffon</td>\n",
       "      <td>39</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/1179.png</td>\n",
       "      <td>Italy</td>\n",
       "      <td>https://cdn.sofifa.org/flags/27.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/45.png</td>\n",
       "      <td>€4.5M</td>\n",
       "      <td>€110K</td>\n",
       "      <td>1335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>211110</td>\n",
       "      <td>P. Dybala</td>\n",
       "      <td>23</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/211110.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>88</td>\n",
       "      <td>93</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/45.png</td>\n",
       "      <td>€79M</td>\n",
       "      <td>€215K</td>\n",
       "      <td>2063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>200389</td>\n",
       "      <td>J. Oblak</td>\n",
       "      <td>24</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/200389.png</td>\n",
       "      <td>Slovenia</td>\n",
       "      <td>https://cdn.sofifa.org/flags/44.png</td>\n",
       "      <td>88</td>\n",
       "      <td>93</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/240.png</td>\n",
       "      <td>€57M</td>\n",
       "      <td>€82K</td>\n",
       "      <td>1290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>194765</td>\n",
       "      <td>A. Griezmann</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/194765.png</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.org/flags/18.png</td>\n",
       "      <td>88</td>\n",
       "      <td>91</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/240.png</td>\n",
       "      <td>€75M</td>\n",
       "      <td>€150K</td>\n",
       "      <td>2104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>189509</td>\n",
       "      <td>Thiago</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/189509.png</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
       "      <td>88</td>\n",
       "      <td>90</td>\n",
       "      <td>FC Bayern Munich</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/21.png</td>\n",
       "      <td>€70.5M</td>\n",
       "      <td>€225K</td>\n",
       "      <td>2185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>188567</td>\n",
       "      <td>P. Aubameyang</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/188567.png</td>\n",
       "      <td>Gabon</td>\n",
       "      <td>https://cdn.sofifa.org/flags/115.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Borussia Dortmund</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/22.png</td>\n",
       "      <td>€61M</td>\n",
       "      <td>€165K</td>\n",
       "      <td>2078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>184344</td>\n",
       "      <td>L. Bonucci</td>\n",
       "      <td>30</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/184344.png</td>\n",
       "      <td>Italy</td>\n",
       "      <td>https://cdn.sofifa.org/flags/27.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Milan</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/47.png</td>\n",
       "      <td>€44M</td>\n",
       "      <td>€210K</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>183907</td>\n",
       "      <td>J. Boateng</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/183907.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>FC Bayern Munich</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/21.png</td>\n",
       "      <td>€48M</td>\n",
       "      <td>€215K</td>\n",
       "      <td>1989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>182493</td>\n",
       "      <td>D. Godín</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/182493.png</td>\n",
       "      <td>Uruguay</td>\n",
       "      <td>https://cdn.sofifa.org/flags/60.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/240.png</td>\n",
       "      <td>€40M</td>\n",
       "      <td>€125K</td>\n",
       "      <td>1930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>178603</td>\n",
       "      <td>M. Hummels</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/178603.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>FC Bayern Munich</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/21.png</td>\n",
       "      <td>€48M</td>\n",
       "      <td>€215K</td>\n",
       "      <td>2038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>176635</td>\n",
       "      <td>M. Özil</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/176635.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1.png</td>\n",
       "      <td>€60M</td>\n",
       "      <td>€265K</td>\n",
       "      <td>1927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>167948</td>\n",
       "      <td>H. Lloris</td>\n",
       "      <td>30</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/167948.png</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.org/flags/18.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/18.png</td>\n",
       "      <td>€38M</td>\n",
       "      <td>€165K</td>\n",
       "      <td>1318</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17951</th>\n",
       "      <td>17951</td>\n",
       "      <td>221669</td>\n",
       "      <td>M. Hurst</td>\n",
       "      <td>21</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/221669.png</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/42.png</td>\n",
       "      <td>48</td>\n",
       "      <td>58</td>\n",
       "      <td>St. Johnstone FC</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/100804.png</td>\n",
       "      <td>€40K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17952</th>\n",
       "      <td>17952</td>\n",
       "      <td>239079</td>\n",
       "      <td>A. Osmanoski</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/239079.png</td>\n",
       "      <td>FYR Macedonia</td>\n",
       "      <td>https://cdn.sofifa.org/flags/19.png</td>\n",
       "      <td>48</td>\n",
       "      <td>68</td>\n",
       "      <td>SpVgg Unterhaching</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/172.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17953</th>\n",
       "      <td>17953</td>\n",
       "      <td>238833</td>\n",
       "      <td>K. Cotter</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238833.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>48</td>\n",
       "      <td>67</td>\n",
       "      <td>Luton Town</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1923.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17954</th>\n",
       "      <td>17954</td>\n",
       "      <td>225778</td>\n",
       "      <td>T. Robinson</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/225778.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>48</td>\n",
       "      <td>64</td>\n",
       "      <td>Bradford City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1804.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17955</th>\n",
       "      <td>17955</td>\n",
       "      <td>231928</td>\n",
       "      <td>R. Hughes</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/231928.png</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/42.png</td>\n",
       "      <td>48</td>\n",
       "      <td>63</td>\n",
       "      <td>Hamilton Academical FC</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/184.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17956</th>\n",
       "      <td>17956</td>\n",
       "      <td>240381</td>\n",
       "      <td>Z. Mohammed</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/240381.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>48</td>\n",
       "      <td>64</td>\n",
       "      <td>Accrington Stanley</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/110313.png</td>\n",
       "      <td>€50K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17957</th>\n",
       "      <td>17957</td>\n",
       "      <td>236807</td>\n",
       "      <td>D. Peppard</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/236807.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>61</td>\n",
       "      <td>Bohemian FC</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/305.png</td>\n",
       "      <td>€50K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17958</th>\n",
       "      <td>17958</td>\n",
       "      <td>237859</td>\n",
       "      <td>C. Rogers</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/237859.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>59</td>\n",
       "      <td>Bray Wanderers</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/838.png</td>\n",
       "      <td>€40K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17959</th>\n",
       "      <td>17959</td>\n",
       "      <td>225319</td>\n",
       "      <td>N. McLaughlin</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/225319.png</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/42.png</td>\n",
       "      <td>47</td>\n",
       "      <td>64</td>\n",
       "      <td>Partick Thistle F.C.</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1754.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17960</th>\n",
       "      <td>17960</td>\n",
       "      <td>236597</td>\n",
       "      <td>L. Kiely</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/236597.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>69</td>\n",
       "      <td>Shamrock Rovers</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/306.png</td>\n",
       "      <td>€70K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17961</th>\n",
       "      <td>17961</td>\n",
       "      <td>233047</td>\n",
       "      <td>J. Latibeaudiere</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/233047.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>73</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/10.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>€5K</td>\n",
       "      <td>1132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17962</th>\n",
       "      <td>17962</td>\n",
       "      <td>236425</td>\n",
       "      <td>J. Payne</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/236425.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>63</td>\n",
       "      <td>Barnet</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/135.png</td>\n",
       "      <td>€50K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17963</th>\n",
       "      <td>17963</td>\n",
       "      <td>238217</td>\n",
       "      <td>G. Manley</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238217.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>58</td>\n",
       "      <td>Cork City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/422.png</td>\n",
       "      <td>€50K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17964</th>\n",
       "      <td>17964</td>\n",
       "      <td>238985</td>\n",
       "      <td>P. Phillips</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238985.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>67</td>\n",
       "      <td>Cork City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/422.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17965</th>\n",
       "      <td>17965</td>\n",
       "      <td>238219</td>\n",
       "      <td>A. Byrne</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238219.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>61</td>\n",
       "      <td>Cork City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/422.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17966</th>\n",
       "      <td>17966</td>\n",
       "      <td>238477</td>\n",
       "      <td>K. Fujikawa</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238477.png</td>\n",
       "      <td>Japan</td>\n",
       "      <td>https://cdn.sofifa.org/flags/163.png</td>\n",
       "      <td>47</td>\n",
       "      <td>67</td>\n",
       "      <td>Júbilo Iwata</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/101144.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17967</th>\n",
       "      <td>17967</td>\n",
       "      <td>231824</td>\n",
       "      <td>K. Egan</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/231824.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>67</td>\n",
       "      <td>Exeter City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/143.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17968</th>\n",
       "      <td>17968</td>\n",
       "      <td>237974</td>\n",
       "      <td>T. Brownsword</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/237974.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>68</td>\n",
       "      <td>Morecambe</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/357.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17969</th>\n",
       "      <td>17969</td>\n",
       "      <td>236954</td>\n",
       "      <td>F. Prohart</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/236954.png</td>\n",
       "      <td>Austria</td>\n",
       "      <td>https://cdn.sofifa.org/flags/4.png</td>\n",
       "      <td>47</td>\n",
       "      <td>67</td>\n",
       "      <td>Wolfsberger AC</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/111822.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17970</th>\n",
       "      <td>17970</td>\n",
       "      <td>231107</td>\n",
       "      <td>A. Kilgour</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/231107.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>56</td>\n",
       "      <td>Bristol Rovers</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1962.png</td>\n",
       "      <td>€40K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17971</th>\n",
       "      <td>17971</td>\n",
       "      <td>240325</td>\n",
       "      <td>R. White</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/240325.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>65</td>\n",
       "      <td>Bolton Wanderers</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/4.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>€2K</td>\n",
       "      <td>1265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17972</th>\n",
       "      <td>17972</td>\n",
       "      <td>238306</td>\n",
       "      <td>A. Conway</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238306.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>63</td>\n",
       "      <td>Galway United</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1571.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17973</th>\n",
       "      <td>17973</td>\n",
       "      <td>240403</td>\n",
       "      <td>T. Sawyer</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/240403.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>46</td>\n",
       "      <td>58</td>\n",
       "      <td>Grimsby Town</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/92.png</td>\n",
       "      <td>€50K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17974</th>\n",
       "      <td>17974</td>\n",
       "      <td>240404</td>\n",
       "      <td>J. Keeble</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/240404.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>46</td>\n",
       "      <td>56</td>\n",
       "      <td>Grimsby Town</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/92.png</td>\n",
       "      <td>€40K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17975</th>\n",
       "      <td>17975</td>\n",
       "      <td>235352</td>\n",
       "      <td>T. Käßemodel</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/235352.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>FC Erzgebirge Aue</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/506.png</td>\n",
       "      <td>€30K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17976</th>\n",
       "      <td>17976</td>\n",
       "      <td>237463</td>\n",
       "      <td>A. Kelsey</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/237463.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>46</td>\n",
       "      <td>63</td>\n",
       "      <td>Scunthorpe United</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1949.png</td>\n",
       "      <td>€50K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17977</th>\n",
       "      <td>17977</td>\n",
       "      <td>11728</td>\n",
       "      <td>B. Richardson</td>\n",
       "      <td>47</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/11728.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>Wycombe Wanderers</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1933.png</td>\n",
       "      <td>€0</td>\n",
       "      <td>€1K</td>\n",
       "      <td>832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17978</th>\n",
       "      <td>17978</td>\n",
       "      <td>231381</td>\n",
       "      <td>J. Young</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/231381.png</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/42.png</td>\n",
       "      <td>46</td>\n",
       "      <td>61</td>\n",
       "      <td>Swindon Town</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1934.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17979</th>\n",
       "      <td>17979</td>\n",
       "      <td>238813</td>\n",
       "      <td>J. Lundstram</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238813.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>46</td>\n",
       "      <td>64</td>\n",
       "      <td>Crewe Alexandra</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/121.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17980</th>\n",
       "      <td>17980</td>\n",
       "      <td>238308</td>\n",
       "      <td>L. Sackey</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238308.png</td>\n",
       "      <td>Ghana</td>\n",
       "      <td>https://cdn.sofifa.org/flags/117.png</td>\n",
       "      <td>46</td>\n",
       "      <td>64</td>\n",
       "      <td>Scunthorpe United</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1949.png</td>\n",
       "      <td>€50K</td>\n",
       "      <td>€1K</td>\n",
       "      <td>1031</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>17981 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0      ID               Name  Age  \\\n",
       "0               0   20801  Cristiano Ronaldo   32   \n",
       "1               1  158023           L. Messi   30   \n",
       "2               2  190871             Neymar   25   \n",
       "3               3  176580          L. Suárez   30   \n",
       "4               4  167495           M. Neuer   31   \n",
       "5               5  188545     R. Lewandowski   28   \n",
       "6               6  193080             De Gea   26   \n",
       "7               7  183277          E. Hazard   26   \n",
       "8               8  182521           T. Kroos   27   \n",
       "9               9  167664         G. Higuaín   29   \n",
       "10             10  155862       Sergio Ramos   31   \n",
       "11             11  192985       K. De Bruyne   26   \n",
       "12             12  192119        T. Courtois   25   \n",
       "13             13  184941         A. Sánchez   28   \n",
       "14             14  177003          L. Modrić   31   \n",
       "15             15  173731            G. Bale   27   \n",
       "16             16  153079          S. Agüero   29   \n",
       "17             17  138956       G. Chiellini   32   \n",
       "18             18    1179          G. Buffon   39   \n",
       "19             19  211110          P. Dybala   23   \n",
       "20             20  200389           J. Oblak   24   \n",
       "21             21  194765       A. Griezmann   26   \n",
       "22             22  189509             Thiago   26   \n",
       "23             23  188567      P. Aubameyang   28   \n",
       "24             24  184344         L. Bonucci   30   \n",
       "25             25  183907         J. Boateng   28   \n",
       "26             26  182493           D. Godín   31   \n",
       "27             27  178603         M. Hummels   28   \n",
       "28             28  176635            M. Özil   28   \n",
       "29             29  167948          H. Lloris   30   \n",
       "...           ...     ...                ...  ...   \n",
       "17951       17951  221669           M. Hurst   21   \n",
       "17952       17952  239079       A. Osmanoski   17   \n",
       "17953       17953  238833          K. Cotter   18   \n",
       "17954       17954  225778        T. Robinson   19   \n",
       "17955       17955  231928          R. Hughes   18   \n",
       "17956       17956  240381        Z. Mohammed   17   \n",
       "17957       17957  236807         D. Peppard   17   \n",
       "17958       17958  237859          C. Rogers   17   \n",
       "17959       17959  225319      N. McLaughlin   18   \n",
       "17960       17960  236597           L. Kiely   18   \n",
       "17961       17961  233047   J. Latibeaudiere   17   \n",
       "17962       17962  236425           J. Payne   18   \n",
       "17963       17963  238217          G. Manley   19   \n",
       "17964       17964  238985        P. Phillips   18   \n",
       "17965       17965  238219           A. Byrne   18   \n",
       "17966       17966  238477        K. Fujikawa   18   \n",
       "17967       17967  231824            K. Egan   19   \n",
       "17968       17968  237974      T. Brownsword   17   \n",
       "17969       17969  236954         F. Prohart   18   \n",
       "17970       17970  231107         A. Kilgour   19   \n",
       "17971       17971  240325           R. White   18   \n",
       "17972       17972  238306          A. Conway   19   \n",
       "17973       17973  240403          T. Sawyer   18   \n",
       "17974       17974  240404          J. Keeble   18   \n",
       "17975       17975  235352       T. Käßemodel   28   \n",
       "17976       17976  237463          A. Kelsey   17   \n",
       "17977       17977   11728      B. Richardson   47   \n",
       "17978       17978  231381           J. Young   17   \n",
       "17979       17979  238813       J. Lundstram   18   \n",
       "17980       17980  238308          L. Sackey   18   \n",
       "\n",
       "                                                 Photo          Nationality  \\\n",
       "0       https://cdn.sofifa.org/48/18/players/20801.png             Portugal   \n",
       "1      https://cdn.sofifa.org/48/18/players/158023.png            Argentina   \n",
       "2      https://cdn.sofifa.org/48/18/players/190871.png               Brazil   \n",
       "3      https://cdn.sofifa.org/48/18/players/176580.png              Uruguay   \n",
       "4      https://cdn.sofifa.org/48/18/players/167495.png              Germany   \n",
       "5      https://cdn.sofifa.org/48/18/players/188545.png               Poland   \n",
       "6      https://cdn.sofifa.org/48/18/players/193080.png                Spain   \n",
       "7      https://cdn.sofifa.org/48/18/players/183277.png              Belgium   \n",
       "8      https://cdn.sofifa.org/48/18/players/182521.png              Germany   \n",
       "9      https://cdn.sofifa.org/48/18/players/167664.png            Argentina   \n",
       "10     https://cdn.sofifa.org/48/18/players/155862.png                Spain   \n",
       "11     https://cdn.sofifa.org/48/18/players/192985.png              Belgium   \n",
       "12     https://cdn.sofifa.org/48/18/players/192119.png              Belgium   \n",
       "13     https://cdn.sofifa.org/48/18/players/184941.png                Chile   \n",
       "14     https://cdn.sofifa.org/48/18/players/177003.png              Croatia   \n",
       "15     https://cdn.sofifa.org/48/18/players/173731.png                Wales   \n",
       "16     https://cdn.sofifa.org/48/18/players/153079.png            Argentina   \n",
       "17     https://cdn.sofifa.org/48/18/players/138956.png                Italy   \n",
       "18       https://cdn.sofifa.org/48/18/players/1179.png                Italy   \n",
       "19     https://cdn.sofifa.org/48/18/players/211110.png            Argentina   \n",
       "20     https://cdn.sofifa.org/48/18/players/200389.png             Slovenia   \n",
       "21     https://cdn.sofifa.org/48/18/players/194765.png               France   \n",
       "22     https://cdn.sofifa.org/48/18/players/189509.png                Spain   \n",
       "23     https://cdn.sofifa.org/48/18/players/188567.png                Gabon   \n",
       "24     https://cdn.sofifa.org/48/18/players/184344.png                Italy   \n",
       "25     https://cdn.sofifa.org/48/18/players/183907.png              Germany   \n",
       "26     https://cdn.sofifa.org/48/18/players/182493.png              Uruguay   \n",
       "27     https://cdn.sofifa.org/48/18/players/178603.png              Germany   \n",
       "28     https://cdn.sofifa.org/48/18/players/176635.png              Germany   \n",
       "29     https://cdn.sofifa.org/48/18/players/167948.png               France   \n",
       "...                                                ...                  ...   \n",
       "17951  https://cdn.sofifa.org/48/18/players/221669.png             Scotland   \n",
       "17952  https://cdn.sofifa.org/48/18/players/239079.png        FYR Macedonia   \n",
       "17953  https://cdn.sofifa.org/48/18/players/238833.png              England   \n",
       "17954  https://cdn.sofifa.org/48/18/players/225778.png              England   \n",
       "17955  https://cdn.sofifa.org/48/18/players/231928.png             Scotland   \n",
       "17956  https://cdn.sofifa.org/48/18/players/240381.png              England   \n",
       "17957  https://cdn.sofifa.org/48/18/players/236807.png  Republic of Ireland   \n",
       "17958  https://cdn.sofifa.org/48/18/players/237859.png  Republic of Ireland   \n",
       "17959  https://cdn.sofifa.org/48/18/players/225319.png             Scotland   \n",
       "17960  https://cdn.sofifa.org/48/18/players/236597.png  Republic of Ireland   \n",
       "17961  https://cdn.sofifa.org/48/18/players/233047.png              England   \n",
       "17962  https://cdn.sofifa.org/48/18/players/236425.png              England   \n",
       "17963  https://cdn.sofifa.org/48/18/players/238217.png  Republic of Ireland   \n",
       "17964  https://cdn.sofifa.org/48/18/players/238985.png  Republic of Ireland   \n",
       "17965  https://cdn.sofifa.org/48/18/players/238219.png  Republic of Ireland   \n",
       "17966  https://cdn.sofifa.org/48/18/players/238477.png                Japan   \n",
       "17967  https://cdn.sofifa.org/48/18/players/231824.png              England   \n",
       "17968  https://cdn.sofifa.org/48/18/players/237974.png              England   \n",
       "17969  https://cdn.sofifa.org/48/18/players/236954.png              Austria   \n",
       "17970  https://cdn.sofifa.org/48/18/players/231107.png              England   \n",
       "17971  https://cdn.sofifa.org/48/18/players/240325.png              England   \n",
       "17972  https://cdn.sofifa.org/48/18/players/238306.png  Republic of Ireland   \n",
       "17973  https://cdn.sofifa.org/48/18/players/240403.png              England   \n",
       "17974  https://cdn.sofifa.org/48/18/players/240404.png              England   \n",
       "17975  https://cdn.sofifa.org/48/18/players/235352.png              Germany   \n",
       "17976  https://cdn.sofifa.org/48/18/players/237463.png              England   \n",
       "17977   https://cdn.sofifa.org/48/18/players/11728.png              England   \n",
       "17978  https://cdn.sofifa.org/48/18/players/231381.png             Scotland   \n",
       "17979  https://cdn.sofifa.org/48/18/players/238813.png              England   \n",
       "17980  https://cdn.sofifa.org/48/18/players/238308.png                Ghana   \n",
       "\n",
       "                                       Flag  Overall  Potential  \\\n",
       "0       https://cdn.sofifa.org/flags/38.png       94         94   \n",
       "1       https://cdn.sofifa.org/flags/52.png       93         93   \n",
       "2       https://cdn.sofifa.org/flags/54.png       92         94   \n",
       "3       https://cdn.sofifa.org/flags/60.png       92         92   \n",
       "4       https://cdn.sofifa.org/flags/21.png       92         92   \n",
       "5       https://cdn.sofifa.org/flags/37.png       91         91   \n",
       "6       https://cdn.sofifa.org/flags/45.png       90         92   \n",
       "7        https://cdn.sofifa.org/flags/7.png       90         91   \n",
       "8       https://cdn.sofifa.org/flags/21.png       90         90   \n",
       "9       https://cdn.sofifa.org/flags/52.png       90         90   \n",
       "10      https://cdn.sofifa.org/flags/45.png       90         90   \n",
       "11       https://cdn.sofifa.org/flags/7.png       89         92   \n",
       "12       https://cdn.sofifa.org/flags/7.png       89         92   \n",
       "13      https://cdn.sofifa.org/flags/55.png       89         89   \n",
       "14      https://cdn.sofifa.org/flags/10.png       89         89   \n",
       "15      https://cdn.sofifa.org/flags/50.png       89         89   \n",
       "16      https://cdn.sofifa.org/flags/52.png       89         89   \n",
       "17      https://cdn.sofifa.org/flags/27.png       89         89   \n",
       "18      https://cdn.sofifa.org/flags/27.png       89         89   \n",
       "19      https://cdn.sofifa.org/flags/52.png       88         93   \n",
       "20      https://cdn.sofifa.org/flags/44.png       88         93   \n",
       "21      https://cdn.sofifa.org/flags/18.png       88         91   \n",
       "22      https://cdn.sofifa.org/flags/45.png       88         90   \n",
       "23     https://cdn.sofifa.org/flags/115.png       88         88   \n",
       "24      https://cdn.sofifa.org/flags/27.png       88         88   \n",
       "25      https://cdn.sofifa.org/flags/21.png       88         88   \n",
       "26      https://cdn.sofifa.org/flags/60.png       88         88   \n",
       "27      https://cdn.sofifa.org/flags/21.png       88         88   \n",
       "28      https://cdn.sofifa.org/flags/21.png       88         88   \n",
       "29      https://cdn.sofifa.org/flags/18.png       88         88   \n",
       "...                                     ...      ...        ...   \n",
       "17951   https://cdn.sofifa.org/flags/42.png       48         58   \n",
       "17952   https://cdn.sofifa.org/flags/19.png       48         68   \n",
       "17953   https://cdn.sofifa.org/flags/14.png       48         67   \n",
       "17954   https://cdn.sofifa.org/flags/14.png       48         64   \n",
       "17955   https://cdn.sofifa.org/flags/42.png       48         63   \n",
       "17956   https://cdn.sofifa.org/flags/14.png       48         64   \n",
       "17957   https://cdn.sofifa.org/flags/25.png       47         61   \n",
       "17958   https://cdn.sofifa.org/flags/25.png       47         59   \n",
       "17959   https://cdn.sofifa.org/flags/42.png       47         64   \n",
       "17960   https://cdn.sofifa.org/flags/25.png       47         69   \n",
       "17961   https://cdn.sofifa.org/flags/14.png       47         73   \n",
       "17962   https://cdn.sofifa.org/flags/14.png       47         63   \n",
       "17963   https://cdn.sofifa.org/flags/25.png       47         58   \n",
       "17964   https://cdn.sofifa.org/flags/25.png       47         67   \n",
       "17965   https://cdn.sofifa.org/flags/25.png       47         61   \n",
       "17966  https://cdn.sofifa.org/flags/163.png       47         67   \n",
       "17967   https://cdn.sofifa.org/flags/14.png       47         67   \n",
       "17968   https://cdn.sofifa.org/flags/14.png       47         68   \n",
       "17969    https://cdn.sofifa.org/flags/4.png       47         67   \n",
       "17970   https://cdn.sofifa.org/flags/14.png       47         56   \n",
       "17971   https://cdn.sofifa.org/flags/14.png       47         65   \n",
       "17972   https://cdn.sofifa.org/flags/25.png       47         63   \n",
       "17973   https://cdn.sofifa.org/flags/14.png       46         58   \n",
       "17974   https://cdn.sofifa.org/flags/14.png       46         56   \n",
       "17975   https://cdn.sofifa.org/flags/21.png       46         46   \n",
       "17976   https://cdn.sofifa.org/flags/14.png       46         63   \n",
       "17977   https://cdn.sofifa.org/flags/14.png       46         46   \n",
       "17978   https://cdn.sofifa.org/flags/42.png       46         61   \n",
       "17979   https://cdn.sofifa.org/flags/14.png       46         64   \n",
       "17980  https://cdn.sofifa.org/flags/117.png       46         64   \n",
       "\n",
       "                         Club                                      Club Logo  \\\n",
       "0              Real Madrid CF     https://cdn.sofifa.org/24/18/teams/243.png   \n",
       "1                FC Barcelona     https://cdn.sofifa.org/24/18/teams/241.png   \n",
       "2         Paris Saint-Germain      https://cdn.sofifa.org/24/18/teams/73.png   \n",
       "3                FC Barcelona     https://cdn.sofifa.org/24/18/teams/241.png   \n",
       "4            FC Bayern Munich      https://cdn.sofifa.org/24/18/teams/21.png   \n",
       "5            FC Bayern Munich      https://cdn.sofifa.org/24/18/teams/21.png   \n",
       "6           Manchester United      https://cdn.sofifa.org/24/18/teams/11.png   \n",
       "7                     Chelsea       https://cdn.sofifa.org/24/18/teams/5.png   \n",
       "8              Real Madrid CF     https://cdn.sofifa.org/24/18/teams/243.png   \n",
       "9                    Juventus      https://cdn.sofifa.org/24/18/teams/45.png   \n",
       "10             Real Madrid CF     https://cdn.sofifa.org/24/18/teams/243.png   \n",
       "11            Manchester City      https://cdn.sofifa.org/24/18/teams/10.png   \n",
       "12                    Chelsea       https://cdn.sofifa.org/24/18/teams/5.png   \n",
       "13                    Arsenal       https://cdn.sofifa.org/24/18/teams/1.png   \n",
       "14             Real Madrid CF     https://cdn.sofifa.org/24/18/teams/243.png   \n",
       "15             Real Madrid CF     https://cdn.sofifa.org/24/18/teams/243.png   \n",
       "16            Manchester City      https://cdn.sofifa.org/24/18/teams/10.png   \n",
       "17                   Juventus      https://cdn.sofifa.org/24/18/teams/45.png   \n",
       "18                   Juventus      https://cdn.sofifa.org/24/18/teams/45.png   \n",
       "19                   Juventus      https://cdn.sofifa.org/24/18/teams/45.png   \n",
       "20            Atlético Madrid     https://cdn.sofifa.org/24/18/teams/240.png   \n",
       "21            Atlético Madrid     https://cdn.sofifa.org/24/18/teams/240.png   \n",
       "22           FC Bayern Munich      https://cdn.sofifa.org/24/18/teams/21.png   \n",
       "23          Borussia Dortmund      https://cdn.sofifa.org/24/18/teams/22.png   \n",
       "24                      Milan      https://cdn.sofifa.org/24/18/teams/47.png   \n",
       "25           FC Bayern Munich      https://cdn.sofifa.org/24/18/teams/21.png   \n",
       "26            Atlético Madrid     https://cdn.sofifa.org/24/18/teams/240.png   \n",
       "27           FC Bayern Munich      https://cdn.sofifa.org/24/18/teams/21.png   \n",
       "28                    Arsenal       https://cdn.sofifa.org/24/18/teams/1.png   \n",
       "29          Tottenham Hotspur      https://cdn.sofifa.org/24/18/teams/18.png   \n",
       "...                       ...                                            ...   \n",
       "17951        St. Johnstone FC  https://cdn.sofifa.org/24/18/teams/100804.png   \n",
       "17952      SpVgg Unterhaching     https://cdn.sofifa.org/24/18/teams/172.png   \n",
       "17953              Luton Town    https://cdn.sofifa.org/24/18/teams/1923.png   \n",
       "17954           Bradford City    https://cdn.sofifa.org/24/18/teams/1804.png   \n",
       "17955  Hamilton Academical FC     https://cdn.sofifa.org/24/18/teams/184.png   \n",
       "17956      Accrington Stanley  https://cdn.sofifa.org/24/18/teams/110313.png   \n",
       "17957             Bohemian FC     https://cdn.sofifa.org/24/18/teams/305.png   \n",
       "17958          Bray Wanderers     https://cdn.sofifa.org/24/18/teams/838.png   \n",
       "17959    Partick Thistle F.C.    https://cdn.sofifa.org/24/18/teams/1754.png   \n",
       "17960         Shamrock Rovers     https://cdn.sofifa.org/24/18/teams/306.png   \n",
       "17961         Manchester City      https://cdn.sofifa.org/24/18/teams/10.png   \n",
       "17962                  Barnet     https://cdn.sofifa.org/24/18/teams/135.png   \n",
       "17963               Cork City     https://cdn.sofifa.org/24/18/teams/422.png   \n",
       "17964               Cork City     https://cdn.sofifa.org/24/18/teams/422.png   \n",
       "17965               Cork City     https://cdn.sofifa.org/24/18/teams/422.png   \n",
       "17966            Júbilo Iwata  https://cdn.sofifa.org/24/18/teams/101144.png   \n",
       "17967             Exeter City     https://cdn.sofifa.org/24/18/teams/143.png   \n",
       "17968               Morecambe     https://cdn.sofifa.org/24/18/teams/357.png   \n",
       "17969          Wolfsberger AC  https://cdn.sofifa.org/24/18/teams/111822.png   \n",
       "17970          Bristol Rovers    https://cdn.sofifa.org/24/18/teams/1962.png   \n",
       "17971        Bolton Wanderers       https://cdn.sofifa.org/24/18/teams/4.png   \n",
       "17972           Galway United    https://cdn.sofifa.org/24/18/teams/1571.png   \n",
       "17973            Grimsby Town      https://cdn.sofifa.org/24/18/teams/92.png   \n",
       "17974            Grimsby Town      https://cdn.sofifa.org/24/18/teams/92.png   \n",
       "17975       FC Erzgebirge Aue     https://cdn.sofifa.org/24/18/teams/506.png   \n",
       "17976       Scunthorpe United    https://cdn.sofifa.org/24/18/teams/1949.png   \n",
       "17977       Wycombe Wanderers    https://cdn.sofifa.org/24/18/teams/1933.png   \n",
       "17978            Swindon Town    https://cdn.sofifa.org/24/18/teams/1934.png   \n",
       "17979         Crewe Alexandra     https://cdn.sofifa.org/24/18/teams/121.png   \n",
       "17980       Scunthorpe United    https://cdn.sofifa.org/24/18/teams/1949.png   \n",
       "\n",
       "        Value   Wage  Special  \n",
       "0      €95.5M  €565K     2228  \n",
       "1       €105M  €565K     2154  \n",
       "2       €123M  €280K     2100  \n",
       "3        €97M  €510K     2291  \n",
       "4        €61M  €230K     1493  \n",
       "5        €92M  €355K     2143  \n",
       "6      €64.5M  €215K     1458  \n",
       "7      €90.5M  €295K     2096  \n",
       "8        €79M  €340K     2165  \n",
       "9        €77M  €275K     1961  \n",
       "10       €52M  €310K     2153  \n",
       "11       €83M  €285K     2162  \n",
       "12       €59M  €190K     1282  \n",
       "13     €67.5M  €265K     2181  \n",
       "14       €57M  €340K     2228  \n",
       "15     €69.5M  €370K     2263  \n",
       "16     €66.5M  €325K     2074  \n",
       "17       €38M  €225K     1867  \n",
       "18      €4.5M  €110K     1335  \n",
       "19       €79M  €215K     2063  \n",
       "20       €57M   €82K     1290  \n",
       "21       €75M  €150K     2104  \n",
       "22     €70.5M  €225K     2185  \n",
       "23       €61M  €165K     2078  \n",
       "24       €44M  €210K     1995  \n",
       "25       €48M  €215K     1989  \n",
       "26       €40M  €125K     1930  \n",
       "27       €48M  €215K     2038  \n",
       "28       €60M  €265K     1927  \n",
       "29       €38M  €165K     1318  \n",
       "...       ...    ...      ...  \n",
       "17951    €40K    €1K      991  \n",
       "17952    €60K    €1K     1377  \n",
       "17953    €60K    €1K     1329  \n",
       "17954    €60K    €1K     1257  \n",
       "17955    €60K    €1K     1330  \n",
       "17956    €50K    €1K     1167  \n",
       "17957    €50K    €1K     1199  \n",
       "17958    €40K    €1K     1189  \n",
       "17959    €60K    €1K     1330  \n",
       "17960    €70K    €1K     1290  \n",
       "17961    €60K    €5K     1132  \n",
       "17962    €50K    €1K     1219  \n",
       "17963    €50K    €1K     1298  \n",
       "17964    €60K    €1K     1297  \n",
       "17965    €60K    €1K     1346  \n",
       "17966    €60K    €1K     1317  \n",
       "17967    €60K    €1K     1225  \n",
       "17968    €60K    €1K     1143  \n",
       "17969    €60K    €1K     1238  \n",
       "17970    €40K    €1K     1208  \n",
       "17971    €60K    €2K     1265  \n",
       "17972    €60K    €1K     1314  \n",
       "17973    €50K    €1K     1267  \n",
       "17974    €40K    €1K     1105  \n",
       "17975    €30K    €1K     1174  \n",
       "17976    €50K    €1K      755  \n",
       "17977      €0    €1K      832  \n",
       "17978    €60K    €1K     1194  \n",
       "17979    €60K    €1K     1302  \n",
       "17980    €50K    €1K     1031  \n",
       "\n",
       "[17981 rows x 14 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data.to_csv('Complete/basicplayerdata.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "player_data_url = 'https://sofifa.com/player/'\n",
    "r = 0\n",
    "for index, row in data.iterrows():\n",
    "    skill_names = []\n",
    "    skill_map = {'ID' : str(row['ID'])}\n",
    "    url = player_data_url + str(row['ID'])\n",
    "    source_code = requests.get(url)\n",
    "    plain_text = source_code.text\n",
    "    soup = BeautifulSoup(plain_text)\n",
    "    categories = soup.findAll('div', {'class': 'col-3'})\n",
    "    for category in categories[:-1]:\n",
    "        skills = category.findAll('li')\n",
    "        for skill in skills:\n",
    "            a = skill.text.split()\n",
    "            a.reverse()\n",
    "            value = a.pop()\n",
    "            a.reverse()\n",
    "            n = ' '.join(a)\n",
    "            skill_names.append(n)\n",
    "            skill_map[str(n)] = value\n",
    "    master_data = DataFrame(columns=skill_names)\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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    }
   ],
   "source": [
    "player_data_url = 'https://sofifa.com/player/'\n",
    "r = 0\n",
    "for index, row in data.iterrows():\n",
    "    skill_names = []\n",
    "    skill_map = {'ID' : str(row['ID'])}\n",
    "    url = player_data_url + str(row['ID'])\n",
    "    source_code = requests.get(url)\n",
    "    plain_text = source_code.text\n",
    "    soup = BeautifulSoup(plain_text)\n",
    "    categories = soup.findAll('div', {'class': 'col-3'})\n",
    "    for category in categories[:-1]:\n",
    "        skills = category.findAll('li')\n",
    "        for skill in skills:\n",
    "            a = skill.text.split()\n",
    "            a.reverse()\n",
    "            value = a.pop()\n",
    "            a.reverse()\n",
    "            n = ' '.join(a)\n",
    "            skill_names.append(n)\n",
    "            skill_map[str(n)] = value\n",
    "    attr_data = DataFrame(columns=skill_names)\n",
    "    for key in skill_map.keys():\n",
    "        attr_data.loc[r,key] = skill_map[key]\n",
    "    r = r + 1\n",
    "    print(r)\n",
    "    master_data = pd.concat([master_data, attr_data])\n",
    "    if r % 100 == 0:\n",
    "        master_data.to_csv('Complete/PlayerAttributeData.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Acceleration</th>\n",
       "      <th>Aggression</th>\n",
       "      <th>Agility</th>\n",
       "      <th>Balance</th>\n",
       "      <th>Ball control</th>\n",
       "      <th>Composure</th>\n",
       "      <th>Crossing</th>\n",
       "      <th>Curve</th>\n",
       "      <th>Dribbling</th>\n",
       "      <th>Finishing</th>\n",
       "      <th>...</th>\n",
       "      <th>Reactions</th>\n",
       "      <th>Short passing</th>\n",
       "      <th>Shot power</th>\n",
       "      <th>Sliding tackle</th>\n",
       "      <th>Sprint speed</th>\n",
       "      <th>Stamina</th>\n",
       "      <th>Standing tackle</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Vision</th>\n",
       "      <th>Volleys</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>89</td>\n",
       "      <td>63</td>\n",
       "      <td>89</td>\n",
       "      <td>63</td>\n",
       "      <td>93</td>\n",
       "      <td>95</td>\n",
       "      <td>85</td>\n",
       "      <td>81</td>\n",
       "      <td>91</td>\n",
       "      <td>94</td>\n",
       "      <td>...</td>\n",
       "      <td>96</td>\n",
       "      <td>83</td>\n",
       "      <td>94</td>\n",
       "      <td>23</td>\n",
       "      <td>91</td>\n",
       "      <td>92</td>\n",
       "      <td>31</td>\n",
       "      <td>80</td>\n",
       "      <td>85</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>92</td>\n",
       "      <td>48</td>\n",
       "      <td>90</td>\n",
       "      <td>95</td>\n",
       "      <td>95</td>\n",
       "      <td>96</td>\n",
       "      <td>77</td>\n",
       "      <td>89</td>\n",
       "      <td>97</td>\n",
       "      <td>95</td>\n",
       "      <td>...</td>\n",
       "      <td>95</td>\n",
       "      <td>88</td>\n",
       "      <td>85</td>\n",
       "      <td>26</td>\n",
       "      <td>87</td>\n",
       "      <td>73</td>\n",
       "      <td>28</td>\n",
       "      <td>59</td>\n",
       "      <td>90</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>94</td>\n",
       "      <td>56</td>\n",
       "      <td>96</td>\n",
       "      <td>82</td>\n",
       "      <td>95</td>\n",
       "      <td>92</td>\n",
       "      <td>75</td>\n",
       "      <td>81</td>\n",
       "      <td>96</td>\n",
       "      <td>89</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>81</td>\n",
       "      <td>80</td>\n",
       "      <td>33</td>\n",
       "      <td>90</td>\n",
       "      <td>78</td>\n",
       "      <td>24</td>\n",
       "      <td>53</td>\n",
       "      <td>80</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>88</td>\n",
       "      <td>78</td>\n",
       "      <td>86</td>\n",
       "      <td>60</td>\n",
       "      <td>91</td>\n",
       "      <td>83</td>\n",
       "      <td>77</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>94</td>\n",
       "      <td>...</td>\n",
       "      <td>93</td>\n",
       "      <td>83</td>\n",
       "      <td>87</td>\n",
       "      <td>38</td>\n",
       "      <td>77</td>\n",
       "      <td>89</td>\n",
       "      <td>45</td>\n",
       "      <td>80</td>\n",
       "      <td>84</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>58</td>\n",
       "      <td>29</td>\n",
       "      <td>52</td>\n",
       "      <td>35</td>\n",
       "      <td>48</td>\n",
       "      <td>70</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>30</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>55</td>\n",
       "      <td>25</td>\n",
       "      <td>11</td>\n",
       "      <td>61</td>\n",
       "      <td>44</td>\n",
       "      <td>10</td>\n",
       "      <td>83</td>\n",
       "      <td>70</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>79</td>\n",
       "      <td>80</td>\n",
       "      <td>78</td>\n",
       "      <td>80</td>\n",
       "      <td>89</td>\n",
       "      <td>87</td>\n",
       "      <td>62</td>\n",
       "      <td>77</td>\n",
       "      <td>85</td>\n",
       "      <td>91</td>\n",
       "      <td>...</td>\n",
       "      <td>91</td>\n",
       "      <td>83</td>\n",
       "      <td>88</td>\n",
       "      <td>19</td>\n",
       "      <td>83</td>\n",
       "      <td>79</td>\n",
       "      <td>42</td>\n",
       "      <td>84</td>\n",
       "      <td>78</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>57</td>\n",
       "      <td>38</td>\n",
       "      <td>60</td>\n",
       "      <td>43</td>\n",
       "      <td>42</td>\n",
       "      <td>64</td>\n",
       "      <td>17</td>\n",
       "      <td>21</td>\n",
       "      <td>18</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>50</td>\n",
       "      <td>31</td>\n",
       "      <td>13</td>\n",
       "      <td>58</td>\n",
       "      <td>40</td>\n",
       "      <td>21</td>\n",
       "      <td>64</td>\n",
       "      <td>68</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>93</td>\n",
       "      <td>54</td>\n",
       "      <td>93</td>\n",
       "      <td>91</td>\n",
       "      <td>92</td>\n",
       "      <td>87</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>93</td>\n",
       "      <td>83</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>86</td>\n",
       "      <td>79</td>\n",
       "      <td>22</td>\n",
       "      <td>87</td>\n",
       "      <td>79</td>\n",
       "      <td>27</td>\n",
       "      <td>65</td>\n",
       "      <td>86</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>71</td>\n",
       "      <td>69</td>\n",
       "      <td>89</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>79</td>\n",
       "      <td>76</td>\n",
       "      <td>...</td>\n",
       "      <td>86</td>\n",
       "      <td>90</td>\n",
       "      <td>87</td>\n",
       "      <td>69</td>\n",
       "      <td>52</td>\n",
       "      <td>77</td>\n",
       "      <td>82</td>\n",
       "      <td>74</td>\n",
       "      <td>88</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>78</td>\n",
       "      <td>50</td>\n",
       "      <td>75</td>\n",
       "      <td>69</td>\n",
       "      <td>85</td>\n",
       "      <td>86</td>\n",
       "      <td>68</td>\n",
       "      <td>74</td>\n",
       "      <td>84</td>\n",
       "      <td>91</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>75</td>\n",
       "      <td>88</td>\n",
       "      <td>18</td>\n",
       "      <td>80</td>\n",
       "      <td>72</td>\n",
       "      <td>22</td>\n",
       "      <td>85</td>\n",
       "      <td>70</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>75</td>\n",
       "      <td>84</td>\n",
       "      <td>79</td>\n",
       "      <td>60</td>\n",
       "      <td>84</td>\n",
       "      <td>80</td>\n",
       "      <td>66</td>\n",
       "      <td>73</td>\n",
       "      <td>61</td>\n",
       "      <td>60</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>78</td>\n",
       "      <td>79</td>\n",
       "      <td>91</td>\n",
       "      <td>77</td>\n",
       "      <td>84</td>\n",
       "      <td>89</td>\n",
       "      <td>81</td>\n",
       "      <td>63</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>76</td>\n",
       "      <td>68</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "      <td>87</td>\n",
       "      <td>84</td>\n",
       "      <td>90</td>\n",
       "      <td>83</td>\n",
       "      <td>85</td>\n",
       "      <td>83</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>90</td>\n",
       "      <td>85</td>\n",
       "      <td>40</td>\n",
       "      <td>75</td>\n",
       "      <td>87</td>\n",
       "      <td>51</td>\n",
       "      <td>73</td>\n",
       "      <td>90</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>46</td>\n",
       "      <td>23</td>\n",
       "      <td>61</td>\n",
       "      <td>45</td>\n",
       "      <td>23</td>\n",
       "      <td>52</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>...</td>\n",
       "      <td>81</td>\n",
       "      <td>32</td>\n",
       "      <td>36</td>\n",
       "      <td>16</td>\n",
       "      <td>52</td>\n",
       "      <td>38</td>\n",
       "      <td>18</td>\n",
       "      <td>70</td>\n",
       "      <td>44</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>88</td>\n",
       "      <td>80</td>\n",
       "      <td>90</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>86</td>\n",
       "      <td>80</td>\n",
       "      <td>78</td>\n",
       "      <td>90</td>\n",
       "      <td>85</td>\n",
       "      <td>...</td>\n",
       "      <td>87</td>\n",
       "      <td>81</td>\n",
       "      <td>84</td>\n",
       "      <td>35</td>\n",
       "      <td>84</td>\n",
       "      <td>85</td>\n",
       "      <td>39</td>\n",
       "      <td>72</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>75</td>\n",
       "      <td>62</td>\n",
       "      <td>93</td>\n",
       "      <td>94</td>\n",
       "      <td>92</td>\n",
       "      <td>84</td>\n",
       "      <td>78</td>\n",
       "      <td>79</td>\n",
       "      <td>86</td>\n",
       "      <td>71</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>92</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>71</td>\n",
       "      <td>82</td>\n",
       "      <td>80</td>\n",
       "      <td>58</td>\n",
       "      <td>90</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>93</td>\n",
       "      <td>65</td>\n",
       "      <td>77</td>\n",
       "      <td>65</td>\n",
       "      <td>87</td>\n",
       "      <td>85</td>\n",
       "      <td>87</td>\n",
       "      <td>86</td>\n",
       "      <td>89</td>\n",
       "      <td>87</td>\n",
       "      <td>...</td>\n",
       "      <td>87</td>\n",
       "      <td>86</td>\n",
       "      <td>91</td>\n",
       "      <td>52</td>\n",
       "      <td>95</td>\n",
       "      <td>76</td>\n",
       "      <td>55</td>\n",
       "      <td>80</td>\n",
       "      <td>79</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>90</td>\n",
       "      <td>63</td>\n",
       "      <td>86</td>\n",
       "      <td>91</td>\n",
       "      <td>89</td>\n",
       "      <td>90</td>\n",
       "      <td>70</td>\n",
       "      <td>82</td>\n",
       "      <td>89</td>\n",
       "      <td>90</td>\n",
       "      <td>...</td>\n",
       "      <td>89</td>\n",
       "      <td>79</td>\n",
       "      <td>88</td>\n",
       "      <td>12</td>\n",
       "      <td>84</td>\n",
       "      <td>74</td>\n",
       "      <td>20</td>\n",
       "      <td>74</td>\n",
       "      <td>83</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>68</td>\n",
       "      <td>92</td>\n",
       "      <td>59</td>\n",
       "      <td>64</td>\n",
       "      <td>57</td>\n",
       "      <td>82</td>\n",
       "      <td>58</td>\n",
       "      <td>60</td>\n",
       "      <td>58</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>82</td>\n",
       "      <td>59</td>\n",
       "      <td>78</td>\n",
       "      <td>90</td>\n",
       "      <td>78</td>\n",
       "      <td>68</td>\n",
       "      <td>92</td>\n",
       "      <td>91</td>\n",
       "      <td>50</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>49</td>\n",
       "      <td>38</td>\n",
       "      <td>55</td>\n",
       "      <td>49</td>\n",
       "      <td>28</td>\n",
       "      <td>70</td>\n",
       "      <td>13</td>\n",
       "      <td>20</td>\n",
       "      <td>26</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>80</td>\n",
       "      <td>37</td>\n",
       "      <td>39</td>\n",
       "      <td>11</td>\n",
       "      <td>43</td>\n",
       "      <td>39</td>\n",
       "      <td>11</td>\n",
       "      <td>69</td>\n",
       "      <td>50</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>88</td>\n",
       "      <td>48</td>\n",
       "      <td>91</td>\n",
       "      <td>85</td>\n",
       "      <td>93</td>\n",
       "      <td>84</td>\n",
       "      <td>80</td>\n",
       "      <td>88</td>\n",
       "      <td>92</td>\n",
       "      <td>85</td>\n",
       "      <td>...</td>\n",
       "      <td>84</td>\n",
       "      <td>83</td>\n",
       "      <td>82</td>\n",
       "      <td>20</td>\n",
       "      <td>84</td>\n",
       "      <td>83</td>\n",
       "      <td>20</td>\n",
       "      <td>65</td>\n",
       "      <td>84</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>43</td>\n",
       "      <td>34</td>\n",
       "      <td>67</td>\n",
       "      <td>49</td>\n",
       "      <td>16</td>\n",
       "      <td>55</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>84</td>\n",
       "      <td>29</td>\n",
       "      <td>22</td>\n",
       "      <td>18</td>\n",
       "      <td>60</td>\n",
       "      <td>41</td>\n",
       "      <td>12</td>\n",
       "      <td>78</td>\n",
       "      <td>55</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>87</td>\n",
       "      <td>69</td>\n",
       "      <td>90</td>\n",
       "      <td>80</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>82</td>\n",
       "      <td>84</td>\n",
       "      <td>87</td>\n",
       "      <td>88</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>79</td>\n",
       "      <td>81</td>\n",
       "      <td>11</td>\n",
       "      <td>86</td>\n",
       "      <td>76</td>\n",
       "      <td>22</td>\n",
       "      <td>61</td>\n",
       "      <td>76</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>77</td>\n",
       "      <td>57</td>\n",
       "      <td>90</td>\n",
       "      <td>86</td>\n",
       "      <td>92</td>\n",
       "      <td>83</td>\n",
       "      <td>72</td>\n",
       "      <td>85</td>\n",
       "      <td>90</td>\n",
       "      <td>69</td>\n",
       "      <td>...</td>\n",
       "      <td>84</td>\n",
       "      <td>91</td>\n",
       "      <td>75</td>\n",
       "      <td>62</td>\n",
       "      <td>68</td>\n",
       "      <td>75</td>\n",
       "      <td>64</td>\n",
       "      <td>59</td>\n",
       "      <td>86</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>95</td>\n",
       "      <td>43</td>\n",
       "      <td>77</td>\n",
       "      <td>70</td>\n",
       "      <td>82</td>\n",
       "      <td>84</td>\n",
       "      <td>77</td>\n",
       "      <td>78</td>\n",
       "      <td>82</td>\n",
       "      <td>88</td>\n",
       "      <td>...</td>\n",
       "      <td>87</td>\n",
       "      <td>77</td>\n",
       "      <td>81</td>\n",
       "      <td>36</td>\n",
       "      <td>96</td>\n",
       "      <td>79</td>\n",
       "      <td>25</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>62</td>\n",
       "      <td>82</td>\n",
       "      <td>60</td>\n",
       "      <td>52</td>\n",
       "      <td>75</td>\n",
       "      <td>84</td>\n",
       "      <td>44</td>\n",
       "      <td>56</td>\n",
       "      <td>69</td>\n",
       "      <td>39</td>\n",
       "      <td>...</td>\n",
       "      <td>86</td>\n",
       "      <td>79</td>\n",
       "      <td>74</td>\n",
       "      <td>88</td>\n",
       "      <td>72</td>\n",
       "      <td>73</td>\n",
       "      <td>88</td>\n",
       "      <td>85</td>\n",
       "      <td>74</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>72</td>\n",
       "      <td>82</td>\n",
       "      <td>58</td>\n",
       "      <td>53</td>\n",
       "      <td>71</td>\n",
       "      <td>86</td>\n",
       "      <td>69</td>\n",
       "      <td>56</td>\n",
       "      <td>67</td>\n",
       "      <td>34</td>\n",
       "      <td>...</td>\n",
       "      <td>82</td>\n",
       "      <td>75</td>\n",
       "      <td>79</td>\n",
       "      <td>90</td>\n",
       "      <td>78</td>\n",
       "      <td>74</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>76</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>62</td>\n",
       "      <td>86</td>\n",
       "      <td>63</td>\n",
       "      <td>58</td>\n",
       "      <td>76</td>\n",
       "      <td>82</td>\n",
       "      <td>55</td>\n",
       "      <td>49</td>\n",
       "      <td>53</td>\n",
       "      <td>42</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>79</td>\n",
       "      <td>67</td>\n",
       "      <td>89</td>\n",
       "      <td>67</td>\n",
       "      <td>67</td>\n",
       "      <td>86</td>\n",
       "      <td>80</td>\n",
       "      <td>52</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>62</td>\n",
       "      <td>66</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>77</td>\n",
       "      <td>91</td>\n",
       "      <td>64</td>\n",
       "      <td>65</td>\n",
       "      <td>68</td>\n",
       "      <td>55</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>80</td>\n",
       "      <td>71</td>\n",
       "      <td>90</td>\n",
       "      <td>65</td>\n",
       "      <td>66</td>\n",
       "      <td>92</td>\n",
       "      <td>85</td>\n",
       "      <td>79</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>75</td>\n",
       "      <td>48</td>\n",
       "      <td>83</td>\n",
       "      <td>70</td>\n",
       "      <td>90</td>\n",
       "      <td>78</td>\n",
       "      <td>82</td>\n",
       "      <td>84</td>\n",
       "      <td>86</td>\n",
       "      <td>74</td>\n",
       "      <td>...</td>\n",
       "      <td>87</td>\n",
       "      <td>89</td>\n",
       "      <td>70</td>\n",
       "      <td>19</td>\n",
       "      <td>68</td>\n",
       "      <td>69</td>\n",
       "      <td>16</td>\n",
       "      <td>57</td>\n",
       "      <td>92</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>65</td>\n",
       "      <td>31</td>\n",
       "      <td>55</td>\n",
       "      <td>54</td>\n",
       "      <td>34</td>\n",
       "      <td>61</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>50</td>\n",
       "      <td>23</td>\n",
       "      <td>18</td>\n",
       "      <td>63</td>\n",
       "      <td>41</td>\n",
       "      <td>10</td>\n",
       "      <td>43</td>\n",
       "      <td>30</td>\n",
       "      <td>11</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>17951</th>\n",
       "      <td>40</td>\n",
       "      <td>20</td>\n",
       "      <td>45</td>\n",
       "      <td>52</td>\n",
       "      <td>25</td>\n",
       "      <td>27</td>\n",
       "      <td>19</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>26</td>\n",
       "      <td>25</td>\n",
       "      <td>16</td>\n",
       "      <td>42</td>\n",
       "      <td>33</td>\n",
       "      <td>15</td>\n",
       "      <td>58</td>\n",
       "      <td>20</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17952</th>\n",
       "      <td>68</td>\n",
       "      <td>53</td>\n",
       "      <td>63</td>\n",
       "      <td>58</td>\n",
       "      <td>43</td>\n",
       "      <td>42</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>42</td>\n",
       "      <td>31</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>59</td>\n",
       "      <td>49</td>\n",
       "      <td>44</td>\n",
       "      <td>68</td>\n",
       "      <td>61</td>\n",
       "      <td>36</td>\n",
       "      <td>58</td>\n",
       "      <td>42</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17953</th>\n",
       "      <td>67</td>\n",
       "      <td>53</td>\n",
       "      <td>64</td>\n",
       "      <td>50</td>\n",
       "      <td>44</td>\n",
       "      <td>42</td>\n",
       "      <td>41</td>\n",
       "      <td>31</td>\n",
       "      <td>42</td>\n",
       "      <td>29</td>\n",
       "      <td>...</td>\n",
       "      <td>51</td>\n",
       "      <td>54</td>\n",
       "      <td>49</td>\n",
       "      <td>45</td>\n",
       "      <td>65</td>\n",
       "      <td>60</td>\n",
       "      <td>39</td>\n",
       "      <td>49</td>\n",
       "      <td>45</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17954</th>\n",
       "      <td>69</td>\n",
       "      <td>26</td>\n",
       "      <td>65</td>\n",
       "      <td>74</td>\n",
       "      <td>48</td>\n",
       "      <td>38</td>\n",
       "      <td>50</td>\n",
       "      <td>44</td>\n",
       "      <td>46</td>\n",
       "      <td>45</td>\n",
       "      <td>...</td>\n",
       "      <td>34</td>\n",
       "      <td>43</td>\n",
       "      <td>46</td>\n",
       "      <td>25</td>\n",
       "      <td>57</td>\n",
       "      <td>48</td>\n",
       "      <td>25</td>\n",
       "      <td>51</td>\n",
       "      <td>42</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17955</th>\n",
       "      <td>59</td>\n",
       "      <td>57</td>\n",
       "      <td>62</td>\n",
       "      <td>51</td>\n",
       "      <td>50</td>\n",
       "      <td>46</td>\n",
       "      <td>36</td>\n",
       "      <td>33</td>\n",
       "      <td>51</td>\n",
       "      <td>32</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>55</td>\n",
       "      <td>54</td>\n",
       "      <td>50</td>\n",
       "      <td>49</td>\n",
       "      <td>40</td>\n",
       "      <td>44</td>\n",
       "      <td>52</td>\n",
       "      <td>47</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17956</th>\n",
       "      <td>62</td>\n",
       "      <td>41</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>27</td>\n",
       "      <td>40</td>\n",
       "      <td>24</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>23</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>47</td>\n",
       "      <td>55</td>\n",
       "      <td>57</td>\n",
       "      <td>52</td>\n",
       "      <td>63</td>\n",
       "      <td>32</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17957</th>\n",
       "      <td>56</td>\n",
       "      <td>59</td>\n",
       "      <td>52</td>\n",
       "      <td>55</td>\n",
       "      <td>43</td>\n",
       "      <td>42</td>\n",
       "      <td>39</td>\n",
       "      <td>28</td>\n",
       "      <td>39</td>\n",
       "      <td>17</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>45</td>\n",
       "      <td>39</td>\n",
       "      <td>44</td>\n",
       "      <td>52</td>\n",
       "      <td>51</td>\n",
       "      <td>46</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17958</th>\n",
       "      <td>60</td>\n",
       "      <td>41</td>\n",
       "      <td>46</td>\n",
       "      <td>62</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>37</td>\n",
       "      <td>26</td>\n",
       "      <td>21</td>\n",
       "      <td>24</td>\n",
       "      <td>...</td>\n",
       "      <td>46</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>46</td>\n",
       "      <td>56</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>57</td>\n",
       "      <td>32</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17959</th>\n",
       "      <td>69</td>\n",
       "      <td>52</td>\n",
       "      <td>54</td>\n",
       "      <td>72</td>\n",
       "      <td>45</td>\n",
       "      <td>47</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>43</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>51</td>\n",
       "      <td>48</td>\n",
       "      <td>31</td>\n",
       "      <td>68</td>\n",
       "      <td>64</td>\n",
       "      <td>33</td>\n",
       "      <td>58</td>\n",
       "      <td>47</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17960</th>\n",
       "      <td>43</td>\n",
       "      <td>47</td>\n",
       "      <td>47</td>\n",
       "      <td>65</td>\n",
       "      <td>47</td>\n",
       "      <td>54</td>\n",
       "      <td>35</td>\n",
       "      <td>48</td>\n",
       "      <td>47</td>\n",
       "      <td>36</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>55</td>\n",
       "      <td>44</td>\n",
       "      <td>47</td>\n",
       "      <td>62</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>49</td>\n",
       "      <td>53</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17961</th>\n",
       "      <td>57</td>\n",
       "      <td>45</td>\n",
       "      <td>44</td>\n",
       "      <td>64</td>\n",
       "      <td>30</td>\n",
       "      <td>43</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>32</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>36</td>\n",
       "      <td>32</td>\n",
       "      <td>47</td>\n",
       "      <td>54</td>\n",
       "      <td>62</td>\n",
       "      <td>52</td>\n",
       "      <td>45</td>\n",
       "      <td>27</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17962</th>\n",
       "      <td>65</td>\n",
       "      <td>43</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>33</td>\n",
       "      <td>45</td>\n",
       "      <td>37</td>\n",
       "      <td>28</td>\n",
       "      <td>38</td>\n",
       "      <td>26</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>26</td>\n",
       "      <td>22</td>\n",
       "      <td>48</td>\n",
       "      <td>63</td>\n",
       "      <td>62</td>\n",
       "      <td>46</td>\n",
       "      <td>60</td>\n",
       "      <td>32</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17963</th>\n",
       "      <td>57</td>\n",
       "      <td>59</td>\n",
       "      <td>58</td>\n",
       "      <td>70</td>\n",
       "      <td>42</td>\n",
       "      <td>39</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>41</td>\n",
       "      <td>29</td>\n",
       "      <td>...</td>\n",
       "      <td>54</td>\n",
       "      <td>55</td>\n",
       "      <td>43</td>\n",
       "      <td>47</td>\n",
       "      <td>49</td>\n",
       "      <td>42</td>\n",
       "      <td>45</td>\n",
       "      <td>46</td>\n",
       "      <td>47</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17964</th>\n",
       "      <td>56</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>65</td>\n",
       "      <td>41</td>\n",
       "      <td>35</td>\n",
       "      <td>31</td>\n",
       "      <td>30</td>\n",
       "      <td>44</td>\n",
       "      <td>26</td>\n",
       "      <td>...</td>\n",
       "      <td>53</td>\n",
       "      <td>55</td>\n",
       "      <td>46</td>\n",
       "      <td>53</td>\n",
       "      <td>51</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17965</th>\n",
       "      <td>58</td>\n",
       "      <td>54</td>\n",
       "      <td>59</td>\n",
       "      <td>77</td>\n",
       "      <td>43</td>\n",
       "      <td>38</td>\n",
       "      <td>34</td>\n",
       "      <td>30</td>\n",
       "      <td>43</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>52</td>\n",
       "      <td>54</td>\n",
       "      <td>48</td>\n",
       "      <td>64</td>\n",
       "      <td>59</td>\n",
       "      <td>44</td>\n",
       "      <td>31</td>\n",
       "      <td>40</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17966</th>\n",
       "      <td>59</td>\n",
       "      <td>55</td>\n",
       "      <td>50</td>\n",
       "      <td>79</td>\n",
       "      <td>48</td>\n",
       "      <td>35</td>\n",
       "      <td>31</td>\n",
       "      <td>39</td>\n",
       "      <td>46</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>48</td>\n",
       "      <td>53</td>\n",
       "      <td>42</td>\n",
       "      <td>54</td>\n",
       "      <td>58</td>\n",
       "      <td>37</td>\n",
       "      <td>44</td>\n",
       "      <td>42</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17967</th>\n",
       "      <td>63</td>\n",
       "      <td>51</td>\n",
       "      <td>57</td>\n",
       "      <td>65</td>\n",
       "      <td>35</td>\n",
       "      <td>38</td>\n",
       "      <td>47</td>\n",
       "      <td>28</td>\n",
       "      <td>54</td>\n",
       "      <td>23</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>27</td>\n",
       "      <td>22</td>\n",
       "      <td>46</td>\n",
       "      <td>54</td>\n",
       "      <td>60</td>\n",
       "      <td>46</td>\n",
       "      <td>63</td>\n",
       "      <td>32</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17968</th>\n",
       "      <td>55</td>\n",
       "      <td>47</td>\n",
       "      <td>49</td>\n",
       "      <td>59</td>\n",
       "      <td>30</td>\n",
       "      <td>48</td>\n",
       "      <td>25</td>\n",
       "      <td>21</td>\n",
       "      <td>26</td>\n",
       "      <td>21</td>\n",
       "      <td>...</td>\n",
       "      <td>48</td>\n",
       "      <td>26</td>\n",
       "      <td>32</td>\n",
       "      <td>54</td>\n",
       "      <td>63</td>\n",
       "      <td>59</td>\n",
       "      <td>51</td>\n",
       "      <td>50</td>\n",
       "      <td>32</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17969</th>\n",
       "      <td>62</td>\n",
       "      <td>27</td>\n",
       "      <td>69</td>\n",
       "      <td>71</td>\n",
       "      <td>46</td>\n",
       "      <td>42</td>\n",
       "      <td>32</td>\n",
       "      <td>36</td>\n",
       "      <td>51</td>\n",
       "      <td>50</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>42</td>\n",
       "      <td>45</td>\n",
       "      <td>18</td>\n",
       "      <td>65</td>\n",
       "      <td>55</td>\n",
       "      <td>20</td>\n",
       "      <td>41</td>\n",
       "      <td>47</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17970</th>\n",
       "      <td>52</td>\n",
       "      <td>56</td>\n",
       "      <td>60</td>\n",
       "      <td>51</td>\n",
       "      <td>42</td>\n",
       "      <td>38</td>\n",
       "      <td>29</td>\n",
       "      <td>33</td>\n",
       "      <td>29</td>\n",
       "      <td>22</td>\n",
       "      <td>...</td>\n",
       "      <td>46</td>\n",
       "      <td>39</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>55</td>\n",
       "      <td>61</td>\n",
       "      <td>46</td>\n",
       "      <td>68</td>\n",
       "      <td>31</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17971</th>\n",
       "      <td>51</td>\n",
       "      <td>33</td>\n",
       "      <td>51</td>\n",
       "      <td>69</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>28</td>\n",
       "      <td>38</td>\n",
       "      <td>47</td>\n",
       "      <td>59</td>\n",
       "      <td>...</td>\n",
       "      <td>48</td>\n",
       "      <td>46</td>\n",
       "      <td>52</td>\n",
       "      <td>15</td>\n",
       "      <td>56</td>\n",
       "      <td>53</td>\n",
       "      <td>13</td>\n",
       "      <td>61</td>\n",
       "      <td>48</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17972</th>\n",
       "      <td>60</td>\n",
       "      <td>44</td>\n",
       "      <td>47</td>\n",
       "      <td>54</td>\n",
       "      <td>28</td>\n",
       "      <td>43</td>\n",
       "      <td>51</td>\n",
       "      <td>46</td>\n",
       "      <td>48</td>\n",
       "      <td>34</td>\n",
       "      <td>...</td>\n",
       "      <td>50</td>\n",
       "      <td>40</td>\n",
       "      <td>44</td>\n",
       "      <td>43</td>\n",
       "      <td>58</td>\n",
       "      <td>52</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>40</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17973</th>\n",
       "      <td>65</td>\n",
       "      <td>43</td>\n",
       "      <td>57</td>\n",
       "      <td>51</td>\n",
       "      <td>42</td>\n",
       "      <td>35</td>\n",
       "      <td>36</td>\n",
       "      <td>31</td>\n",
       "      <td>48</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>50</td>\n",
       "      <td>47</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>64</td>\n",
       "      <td>55</td>\n",
       "      <td>39</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17974</th>\n",
       "      <td>66</td>\n",
       "      <td>40</td>\n",
       "      <td>45</td>\n",
       "      <td>48</td>\n",
       "      <td>34</td>\n",
       "      <td>37</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>48</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>49</td>\n",
       "      <td>60</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>42</td>\n",
       "      <td>28</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17975</th>\n",
       "      <td>25</td>\n",
       "      <td>52</td>\n",
       "      <td>40</td>\n",
       "      <td>52</td>\n",
       "      <td>46</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>52</td>\n",
       "      <td>44</td>\n",
       "      <td>40</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>54</td>\n",
       "      <td>52</td>\n",
       "      <td>38</td>\n",
       "      <td>22</td>\n",
       "      <td>30</td>\n",
       "      <td>36</td>\n",
       "      <td>37</td>\n",
       "      <td>43</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17976</th>\n",
       "      <td>24</td>\n",
       "      <td>16</td>\n",
       "      <td>38</td>\n",
       "      <td>26</td>\n",
       "      <td>12</td>\n",
       "      <td>23</td>\n",
       "      <td>14</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>10</td>\n",
       "      <td>32</td>\n",
       "      <td>28</td>\n",
       "      <td>11</td>\n",
       "      <td>50</td>\n",
       "      <td>26</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17977</th>\n",
       "      <td>25</td>\n",
       "      <td>44</td>\n",
       "      <td>35</td>\n",
       "      <td>44</td>\n",
       "      <td>22</td>\n",
       "      <td>44</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>51</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>25</td>\n",
       "      <td>32</td>\n",
       "      <td>12</td>\n",
       "      <td>47</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17978</th>\n",
       "      <td>66</td>\n",
       "      <td>26</td>\n",
       "      <td>60</td>\n",
       "      <td>77</td>\n",
       "      <td>41</td>\n",
       "      <td>50</td>\n",
       "      <td>28</td>\n",
       "      <td>32</td>\n",
       "      <td>37</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>54</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>14</td>\n",
       "      <td>51</td>\n",
       "      <td>33</td>\n",
       "      <td>17</td>\n",
       "      <td>32</td>\n",
       "      <td>37</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17979</th>\n",
       "      <td>57</td>\n",
       "      <td>46</td>\n",
       "      <td>58</td>\n",
       "      <td>74</td>\n",
       "      <td>43</td>\n",
       "      <td>45</td>\n",
       "      <td>34</td>\n",
       "      <td>30</td>\n",
       "      <td>41</td>\n",
       "      <td>32</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>43</td>\n",
       "      <td>47</td>\n",
       "      <td>58</td>\n",
       "      <td>49</td>\n",
       "      <td>48</td>\n",
       "      <td>46</td>\n",
       "      <td>51</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17980</th>\n",
       "      <td>48</td>\n",
       "      <td>52</td>\n",
       "      <td>49</td>\n",
       "      <td>47</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>19</td>\n",
       "      <td>17</td>\n",
       "      <td>23</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>31</td>\n",
       "      <td>21</td>\n",
       "      <td>43</td>\n",
       "      <td>49</td>\n",
       "      <td>55</td>\n",
       "      <td>44</td>\n",
       "      <td>67</td>\n",
       "      <td>22</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>17981 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Acceleration Aggression Agility Balance Ball control Composure Crossing  \\\n",
       "0               89         63      89      63           93        95       85   \n",
       "1               92         48      90      95           95        96       77   \n",
       "2               94         56      96      82           95        92       75   \n",
       "3               88         78      86      60           91        83       77   \n",
       "4               58         29      52      35           48        70       15   \n",
       "5               79         80      78      80           89        87       62   \n",
       "6               57         38      60      43           42        64       17   \n",
       "7               93         54      93      91           92        87       80   \n",
       "8               60         60      71      69           89        85       85   \n",
       "9               78         50      75      69           85        86       68   \n",
       "10              75         84      79      60           84        80       66   \n",
       "11              76         68      80      75           87        84       90   \n",
       "12              46         23      61      45           23        52       14   \n",
       "13              88         80      90      87           87        86       80   \n",
       "14              75         62      93      94           92        84       78   \n",
       "15              93         65      77      65           87        85       87   \n",
       "16              90         63      86      91           89        90       70   \n",
       "17              68         92      59      64           57        82       58   \n",
       "18              49         38      55      49           28        70       13   \n",
       "19              88         48      91      85           93        84       80   \n",
       "20              43         34      67      49           16        55       13   \n",
       "21              87         69      90      80           86        86       82   \n",
       "22              77         57      90      86           92        83       72   \n",
       "23              95         43      77      70           82        84       77   \n",
       "24              62         82      60      52           75        84       44   \n",
       "25              72         82      58      53           71        86       69   \n",
       "26              62         86      63      58           76        82       55   \n",
       "27              62         66      64      58           77        91       64   \n",
       "28              75         48      83      70           90        78       82   \n",
       "29              65         31      55      54           34        61       13   \n",
       "...            ...        ...     ...     ...          ...       ...      ...   \n",
       "17951           40         20      45      52           25        27       19   \n",
       "17952           68         53      63      58           43        42       35   \n",
       "17953           67         53      64      50           44        42       41   \n",
       "17954           69         26      65      74           48        38       50   \n",
       "17955           59         57      62      51           50        46       36   \n",
       "17956           62         41      43      60           27        40       24   \n",
       "17957           56         59      52      55           43        42       39   \n",
       "17958           60         41      46      62           35        35       37   \n",
       "17959           69         52      54      72           45        47       34   \n",
       "17960           43         47      47      65           47        54       35   \n",
       "17961           57         45      44      64           30        43       21   \n",
       "17962           65         43      64      58           33        45       37   \n",
       "17963           57         59      58      70           42        39       32   \n",
       "17964           56         51      51      65           41        35       31   \n",
       "17965           58         54      59      77           43        38       34   \n",
       "17966           59         55      50      79           48        35       31   \n",
       "17967           63         51      57      65           35        38       47   \n",
       "17968           55         47      49      59           30        48       25   \n",
       "17969           62         27      69      71           46        42       32   \n",
       "17970           52         56      60      51           42        38       29   \n",
       "17971           51         33      51      69           44        44       28   \n",
       "17972           60         44      47      54           28        43       51   \n",
       "17973           65         43      57      51           42        35       36   \n",
       "17974           66         40      45      48           34        37       28   \n",
       "17975           25         52      40      52           46        42       42   \n",
       "17976           24         16      38      26           12        23       14   \n",
       "17977           25         44      35      44           22        44       11   \n",
       "17978           66         26      60      77           41        50       28   \n",
       "17979           57         46      58      74           43        45       34   \n",
       "17980           48         52      49      47           32        33       19   \n",
       "\n",
       "      Curve Dribbling Finishing   ...   Reactions Short passing Shot power  \\\n",
       "0        81        91        94   ...          96            83         94   \n",
       "1        89        97        95   ...          95            88         85   \n",
       "2        81        96        89   ...          88            81         80   \n",
       "3        86        86        94   ...          93            83         87   \n",
       "4        14        30        13   ...          85            55         25   \n",
       "5        77        85        91   ...          91            83         88   \n",
       "6        21        18        13   ...          88            50         31   \n",
       "7        82        93        83   ...          85            86         79   \n",
       "8        85        79        76   ...          86            90         87   \n",
       "9        74        84        91   ...          88            75         88   \n",
       "10       73        61        60   ...          85            78         79   \n",
       "11       83        85        83   ...          88            90         85   \n",
       "12       19        13        14   ...          81            32         36   \n",
       "13       78        90        85   ...          87            81         84   \n",
       "14       79        86        71   ...          88            92         73   \n",
       "15       86        89        87   ...          87            86         91   \n",
       "16       82        89        90   ...          89            79         88   \n",
       "17       60        58        33   ...          82            59         78   \n",
       "18       20        26        15   ...          80            37         39   \n",
       "19       88        92        85   ...          84            83         82   \n",
       "20       13        12        11   ...          84            29         22   \n",
       "21       84        87        88   ...          90            79         81   \n",
       "22       85        90        69   ...          84            91         75   \n",
       "23       78        82        88   ...          87            77         81   \n",
       "24       56        69        39   ...          86            79         74   \n",
       "25       56        67        34   ...          82            75         79   \n",
       "26       49        53        42   ...          85            79         67   \n",
       "27       65        68        55   ...          85            80         71   \n",
       "28       84        86        74   ...          87            89         70   \n",
       "29       11        10        10   ...          85            50         23   \n",
       "...     ...       ...       ...   ...         ...           ...        ...   \n",
       "17951    12        13        15   ...          47            26         25   \n",
       "17952    35        42        31   ...          49            59         49   \n",
       "17953    31        42        29   ...          51            54         49   \n",
       "17954    44        46        45   ...          34            43         46   \n",
       "17955    33        51        32   ...          47            55         54   \n",
       "17956    27        29        23   ...          43            29         35   \n",
       "17957    28        39        17   ...          49            45         39   \n",
       "17958    26        21        24   ...          46            36         38   \n",
       "17959    34        43        47   ...          40            51         48   \n",
       "17960    48        47        36   ...          40            55         44   \n",
       "17961    22        32        19   ...          45            36         32   \n",
       "17962    28        38        26   ...          45            26         22   \n",
       "17963    32        41        29   ...          54            55         43   \n",
       "17964    30        44        26   ...          53            55         46   \n",
       "17965    30        43        28   ...          49            52         54   \n",
       "17966    39        46        28   ...          48            53         42   \n",
       "17967    28        54        23   ...          45            27         22   \n",
       "17968    21        26        21   ...          48            26         32   \n",
       "17969    36        51        50   ...          47            42         45   \n",
       "17970    33        29        22   ...          46            39         43   \n",
       "17971    38        47        59   ...          48            46         52   \n",
       "17972    46        48        34   ...          50            40         44   \n",
       "17973    31        48        35   ...          50            47         41   \n",
       "17974    28        29        15   ...          48            30         30   \n",
       "17975    52        44        40   ...          47            54         52   \n",
       "17976    13        12         5   ...          40            19         19   \n",
       "17977    12        11        11   ...          51            12         13   \n",
       "17978    32        37        47   ...          54            42         42   \n",
       "17979    30        41        32   ...          49            49         43   \n",
       "17980    17        23        20   ...          40            31         21   \n",
       "\n",
       "      Sliding tackle Sprint speed Stamina Standing tackle Strength Vision  \\\n",
       "0                 23           91      92              31       80     85   \n",
       "1                 26           87      73              28       59     90   \n",
       "2                 33           90      78              24       53     80   \n",
       "3                 38           77      89              45       80     84   \n",
       "4                 11           61      44              10       83     70   \n",
       "5                 19           83      79              42       84     78   \n",
       "6                 13           58      40              21       64     68   \n",
       "7                 22           87      79              27       65     86   \n",
       "8                 69           52      77              82       74     88   \n",
       "9                 18           80      72              22       85     70   \n",
       "10                91           77      84              89       81     63   \n",
       "11                40           75      87              51       73     90   \n",
       "12                16           52      38              18       70     44   \n",
       "13                35           84      85              39       72     83   \n",
       "14                73           71      82              80       58     90   \n",
       "15                52           95      76              55       80     79   \n",
       "16                12           84      74              20       74     83   \n",
       "17                90           78      68              92       91     50   \n",
       "18                11           43      39              11       69     50   \n",
       "19                20           84      83              20       65     84   \n",
       "20                18           60      41              12       78     55   \n",
       "21                11           86      76              22       61     76   \n",
       "22                62           68      75              64       59     86   \n",
       "23                36           96      79              25       77     77   \n",
       "24                88           72      73              88       85     74   \n",
       "25                90           78      74              91       91     76   \n",
       "26                89           67      67              86       80     52   \n",
       "27                90           65      66              92       85     79   \n",
       "28                19           68      69              16       57     92   \n",
       "29                18           63      41              10       43     30   \n",
       "...              ...          ...     ...             ...      ...    ...   \n",
       "17951             16           42      33              15       58     20   \n",
       "17952             44           68      61              36       58     42   \n",
       "17953             45           65      60              39       49     45   \n",
       "17954             25           57      48              25       51     42   \n",
       "17955             50           49      40              44       52     47   \n",
       "17956             47           55      57              52       63     32   \n",
       "17957             44           52      51              46       36     38   \n",
       "17958             46           56      48              48       57     32   \n",
       "17959             31           68      64              33       58     47   \n",
       "17960             47           62      38              38       49     53   \n",
       "17961             47           54      62              52       45     27   \n",
       "17962             48           63      62              46       60     32   \n",
       "17963             47           49      42              45       46     47   \n",
       "17964             53           51      44              44       50     51   \n",
       "17965             48           64      59              44       31     40   \n",
       "17966             54           58      37              44       42     51   \n",
       "17967             46           54      60              46       63     32   \n",
       "17968             54           63      59              51       50     32   \n",
       "17969             18           65      55              20       41     47   \n",
       "17970             43           55      61              46       68     31   \n",
       "17971             15           56      53              13       61     48   \n",
       "17972             43           58      52              48       48     40   \n",
       "17973             41           64      55              39       40     40   \n",
       "17974             49           60      52              52       42     28   \n",
       "17975             38           22      30              36       37     43   \n",
       "17976             10           32      28              11       50     26   \n",
       "17977             13           25      32              12       47     17   \n",
       "17978             14           51      33              17       32     37   \n",
       "17979             47           58      49              48       46     51   \n",
       "17980             43           49      55              44       67     22   \n",
       "\n",
       "      Volleys  \n",
       "0          88  \n",
       "1          85  \n",
       "2          83  \n",
       "3          88  \n",
       "4          11  \n",
       "5          87  \n",
       "6          13  \n",
       "7          79  \n",
       "8          82  \n",
       "9          88  \n",
       "10         66  \n",
       "11         82  \n",
       "12         12  \n",
       "13         83  \n",
       "14         74  \n",
       "15         76  \n",
       "16         85  \n",
       "17         45  \n",
       "18         17  \n",
       "19         88  \n",
       "20         13  \n",
       "21         87  \n",
       "22         90  \n",
       "23         86  \n",
       "24         58  \n",
       "25         53  \n",
       "26         47  \n",
       "27         60  \n",
       "28         77  \n",
       "29         11  \n",
       "...       ...  \n",
       "17951      14  \n",
       "17952      32  \n",
       "17953      38  \n",
       "17954      37  \n",
       "17955      28  \n",
       "17956      20  \n",
       "17957      28  \n",
       "17958      21  \n",
       "17959      41  \n",
       "17960      42  \n",
       "17961      20  \n",
       "17962      26  \n",
       "17963      30  \n",
       "17964      31  \n",
       "17965      37  \n",
       "17966      31  \n",
       "17967      23  \n",
       "17968      21  \n",
       "17969      36  \n",
       "17970      19  \n",
       "17971      35  \n",
       "17972      33  \n",
       "17973      33  \n",
       "17974      24  \n",
       "17975      34  \n",
       "17976       6  \n",
       "17977      12  \n",
       "17978      33  \n",
       "17979      25  \n",
       "17980      19  \n",
       "\n",
       "[17981 rows x 35 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "master_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "full_data = pd.merge(data, master_data, left_index=True, right_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "full_data.to_csv('Allplayer.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "master_data.to_csv('Complete/PlayerAttributeData.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "full_data.to_csv('Complete/Dataset.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>ID_x</th>\n",
       "      <th>Name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Photo</th>\n",
       "      <th>Nationality</th>\n",
       "      <th>Flag</th>\n",
       "      <th>Overall</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Club</th>\n",
       "      <th>...</th>\n",
       "      <th>Reactions</th>\n",
       "      <th>Short passing</th>\n",
       "      <th>Shot power</th>\n",
       "      <th>Sliding tackle</th>\n",
       "      <th>Sprint speed</th>\n",
       "      <th>Stamina</th>\n",
       "      <th>Standing tackle</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Vision</th>\n",
       "      <th>Volleys</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>20801</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>32</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/20801.png</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>https://cdn.sofifa.org/flags/38.png</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>...</td>\n",
       "      <td>96</td>\n",
       "      <td>83</td>\n",
       "      <td>94</td>\n",
       "      <td>23</td>\n",
       "      <td>91</td>\n",
       "      <td>92</td>\n",
       "      <td>31</td>\n",
       "      <td>80</td>\n",
       "      <td>85</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>158023</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>30</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/158023.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>...</td>\n",
       "      <td>95</td>\n",
       "      <td>88</td>\n",
       "      <td>85</td>\n",
       "      <td>26</td>\n",
       "      <td>87</td>\n",
       "      <td>73</td>\n",
       "      <td>28</td>\n",
       "      <td>59</td>\n",
       "      <td>90</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>190871</td>\n",
       "      <td>Neymar</td>\n",
       "      <td>25</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/190871.png</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>https://cdn.sofifa.org/flags/54.png</td>\n",
       "      <td>92</td>\n",
       "      <td>94</td>\n",
       "      <td>Paris Saint-Germain</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>81</td>\n",
       "      <td>80</td>\n",
       "      <td>33</td>\n",
       "      <td>90</td>\n",
       "      <td>78</td>\n",
       "      <td>24</td>\n",
       "      <td>53</td>\n",
       "      <td>80</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>176580</td>\n",
       "      <td>L. Suárez</td>\n",
       "      <td>30</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/176580.png</td>\n",
       "      <td>Uruguay</td>\n",
       "      <td>https://cdn.sofifa.org/flags/60.png</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>...</td>\n",
       "      <td>93</td>\n",
       "      <td>83</td>\n",
       "      <td>87</td>\n",
       "      <td>38</td>\n",
       "      <td>77</td>\n",
       "      <td>89</td>\n",
       "      <td>45</td>\n",
       "      <td>80</td>\n",
       "      <td>84</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>167495</td>\n",
       "      <td>M. Neuer</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/167495.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>FC Bayern Munich</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>55</td>\n",
       "      <td>25</td>\n",
       "      <td>11</td>\n",
       "      <td>61</td>\n",
       "      <td>44</td>\n",
       "      <td>10</td>\n",
       "      <td>83</td>\n",
       "      <td>70</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>188545</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/188545.png</td>\n",
       "      <td>Poland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/37.png</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>FC Bayern Munich</td>\n",
       "      <td>...</td>\n",
       "      <td>91</td>\n",
       "      <td>83</td>\n",
       "      <td>88</td>\n",
       "      <td>19</td>\n",
       "      <td>83</td>\n",
       "      <td>79</td>\n",
       "      <td>42</td>\n",
       "      <td>84</td>\n",
       "      <td>78</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>193080</td>\n",
       "      <td>De Gea</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/193080.png</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
       "      <td>90</td>\n",
       "      <td>92</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>50</td>\n",
       "      <td>31</td>\n",
       "      <td>13</td>\n",
       "      <td>58</td>\n",
       "      <td>40</td>\n",
       "      <td>21</td>\n",
       "      <td>64</td>\n",
       "      <td>68</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>183277</td>\n",
       "      <td>E. Hazard</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/183277.png</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
       "      <td>90</td>\n",
       "      <td>91</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>86</td>\n",
       "      <td>79</td>\n",
       "      <td>22</td>\n",
       "      <td>87</td>\n",
       "      <td>79</td>\n",
       "      <td>27</td>\n",
       "      <td>65</td>\n",
       "      <td>86</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>182521</td>\n",
       "      <td>T. Kroos</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/182521.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>...</td>\n",
       "      <td>86</td>\n",
       "      <td>90</td>\n",
       "      <td>87</td>\n",
       "      <td>69</td>\n",
       "      <td>52</td>\n",
       "      <td>77</td>\n",
       "      <td>82</td>\n",
       "      <td>74</td>\n",
       "      <td>88</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>167664</td>\n",
       "      <td>G. Higuaín</td>\n",
       "      <td>29</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/167664.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>75</td>\n",
       "      <td>88</td>\n",
       "      <td>18</td>\n",
       "      <td>80</td>\n",
       "      <td>72</td>\n",
       "      <td>22</td>\n",
       "      <td>85</td>\n",
       "      <td>70</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>155862</td>\n",
       "      <td>Sergio Ramos</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/155862.png</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>78</td>\n",
       "      <td>79</td>\n",
       "      <td>91</td>\n",
       "      <td>77</td>\n",
       "      <td>84</td>\n",
       "      <td>89</td>\n",
       "      <td>81</td>\n",
       "      <td>63</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>192985</td>\n",
       "      <td>K. De Bruyne</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/192985.png</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
       "      <td>89</td>\n",
       "      <td>92</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>90</td>\n",
       "      <td>85</td>\n",
       "      <td>40</td>\n",
       "      <td>75</td>\n",
       "      <td>87</td>\n",
       "      <td>51</td>\n",
       "      <td>73</td>\n",
       "      <td>90</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>192119</td>\n",
       "      <td>T. Courtois</td>\n",
       "      <td>25</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/192119.png</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
       "      <td>89</td>\n",
       "      <td>92</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>...</td>\n",
       "      <td>81</td>\n",
       "      <td>32</td>\n",
       "      <td>36</td>\n",
       "      <td>16</td>\n",
       "      <td>52</td>\n",
       "      <td>38</td>\n",
       "      <td>18</td>\n",
       "      <td>70</td>\n",
       "      <td>44</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>184941</td>\n",
       "      <td>A. Sánchez</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/184941.png</td>\n",
       "      <td>Chile</td>\n",
       "      <td>https://cdn.sofifa.org/flags/55.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>...</td>\n",
       "      <td>87</td>\n",
       "      <td>81</td>\n",
       "      <td>84</td>\n",
       "      <td>35</td>\n",
       "      <td>84</td>\n",
       "      <td>85</td>\n",
       "      <td>39</td>\n",
       "      <td>72</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>177003</td>\n",
       "      <td>L. Modrić</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/177003.png</td>\n",
       "      <td>Croatia</td>\n",
       "      <td>https://cdn.sofifa.org/flags/10.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>92</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>71</td>\n",
       "      <td>82</td>\n",
       "      <td>80</td>\n",
       "      <td>58</td>\n",
       "      <td>90</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>173731</td>\n",
       "      <td>G. Bale</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/173731.png</td>\n",
       "      <td>Wales</td>\n",
       "      <td>https://cdn.sofifa.org/flags/50.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>...</td>\n",
       "      <td>87</td>\n",
       "      <td>86</td>\n",
       "      <td>91</td>\n",
       "      <td>52</td>\n",
       "      <td>95</td>\n",
       "      <td>76</td>\n",
       "      <td>55</td>\n",
       "      <td>80</td>\n",
       "      <td>79</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>153079</td>\n",
       "      <td>S. Agüero</td>\n",
       "      <td>29</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/153079.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>...</td>\n",
       "      <td>89</td>\n",
       "      <td>79</td>\n",
       "      <td>88</td>\n",
       "      <td>12</td>\n",
       "      <td>84</td>\n",
       "      <td>74</td>\n",
       "      <td>20</td>\n",
       "      <td>74</td>\n",
       "      <td>83</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>138956</td>\n",
       "      <td>G. Chiellini</td>\n",
       "      <td>32</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/138956.png</td>\n",
       "      <td>Italy</td>\n",
       "      <td>https://cdn.sofifa.org/flags/27.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>...</td>\n",
       "      <td>82</td>\n",
       "      <td>59</td>\n",
       "      <td>78</td>\n",
       "      <td>90</td>\n",
       "      <td>78</td>\n",
       "      <td>68</td>\n",
       "      <td>92</td>\n",
       "      <td>91</td>\n",
       "      <td>50</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>1179</td>\n",
       "      <td>G. Buffon</td>\n",
       "      <td>39</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/1179.png</td>\n",
       "      <td>Italy</td>\n",
       "      <td>https://cdn.sofifa.org/flags/27.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>...</td>\n",
       "      <td>80</td>\n",
       "      <td>37</td>\n",
       "      <td>39</td>\n",
       "      <td>11</td>\n",
       "      <td>43</td>\n",
       "      <td>39</td>\n",
       "      <td>11</td>\n",
       "      <td>69</td>\n",
       "      <td>50</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>211110</td>\n",
       "      <td>P. Dybala</td>\n",
       "      <td>23</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/211110.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>88</td>\n",
       "      <td>93</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>...</td>\n",
       "      <td>84</td>\n",
       "      <td>83</td>\n",
       "      <td>82</td>\n",
       "      <td>20</td>\n",
       "      <td>84</td>\n",
       "      <td>83</td>\n",
       "      <td>20</td>\n",
       "      <td>65</td>\n",
       "      <td>84</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>200389</td>\n",
       "      <td>J. Oblak</td>\n",
       "      <td>24</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/200389.png</td>\n",
       "      <td>Slovenia</td>\n",
       "      <td>https://cdn.sofifa.org/flags/44.png</td>\n",
       "      <td>88</td>\n",
       "      <td>93</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>...</td>\n",
       "      <td>84</td>\n",
       "      <td>29</td>\n",
       "      <td>22</td>\n",
       "      <td>18</td>\n",
       "      <td>60</td>\n",
       "      <td>41</td>\n",
       "      <td>12</td>\n",
       "      <td>78</td>\n",
       "      <td>55</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>194765</td>\n",
       "      <td>A. Griezmann</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/194765.png</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.org/flags/18.png</td>\n",
       "      <td>88</td>\n",
       "      <td>91</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>79</td>\n",
       "      <td>81</td>\n",
       "      <td>11</td>\n",
       "      <td>86</td>\n",
       "      <td>76</td>\n",
       "      <td>22</td>\n",
       "      <td>61</td>\n",
       "      <td>76</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>189509</td>\n",
       "      <td>Thiago</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/189509.png</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
       "      <td>88</td>\n",
       "      <td>90</td>\n",
       "      <td>FC Bayern Munich</td>\n",
       "      <td>...</td>\n",
       "      <td>84</td>\n",
       "      <td>91</td>\n",
       "      <td>75</td>\n",
       "      <td>62</td>\n",
       "      <td>68</td>\n",
       "      <td>75</td>\n",
       "      <td>64</td>\n",
       "      <td>59</td>\n",
       "      <td>86</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>188567</td>\n",
       "      <td>P. Aubameyang</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/188567.png</td>\n",
       "      <td>Gabon</td>\n",
       "      <td>https://cdn.sofifa.org/flags/115.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Borussia Dortmund</td>\n",
       "      <td>...</td>\n",
       "      <td>87</td>\n",
       "      <td>77</td>\n",
       "      <td>81</td>\n",
       "      <td>36</td>\n",
       "      <td>96</td>\n",
       "      <td>79</td>\n",
       "      <td>25</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>184344</td>\n",
       "      <td>L. Bonucci</td>\n",
       "      <td>30</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/184344.png</td>\n",
       "      <td>Italy</td>\n",
       "      <td>https://cdn.sofifa.org/flags/27.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Milan</td>\n",
       "      <td>...</td>\n",
       "      <td>86</td>\n",
       "      <td>79</td>\n",
       "      <td>74</td>\n",
       "      <td>88</td>\n",
       "      <td>72</td>\n",
       "      <td>73</td>\n",
       "      <td>88</td>\n",
       "      <td>85</td>\n",
       "      <td>74</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>183907</td>\n",
       "      <td>J. Boateng</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/183907.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>FC Bayern Munich</td>\n",
       "      <td>...</td>\n",
       "      <td>82</td>\n",
       "      <td>75</td>\n",
       "      <td>79</td>\n",
       "      <td>90</td>\n",
       "      <td>78</td>\n",
       "      <td>74</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>76</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>182493</td>\n",
       "      <td>D. Godín</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/182493.png</td>\n",
       "      <td>Uruguay</td>\n",
       "      <td>https://cdn.sofifa.org/flags/60.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>79</td>\n",
       "      <td>67</td>\n",
       "      <td>89</td>\n",
       "      <td>67</td>\n",
       "      <td>67</td>\n",
       "      <td>86</td>\n",
       "      <td>80</td>\n",
       "      <td>52</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>178603</td>\n",
       "      <td>M. Hummels</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/178603.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>FC Bayern Munich</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>80</td>\n",
       "      <td>71</td>\n",
       "      <td>90</td>\n",
       "      <td>65</td>\n",
       "      <td>66</td>\n",
       "      <td>92</td>\n",
       "      <td>85</td>\n",
       "      <td>79</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>176635</td>\n",
       "      <td>M. Özil</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/176635.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>...</td>\n",
       "      <td>87</td>\n",
       "      <td>89</td>\n",
       "      <td>70</td>\n",
       "      <td>19</td>\n",
       "      <td>68</td>\n",
       "      <td>69</td>\n",
       "      <td>16</td>\n",
       "      <td>57</td>\n",
       "      <td>92</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>167948</td>\n",
       "      <td>H. Lloris</td>\n",
       "      <td>30</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/167948.png</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.org/flags/18.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>50</td>\n",
       "      <td>23</td>\n",
       "      <td>18</td>\n",
       "      <td>63</td>\n",
       "      <td>41</td>\n",
       "      <td>10</td>\n",
       "      <td>43</td>\n",
       "      <td>30</td>\n",
       "      <td>11</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>17951</th>\n",
       "      <td>17951</td>\n",
       "      <td>221669</td>\n",
       "      <td>M. Hurst</td>\n",
       "      <td>21</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/221669.png</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/42.png</td>\n",
       "      <td>48</td>\n",
       "      <td>58</td>\n",
       "      <td>St. Johnstone FC</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>26</td>\n",
       "      <td>25</td>\n",
       "      <td>16</td>\n",
       "      <td>42</td>\n",
       "      <td>33</td>\n",
       "      <td>15</td>\n",
       "      <td>58</td>\n",
       "      <td>20</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17952</th>\n",
       "      <td>17952</td>\n",
       "      <td>239079</td>\n",
       "      <td>A. Osmanoski</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/239079.png</td>\n",
       "      <td>FYR Macedonia</td>\n",
       "      <td>https://cdn.sofifa.org/flags/19.png</td>\n",
       "      <td>48</td>\n",
       "      <td>68</td>\n",
       "      <td>SpVgg Unterhaching</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>59</td>\n",
       "      <td>49</td>\n",
       "      <td>44</td>\n",
       "      <td>68</td>\n",
       "      <td>61</td>\n",
       "      <td>36</td>\n",
       "      <td>58</td>\n",
       "      <td>42</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17953</th>\n",
       "      <td>17953</td>\n",
       "      <td>238833</td>\n",
       "      <td>K. Cotter</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238833.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>48</td>\n",
       "      <td>67</td>\n",
       "      <td>Luton Town</td>\n",
       "      <td>...</td>\n",
       "      <td>51</td>\n",
       "      <td>54</td>\n",
       "      <td>49</td>\n",
       "      <td>45</td>\n",
       "      <td>65</td>\n",
       "      <td>60</td>\n",
       "      <td>39</td>\n",
       "      <td>49</td>\n",
       "      <td>45</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17954</th>\n",
       "      <td>17954</td>\n",
       "      <td>225778</td>\n",
       "      <td>T. Robinson</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/225778.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>48</td>\n",
       "      <td>64</td>\n",
       "      <td>Bradford City</td>\n",
       "      <td>...</td>\n",
       "      <td>34</td>\n",
       "      <td>43</td>\n",
       "      <td>46</td>\n",
       "      <td>25</td>\n",
       "      <td>57</td>\n",
       "      <td>48</td>\n",
       "      <td>25</td>\n",
       "      <td>51</td>\n",
       "      <td>42</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17955</th>\n",
       "      <td>17955</td>\n",
       "      <td>231928</td>\n",
       "      <td>R. Hughes</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/231928.png</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/42.png</td>\n",
       "      <td>48</td>\n",
       "      <td>63</td>\n",
       "      <td>Hamilton Academical FC</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>55</td>\n",
       "      <td>54</td>\n",
       "      <td>50</td>\n",
       "      <td>49</td>\n",
       "      <td>40</td>\n",
       "      <td>44</td>\n",
       "      <td>52</td>\n",
       "      <td>47</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17956</th>\n",
       "      <td>17956</td>\n",
       "      <td>240381</td>\n",
       "      <td>Z. Mohammed</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/240381.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>48</td>\n",
       "      <td>64</td>\n",
       "      <td>Accrington Stanley</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>47</td>\n",
       "      <td>55</td>\n",
       "      <td>57</td>\n",
       "      <td>52</td>\n",
       "      <td>63</td>\n",
       "      <td>32</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17957</th>\n",
       "      <td>17957</td>\n",
       "      <td>236807</td>\n",
       "      <td>D. Peppard</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/236807.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>61</td>\n",
       "      <td>Bohemian FC</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>45</td>\n",
       "      <td>39</td>\n",
       "      <td>44</td>\n",
       "      <td>52</td>\n",
       "      <td>51</td>\n",
       "      <td>46</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17958</th>\n",
       "      <td>17958</td>\n",
       "      <td>237859</td>\n",
       "      <td>C. Rogers</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/237859.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>59</td>\n",
       "      <td>Bray Wanderers</td>\n",
       "      <td>...</td>\n",
       "      <td>46</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>46</td>\n",
       "      <td>56</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>57</td>\n",
       "      <td>32</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17959</th>\n",
       "      <td>17959</td>\n",
       "      <td>225319</td>\n",
       "      <td>N. McLaughlin</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/225319.png</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/42.png</td>\n",
       "      <td>47</td>\n",
       "      <td>64</td>\n",
       "      <td>Partick Thistle F.C.</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>51</td>\n",
       "      <td>48</td>\n",
       "      <td>31</td>\n",
       "      <td>68</td>\n",
       "      <td>64</td>\n",
       "      <td>33</td>\n",
       "      <td>58</td>\n",
       "      <td>47</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17960</th>\n",
       "      <td>17960</td>\n",
       "      <td>236597</td>\n",
       "      <td>L. Kiely</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/236597.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>69</td>\n",
       "      <td>Shamrock Rovers</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>55</td>\n",
       "      <td>44</td>\n",
       "      <td>47</td>\n",
       "      <td>62</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>49</td>\n",
       "      <td>53</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17961</th>\n",
       "      <td>17961</td>\n",
       "      <td>233047</td>\n",
       "      <td>J. Latibeaudiere</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/233047.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>73</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>36</td>\n",
       "      <td>32</td>\n",
       "      <td>47</td>\n",
       "      <td>54</td>\n",
       "      <td>62</td>\n",
       "      <td>52</td>\n",
       "      <td>45</td>\n",
       "      <td>27</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17962</th>\n",
       "      <td>17962</td>\n",
       "      <td>236425</td>\n",
       "      <td>J. Payne</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/236425.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>63</td>\n",
       "      <td>Barnet</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>26</td>\n",
       "      <td>22</td>\n",
       "      <td>48</td>\n",
       "      <td>63</td>\n",
       "      <td>62</td>\n",
       "      <td>46</td>\n",
       "      <td>60</td>\n",
       "      <td>32</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17963</th>\n",
       "      <td>17963</td>\n",
       "      <td>238217</td>\n",
       "      <td>G. Manley</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238217.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>58</td>\n",
       "      <td>Cork City</td>\n",
       "      <td>...</td>\n",
       "      <td>54</td>\n",
       "      <td>55</td>\n",
       "      <td>43</td>\n",
       "      <td>47</td>\n",
       "      <td>49</td>\n",
       "      <td>42</td>\n",
       "      <td>45</td>\n",
       "      <td>46</td>\n",
       "      <td>47</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17964</th>\n",
       "      <td>17964</td>\n",
       "      <td>238985</td>\n",
       "      <td>P. Phillips</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238985.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>67</td>\n",
       "      <td>Cork City</td>\n",
       "      <td>...</td>\n",
       "      <td>53</td>\n",
       "      <td>55</td>\n",
       "      <td>46</td>\n",
       "      <td>53</td>\n",
       "      <td>51</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17965</th>\n",
       "      <td>17965</td>\n",
       "      <td>238219</td>\n",
       "      <td>A. Byrne</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238219.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>61</td>\n",
       "      <td>Cork City</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>52</td>\n",
       "      <td>54</td>\n",
       "      <td>48</td>\n",
       "      <td>64</td>\n",
       "      <td>59</td>\n",
       "      <td>44</td>\n",
       "      <td>31</td>\n",
       "      <td>40</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17966</th>\n",
       "      <td>17966</td>\n",
       "      <td>238477</td>\n",
       "      <td>K. Fujikawa</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238477.png</td>\n",
       "      <td>Japan</td>\n",
       "      <td>https://cdn.sofifa.org/flags/163.png</td>\n",
       "      <td>47</td>\n",
       "      <td>67</td>\n",
       "      <td>Júbilo Iwata</td>\n",
       "      <td>...</td>\n",
       "      <td>48</td>\n",
       "      <td>53</td>\n",
       "      <td>42</td>\n",
       "      <td>54</td>\n",
       "      <td>58</td>\n",
       "      <td>37</td>\n",
       "      <td>44</td>\n",
       "      <td>42</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17967</th>\n",
       "      <td>17967</td>\n",
       "      <td>231824</td>\n",
       "      <td>K. Egan</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/231824.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>67</td>\n",
       "      <td>Exeter City</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>27</td>\n",
       "      <td>22</td>\n",
       "      <td>46</td>\n",
       "      <td>54</td>\n",
       "      <td>60</td>\n",
       "      <td>46</td>\n",
       "      <td>63</td>\n",
       "      <td>32</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17968</th>\n",
       "      <td>17968</td>\n",
       "      <td>237974</td>\n",
       "      <td>T. Brownsword</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/237974.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>68</td>\n",
       "      <td>Morecambe</td>\n",
       "      <td>...</td>\n",
       "      <td>48</td>\n",
       "      <td>26</td>\n",
       "      <td>32</td>\n",
       "      <td>54</td>\n",
       "      <td>63</td>\n",
       "      <td>59</td>\n",
       "      <td>51</td>\n",
       "      <td>50</td>\n",
       "      <td>32</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17969</th>\n",
       "      <td>17969</td>\n",
       "      <td>236954</td>\n",
       "      <td>F. Prohart</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/236954.png</td>\n",
       "      <td>Austria</td>\n",
       "      <td>https://cdn.sofifa.org/flags/4.png</td>\n",
       "      <td>47</td>\n",
       "      <td>67</td>\n",
       "      <td>Wolfsberger AC</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>42</td>\n",
       "      <td>45</td>\n",
       "      <td>18</td>\n",
       "      <td>65</td>\n",
       "      <td>55</td>\n",
       "      <td>20</td>\n",
       "      <td>41</td>\n",
       "      <td>47</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17970</th>\n",
       "      <td>17970</td>\n",
       "      <td>231107</td>\n",
       "      <td>A. Kilgour</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/231107.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>56</td>\n",
       "      <td>Bristol Rovers</td>\n",
       "      <td>...</td>\n",
       "      <td>46</td>\n",
       "      <td>39</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>55</td>\n",
       "      <td>61</td>\n",
       "      <td>46</td>\n",
       "      <td>68</td>\n",
       "      <td>31</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17971</th>\n",
       "      <td>17971</td>\n",
       "      <td>240325</td>\n",
       "      <td>R. White</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/240325.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>65</td>\n",
       "      <td>Bolton Wanderers</td>\n",
       "      <td>...</td>\n",
       "      <td>48</td>\n",
       "      <td>46</td>\n",
       "      <td>52</td>\n",
       "      <td>15</td>\n",
       "      <td>56</td>\n",
       "      <td>53</td>\n",
       "      <td>13</td>\n",
       "      <td>61</td>\n",
       "      <td>48</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17972</th>\n",
       "      <td>17972</td>\n",
       "      <td>238306</td>\n",
       "      <td>A. Conway</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238306.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>63</td>\n",
       "      <td>Galway United</td>\n",
       "      <td>...</td>\n",
       "      <td>50</td>\n",
       "      <td>40</td>\n",
       "      <td>44</td>\n",
       "      <td>43</td>\n",
       "      <td>58</td>\n",
       "      <td>52</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>40</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17973</th>\n",
       "      <td>17973</td>\n",
       "      <td>240403</td>\n",
       "      <td>T. Sawyer</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/240403.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>46</td>\n",
       "      <td>58</td>\n",
       "      <td>Grimsby Town</td>\n",
       "      <td>...</td>\n",
       "      <td>50</td>\n",
       "      <td>47</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>64</td>\n",
       "      <td>55</td>\n",
       "      <td>39</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17974</th>\n",
       "      <td>17974</td>\n",
       "      <td>240404</td>\n",
       "      <td>J. Keeble</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/240404.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>46</td>\n",
       "      <td>56</td>\n",
       "      <td>Grimsby Town</td>\n",
       "      <td>...</td>\n",
       "      <td>48</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>49</td>\n",
       "      <td>60</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>42</td>\n",
       "      <td>28</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17975</th>\n",
       "      <td>17975</td>\n",
       "      <td>235352</td>\n",
       "      <td>T. Käßemodel</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/235352.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>FC Erzgebirge Aue</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>54</td>\n",
       "      <td>52</td>\n",
       "      <td>38</td>\n",
       "      <td>22</td>\n",
       "      <td>30</td>\n",
       "      <td>36</td>\n",
       "      <td>37</td>\n",
       "      <td>43</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17976</th>\n",
       "      <td>17976</td>\n",
       "      <td>237463</td>\n",
       "      <td>A. Kelsey</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/237463.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>46</td>\n",
       "      <td>63</td>\n",
       "      <td>Scunthorpe United</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>10</td>\n",
       "      <td>32</td>\n",
       "      <td>28</td>\n",
       "      <td>11</td>\n",
       "      <td>50</td>\n",
       "      <td>26</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17977</th>\n",
       "      <td>17977</td>\n",
       "      <td>11728</td>\n",
       "      <td>B. Richardson</td>\n",
       "      <td>47</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/11728.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>Wycombe Wanderers</td>\n",
       "      <td>...</td>\n",
       "      <td>51</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>25</td>\n",
       "      <td>32</td>\n",
       "      <td>12</td>\n",
       "      <td>47</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17978</th>\n",
       "      <td>17978</td>\n",
       "      <td>231381</td>\n",
       "      <td>J. Young</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/231381.png</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/42.png</td>\n",
       "      <td>46</td>\n",
       "      <td>61</td>\n",
       "      <td>Swindon Town</td>\n",
       "      <td>...</td>\n",
       "      <td>54</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>14</td>\n",
       "      <td>51</td>\n",
       "      <td>33</td>\n",
       "      <td>17</td>\n",
       "      <td>32</td>\n",
       "      <td>37</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17979</th>\n",
       "      <td>17979</td>\n",
       "      <td>238813</td>\n",
       "      <td>J. Lundstram</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238813.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>46</td>\n",
       "      <td>64</td>\n",
       "      <td>Crewe Alexandra</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>43</td>\n",
       "      <td>47</td>\n",
       "      <td>58</td>\n",
       "      <td>49</td>\n",
       "      <td>48</td>\n",
       "      <td>46</td>\n",
       "      <td>51</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17980</th>\n",
       "      <td>17980</td>\n",
       "      <td>238308</td>\n",
       "      <td>L. Sackey</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238308.png</td>\n",
       "      <td>Ghana</td>\n",
       "      <td>https://cdn.sofifa.org/flags/117.png</td>\n",
       "      <td>46</td>\n",
       "      <td>64</td>\n",
       "      <td>Scunthorpe United</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>31</td>\n",
       "      <td>21</td>\n",
       "      <td>43</td>\n",
       "      <td>49</td>\n",
       "      <td>55</td>\n",
       "      <td>44</td>\n",
       "      <td>67</td>\n",
       "      <td>22</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>17981 rows × 49 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0    ID_x               Name  Age  \\\n",
       "0               0   20801  Cristiano Ronaldo   32   \n",
       "1               1  158023           L. Messi   30   \n",
       "2               2  190871             Neymar   25   \n",
       "3               3  176580          L. Suárez   30   \n",
       "4               4  167495           M. Neuer   31   \n",
       "5               5  188545     R. Lewandowski   28   \n",
       "6               6  193080             De Gea   26   \n",
       "7               7  183277          E. Hazard   26   \n",
       "8               8  182521           T. Kroos   27   \n",
       "9               9  167664         G. Higuaín   29   \n",
       "10             10  155862       Sergio Ramos   31   \n",
       "11             11  192985       K. De Bruyne   26   \n",
       "12             12  192119        T. Courtois   25   \n",
       "13             13  184941         A. Sánchez   28   \n",
       "14             14  177003          L. Modrić   31   \n",
       "15             15  173731            G. Bale   27   \n",
       "16             16  153079          S. Agüero   29   \n",
       "17             17  138956       G. Chiellini   32   \n",
       "18             18    1179          G. Buffon   39   \n",
       "19             19  211110          P. Dybala   23   \n",
       "20             20  200389           J. Oblak   24   \n",
       "21             21  194765       A. Griezmann   26   \n",
       "22             22  189509             Thiago   26   \n",
       "23             23  188567      P. Aubameyang   28   \n",
       "24             24  184344         L. Bonucci   30   \n",
       "25             25  183907         J. Boateng   28   \n",
       "26             26  182493           D. Godín   31   \n",
       "27             27  178603         M. Hummels   28   \n",
       "28             28  176635            M. Özil   28   \n",
       "29             29  167948          H. Lloris   30   \n",
       "...           ...     ...                ...  ...   \n",
       "17951       17951  221669           M. Hurst   21   \n",
       "17952       17952  239079       A. Osmanoski   17   \n",
       "17953       17953  238833          K. Cotter   18   \n",
       "17954       17954  225778        T. Robinson   19   \n",
       "17955       17955  231928          R. Hughes   18   \n",
       "17956       17956  240381        Z. Mohammed   17   \n",
       "17957       17957  236807         D. Peppard   17   \n",
       "17958       17958  237859          C. Rogers   17   \n",
       "17959       17959  225319      N. McLaughlin   18   \n",
       "17960       17960  236597           L. Kiely   18   \n",
       "17961       17961  233047   J. Latibeaudiere   17   \n",
       "17962       17962  236425           J. Payne   18   \n",
       "17963       17963  238217          G. Manley   19   \n",
       "17964       17964  238985        P. Phillips   18   \n",
       "17965       17965  238219           A. Byrne   18   \n",
       "17966       17966  238477        K. Fujikawa   18   \n",
       "17967       17967  231824            K. Egan   19   \n",
       "17968       17968  237974      T. Brownsword   17   \n",
       "17969       17969  236954         F. Prohart   18   \n",
       "17970       17970  231107         A. Kilgour   19   \n",
       "17971       17971  240325           R. White   18   \n",
       "17972       17972  238306          A. Conway   19   \n",
       "17973       17973  240403          T. Sawyer   18   \n",
       "17974       17974  240404          J. Keeble   18   \n",
       "17975       17975  235352       T. Käßemodel   28   \n",
       "17976       17976  237463          A. Kelsey   17   \n",
       "17977       17977   11728      B. Richardson   47   \n",
       "17978       17978  231381           J. Young   17   \n",
       "17979       17979  238813       J. Lundstram   18   \n",
       "17980       17980  238308          L. Sackey   18   \n",
       "\n",
       "                                                 Photo          Nationality  \\\n",
       "0       https://cdn.sofifa.org/48/18/players/20801.png             Portugal   \n",
       "1      https://cdn.sofifa.org/48/18/players/158023.png            Argentina   \n",
       "2      https://cdn.sofifa.org/48/18/players/190871.png               Brazil   \n",
       "3      https://cdn.sofifa.org/48/18/players/176580.png              Uruguay   \n",
       "4      https://cdn.sofifa.org/48/18/players/167495.png              Germany   \n",
       "5      https://cdn.sofifa.org/48/18/players/188545.png               Poland   \n",
       "6      https://cdn.sofifa.org/48/18/players/193080.png                Spain   \n",
       "7      https://cdn.sofifa.org/48/18/players/183277.png              Belgium   \n",
       "8      https://cdn.sofifa.org/48/18/players/182521.png              Germany   \n",
       "9      https://cdn.sofifa.org/48/18/players/167664.png            Argentina   \n",
       "10     https://cdn.sofifa.org/48/18/players/155862.png                Spain   \n",
       "11     https://cdn.sofifa.org/48/18/players/192985.png              Belgium   \n",
       "12     https://cdn.sofifa.org/48/18/players/192119.png              Belgium   \n",
       "13     https://cdn.sofifa.org/48/18/players/184941.png                Chile   \n",
       "14     https://cdn.sofifa.org/48/18/players/177003.png              Croatia   \n",
       "15     https://cdn.sofifa.org/48/18/players/173731.png                Wales   \n",
       "16     https://cdn.sofifa.org/48/18/players/153079.png            Argentina   \n",
       "17     https://cdn.sofifa.org/48/18/players/138956.png                Italy   \n",
       "18       https://cdn.sofifa.org/48/18/players/1179.png                Italy   \n",
       "19     https://cdn.sofifa.org/48/18/players/211110.png            Argentina   \n",
       "20     https://cdn.sofifa.org/48/18/players/200389.png             Slovenia   \n",
       "21     https://cdn.sofifa.org/48/18/players/194765.png               France   \n",
       "22     https://cdn.sofifa.org/48/18/players/189509.png                Spain   \n",
       "23     https://cdn.sofifa.org/48/18/players/188567.png                Gabon   \n",
       "24     https://cdn.sofifa.org/48/18/players/184344.png                Italy   \n",
       "25     https://cdn.sofifa.org/48/18/players/183907.png              Germany   \n",
       "26     https://cdn.sofifa.org/48/18/players/182493.png              Uruguay   \n",
       "27     https://cdn.sofifa.org/48/18/players/178603.png              Germany   \n",
       "28     https://cdn.sofifa.org/48/18/players/176635.png              Germany   \n",
       "29     https://cdn.sofifa.org/48/18/players/167948.png               France   \n",
       "...                                                ...                  ...   \n",
       "17951  https://cdn.sofifa.org/48/18/players/221669.png             Scotland   \n",
       "17952  https://cdn.sofifa.org/48/18/players/239079.png        FYR Macedonia   \n",
       "17953  https://cdn.sofifa.org/48/18/players/238833.png              England   \n",
       "17954  https://cdn.sofifa.org/48/18/players/225778.png              England   \n",
       "17955  https://cdn.sofifa.org/48/18/players/231928.png             Scotland   \n",
       "17956  https://cdn.sofifa.org/48/18/players/240381.png              England   \n",
       "17957  https://cdn.sofifa.org/48/18/players/236807.png  Republic of Ireland   \n",
       "17958  https://cdn.sofifa.org/48/18/players/237859.png  Republic of Ireland   \n",
       "17959  https://cdn.sofifa.org/48/18/players/225319.png             Scotland   \n",
       "17960  https://cdn.sofifa.org/48/18/players/236597.png  Republic of Ireland   \n",
       "17961  https://cdn.sofifa.org/48/18/players/233047.png              England   \n",
       "17962  https://cdn.sofifa.org/48/18/players/236425.png              England   \n",
       "17963  https://cdn.sofifa.org/48/18/players/238217.png  Republic of Ireland   \n",
       "17964  https://cdn.sofifa.org/48/18/players/238985.png  Republic of Ireland   \n",
       "17965  https://cdn.sofifa.org/48/18/players/238219.png  Republic of Ireland   \n",
       "17966  https://cdn.sofifa.org/48/18/players/238477.png                Japan   \n",
       "17967  https://cdn.sofifa.org/48/18/players/231824.png              England   \n",
       "17968  https://cdn.sofifa.org/48/18/players/237974.png              England   \n",
       "17969  https://cdn.sofifa.org/48/18/players/236954.png              Austria   \n",
       "17970  https://cdn.sofifa.org/48/18/players/231107.png              England   \n",
       "17971  https://cdn.sofifa.org/48/18/players/240325.png              England   \n",
       "17972  https://cdn.sofifa.org/48/18/players/238306.png  Republic of Ireland   \n",
       "17973  https://cdn.sofifa.org/48/18/players/240403.png              England   \n",
       "17974  https://cdn.sofifa.org/48/18/players/240404.png              England   \n",
       "17975  https://cdn.sofifa.org/48/18/players/235352.png              Germany   \n",
       "17976  https://cdn.sofifa.org/48/18/players/237463.png              England   \n",
       "17977   https://cdn.sofifa.org/48/18/players/11728.png              England   \n",
       "17978  https://cdn.sofifa.org/48/18/players/231381.png             Scotland   \n",
       "17979  https://cdn.sofifa.org/48/18/players/238813.png              England   \n",
       "17980  https://cdn.sofifa.org/48/18/players/238308.png                Ghana   \n",
       "\n",
       "                                       Flag  Overall  Potential  \\\n",
       "0       https://cdn.sofifa.org/flags/38.png       94         94   \n",
       "1       https://cdn.sofifa.org/flags/52.png       93         93   \n",
       "2       https://cdn.sofifa.org/flags/54.png       92         94   \n",
       "3       https://cdn.sofifa.org/flags/60.png       92         92   \n",
       "4       https://cdn.sofifa.org/flags/21.png       92         92   \n",
       "5       https://cdn.sofifa.org/flags/37.png       91         91   \n",
       "6       https://cdn.sofifa.org/flags/45.png       90         92   \n",
       "7        https://cdn.sofifa.org/flags/7.png       90         91   \n",
       "8       https://cdn.sofifa.org/flags/21.png       90         90   \n",
       "9       https://cdn.sofifa.org/flags/52.png       90         90   \n",
       "10      https://cdn.sofifa.org/flags/45.png       90         90   \n",
       "11       https://cdn.sofifa.org/flags/7.png       89         92   \n",
       "12       https://cdn.sofifa.org/flags/7.png       89         92   \n",
       "13      https://cdn.sofifa.org/flags/55.png       89         89   \n",
       "14      https://cdn.sofifa.org/flags/10.png       89         89   \n",
       "15      https://cdn.sofifa.org/flags/50.png       89         89   \n",
       "16      https://cdn.sofifa.org/flags/52.png       89         89   \n",
       "17      https://cdn.sofifa.org/flags/27.png       89         89   \n",
       "18      https://cdn.sofifa.org/flags/27.png       89         89   \n",
       "19      https://cdn.sofifa.org/flags/52.png       88         93   \n",
       "20      https://cdn.sofifa.org/flags/44.png       88         93   \n",
       "21      https://cdn.sofifa.org/flags/18.png       88         91   \n",
       "22      https://cdn.sofifa.org/flags/45.png       88         90   \n",
       "23     https://cdn.sofifa.org/flags/115.png       88         88   \n",
       "24      https://cdn.sofifa.org/flags/27.png       88         88   \n",
       "25      https://cdn.sofifa.org/flags/21.png       88         88   \n",
       "26      https://cdn.sofifa.org/flags/60.png       88         88   \n",
       "27      https://cdn.sofifa.org/flags/21.png       88         88   \n",
       "28      https://cdn.sofifa.org/flags/21.png       88         88   \n",
       "29      https://cdn.sofifa.org/flags/18.png       88         88   \n",
       "...                                     ...      ...        ...   \n",
       "17951   https://cdn.sofifa.org/flags/42.png       48         58   \n",
       "17952   https://cdn.sofifa.org/flags/19.png       48         68   \n",
       "17953   https://cdn.sofifa.org/flags/14.png       48         67   \n",
       "17954   https://cdn.sofifa.org/flags/14.png       48         64   \n",
       "17955   https://cdn.sofifa.org/flags/42.png       48         63   \n",
       "17956   https://cdn.sofifa.org/flags/14.png       48         64   \n",
       "17957   https://cdn.sofifa.org/flags/25.png       47         61   \n",
       "17958   https://cdn.sofifa.org/flags/25.png       47         59   \n",
       "17959   https://cdn.sofifa.org/flags/42.png       47         64   \n",
       "17960   https://cdn.sofifa.org/flags/25.png       47         69   \n",
       "17961   https://cdn.sofifa.org/flags/14.png       47         73   \n",
       "17962   https://cdn.sofifa.org/flags/14.png       47         63   \n",
       "17963   https://cdn.sofifa.org/flags/25.png       47         58   \n",
       "17964   https://cdn.sofifa.org/flags/25.png       47         67   \n",
       "17965   https://cdn.sofifa.org/flags/25.png       47         61   \n",
       "17966  https://cdn.sofifa.org/flags/163.png       47         67   \n",
       "17967   https://cdn.sofifa.org/flags/14.png       47         67   \n",
       "17968   https://cdn.sofifa.org/flags/14.png       47         68   \n",
       "17969    https://cdn.sofifa.org/flags/4.png       47         67   \n",
       "17970   https://cdn.sofifa.org/flags/14.png       47         56   \n",
       "17971   https://cdn.sofifa.org/flags/14.png       47         65   \n",
       "17972   https://cdn.sofifa.org/flags/25.png       47         63   \n",
       "17973   https://cdn.sofifa.org/flags/14.png       46         58   \n",
       "17974   https://cdn.sofifa.org/flags/14.png       46         56   \n",
       "17975   https://cdn.sofifa.org/flags/21.png       46         46   \n",
       "17976   https://cdn.sofifa.org/flags/14.png       46         63   \n",
       "17977   https://cdn.sofifa.org/flags/14.png       46         46   \n",
       "17978   https://cdn.sofifa.org/flags/42.png       46         61   \n",
       "17979   https://cdn.sofifa.org/flags/14.png       46         64   \n",
       "17980  https://cdn.sofifa.org/flags/117.png       46         64   \n",
       "\n",
       "                         Club   ...   Reactions Short passing Shot power  \\\n",
       "0              Real Madrid CF   ...          96            83         94   \n",
       "1                FC Barcelona   ...          95            88         85   \n",
       "2         Paris Saint-Germain   ...          88            81         80   \n",
       "3                FC Barcelona   ...          93            83         87   \n",
       "4            FC Bayern Munich   ...          85            55         25   \n",
       "5            FC Bayern Munich   ...          91            83         88   \n",
       "6           Manchester United   ...          88            50         31   \n",
       "7                     Chelsea   ...          85            86         79   \n",
       "8              Real Madrid CF   ...          86            90         87   \n",
       "9                    Juventus   ...          88            75         88   \n",
       "10             Real Madrid CF   ...          85            78         79   \n",
       "11            Manchester City   ...          88            90         85   \n",
       "12                    Chelsea   ...          81            32         36   \n",
       "13                    Arsenal   ...          87            81         84   \n",
       "14             Real Madrid CF   ...          88            92         73   \n",
       "15             Real Madrid CF   ...          87            86         91   \n",
       "16            Manchester City   ...          89            79         88   \n",
       "17                   Juventus   ...          82            59         78   \n",
       "18                   Juventus   ...          80            37         39   \n",
       "19                   Juventus   ...          84            83         82   \n",
       "20            Atlético Madrid   ...          84            29         22   \n",
       "21            Atlético Madrid   ...          90            79         81   \n",
       "22           FC Bayern Munich   ...          84            91         75   \n",
       "23          Borussia Dortmund   ...          87            77         81   \n",
       "24                      Milan   ...          86            79         74   \n",
       "25           FC Bayern Munich   ...          82            75         79   \n",
       "26            Atlético Madrid   ...          85            79         67   \n",
       "27           FC Bayern Munich   ...          85            80         71   \n",
       "28                    Arsenal   ...          87            89         70   \n",
       "29          Tottenham Hotspur   ...          85            50         23   \n",
       "...                       ...   ...         ...           ...        ...   \n",
       "17951        St. Johnstone FC   ...          47            26         25   \n",
       "17952      SpVgg Unterhaching   ...          49            59         49   \n",
       "17953              Luton Town   ...          51            54         49   \n",
       "17954           Bradford City   ...          34            43         46   \n",
       "17955  Hamilton Academical FC   ...          47            55         54   \n",
       "17956      Accrington Stanley   ...          43            29         35   \n",
       "17957             Bohemian FC   ...          49            45         39   \n",
       "17958          Bray Wanderers   ...          46            36         38   \n",
       "17959    Partick Thistle F.C.   ...          40            51         48   \n",
       "17960         Shamrock Rovers   ...          40            55         44   \n",
       "17961         Manchester City   ...          45            36         32   \n",
       "17962                  Barnet   ...          45            26         22   \n",
       "17963               Cork City   ...          54            55         43   \n",
       "17964               Cork City   ...          53            55         46   \n",
       "17965               Cork City   ...          49            52         54   \n",
       "17966            Júbilo Iwata   ...          48            53         42   \n",
       "17967             Exeter City   ...          45            27         22   \n",
       "17968               Morecambe   ...          48            26         32   \n",
       "17969          Wolfsberger AC   ...          47            42         45   \n",
       "17970          Bristol Rovers   ...          46            39         43   \n",
       "17971        Bolton Wanderers   ...          48            46         52   \n",
       "17972           Galway United   ...          50            40         44   \n",
       "17973            Grimsby Town   ...          50            47         41   \n",
       "17974            Grimsby Town   ...          48            30         30   \n",
       "17975       FC Erzgebirge Aue   ...          47            54         52   \n",
       "17976       Scunthorpe United   ...          40            19         19   \n",
       "17977       Wycombe Wanderers   ...          51            12         13   \n",
       "17978            Swindon Town   ...          54            42         42   \n",
       "17979         Crewe Alexandra   ...          49            49         43   \n",
       "17980       Scunthorpe United   ...          40            31         21   \n",
       "\n",
       "       Sliding tackle Sprint speed Stamina Standing tackle Strength Vision  \\\n",
       "0                  23           91      92              31       80     85   \n",
       "1                  26           87      73              28       59     90   \n",
       "2                  33           90      78              24       53     80   \n",
       "3                  38           77      89              45       80     84   \n",
       "4                  11           61      44              10       83     70   \n",
       "5                  19           83      79              42       84     78   \n",
       "6                  13           58      40              21       64     68   \n",
       "7                  22           87      79              27       65     86   \n",
       "8                  69           52      77              82       74     88   \n",
       "9                  18           80      72              22       85     70   \n",
       "10                 91           77      84              89       81     63   \n",
       "11                 40           75      87              51       73     90   \n",
       "12                 16           52      38              18       70     44   \n",
       "13                 35           84      85              39       72     83   \n",
       "14                 73           71      82              80       58     90   \n",
       "15                 52           95      76              55       80     79   \n",
       "16                 12           84      74              20       74     83   \n",
       "17                 90           78      68              92       91     50   \n",
       "18                 11           43      39              11       69     50   \n",
       "19                 20           84      83              20       65     84   \n",
       "20                 18           60      41              12       78     55   \n",
       "21                 11           86      76              22       61     76   \n",
       "22                 62           68      75              64       59     86   \n",
       "23                 36           96      79              25       77     77   \n",
       "24                 88           72      73              88       85     74   \n",
       "25                 90           78      74              91       91     76   \n",
       "26                 89           67      67              86       80     52   \n",
       "27                 90           65      66              92       85     79   \n",
       "28                 19           68      69              16       57     92   \n",
       "29                 18           63      41              10       43     30   \n",
       "...               ...          ...     ...             ...      ...    ...   \n",
       "17951              16           42      33              15       58     20   \n",
       "17952              44           68      61              36       58     42   \n",
       "17953              45           65      60              39       49     45   \n",
       "17954              25           57      48              25       51     42   \n",
       "17955              50           49      40              44       52     47   \n",
       "17956              47           55      57              52       63     32   \n",
       "17957              44           52      51              46       36     38   \n",
       "17958              46           56      48              48       57     32   \n",
       "17959              31           68      64              33       58     47   \n",
       "17960              47           62      38              38       49     53   \n",
       "17961              47           54      62              52       45     27   \n",
       "17962              48           63      62              46       60     32   \n",
       "17963              47           49      42              45       46     47   \n",
       "17964              53           51      44              44       50     51   \n",
       "17965              48           64      59              44       31     40   \n",
       "17966              54           58      37              44       42     51   \n",
       "17967              46           54      60              46       63     32   \n",
       "17968              54           63      59              51       50     32   \n",
       "17969              18           65      55              20       41     47   \n",
       "17970              43           55      61              46       68     31   \n",
       "17971              15           56      53              13       61     48   \n",
       "17972              43           58      52              48       48     40   \n",
       "17973              41           64      55              39       40     40   \n",
       "17974              49           60      52              52       42     28   \n",
       "17975              38           22      30              36       37     43   \n",
       "17976              10           32      28              11       50     26   \n",
       "17977              13           25      32              12       47     17   \n",
       "17978              14           51      33              17       32     37   \n",
       "17979              47           58      49              48       46     51   \n",
       "17980              43           49      55              44       67     22   \n",
       "\n",
       "      Volleys  \n",
       "0          88  \n",
       "1          85  \n",
       "2          83  \n",
       "3          88  \n",
       "4          11  \n",
       "5          87  \n",
       "6          13  \n",
       "7          79  \n",
       "8          82  \n",
       "9          88  \n",
       "10         66  \n",
       "11         82  \n",
       "12         12  \n",
       "13         83  \n",
       "14         74  \n",
       "15         76  \n",
       "16         85  \n",
       "17         45  \n",
       "18         17  \n",
       "19         88  \n",
       "20         13  \n",
       "21         87  \n",
       "22         90  \n",
       "23         86  \n",
       "24         58  \n",
       "25         53  \n",
       "26         47  \n",
       "27         60  \n",
       "28         77  \n",
       "29         11  \n",
       "...       ...  \n",
       "17951      14  \n",
       "17952      32  \n",
       "17953      38  \n",
       "17954      37  \n",
       "17955      28  \n",
       "17956      20  \n",
       "17957      28  \n",
       "17958      21  \n",
       "17959      41  \n",
       "17960      42  \n",
       "17961      20  \n",
       "17962      26  \n",
       "17963      30  \n",
       "17964      31  \n",
       "17965      37  \n",
       "17966      31  \n",
       "17967      23  \n",
       "17968      21  \n",
       "17969      36  \n",
       "17970      19  \n",
       "17971      35  \n",
       "17972      33  \n",
       "17973      33  \n",
       "17974      24  \n",
       "17975      34  \n",
       "17976       6  \n",
       "17977      12  \n",
       "17978      33  \n",
       "17979      25  \n",
       "17980      19  \n",
       "\n",
       "[17981 rows x 49 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "full_data.drop('Unnamed: 0', 1,  inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID_x</th>\n",
       "      <th>Name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Photo</th>\n",
       "      <th>Nationality</th>\n",
       "      <th>Flag</th>\n",
       "      <th>Overall</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Club</th>\n",
       "      <th>Club Logo</th>\n",
       "      <th>...</th>\n",
       "      <th>Reactions</th>\n",
       "      <th>Short passing</th>\n",
       "      <th>Shot power</th>\n",
       "      <th>Sliding tackle</th>\n",
       "      <th>Sprint speed</th>\n",
       "      <th>Stamina</th>\n",
       "      <th>Standing tackle</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Vision</th>\n",
       "      <th>Volleys</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20801</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>32</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/20801.png</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>https://cdn.sofifa.org/flags/38.png</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/243.png</td>\n",
       "      <td>...</td>\n",
       "      <td>96</td>\n",
       "      <td>83</td>\n",
       "      <td>94</td>\n",
       "      <td>23</td>\n",
       "      <td>91</td>\n",
       "      <td>92</td>\n",
       "      <td>31</td>\n",
       "      <td>80</td>\n",
       "      <td>85</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>158023</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>30</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/158023.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/241.png</td>\n",
       "      <td>...</td>\n",
       "      <td>95</td>\n",
       "      <td>88</td>\n",
       "      <td>85</td>\n",
       "      <td>26</td>\n",
       "      <td>87</td>\n",
       "      <td>73</td>\n",
       "      <td>28</td>\n",
       "      <td>59</td>\n",
       "      <td>90</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>190871</td>\n",
       "      <td>Neymar</td>\n",
       "      <td>25</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/190871.png</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>https://cdn.sofifa.org/flags/54.png</td>\n",
       "      <td>92</td>\n",
       "      <td>94</td>\n",
       "      <td>Paris Saint-Germain</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/73.png</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>81</td>\n",
       "      <td>80</td>\n",
       "      <td>33</td>\n",
       "      <td>90</td>\n",
       "      <td>78</td>\n",
       "      <td>24</td>\n",
       "      <td>53</td>\n",
       "      <td>80</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>176580</td>\n",
       "      <td>L. Suárez</td>\n",
       "      <td>30</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/176580.png</td>\n",
       "      <td>Uruguay</td>\n",
       "      <td>https://cdn.sofifa.org/flags/60.png</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/241.png</td>\n",
       "      <td>...</td>\n",
       "      <td>93</td>\n",
       "      <td>83</td>\n",
       "      <td>87</td>\n",
       "      <td>38</td>\n",
       "      <td>77</td>\n",
       "      <td>89</td>\n",
       "      <td>45</td>\n",
       "      <td>80</td>\n",
       "      <td>84</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>167495</td>\n",
       "      <td>M. Neuer</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/167495.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>FC Bayern Munich</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/21.png</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>55</td>\n",
       "      <td>25</td>\n",
       "      <td>11</td>\n",
       "      <td>61</td>\n",
       "      <td>44</td>\n",
       "      <td>10</td>\n",
       "      <td>83</td>\n",
       "      <td>70</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>188545</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/188545.png</td>\n",
       "      <td>Poland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/37.png</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>FC Bayern Munich</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/21.png</td>\n",
       "      <td>...</td>\n",
       "      <td>91</td>\n",
       "      <td>83</td>\n",
       "      <td>88</td>\n",
       "      <td>19</td>\n",
       "      <td>83</td>\n",
       "      <td>79</td>\n",
       "      <td>42</td>\n",
       "      <td>84</td>\n",
       "      <td>78</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>193080</td>\n",
       "      <td>De Gea</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/193080.png</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
       "      <td>90</td>\n",
       "      <td>92</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/11.png</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>50</td>\n",
       "      <td>31</td>\n",
       "      <td>13</td>\n",
       "      <td>58</td>\n",
       "      <td>40</td>\n",
       "      <td>21</td>\n",
       "      <td>64</td>\n",
       "      <td>68</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>183277</td>\n",
       "      <td>E. Hazard</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/183277.png</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
       "      <td>90</td>\n",
       "      <td>91</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/5.png</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>86</td>\n",
       "      <td>79</td>\n",
       "      <td>22</td>\n",
       "      <td>87</td>\n",
       "      <td>79</td>\n",
       "      <td>27</td>\n",
       "      <td>65</td>\n",
       "      <td>86</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>182521</td>\n",
       "      <td>T. Kroos</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/182521.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/243.png</td>\n",
       "      <td>...</td>\n",
       "      <td>86</td>\n",
       "      <td>90</td>\n",
       "      <td>87</td>\n",
       "      <td>69</td>\n",
       "      <td>52</td>\n",
       "      <td>77</td>\n",
       "      <td>82</td>\n",
       "      <td>74</td>\n",
       "      <td>88</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>167664</td>\n",
       "      <td>G. Higuaín</td>\n",
       "      <td>29</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/167664.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/45.png</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>75</td>\n",
       "      <td>88</td>\n",
       "      <td>18</td>\n",
       "      <td>80</td>\n",
       "      <td>72</td>\n",
       "      <td>22</td>\n",
       "      <td>85</td>\n",
       "      <td>70</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>155862</td>\n",
       "      <td>Sergio Ramos</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/155862.png</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/243.png</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>78</td>\n",
       "      <td>79</td>\n",
       "      <td>91</td>\n",
       "      <td>77</td>\n",
       "      <td>84</td>\n",
       "      <td>89</td>\n",
       "      <td>81</td>\n",
       "      <td>63</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>192985</td>\n",
       "      <td>K. De Bruyne</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/192985.png</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
       "      <td>89</td>\n",
       "      <td>92</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/10.png</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>90</td>\n",
       "      <td>85</td>\n",
       "      <td>40</td>\n",
       "      <td>75</td>\n",
       "      <td>87</td>\n",
       "      <td>51</td>\n",
       "      <td>73</td>\n",
       "      <td>90</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>192119</td>\n",
       "      <td>T. Courtois</td>\n",
       "      <td>25</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/192119.png</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
       "      <td>89</td>\n",
       "      <td>92</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/5.png</td>\n",
       "      <td>...</td>\n",
       "      <td>81</td>\n",
       "      <td>32</td>\n",
       "      <td>36</td>\n",
       "      <td>16</td>\n",
       "      <td>52</td>\n",
       "      <td>38</td>\n",
       "      <td>18</td>\n",
       "      <td>70</td>\n",
       "      <td>44</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>184941</td>\n",
       "      <td>A. Sánchez</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/184941.png</td>\n",
       "      <td>Chile</td>\n",
       "      <td>https://cdn.sofifa.org/flags/55.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1.png</td>\n",
       "      <td>...</td>\n",
       "      <td>87</td>\n",
       "      <td>81</td>\n",
       "      <td>84</td>\n",
       "      <td>35</td>\n",
       "      <td>84</td>\n",
       "      <td>85</td>\n",
       "      <td>39</td>\n",
       "      <td>72</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>177003</td>\n",
       "      <td>L. Modrić</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/177003.png</td>\n",
       "      <td>Croatia</td>\n",
       "      <td>https://cdn.sofifa.org/flags/10.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/243.png</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>92</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>71</td>\n",
       "      <td>82</td>\n",
       "      <td>80</td>\n",
       "      <td>58</td>\n",
       "      <td>90</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>173731</td>\n",
       "      <td>G. Bale</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/173731.png</td>\n",
       "      <td>Wales</td>\n",
       "      <td>https://cdn.sofifa.org/flags/50.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/243.png</td>\n",
       "      <td>...</td>\n",
       "      <td>87</td>\n",
       "      <td>86</td>\n",
       "      <td>91</td>\n",
       "      <td>52</td>\n",
       "      <td>95</td>\n",
       "      <td>76</td>\n",
       "      <td>55</td>\n",
       "      <td>80</td>\n",
       "      <td>79</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>153079</td>\n",
       "      <td>S. Agüero</td>\n",
       "      <td>29</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/153079.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/10.png</td>\n",
       "      <td>...</td>\n",
       "      <td>89</td>\n",
       "      <td>79</td>\n",
       "      <td>88</td>\n",
       "      <td>12</td>\n",
       "      <td>84</td>\n",
       "      <td>74</td>\n",
       "      <td>20</td>\n",
       "      <td>74</td>\n",
       "      <td>83</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>138956</td>\n",
       "      <td>G. Chiellini</td>\n",
       "      <td>32</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/138956.png</td>\n",
       "      <td>Italy</td>\n",
       "      <td>https://cdn.sofifa.org/flags/27.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/45.png</td>\n",
       "      <td>...</td>\n",
       "      <td>82</td>\n",
       "      <td>59</td>\n",
       "      <td>78</td>\n",
       "      <td>90</td>\n",
       "      <td>78</td>\n",
       "      <td>68</td>\n",
       "      <td>92</td>\n",
       "      <td>91</td>\n",
       "      <td>50</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1179</td>\n",
       "      <td>G. Buffon</td>\n",
       "      <td>39</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/1179.png</td>\n",
       "      <td>Italy</td>\n",
       "      <td>https://cdn.sofifa.org/flags/27.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/45.png</td>\n",
       "      <td>...</td>\n",
       "      <td>80</td>\n",
       "      <td>37</td>\n",
       "      <td>39</td>\n",
       "      <td>11</td>\n",
       "      <td>43</td>\n",
       "      <td>39</td>\n",
       "      <td>11</td>\n",
       "      <td>69</td>\n",
       "      <td>50</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>211110</td>\n",
       "      <td>P. Dybala</td>\n",
       "      <td>23</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/211110.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>88</td>\n",
       "      <td>93</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/45.png</td>\n",
       "      <td>...</td>\n",
       "      <td>84</td>\n",
       "      <td>83</td>\n",
       "      <td>82</td>\n",
       "      <td>20</td>\n",
       "      <td>84</td>\n",
       "      <td>83</td>\n",
       "      <td>20</td>\n",
       "      <td>65</td>\n",
       "      <td>84</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>200389</td>\n",
       "      <td>J. Oblak</td>\n",
       "      <td>24</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/200389.png</td>\n",
       "      <td>Slovenia</td>\n",
       "      <td>https://cdn.sofifa.org/flags/44.png</td>\n",
       "      <td>88</td>\n",
       "      <td>93</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/240.png</td>\n",
       "      <td>...</td>\n",
       "      <td>84</td>\n",
       "      <td>29</td>\n",
       "      <td>22</td>\n",
       "      <td>18</td>\n",
       "      <td>60</td>\n",
       "      <td>41</td>\n",
       "      <td>12</td>\n",
       "      <td>78</td>\n",
       "      <td>55</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>194765</td>\n",
       "      <td>A. Griezmann</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/194765.png</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.org/flags/18.png</td>\n",
       "      <td>88</td>\n",
       "      <td>91</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/240.png</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>79</td>\n",
       "      <td>81</td>\n",
       "      <td>11</td>\n",
       "      <td>86</td>\n",
       "      <td>76</td>\n",
       "      <td>22</td>\n",
       "      <td>61</td>\n",
       "      <td>76</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>189509</td>\n",
       "      <td>Thiago</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/189509.png</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
       "      <td>88</td>\n",
       "      <td>90</td>\n",
       "      <td>FC Bayern Munich</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/21.png</td>\n",
       "      <td>...</td>\n",
       "      <td>84</td>\n",
       "      <td>91</td>\n",
       "      <td>75</td>\n",
       "      <td>62</td>\n",
       "      <td>68</td>\n",
       "      <td>75</td>\n",
       "      <td>64</td>\n",
       "      <td>59</td>\n",
       "      <td>86</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>188567</td>\n",
       "      <td>P. Aubameyang</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/188567.png</td>\n",
       "      <td>Gabon</td>\n",
       "      <td>https://cdn.sofifa.org/flags/115.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Borussia Dortmund</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/22.png</td>\n",
       "      <td>...</td>\n",
       "      <td>87</td>\n",
       "      <td>77</td>\n",
       "      <td>81</td>\n",
       "      <td>36</td>\n",
       "      <td>96</td>\n",
       "      <td>79</td>\n",
       "      <td>25</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>184344</td>\n",
       "      <td>L. Bonucci</td>\n",
       "      <td>30</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/184344.png</td>\n",
       "      <td>Italy</td>\n",
       "      <td>https://cdn.sofifa.org/flags/27.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Milan</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/47.png</td>\n",
       "      <td>...</td>\n",
       "      <td>86</td>\n",
       "      <td>79</td>\n",
       "      <td>74</td>\n",
       "      <td>88</td>\n",
       "      <td>72</td>\n",
       "      <td>73</td>\n",
       "      <td>88</td>\n",
       "      <td>85</td>\n",
       "      <td>74</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>183907</td>\n",
       "      <td>J. Boateng</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/183907.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>FC Bayern Munich</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/21.png</td>\n",
       "      <td>...</td>\n",
       "      <td>82</td>\n",
       "      <td>75</td>\n",
       "      <td>79</td>\n",
       "      <td>90</td>\n",
       "      <td>78</td>\n",
       "      <td>74</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>76</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>182493</td>\n",
       "      <td>D. Godín</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/182493.png</td>\n",
       "      <td>Uruguay</td>\n",
       "      <td>https://cdn.sofifa.org/flags/60.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/240.png</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>79</td>\n",
       "      <td>67</td>\n",
       "      <td>89</td>\n",
       "      <td>67</td>\n",
       "      <td>67</td>\n",
       "      <td>86</td>\n",
       "      <td>80</td>\n",
       "      <td>52</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>178603</td>\n",
       "      <td>M. Hummels</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/178603.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>FC Bayern Munich</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/21.png</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>80</td>\n",
       "      <td>71</td>\n",
       "      <td>90</td>\n",
       "      <td>65</td>\n",
       "      <td>66</td>\n",
       "      <td>92</td>\n",
       "      <td>85</td>\n",
       "      <td>79</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>176635</td>\n",
       "      <td>M. Özil</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/176635.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1.png</td>\n",
       "      <td>...</td>\n",
       "      <td>87</td>\n",
       "      <td>89</td>\n",
       "      <td>70</td>\n",
       "      <td>19</td>\n",
       "      <td>68</td>\n",
       "      <td>69</td>\n",
       "      <td>16</td>\n",
       "      <td>57</td>\n",
       "      <td>92</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>167948</td>\n",
       "      <td>H. Lloris</td>\n",
       "      <td>30</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/167948.png</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.org/flags/18.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/18.png</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>50</td>\n",
       "      <td>23</td>\n",
       "      <td>18</td>\n",
       "      <td>63</td>\n",
       "      <td>41</td>\n",
       "      <td>10</td>\n",
       "      <td>43</td>\n",
       "      <td>30</td>\n",
       "      <td>11</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>17951</th>\n",
       "      <td>221669</td>\n",
       "      <td>M. Hurst</td>\n",
       "      <td>21</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/221669.png</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/42.png</td>\n",
       "      <td>48</td>\n",
       "      <td>58</td>\n",
       "      <td>St. Johnstone FC</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/100804.png</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>26</td>\n",
       "      <td>25</td>\n",
       "      <td>16</td>\n",
       "      <td>42</td>\n",
       "      <td>33</td>\n",
       "      <td>15</td>\n",
       "      <td>58</td>\n",
       "      <td>20</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17952</th>\n",
       "      <td>239079</td>\n",
       "      <td>A. Osmanoski</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/239079.png</td>\n",
       "      <td>FYR Macedonia</td>\n",
       "      <td>https://cdn.sofifa.org/flags/19.png</td>\n",
       "      <td>48</td>\n",
       "      <td>68</td>\n",
       "      <td>SpVgg Unterhaching</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/172.png</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>59</td>\n",
       "      <td>49</td>\n",
       "      <td>44</td>\n",
       "      <td>68</td>\n",
       "      <td>61</td>\n",
       "      <td>36</td>\n",
       "      <td>58</td>\n",
       "      <td>42</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17953</th>\n",
       "      <td>238833</td>\n",
       "      <td>K. Cotter</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238833.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>48</td>\n",
       "      <td>67</td>\n",
       "      <td>Luton Town</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1923.png</td>\n",
       "      <td>...</td>\n",
       "      <td>51</td>\n",
       "      <td>54</td>\n",
       "      <td>49</td>\n",
       "      <td>45</td>\n",
       "      <td>65</td>\n",
       "      <td>60</td>\n",
       "      <td>39</td>\n",
       "      <td>49</td>\n",
       "      <td>45</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17954</th>\n",
       "      <td>225778</td>\n",
       "      <td>T. Robinson</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/225778.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>48</td>\n",
       "      <td>64</td>\n",
       "      <td>Bradford City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1804.png</td>\n",
       "      <td>...</td>\n",
       "      <td>34</td>\n",
       "      <td>43</td>\n",
       "      <td>46</td>\n",
       "      <td>25</td>\n",
       "      <td>57</td>\n",
       "      <td>48</td>\n",
       "      <td>25</td>\n",
       "      <td>51</td>\n",
       "      <td>42</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17955</th>\n",
       "      <td>231928</td>\n",
       "      <td>R. Hughes</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/231928.png</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/42.png</td>\n",
       "      <td>48</td>\n",
       "      <td>63</td>\n",
       "      <td>Hamilton Academical FC</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/184.png</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>55</td>\n",
       "      <td>54</td>\n",
       "      <td>50</td>\n",
       "      <td>49</td>\n",
       "      <td>40</td>\n",
       "      <td>44</td>\n",
       "      <td>52</td>\n",
       "      <td>47</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17956</th>\n",
       "      <td>240381</td>\n",
       "      <td>Z. Mohammed</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/240381.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>48</td>\n",
       "      <td>64</td>\n",
       "      <td>Accrington Stanley</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/110313.png</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>47</td>\n",
       "      <td>55</td>\n",
       "      <td>57</td>\n",
       "      <td>52</td>\n",
       "      <td>63</td>\n",
       "      <td>32</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17957</th>\n",
       "      <td>236807</td>\n",
       "      <td>D. Peppard</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/236807.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>61</td>\n",
       "      <td>Bohemian FC</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/305.png</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>45</td>\n",
       "      <td>39</td>\n",
       "      <td>44</td>\n",
       "      <td>52</td>\n",
       "      <td>51</td>\n",
       "      <td>46</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17958</th>\n",
       "      <td>237859</td>\n",
       "      <td>C. Rogers</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/237859.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>59</td>\n",
       "      <td>Bray Wanderers</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/838.png</td>\n",
       "      <td>...</td>\n",
       "      <td>46</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>46</td>\n",
       "      <td>56</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>57</td>\n",
       "      <td>32</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17959</th>\n",
       "      <td>225319</td>\n",
       "      <td>N. McLaughlin</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/225319.png</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/42.png</td>\n",
       "      <td>47</td>\n",
       "      <td>64</td>\n",
       "      <td>Partick Thistle F.C.</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1754.png</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>51</td>\n",
       "      <td>48</td>\n",
       "      <td>31</td>\n",
       "      <td>68</td>\n",
       "      <td>64</td>\n",
       "      <td>33</td>\n",
       "      <td>58</td>\n",
       "      <td>47</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17960</th>\n",
       "      <td>236597</td>\n",
       "      <td>L. Kiely</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/236597.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>69</td>\n",
       "      <td>Shamrock Rovers</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/306.png</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>55</td>\n",
       "      <td>44</td>\n",
       "      <td>47</td>\n",
       "      <td>62</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>49</td>\n",
       "      <td>53</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17961</th>\n",
       "      <td>233047</td>\n",
       "      <td>J. Latibeaudiere</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/233047.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>73</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/10.png</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>36</td>\n",
       "      <td>32</td>\n",
       "      <td>47</td>\n",
       "      <td>54</td>\n",
       "      <td>62</td>\n",
       "      <td>52</td>\n",
       "      <td>45</td>\n",
       "      <td>27</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17962</th>\n",
       "      <td>236425</td>\n",
       "      <td>J. Payne</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/236425.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>63</td>\n",
       "      <td>Barnet</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/135.png</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>26</td>\n",
       "      <td>22</td>\n",
       "      <td>48</td>\n",
       "      <td>63</td>\n",
       "      <td>62</td>\n",
       "      <td>46</td>\n",
       "      <td>60</td>\n",
       "      <td>32</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17963</th>\n",
       "      <td>238217</td>\n",
       "      <td>G. Manley</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238217.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>58</td>\n",
       "      <td>Cork City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/422.png</td>\n",
       "      <td>...</td>\n",
       "      <td>54</td>\n",
       "      <td>55</td>\n",
       "      <td>43</td>\n",
       "      <td>47</td>\n",
       "      <td>49</td>\n",
       "      <td>42</td>\n",
       "      <td>45</td>\n",
       "      <td>46</td>\n",
       "      <td>47</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17964</th>\n",
       "      <td>238985</td>\n",
       "      <td>P. Phillips</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238985.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>67</td>\n",
       "      <td>Cork City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/422.png</td>\n",
       "      <td>...</td>\n",
       "      <td>53</td>\n",
       "      <td>55</td>\n",
       "      <td>46</td>\n",
       "      <td>53</td>\n",
       "      <td>51</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17965</th>\n",
       "      <td>238219</td>\n",
       "      <td>A. Byrne</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238219.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>61</td>\n",
       "      <td>Cork City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/422.png</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>52</td>\n",
       "      <td>54</td>\n",
       "      <td>48</td>\n",
       "      <td>64</td>\n",
       "      <td>59</td>\n",
       "      <td>44</td>\n",
       "      <td>31</td>\n",
       "      <td>40</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17966</th>\n",
       "      <td>238477</td>\n",
       "      <td>K. Fujikawa</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238477.png</td>\n",
       "      <td>Japan</td>\n",
       "      <td>https://cdn.sofifa.org/flags/163.png</td>\n",
       "      <td>47</td>\n",
       "      <td>67</td>\n",
       "      <td>Júbilo Iwata</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/101144.png</td>\n",
       "      <td>...</td>\n",
       "      <td>48</td>\n",
       "      <td>53</td>\n",
       "      <td>42</td>\n",
       "      <td>54</td>\n",
       "      <td>58</td>\n",
       "      <td>37</td>\n",
       "      <td>44</td>\n",
       "      <td>42</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17967</th>\n",
       "      <td>231824</td>\n",
       "      <td>K. Egan</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/231824.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>67</td>\n",
       "      <td>Exeter City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/143.png</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>27</td>\n",
       "      <td>22</td>\n",
       "      <td>46</td>\n",
       "      <td>54</td>\n",
       "      <td>60</td>\n",
       "      <td>46</td>\n",
       "      <td>63</td>\n",
       "      <td>32</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17968</th>\n",
       "      <td>237974</td>\n",
       "      <td>T. Brownsword</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/237974.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>68</td>\n",
       "      <td>Morecambe</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/357.png</td>\n",
       "      <td>...</td>\n",
       "      <td>48</td>\n",
       "      <td>26</td>\n",
       "      <td>32</td>\n",
       "      <td>54</td>\n",
       "      <td>63</td>\n",
       "      <td>59</td>\n",
       "      <td>51</td>\n",
       "      <td>50</td>\n",
       "      <td>32</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17969</th>\n",
       "      <td>236954</td>\n",
       "      <td>F. Prohart</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/236954.png</td>\n",
       "      <td>Austria</td>\n",
       "      <td>https://cdn.sofifa.org/flags/4.png</td>\n",
       "      <td>47</td>\n",
       "      <td>67</td>\n",
       "      <td>Wolfsberger AC</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/111822.png</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>42</td>\n",
       "      <td>45</td>\n",
       "      <td>18</td>\n",
       "      <td>65</td>\n",
       "      <td>55</td>\n",
       "      <td>20</td>\n",
       "      <td>41</td>\n",
       "      <td>47</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17970</th>\n",
       "      <td>231107</td>\n",
       "      <td>A. Kilgour</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/231107.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>56</td>\n",
       "      <td>Bristol Rovers</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1962.png</td>\n",
       "      <td>...</td>\n",
       "      <td>46</td>\n",
       "      <td>39</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>55</td>\n",
       "      <td>61</td>\n",
       "      <td>46</td>\n",
       "      <td>68</td>\n",
       "      <td>31</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17971</th>\n",
       "      <td>240325</td>\n",
       "      <td>R. White</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/240325.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>65</td>\n",
       "      <td>Bolton Wanderers</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/4.png</td>\n",
       "      <td>...</td>\n",
       "      <td>48</td>\n",
       "      <td>46</td>\n",
       "      <td>52</td>\n",
       "      <td>15</td>\n",
       "      <td>56</td>\n",
       "      <td>53</td>\n",
       "      <td>13</td>\n",
       "      <td>61</td>\n",
       "      <td>48</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17972</th>\n",
       "      <td>238306</td>\n",
       "      <td>A. Conway</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238306.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>63</td>\n",
       "      <td>Galway United</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1571.png</td>\n",
       "      <td>...</td>\n",
       "      <td>50</td>\n",
       "      <td>40</td>\n",
       "      <td>44</td>\n",
       "      <td>43</td>\n",
       "      <td>58</td>\n",
       "      <td>52</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>40</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17973</th>\n",
       "      <td>240403</td>\n",
       "      <td>T. Sawyer</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/240403.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>46</td>\n",
       "      <td>58</td>\n",
       "      <td>Grimsby Town</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/92.png</td>\n",
       "      <td>...</td>\n",
       "      <td>50</td>\n",
       "      <td>47</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>64</td>\n",
       "      <td>55</td>\n",
       "      <td>39</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17974</th>\n",
       "      <td>240404</td>\n",
       "      <td>J. Keeble</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/240404.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>46</td>\n",
       "      <td>56</td>\n",
       "      <td>Grimsby Town</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/92.png</td>\n",
       "      <td>...</td>\n",
       "      <td>48</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>49</td>\n",
       "      <td>60</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>42</td>\n",
       "      <td>28</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17975</th>\n",
       "      <td>235352</td>\n",
       "      <td>T. Käßemodel</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/235352.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>FC Erzgebirge Aue</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/506.png</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>54</td>\n",
       "      <td>52</td>\n",
       "      <td>38</td>\n",
       "      <td>22</td>\n",
       "      <td>30</td>\n",
       "      <td>36</td>\n",
       "      <td>37</td>\n",
       "      <td>43</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17976</th>\n",
       "      <td>237463</td>\n",
       "      <td>A. Kelsey</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/237463.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>46</td>\n",
       "      <td>63</td>\n",
       "      <td>Scunthorpe United</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1949.png</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>10</td>\n",
       "      <td>32</td>\n",
       "      <td>28</td>\n",
       "      <td>11</td>\n",
       "      <td>50</td>\n",
       "      <td>26</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17977</th>\n",
       "      <td>11728</td>\n",
       "      <td>B. Richardson</td>\n",
       "      <td>47</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/11728.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>Wycombe Wanderers</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1933.png</td>\n",
       "      <td>...</td>\n",
       "      <td>51</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>25</td>\n",
       "      <td>32</td>\n",
       "      <td>12</td>\n",
       "      <td>47</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17978</th>\n",
       "      <td>231381</td>\n",
       "      <td>J. Young</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/231381.png</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/42.png</td>\n",
       "      <td>46</td>\n",
       "      <td>61</td>\n",
       "      <td>Swindon Town</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1934.png</td>\n",
       "      <td>...</td>\n",
       "      <td>54</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>14</td>\n",
       "      <td>51</td>\n",
       "      <td>33</td>\n",
       "      <td>17</td>\n",
       "      <td>32</td>\n",
       "      <td>37</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17979</th>\n",
       "      <td>238813</td>\n",
       "      <td>J. Lundstram</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238813.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>46</td>\n",
       "      <td>64</td>\n",
       "      <td>Crewe Alexandra</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/121.png</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>43</td>\n",
       "      <td>47</td>\n",
       "      <td>58</td>\n",
       "      <td>49</td>\n",
       "      <td>48</td>\n",
       "      <td>46</td>\n",
       "      <td>51</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17980</th>\n",
       "      <td>238308</td>\n",
       "      <td>L. Sackey</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238308.png</td>\n",
       "      <td>Ghana</td>\n",
       "      <td>https://cdn.sofifa.org/flags/117.png</td>\n",
       "      <td>46</td>\n",
       "      <td>64</td>\n",
       "      <td>Scunthorpe United</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1949.png</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>31</td>\n",
       "      <td>21</td>\n",
       "      <td>43</td>\n",
       "      <td>49</td>\n",
       "      <td>55</td>\n",
       "      <td>44</td>\n",
       "      <td>67</td>\n",
       "      <td>22</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>17981 rows × 48 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         ID_x               Name  Age  \\\n",
       "0       20801  Cristiano Ronaldo   32   \n",
       "1      158023           L. Messi   30   \n",
       "2      190871             Neymar   25   \n",
       "3      176580          L. Suárez   30   \n",
       "4      167495           M. Neuer   31   \n",
       "5      188545     R. Lewandowski   28   \n",
       "6      193080             De Gea   26   \n",
       "7      183277          E. Hazard   26   \n",
       "8      182521           T. Kroos   27   \n",
       "9      167664         G. Higuaín   29   \n",
       "10     155862       Sergio Ramos   31   \n",
       "11     192985       K. De Bruyne   26   \n",
       "12     192119        T. Courtois   25   \n",
       "13     184941         A. Sánchez   28   \n",
       "14     177003          L. Modrić   31   \n",
       "15     173731            G. Bale   27   \n",
       "16     153079          S. Agüero   29   \n",
       "17     138956       G. Chiellini   32   \n",
       "18       1179          G. Buffon   39   \n",
       "19     211110          P. Dybala   23   \n",
       "20     200389           J. Oblak   24   \n",
       "21     194765       A. Griezmann   26   \n",
       "22     189509             Thiago   26   \n",
       "23     188567      P. Aubameyang   28   \n",
       "24     184344         L. Bonucci   30   \n",
       "25     183907         J. Boateng   28   \n",
       "26     182493           D. Godín   31   \n",
       "27     178603         M. Hummels   28   \n",
       "28     176635            M. Özil   28   \n",
       "29     167948          H. Lloris   30   \n",
       "...       ...                ...  ...   \n",
       "17951  221669           M. Hurst   21   \n",
       "17952  239079       A. Osmanoski   17   \n",
       "17953  238833          K. Cotter   18   \n",
       "17954  225778        T. Robinson   19   \n",
       "17955  231928          R. Hughes   18   \n",
       "17956  240381        Z. Mohammed   17   \n",
       "17957  236807         D. Peppard   17   \n",
       "17958  237859          C. Rogers   17   \n",
       "17959  225319      N. McLaughlin   18   \n",
       "17960  236597           L. Kiely   18   \n",
       "17961  233047   J. Latibeaudiere   17   \n",
       "17962  236425           J. Payne   18   \n",
       "17963  238217          G. Manley   19   \n",
       "17964  238985        P. Phillips   18   \n",
       "17965  238219           A. Byrne   18   \n",
       "17966  238477        K. Fujikawa   18   \n",
       "17967  231824            K. Egan   19   \n",
       "17968  237974      T. Brownsword   17   \n",
       "17969  236954         F. Prohart   18   \n",
       "17970  231107         A. Kilgour   19   \n",
       "17971  240325           R. White   18   \n",
       "17972  238306          A. Conway   19   \n",
       "17973  240403          T. Sawyer   18   \n",
       "17974  240404          J. Keeble   18   \n",
       "17975  235352       T. Käßemodel   28   \n",
       "17976  237463          A. Kelsey   17   \n",
       "17977   11728      B. Richardson   47   \n",
       "17978  231381           J. Young   17   \n",
       "17979  238813       J. Lundstram   18   \n",
       "17980  238308          L. Sackey   18   \n",
       "\n",
       "                                                 Photo          Nationality  \\\n",
       "0       https://cdn.sofifa.org/48/18/players/20801.png             Portugal   \n",
       "1      https://cdn.sofifa.org/48/18/players/158023.png            Argentina   \n",
       "2      https://cdn.sofifa.org/48/18/players/190871.png               Brazil   \n",
       "3      https://cdn.sofifa.org/48/18/players/176580.png              Uruguay   \n",
       "4      https://cdn.sofifa.org/48/18/players/167495.png              Germany   \n",
       "5      https://cdn.sofifa.org/48/18/players/188545.png               Poland   \n",
       "6      https://cdn.sofifa.org/48/18/players/193080.png                Spain   \n",
       "7      https://cdn.sofifa.org/48/18/players/183277.png              Belgium   \n",
       "8      https://cdn.sofifa.org/48/18/players/182521.png              Germany   \n",
       "9      https://cdn.sofifa.org/48/18/players/167664.png            Argentina   \n",
       "10     https://cdn.sofifa.org/48/18/players/155862.png                Spain   \n",
       "11     https://cdn.sofifa.org/48/18/players/192985.png              Belgium   \n",
       "12     https://cdn.sofifa.org/48/18/players/192119.png              Belgium   \n",
       "13     https://cdn.sofifa.org/48/18/players/184941.png                Chile   \n",
       "14     https://cdn.sofifa.org/48/18/players/177003.png              Croatia   \n",
       "15     https://cdn.sofifa.org/48/18/players/173731.png                Wales   \n",
       "16     https://cdn.sofifa.org/48/18/players/153079.png            Argentina   \n",
       "17     https://cdn.sofifa.org/48/18/players/138956.png                Italy   \n",
       "18       https://cdn.sofifa.org/48/18/players/1179.png                Italy   \n",
       "19     https://cdn.sofifa.org/48/18/players/211110.png            Argentina   \n",
       "20     https://cdn.sofifa.org/48/18/players/200389.png             Slovenia   \n",
       "21     https://cdn.sofifa.org/48/18/players/194765.png               France   \n",
       "22     https://cdn.sofifa.org/48/18/players/189509.png                Spain   \n",
       "23     https://cdn.sofifa.org/48/18/players/188567.png                Gabon   \n",
       "24     https://cdn.sofifa.org/48/18/players/184344.png                Italy   \n",
       "25     https://cdn.sofifa.org/48/18/players/183907.png              Germany   \n",
       "26     https://cdn.sofifa.org/48/18/players/182493.png              Uruguay   \n",
       "27     https://cdn.sofifa.org/48/18/players/178603.png              Germany   \n",
       "28     https://cdn.sofifa.org/48/18/players/176635.png              Germany   \n",
       "29     https://cdn.sofifa.org/48/18/players/167948.png               France   \n",
       "...                                                ...                  ...   \n",
       "17951  https://cdn.sofifa.org/48/18/players/221669.png             Scotland   \n",
       "17952  https://cdn.sofifa.org/48/18/players/239079.png        FYR Macedonia   \n",
       "17953  https://cdn.sofifa.org/48/18/players/238833.png              England   \n",
       "17954  https://cdn.sofifa.org/48/18/players/225778.png              England   \n",
       "17955  https://cdn.sofifa.org/48/18/players/231928.png             Scotland   \n",
       "17956  https://cdn.sofifa.org/48/18/players/240381.png              England   \n",
       "17957  https://cdn.sofifa.org/48/18/players/236807.png  Republic of Ireland   \n",
       "17958  https://cdn.sofifa.org/48/18/players/237859.png  Republic of Ireland   \n",
       "17959  https://cdn.sofifa.org/48/18/players/225319.png             Scotland   \n",
       "17960  https://cdn.sofifa.org/48/18/players/236597.png  Republic of Ireland   \n",
       "17961  https://cdn.sofifa.org/48/18/players/233047.png              England   \n",
       "17962  https://cdn.sofifa.org/48/18/players/236425.png              England   \n",
       "17963  https://cdn.sofifa.org/48/18/players/238217.png  Republic of Ireland   \n",
       "17964  https://cdn.sofifa.org/48/18/players/238985.png  Republic of Ireland   \n",
       "17965  https://cdn.sofifa.org/48/18/players/238219.png  Republic of Ireland   \n",
       "17966  https://cdn.sofifa.org/48/18/players/238477.png                Japan   \n",
       "17967  https://cdn.sofifa.org/48/18/players/231824.png              England   \n",
       "17968  https://cdn.sofifa.org/48/18/players/237974.png              England   \n",
       "17969  https://cdn.sofifa.org/48/18/players/236954.png              Austria   \n",
       "17970  https://cdn.sofifa.org/48/18/players/231107.png              England   \n",
       "17971  https://cdn.sofifa.org/48/18/players/240325.png              England   \n",
       "17972  https://cdn.sofifa.org/48/18/players/238306.png  Republic of Ireland   \n",
       "17973  https://cdn.sofifa.org/48/18/players/240403.png              England   \n",
       "17974  https://cdn.sofifa.org/48/18/players/240404.png              England   \n",
       "17975  https://cdn.sofifa.org/48/18/players/235352.png              Germany   \n",
       "17976  https://cdn.sofifa.org/48/18/players/237463.png              England   \n",
       "17977   https://cdn.sofifa.org/48/18/players/11728.png              England   \n",
       "17978  https://cdn.sofifa.org/48/18/players/231381.png             Scotland   \n",
       "17979  https://cdn.sofifa.org/48/18/players/238813.png              England   \n",
       "17980  https://cdn.sofifa.org/48/18/players/238308.png                Ghana   \n",
       "\n",
       "                                       Flag  Overall  Potential  \\\n",
       "0       https://cdn.sofifa.org/flags/38.png       94         94   \n",
       "1       https://cdn.sofifa.org/flags/52.png       93         93   \n",
       "2       https://cdn.sofifa.org/flags/54.png       92         94   \n",
       "3       https://cdn.sofifa.org/flags/60.png       92         92   \n",
       "4       https://cdn.sofifa.org/flags/21.png       92         92   \n",
       "5       https://cdn.sofifa.org/flags/37.png       91         91   \n",
       "6       https://cdn.sofifa.org/flags/45.png       90         92   \n",
       "7        https://cdn.sofifa.org/flags/7.png       90         91   \n",
       "8       https://cdn.sofifa.org/flags/21.png       90         90   \n",
       "9       https://cdn.sofifa.org/flags/52.png       90         90   \n",
       "10      https://cdn.sofifa.org/flags/45.png       90         90   \n",
       "11       https://cdn.sofifa.org/flags/7.png       89         92   \n",
       "12       https://cdn.sofifa.org/flags/7.png       89         92   \n",
       "13      https://cdn.sofifa.org/flags/55.png       89         89   \n",
       "14      https://cdn.sofifa.org/flags/10.png       89         89   \n",
       "15      https://cdn.sofifa.org/flags/50.png       89         89   \n",
       "16      https://cdn.sofifa.org/flags/52.png       89         89   \n",
       "17      https://cdn.sofifa.org/flags/27.png       89         89   \n",
       "18      https://cdn.sofifa.org/flags/27.png       89         89   \n",
       "19      https://cdn.sofifa.org/flags/52.png       88         93   \n",
       "20      https://cdn.sofifa.org/flags/44.png       88         93   \n",
       "21      https://cdn.sofifa.org/flags/18.png       88         91   \n",
       "22      https://cdn.sofifa.org/flags/45.png       88         90   \n",
       "23     https://cdn.sofifa.org/flags/115.png       88         88   \n",
       "24      https://cdn.sofifa.org/flags/27.png       88         88   \n",
       "25      https://cdn.sofifa.org/flags/21.png       88         88   \n",
       "26      https://cdn.sofifa.org/flags/60.png       88         88   \n",
       "27      https://cdn.sofifa.org/flags/21.png       88         88   \n",
       "28      https://cdn.sofifa.org/flags/21.png       88         88   \n",
       "29      https://cdn.sofifa.org/flags/18.png       88         88   \n",
       "...                                     ...      ...        ...   \n",
       "17951   https://cdn.sofifa.org/flags/42.png       48         58   \n",
       "17952   https://cdn.sofifa.org/flags/19.png       48         68   \n",
       "17953   https://cdn.sofifa.org/flags/14.png       48         67   \n",
       "17954   https://cdn.sofifa.org/flags/14.png       48         64   \n",
       "17955   https://cdn.sofifa.org/flags/42.png       48         63   \n",
       "17956   https://cdn.sofifa.org/flags/14.png       48         64   \n",
       "17957   https://cdn.sofifa.org/flags/25.png       47         61   \n",
       "17958   https://cdn.sofifa.org/flags/25.png       47         59   \n",
       "17959   https://cdn.sofifa.org/flags/42.png       47         64   \n",
       "17960   https://cdn.sofifa.org/flags/25.png       47         69   \n",
       "17961   https://cdn.sofifa.org/flags/14.png       47         73   \n",
       "17962   https://cdn.sofifa.org/flags/14.png       47         63   \n",
       "17963   https://cdn.sofifa.org/flags/25.png       47         58   \n",
       "17964   https://cdn.sofifa.org/flags/25.png       47         67   \n",
       "17965   https://cdn.sofifa.org/flags/25.png       47         61   \n",
       "17966  https://cdn.sofifa.org/flags/163.png       47         67   \n",
       "17967   https://cdn.sofifa.org/flags/14.png       47         67   \n",
       "17968   https://cdn.sofifa.org/flags/14.png       47         68   \n",
       "17969    https://cdn.sofifa.org/flags/4.png       47         67   \n",
       "17970   https://cdn.sofifa.org/flags/14.png       47         56   \n",
       "17971   https://cdn.sofifa.org/flags/14.png       47         65   \n",
       "17972   https://cdn.sofifa.org/flags/25.png       47         63   \n",
       "17973   https://cdn.sofifa.org/flags/14.png       46         58   \n",
       "17974   https://cdn.sofifa.org/flags/14.png       46         56   \n",
       "17975   https://cdn.sofifa.org/flags/21.png       46         46   \n",
       "17976   https://cdn.sofifa.org/flags/14.png       46         63   \n",
       "17977   https://cdn.sofifa.org/flags/14.png       46         46   \n",
       "17978   https://cdn.sofifa.org/flags/42.png       46         61   \n",
       "17979   https://cdn.sofifa.org/flags/14.png       46         64   \n",
       "17980  https://cdn.sofifa.org/flags/117.png       46         64   \n",
       "\n",
       "                         Club                                      Club Logo  \\\n",
       "0              Real Madrid CF     https://cdn.sofifa.org/24/18/teams/243.png   \n",
       "1                FC Barcelona     https://cdn.sofifa.org/24/18/teams/241.png   \n",
       "2         Paris Saint-Germain      https://cdn.sofifa.org/24/18/teams/73.png   \n",
       "3                FC Barcelona     https://cdn.sofifa.org/24/18/teams/241.png   \n",
       "4            FC Bayern Munich      https://cdn.sofifa.org/24/18/teams/21.png   \n",
       "5            FC Bayern Munich      https://cdn.sofifa.org/24/18/teams/21.png   \n",
       "6           Manchester United      https://cdn.sofifa.org/24/18/teams/11.png   \n",
       "7                     Chelsea       https://cdn.sofifa.org/24/18/teams/5.png   \n",
       "8              Real Madrid CF     https://cdn.sofifa.org/24/18/teams/243.png   \n",
       "9                    Juventus      https://cdn.sofifa.org/24/18/teams/45.png   \n",
       "10             Real Madrid CF     https://cdn.sofifa.org/24/18/teams/243.png   \n",
       "11            Manchester City      https://cdn.sofifa.org/24/18/teams/10.png   \n",
       "12                    Chelsea       https://cdn.sofifa.org/24/18/teams/5.png   \n",
       "13                    Arsenal       https://cdn.sofifa.org/24/18/teams/1.png   \n",
       "14             Real Madrid CF     https://cdn.sofifa.org/24/18/teams/243.png   \n",
       "15             Real Madrid CF     https://cdn.sofifa.org/24/18/teams/243.png   \n",
       "16            Manchester City      https://cdn.sofifa.org/24/18/teams/10.png   \n",
       "17                   Juventus      https://cdn.sofifa.org/24/18/teams/45.png   \n",
       "18                   Juventus      https://cdn.sofifa.org/24/18/teams/45.png   \n",
       "19                   Juventus      https://cdn.sofifa.org/24/18/teams/45.png   \n",
       "20            Atlético Madrid     https://cdn.sofifa.org/24/18/teams/240.png   \n",
       "21            Atlético Madrid     https://cdn.sofifa.org/24/18/teams/240.png   \n",
       "22           FC Bayern Munich      https://cdn.sofifa.org/24/18/teams/21.png   \n",
       "23          Borussia Dortmund      https://cdn.sofifa.org/24/18/teams/22.png   \n",
       "24                      Milan      https://cdn.sofifa.org/24/18/teams/47.png   \n",
       "25           FC Bayern Munich      https://cdn.sofifa.org/24/18/teams/21.png   \n",
       "26            Atlético Madrid     https://cdn.sofifa.org/24/18/teams/240.png   \n",
       "27           FC Bayern Munich      https://cdn.sofifa.org/24/18/teams/21.png   \n",
       "28                    Arsenal       https://cdn.sofifa.org/24/18/teams/1.png   \n",
       "29          Tottenham Hotspur      https://cdn.sofifa.org/24/18/teams/18.png   \n",
       "...                       ...                                            ...   \n",
       "17951        St. Johnstone FC  https://cdn.sofifa.org/24/18/teams/100804.png   \n",
       "17952      SpVgg Unterhaching     https://cdn.sofifa.org/24/18/teams/172.png   \n",
       "17953              Luton Town    https://cdn.sofifa.org/24/18/teams/1923.png   \n",
       "17954           Bradford City    https://cdn.sofifa.org/24/18/teams/1804.png   \n",
       "17955  Hamilton Academical FC     https://cdn.sofifa.org/24/18/teams/184.png   \n",
       "17956      Accrington Stanley  https://cdn.sofifa.org/24/18/teams/110313.png   \n",
       "17957             Bohemian FC     https://cdn.sofifa.org/24/18/teams/305.png   \n",
       "17958          Bray Wanderers     https://cdn.sofifa.org/24/18/teams/838.png   \n",
       "17959    Partick Thistle F.C.    https://cdn.sofifa.org/24/18/teams/1754.png   \n",
       "17960         Shamrock Rovers     https://cdn.sofifa.org/24/18/teams/306.png   \n",
       "17961         Manchester City      https://cdn.sofifa.org/24/18/teams/10.png   \n",
       "17962                  Barnet     https://cdn.sofifa.org/24/18/teams/135.png   \n",
       "17963               Cork City     https://cdn.sofifa.org/24/18/teams/422.png   \n",
       "17964               Cork City     https://cdn.sofifa.org/24/18/teams/422.png   \n",
       "17965               Cork City     https://cdn.sofifa.org/24/18/teams/422.png   \n",
       "17966            Júbilo Iwata  https://cdn.sofifa.org/24/18/teams/101144.png   \n",
       "17967             Exeter City     https://cdn.sofifa.org/24/18/teams/143.png   \n",
       "17968               Morecambe     https://cdn.sofifa.org/24/18/teams/357.png   \n",
       "17969          Wolfsberger AC  https://cdn.sofifa.org/24/18/teams/111822.png   \n",
       "17970          Bristol Rovers    https://cdn.sofifa.org/24/18/teams/1962.png   \n",
       "17971        Bolton Wanderers       https://cdn.sofifa.org/24/18/teams/4.png   \n",
       "17972           Galway United    https://cdn.sofifa.org/24/18/teams/1571.png   \n",
       "17973            Grimsby Town      https://cdn.sofifa.org/24/18/teams/92.png   \n",
       "17974            Grimsby Town      https://cdn.sofifa.org/24/18/teams/92.png   \n",
       "17975       FC Erzgebirge Aue     https://cdn.sofifa.org/24/18/teams/506.png   \n",
       "17976       Scunthorpe United    https://cdn.sofifa.org/24/18/teams/1949.png   \n",
       "17977       Wycombe Wanderers    https://cdn.sofifa.org/24/18/teams/1933.png   \n",
       "17978            Swindon Town    https://cdn.sofifa.org/24/18/teams/1934.png   \n",
       "17979         Crewe Alexandra     https://cdn.sofifa.org/24/18/teams/121.png   \n",
       "17980       Scunthorpe United    https://cdn.sofifa.org/24/18/teams/1949.png   \n",
       "\n",
       "        ...   Reactions Short passing  Shot power Sliding tackle Sprint speed  \\\n",
       "0       ...          96            83          94             23           91   \n",
       "1       ...          95            88          85             26           87   \n",
       "2       ...          88            81          80             33           90   \n",
       "3       ...          93            83          87             38           77   \n",
       "4       ...          85            55          25             11           61   \n",
       "5       ...          91            83          88             19           83   \n",
       "6       ...          88            50          31             13           58   \n",
       "7       ...          85            86          79             22           87   \n",
       "8       ...          86            90          87             69           52   \n",
       "9       ...          88            75          88             18           80   \n",
       "10      ...          85            78          79             91           77   \n",
       "11      ...          88            90          85             40           75   \n",
       "12      ...          81            32          36             16           52   \n",
       "13      ...          87            81          84             35           84   \n",
       "14      ...          88            92          73             73           71   \n",
       "15      ...          87            86          91             52           95   \n",
       "16      ...          89            79          88             12           84   \n",
       "17      ...          82            59          78             90           78   \n",
       "18      ...          80            37          39             11           43   \n",
       "19      ...          84            83          82             20           84   \n",
       "20      ...          84            29          22             18           60   \n",
       "21      ...          90            79          81             11           86   \n",
       "22      ...          84            91          75             62           68   \n",
       "23      ...          87            77          81             36           96   \n",
       "24      ...          86            79          74             88           72   \n",
       "25      ...          82            75          79             90           78   \n",
       "26      ...          85            79          67             89           67   \n",
       "27      ...          85            80          71             90           65   \n",
       "28      ...          87            89          70             19           68   \n",
       "29      ...          85            50          23             18           63   \n",
       "...     ...         ...           ...         ...            ...          ...   \n",
       "17951   ...          47            26          25             16           42   \n",
       "17952   ...          49            59          49             44           68   \n",
       "17953   ...          51            54          49             45           65   \n",
       "17954   ...          34            43          46             25           57   \n",
       "17955   ...          47            55          54             50           49   \n",
       "17956   ...          43            29          35             47           55   \n",
       "17957   ...          49            45          39             44           52   \n",
       "17958   ...          46            36          38             46           56   \n",
       "17959   ...          40            51          48             31           68   \n",
       "17960   ...          40            55          44             47           62   \n",
       "17961   ...          45            36          32             47           54   \n",
       "17962   ...          45            26          22             48           63   \n",
       "17963   ...          54            55          43             47           49   \n",
       "17964   ...          53            55          46             53           51   \n",
       "17965   ...          49            52          54             48           64   \n",
       "17966   ...          48            53          42             54           58   \n",
       "17967   ...          45            27          22             46           54   \n",
       "17968   ...          48            26          32             54           63   \n",
       "17969   ...          47            42          45             18           65   \n",
       "17970   ...          46            39          43             43           55   \n",
       "17971   ...          48            46          52             15           56   \n",
       "17972   ...          50            40          44             43           58   \n",
       "17973   ...          50            47          41             41           64   \n",
       "17974   ...          48            30          30             49           60   \n",
       "17975   ...          47            54          52             38           22   \n",
       "17976   ...          40            19          19             10           32   \n",
       "17977   ...          51            12          13             13           25   \n",
       "17978   ...          54            42          42             14           51   \n",
       "17979   ...          49            49          43             47           58   \n",
       "17980   ...          40            31          21             43           49   \n",
       "\n",
       "      Stamina Standing tackle Strength Vision Volleys  \n",
       "0          92              31       80     85      88  \n",
       "1          73              28       59     90      85  \n",
       "2          78              24       53     80      83  \n",
       "3          89              45       80     84      88  \n",
       "4          44              10       83     70      11  \n",
       "5          79              42       84     78      87  \n",
       "6          40              21       64     68      13  \n",
       "7          79              27       65     86      79  \n",
       "8          77              82       74     88      82  \n",
       "9          72              22       85     70      88  \n",
       "10         84              89       81     63      66  \n",
       "11         87              51       73     90      82  \n",
       "12         38              18       70     44      12  \n",
       "13         85              39       72     83      83  \n",
       "14         82              80       58     90      74  \n",
       "15         76              55       80     79      76  \n",
       "16         74              20       74     83      85  \n",
       "17         68              92       91     50      45  \n",
       "18         39              11       69     50      17  \n",
       "19         83              20       65     84      88  \n",
       "20         41              12       78     55      13  \n",
       "21         76              22       61     76      87  \n",
       "22         75              64       59     86      90  \n",
       "23         79              25       77     77      86  \n",
       "24         73              88       85     74      58  \n",
       "25         74              91       91     76      53  \n",
       "26         67              86       80     52      47  \n",
       "27         66              92       85     79      60  \n",
       "28         69              16       57     92      77  \n",
       "29         41              10       43     30      11  \n",
       "...       ...             ...      ...    ...     ...  \n",
       "17951      33              15       58     20      14  \n",
       "17952      61              36       58     42      32  \n",
       "17953      60              39       49     45      38  \n",
       "17954      48              25       51     42      37  \n",
       "17955      40              44       52     47      28  \n",
       "17956      57              52       63     32      20  \n",
       "17957      51              46       36     38      28  \n",
       "17958      48              48       57     32      21  \n",
       "17959      64              33       58     47      41  \n",
       "17960      38              38       49     53      42  \n",
       "17961      62              52       45     27      20  \n",
       "17962      62              46       60     32      26  \n",
       "17963      42              45       46     47      30  \n",
       "17964      44              44       50     51      31  \n",
       "17965      59              44       31     40      37  \n",
       "17966      37              44       42     51      31  \n",
       "17967      60              46       63     32      23  \n",
       "17968      59              51       50     32      21  \n",
       "17969      55              20       41     47      36  \n",
       "17970      61              46       68     31      19  \n",
       "17971      53              13       61     48      35  \n",
       "17972      52              48       48     40      33  \n",
       "17973      55              39       40     40      33  \n",
       "17974      52              52       42     28      24  \n",
       "17975      30              36       37     43      34  \n",
       "17976      28              11       50     26       6  \n",
       "17977      32              12       47     17      12  \n",
       "17978      33              17       32     37      33  \n",
       "17979      49              48       46     51      25  \n",
       "17980      55              44       67     22      19  \n",
       "\n",
       "[17981 rows x 48 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "full_data.drop('ID_x', 1,  inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         20801\n",
       "1        158023\n",
       "2        190871\n",
       "3        176580\n",
       "4        167495\n",
       "5        188545\n",
       "6        193080\n",
       "7        183277\n",
       "8        182521\n",
       "9        167664\n",
       "10       155862\n",
       "11       192985\n",
       "12       192119\n",
       "13       184941\n",
       "14       177003\n",
       "15       173731\n",
       "16       153079\n",
       "17       138956\n",
       "18         1179\n",
       "19       211110\n",
       "20       200389\n",
       "21       194765\n",
       "22       189509\n",
       "23       188567\n",
       "24       184344\n",
       "25       183907\n",
       "26       182493\n",
       "27       178603\n",
       "28       176635\n",
       "29       167948\n",
       "          ...  \n",
       "17951    221669\n",
       "17952    239079\n",
       "17953    238833\n",
       "17954    225778\n",
       "17955    231928\n",
       "17956    240381\n",
       "17957    236807\n",
       "17958    237859\n",
       "17959    225319\n",
       "17960    236597\n",
       "17961    233047\n",
       "17962    236425\n",
       "17963    238217\n",
       "17964    238985\n",
       "17965    238219\n",
       "17966    238477\n",
       "17967    231824\n",
       "17968    237974\n",
       "17969    236954\n",
       "17970    231107\n",
       "17971    240325\n",
       "17972    238306\n",
       "17973    240403\n",
       "17974    240404\n",
       "17975    235352\n",
       "17976    237463\n",
       "17977     11728\n",
       "17978    231381\n",
       "17979    238813\n",
       "17980    238308\n",
       "Name: ID_y, dtype: object"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_data['ID_y']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "f = full_data.rename(index=str, columns={\"ID_y\": \"ID\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         20801\n",
       "1        158023\n",
       "2        190871\n",
       "3        176580\n",
       "4        167495\n",
       "5        188545\n",
       "6        193080\n",
       "7        183277\n",
       "8        182521\n",
       "9        167664\n",
       "10       155862\n",
       "11       192985\n",
       "12       192119\n",
       "13       184941\n",
       "14       177003\n",
       "15       173731\n",
       "16       153079\n",
       "17       138956\n",
       "18         1179\n",
       "19       211110\n",
       "20       200389\n",
       "21       194765\n",
       "22       189509\n",
       "23       188567\n",
       "24       184344\n",
       "25       183907\n",
       "26       182493\n",
       "27       178603\n",
       "28       176635\n",
       "29       167948\n",
       "          ...  \n",
       "17951    221669\n",
       "17952    239079\n",
       "17953    238833\n",
       "17954    225778\n",
       "17955    231928\n",
       "17956    240381\n",
       "17957    236807\n",
       "17958    237859\n",
       "17959    225319\n",
       "17960    236597\n",
       "17961    233047\n",
       "17962    236425\n",
       "17963    238217\n",
       "17964    238985\n",
       "17965    238219\n",
       "17966    238477\n",
       "17967    231824\n",
       "17968    237974\n",
       "17969    236954\n",
       "17970    231107\n",
       "17971    240325\n",
       "17972    238306\n",
       "17973    240403\n",
       "17974    240404\n",
       "17975    235352\n",
       "17976    237463\n",
       "17977     11728\n",
       "17978    231381\n",
       "17979    238813\n",
       "17980    238308\n",
       "Name: ID, dtype: object"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f['ID']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "f.to_csv('Complete/Dataset.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Photo</th>\n",
       "      <th>Nationality</th>\n",
       "      <th>Flag</th>\n",
       "      <th>Overall</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Club</th>\n",
       "      <th>Club Logo</th>\n",
       "      <th>Value</th>\n",
       "      <th>...</th>\n",
       "      <th>Reactions</th>\n",
       "      <th>Short passing</th>\n",
       "      <th>Shot power</th>\n",
       "      <th>Sliding tackle</th>\n",
       "      <th>Sprint speed</th>\n",
       "      <th>Stamina</th>\n",
       "      <th>Standing tackle</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Vision</th>\n",
       "      <th>Volleys</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>32</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/20801.png</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>https://cdn.sofifa.org/flags/38.png</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/243.png</td>\n",
       "      <td>€95.5M</td>\n",
       "      <td>...</td>\n",
       "      <td>96</td>\n",
       "      <td>83</td>\n",
       "      <td>94</td>\n",
       "      <td>23</td>\n",
       "      <td>91</td>\n",
       "      <td>92</td>\n",
       "      <td>31</td>\n",
       "      <td>80</td>\n",
       "      <td>85</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>L. Messi</td>\n",
       "      <td>30</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/158023.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/241.png</td>\n",
       "      <td>€105M</td>\n",
       "      <td>...</td>\n",
       "      <td>95</td>\n",
       "      <td>88</td>\n",
       "      <td>85</td>\n",
       "      <td>26</td>\n",
       "      <td>87</td>\n",
       "      <td>73</td>\n",
       "      <td>28</td>\n",
       "      <td>59</td>\n",
       "      <td>90</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Neymar</td>\n",
       "      <td>25</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/190871.png</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>https://cdn.sofifa.org/flags/54.png</td>\n",
       "      <td>92</td>\n",
       "      <td>94</td>\n",
       "      <td>Paris Saint-Germain</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/73.png</td>\n",
       "      <td>€123M</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>81</td>\n",
       "      <td>80</td>\n",
       "      <td>33</td>\n",
       "      <td>90</td>\n",
       "      <td>78</td>\n",
       "      <td>24</td>\n",
       "      <td>53</td>\n",
       "      <td>80</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>L. Suárez</td>\n",
       "      <td>30</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/176580.png</td>\n",
       "      <td>Uruguay</td>\n",
       "      <td>https://cdn.sofifa.org/flags/60.png</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/241.png</td>\n",
       "      <td>€97M</td>\n",
       "      <td>...</td>\n",
       "      <td>93</td>\n",
       "      <td>83</td>\n",
       "      <td>87</td>\n",
       "      <td>38</td>\n",
       "      <td>77</td>\n",
       "      <td>89</td>\n",
       "      <td>45</td>\n",
       "      <td>80</td>\n",
       "      <td>84</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M. Neuer</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/167495.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>FC Bayern Munich</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/21.png</td>\n",
       "      <td>€61M</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>55</td>\n",
       "      <td>25</td>\n",
       "      <td>11</td>\n",
       "      <td>61</td>\n",
       "      <td>44</td>\n",
       "      <td>10</td>\n",
       "      <td>83</td>\n",
       "      <td>70</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>R. Lewandowski</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/188545.png</td>\n",
       "      <td>Poland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/37.png</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>FC Bayern Munich</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/21.png</td>\n",
       "      <td>€92M</td>\n",
       "      <td>...</td>\n",
       "      <td>91</td>\n",
       "      <td>83</td>\n",
       "      <td>88</td>\n",
       "      <td>19</td>\n",
       "      <td>83</td>\n",
       "      <td>79</td>\n",
       "      <td>42</td>\n",
       "      <td>84</td>\n",
       "      <td>78</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>De Gea</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/193080.png</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
       "      <td>90</td>\n",
       "      <td>92</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/11.png</td>\n",
       "      <td>€64.5M</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>50</td>\n",
       "      <td>31</td>\n",
       "      <td>13</td>\n",
       "      <td>58</td>\n",
       "      <td>40</td>\n",
       "      <td>21</td>\n",
       "      <td>64</td>\n",
       "      <td>68</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>E. Hazard</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/183277.png</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
       "      <td>90</td>\n",
       "      <td>91</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/5.png</td>\n",
       "      <td>€90.5M</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>86</td>\n",
       "      <td>79</td>\n",
       "      <td>22</td>\n",
       "      <td>87</td>\n",
       "      <td>79</td>\n",
       "      <td>27</td>\n",
       "      <td>65</td>\n",
       "      <td>86</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>T. Kroos</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/182521.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/243.png</td>\n",
       "      <td>€79M</td>\n",
       "      <td>...</td>\n",
       "      <td>86</td>\n",
       "      <td>90</td>\n",
       "      <td>87</td>\n",
       "      <td>69</td>\n",
       "      <td>52</td>\n",
       "      <td>77</td>\n",
       "      <td>82</td>\n",
       "      <td>74</td>\n",
       "      <td>88</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>G. Higuaín</td>\n",
       "      <td>29</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/167664.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/45.png</td>\n",
       "      <td>€77M</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>75</td>\n",
       "      <td>88</td>\n",
       "      <td>18</td>\n",
       "      <td>80</td>\n",
       "      <td>72</td>\n",
       "      <td>22</td>\n",
       "      <td>85</td>\n",
       "      <td>70</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Sergio Ramos</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/155862.png</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/243.png</td>\n",
       "      <td>€52M</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>78</td>\n",
       "      <td>79</td>\n",
       "      <td>91</td>\n",
       "      <td>77</td>\n",
       "      <td>84</td>\n",
       "      <td>89</td>\n",
       "      <td>81</td>\n",
       "      <td>63</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>K. De Bruyne</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/192985.png</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
       "      <td>89</td>\n",
       "      <td>92</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/10.png</td>\n",
       "      <td>€83M</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>90</td>\n",
       "      <td>85</td>\n",
       "      <td>40</td>\n",
       "      <td>75</td>\n",
       "      <td>87</td>\n",
       "      <td>51</td>\n",
       "      <td>73</td>\n",
       "      <td>90</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>T. Courtois</td>\n",
       "      <td>25</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/192119.png</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
       "      <td>89</td>\n",
       "      <td>92</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/5.png</td>\n",
       "      <td>€59M</td>\n",
       "      <td>...</td>\n",
       "      <td>81</td>\n",
       "      <td>32</td>\n",
       "      <td>36</td>\n",
       "      <td>16</td>\n",
       "      <td>52</td>\n",
       "      <td>38</td>\n",
       "      <td>18</td>\n",
       "      <td>70</td>\n",
       "      <td>44</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>A. Sánchez</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/184941.png</td>\n",
       "      <td>Chile</td>\n",
       "      <td>https://cdn.sofifa.org/flags/55.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1.png</td>\n",
       "      <td>€67.5M</td>\n",
       "      <td>...</td>\n",
       "      <td>87</td>\n",
       "      <td>81</td>\n",
       "      <td>84</td>\n",
       "      <td>35</td>\n",
       "      <td>84</td>\n",
       "      <td>85</td>\n",
       "      <td>39</td>\n",
       "      <td>72</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>L. Modrić</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/177003.png</td>\n",
       "      <td>Croatia</td>\n",
       "      <td>https://cdn.sofifa.org/flags/10.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/243.png</td>\n",
       "      <td>€57M</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>92</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>71</td>\n",
       "      <td>82</td>\n",
       "      <td>80</td>\n",
       "      <td>58</td>\n",
       "      <td>90</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>G. Bale</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/173731.png</td>\n",
       "      <td>Wales</td>\n",
       "      <td>https://cdn.sofifa.org/flags/50.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Real Madrid CF</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/243.png</td>\n",
       "      <td>€69.5M</td>\n",
       "      <td>...</td>\n",
       "      <td>87</td>\n",
       "      <td>86</td>\n",
       "      <td>91</td>\n",
       "      <td>52</td>\n",
       "      <td>95</td>\n",
       "      <td>76</td>\n",
       "      <td>55</td>\n",
       "      <td>80</td>\n",
       "      <td>79</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>S. Agüero</td>\n",
       "      <td>29</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/153079.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/10.png</td>\n",
       "      <td>€66.5M</td>\n",
       "      <td>...</td>\n",
       "      <td>89</td>\n",
       "      <td>79</td>\n",
       "      <td>88</td>\n",
       "      <td>12</td>\n",
       "      <td>84</td>\n",
       "      <td>74</td>\n",
       "      <td>20</td>\n",
       "      <td>74</td>\n",
       "      <td>83</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>G. Chiellini</td>\n",
       "      <td>32</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/138956.png</td>\n",
       "      <td>Italy</td>\n",
       "      <td>https://cdn.sofifa.org/flags/27.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/45.png</td>\n",
       "      <td>€38M</td>\n",
       "      <td>...</td>\n",
       "      <td>82</td>\n",
       "      <td>59</td>\n",
       "      <td>78</td>\n",
       "      <td>90</td>\n",
       "      <td>78</td>\n",
       "      <td>68</td>\n",
       "      <td>92</td>\n",
       "      <td>91</td>\n",
       "      <td>50</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>G. Buffon</td>\n",
       "      <td>39</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/1179.png</td>\n",
       "      <td>Italy</td>\n",
       "      <td>https://cdn.sofifa.org/flags/27.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/45.png</td>\n",
       "      <td>€4.5M</td>\n",
       "      <td>...</td>\n",
       "      <td>80</td>\n",
       "      <td>37</td>\n",
       "      <td>39</td>\n",
       "      <td>11</td>\n",
       "      <td>43</td>\n",
       "      <td>39</td>\n",
       "      <td>11</td>\n",
       "      <td>69</td>\n",
       "      <td>50</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>P. Dybala</td>\n",
       "      <td>23</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/211110.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>88</td>\n",
       "      <td>93</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/45.png</td>\n",
       "      <td>€79M</td>\n",
       "      <td>...</td>\n",
       "      <td>84</td>\n",
       "      <td>83</td>\n",
       "      <td>82</td>\n",
       "      <td>20</td>\n",
       "      <td>84</td>\n",
       "      <td>83</td>\n",
       "      <td>20</td>\n",
       "      <td>65</td>\n",
       "      <td>84</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>J. Oblak</td>\n",
       "      <td>24</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/200389.png</td>\n",
       "      <td>Slovenia</td>\n",
       "      <td>https://cdn.sofifa.org/flags/44.png</td>\n",
       "      <td>88</td>\n",
       "      <td>93</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/240.png</td>\n",
       "      <td>€57M</td>\n",
       "      <td>...</td>\n",
       "      <td>84</td>\n",
       "      <td>29</td>\n",
       "      <td>22</td>\n",
       "      <td>18</td>\n",
       "      <td>60</td>\n",
       "      <td>41</td>\n",
       "      <td>12</td>\n",
       "      <td>78</td>\n",
       "      <td>55</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>A. Griezmann</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/194765.png</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.org/flags/18.png</td>\n",
       "      <td>88</td>\n",
       "      <td>91</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/240.png</td>\n",
       "      <td>€75M</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>79</td>\n",
       "      <td>81</td>\n",
       "      <td>11</td>\n",
       "      <td>86</td>\n",
       "      <td>76</td>\n",
       "      <td>22</td>\n",
       "      <td>61</td>\n",
       "      <td>76</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Thiago</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/189509.png</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
       "      <td>88</td>\n",
       "      <td>90</td>\n",
       "      <td>FC Bayern Munich</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/21.png</td>\n",
       "      <td>€70.5M</td>\n",
       "      <td>...</td>\n",
       "      <td>84</td>\n",
       "      <td>91</td>\n",
       "      <td>75</td>\n",
       "      <td>62</td>\n",
       "      <td>68</td>\n",
       "      <td>75</td>\n",
       "      <td>64</td>\n",
       "      <td>59</td>\n",
       "      <td>86</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>P. Aubameyang</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/188567.png</td>\n",
       "      <td>Gabon</td>\n",
       "      <td>https://cdn.sofifa.org/flags/115.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Borussia Dortmund</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/22.png</td>\n",
       "      <td>€61M</td>\n",
       "      <td>...</td>\n",
       "      <td>87</td>\n",
       "      <td>77</td>\n",
       "      <td>81</td>\n",
       "      <td>36</td>\n",
       "      <td>96</td>\n",
       "      <td>79</td>\n",
       "      <td>25</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>L. Bonucci</td>\n",
       "      <td>30</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/184344.png</td>\n",
       "      <td>Italy</td>\n",
       "      <td>https://cdn.sofifa.org/flags/27.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Milan</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/47.png</td>\n",
       "      <td>€44M</td>\n",
       "      <td>...</td>\n",
       "      <td>86</td>\n",
       "      <td>79</td>\n",
       "      <td>74</td>\n",
       "      <td>88</td>\n",
       "      <td>72</td>\n",
       "      <td>73</td>\n",
       "      <td>88</td>\n",
       "      <td>85</td>\n",
       "      <td>74</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>J. Boateng</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/183907.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>FC Bayern Munich</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/21.png</td>\n",
       "      <td>€48M</td>\n",
       "      <td>...</td>\n",
       "      <td>82</td>\n",
       "      <td>75</td>\n",
       "      <td>79</td>\n",
       "      <td>90</td>\n",
       "      <td>78</td>\n",
       "      <td>74</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>76</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>D. Godín</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/182493.png</td>\n",
       "      <td>Uruguay</td>\n",
       "      <td>https://cdn.sofifa.org/flags/60.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/240.png</td>\n",
       "      <td>€40M</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>79</td>\n",
       "      <td>67</td>\n",
       "      <td>89</td>\n",
       "      <td>67</td>\n",
       "      <td>67</td>\n",
       "      <td>86</td>\n",
       "      <td>80</td>\n",
       "      <td>52</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M. Hummels</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/178603.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>FC Bayern Munich</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/21.png</td>\n",
       "      <td>€48M</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>80</td>\n",
       "      <td>71</td>\n",
       "      <td>90</td>\n",
       "      <td>65</td>\n",
       "      <td>66</td>\n",
       "      <td>92</td>\n",
       "      <td>85</td>\n",
       "      <td>79</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M. Özil</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/176635.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1.png</td>\n",
       "      <td>€60M</td>\n",
       "      <td>...</td>\n",
       "      <td>87</td>\n",
       "      <td>89</td>\n",
       "      <td>70</td>\n",
       "      <td>19</td>\n",
       "      <td>68</td>\n",
       "      <td>69</td>\n",
       "      <td>16</td>\n",
       "      <td>57</td>\n",
       "      <td>92</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>H. Lloris</td>\n",
       "      <td>30</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/167948.png</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.org/flags/18.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/18.png</td>\n",
       "      <td>€38M</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>50</td>\n",
       "      <td>23</td>\n",
       "      <td>18</td>\n",
       "      <td>63</td>\n",
       "      <td>41</td>\n",
       "      <td>10</td>\n",
       "      <td>43</td>\n",
       "      <td>30</td>\n",
       "      <td>11</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>17951</th>\n",
       "      <td>M. Hurst</td>\n",
       "      <td>21</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/221669.png</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/42.png</td>\n",
       "      <td>48</td>\n",
       "      <td>58</td>\n",
       "      <td>St. Johnstone FC</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/100804.png</td>\n",
       "      <td>€40K</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>26</td>\n",
       "      <td>25</td>\n",
       "      <td>16</td>\n",
       "      <td>42</td>\n",
       "      <td>33</td>\n",
       "      <td>15</td>\n",
       "      <td>58</td>\n",
       "      <td>20</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17952</th>\n",
       "      <td>A. Osmanoski</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/239079.png</td>\n",
       "      <td>FYR Macedonia</td>\n",
       "      <td>https://cdn.sofifa.org/flags/19.png</td>\n",
       "      <td>48</td>\n",
       "      <td>68</td>\n",
       "      <td>SpVgg Unterhaching</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/172.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>59</td>\n",
       "      <td>49</td>\n",
       "      <td>44</td>\n",
       "      <td>68</td>\n",
       "      <td>61</td>\n",
       "      <td>36</td>\n",
       "      <td>58</td>\n",
       "      <td>42</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17953</th>\n",
       "      <td>K. Cotter</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238833.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>48</td>\n",
       "      <td>67</td>\n",
       "      <td>Luton Town</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1923.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>...</td>\n",
       "      <td>51</td>\n",
       "      <td>54</td>\n",
       "      <td>49</td>\n",
       "      <td>45</td>\n",
       "      <td>65</td>\n",
       "      <td>60</td>\n",
       "      <td>39</td>\n",
       "      <td>49</td>\n",
       "      <td>45</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17954</th>\n",
       "      <td>T. Robinson</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/225778.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>48</td>\n",
       "      <td>64</td>\n",
       "      <td>Bradford City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1804.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>...</td>\n",
       "      <td>34</td>\n",
       "      <td>43</td>\n",
       "      <td>46</td>\n",
       "      <td>25</td>\n",
       "      <td>57</td>\n",
       "      <td>48</td>\n",
       "      <td>25</td>\n",
       "      <td>51</td>\n",
       "      <td>42</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17955</th>\n",
       "      <td>R. Hughes</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/231928.png</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/42.png</td>\n",
       "      <td>48</td>\n",
       "      <td>63</td>\n",
       "      <td>Hamilton Academical FC</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/184.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>55</td>\n",
       "      <td>54</td>\n",
       "      <td>50</td>\n",
       "      <td>49</td>\n",
       "      <td>40</td>\n",
       "      <td>44</td>\n",
       "      <td>52</td>\n",
       "      <td>47</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17956</th>\n",
       "      <td>Z. Mohammed</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/240381.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>48</td>\n",
       "      <td>64</td>\n",
       "      <td>Accrington Stanley</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/110313.png</td>\n",
       "      <td>€50K</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>47</td>\n",
       "      <td>55</td>\n",
       "      <td>57</td>\n",
       "      <td>52</td>\n",
       "      <td>63</td>\n",
       "      <td>32</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17957</th>\n",
       "      <td>D. Peppard</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/236807.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>61</td>\n",
       "      <td>Bohemian FC</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/305.png</td>\n",
       "      <td>€50K</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>45</td>\n",
       "      <td>39</td>\n",
       "      <td>44</td>\n",
       "      <td>52</td>\n",
       "      <td>51</td>\n",
       "      <td>46</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17958</th>\n",
       "      <td>C. Rogers</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/237859.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>59</td>\n",
       "      <td>Bray Wanderers</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/838.png</td>\n",
       "      <td>€40K</td>\n",
       "      <td>...</td>\n",
       "      <td>46</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>46</td>\n",
       "      <td>56</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>57</td>\n",
       "      <td>32</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17959</th>\n",
       "      <td>N. McLaughlin</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/225319.png</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/42.png</td>\n",
       "      <td>47</td>\n",
       "      <td>64</td>\n",
       "      <td>Partick Thistle F.C.</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1754.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>51</td>\n",
       "      <td>48</td>\n",
       "      <td>31</td>\n",
       "      <td>68</td>\n",
       "      <td>64</td>\n",
       "      <td>33</td>\n",
       "      <td>58</td>\n",
       "      <td>47</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17960</th>\n",
       "      <td>L. Kiely</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/236597.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>69</td>\n",
       "      <td>Shamrock Rovers</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/306.png</td>\n",
       "      <td>€70K</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>55</td>\n",
       "      <td>44</td>\n",
       "      <td>47</td>\n",
       "      <td>62</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>49</td>\n",
       "      <td>53</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17961</th>\n",
       "      <td>J. Latibeaudiere</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/233047.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>73</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/10.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>36</td>\n",
       "      <td>32</td>\n",
       "      <td>47</td>\n",
       "      <td>54</td>\n",
       "      <td>62</td>\n",
       "      <td>52</td>\n",
       "      <td>45</td>\n",
       "      <td>27</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17962</th>\n",
       "      <td>J. Payne</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/236425.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>63</td>\n",
       "      <td>Barnet</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/135.png</td>\n",
       "      <td>€50K</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>26</td>\n",
       "      <td>22</td>\n",
       "      <td>48</td>\n",
       "      <td>63</td>\n",
       "      <td>62</td>\n",
       "      <td>46</td>\n",
       "      <td>60</td>\n",
       "      <td>32</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17963</th>\n",
       "      <td>G. Manley</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238217.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>58</td>\n",
       "      <td>Cork City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/422.png</td>\n",
       "      <td>€50K</td>\n",
       "      <td>...</td>\n",
       "      <td>54</td>\n",
       "      <td>55</td>\n",
       "      <td>43</td>\n",
       "      <td>47</td>\n",
       "      <td>49</td>\n",
       "      <td>42</td>\n",
       "      <td>45</td>\n",
       "      <td>46</td>\n",
       "      <td>47</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17964</th>\n",
       "      <td>P. Phillips</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238985.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>67</td>\n",
       "      <td>Cork City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/422.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>...</td>\n",
       "      <td>53</td>\n",
       "      <td>55</td>\n",
       "      <td>46</td>\n",
       "      <td>53</td>\n",
       "      <td>51</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17965</th>\n",
       "      <td>A. Byrne</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238219.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>61</td>\n",
       "      <td>Cork City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/422.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>52</td>\n",
       "      <td>54</td>\n",
       "      <td>48</td>\n",
       "      <td>64</td>\n",
       "      <td>59</td>\n",
       "      <td>44</td>\n",
       "      <td>31</td>\n",
       "      <td>40</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17966</th>\n",
       "      <td>K. Fujikawa</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238477.png</td>\n",
       "      <td>Japan</td>\n",
       "      <td>https://cdn.sofifa.org/flags/163.png</td>\n",
       "      <td>47</td>\n",
       "      <td>67</td>\n",
       "      <td>Júbilo Iwata</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/101144.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>...</td>\n",
       "      <td>48</td>\n",
       "      <td>53</td>\n",
       "      <td>42</td>\n",
       "      <td>54</td>\n",
       "      <td>58</td>\n",
       "      <td>37</td>\n",
       "      <td>44</td>\n",
       "      <td>42</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17967</th>\n",
       "      <td>K. Egan</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/231824.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>67</td>\n",
       "      <td>Exeter City</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/143.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>27</td>\n",
       "      <td>22</td>\n",
       "      <td>46</td>\n",
       "      <td>54</td>\n",
       "      <td>60</td>\n",
       "      <td>46</td>\n",
       "      <td>63</td>\n",
       "      <td>32</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17968</th>\n",
       "      <td>T. Brownsword</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/237974.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>68</td>\n",
       "      <td>Morecambe</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/357.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>...</td>\n",
       "      <td>48</td>\n",
       "      <td>26</td>\n",
       "      <td>32</td>\n",
       "      <td>54</td>\n",
       "      <td>63</td>\n",
       "      <td>59</td>\n",
       "      <td>51</td>\n",
       "      <td>50</td>\n",
       "      <td>32</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17969</th>\n",
       "      <td>F. Prohart</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/236954.png</td>\n",
       "      <td>Austria</td>\n",
       "      <td>https://cdn.sofifa.org/flags/4.png</td>\n",
       "      <td>47</td>\n",
       "      <td>67</td>\n",
       "      <td>Wolfsberger AC</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/111822.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>42</td>\n",
       "      <td>45</td>\n",
       "      <td>18</td>\n",
       "      <td>65</td>\n",
       "      <td>55</td>\n",
       "      <td>20</td>\n",
       "      <td>41</td>\n",
       "      <td>47</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17970</th>\n",
       "      <td>A. Kilgour</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/231107.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>56</td>\n",
       "      <td>Bristol Rovers</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1962.png</td>\n",
       "      <td>€40K</td>\n",
       "      <td>...</td>\n",
       "      <td>46</td>\n",
       "      <td>39</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>55</td>\n",
       "      <td>61</td>\n",
       "      <td>46</td>\n",
       "      <td>68</td>\n",
       "      <td>31</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17971</th>\n",
       "      <td>R. White</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/240325.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>65</td>\n",
       "      <td>Bolton Wanderers</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/4.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>...</td>\n",
       "      <td>48</td>\n",
       "      <td>46</td>\n",
       "      <td>52</td>\n",
       "      <td>15</td>\n",
       "      <td>56</td>\n",
       "      <td>53</td>\n",
       "      <td>13</td>\n",
       "      <td>61</td>\n",
       "      <td>48</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17972</th>\n",
       "      <td>A. Conway</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238306.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>63</td>\n",
       "      <td>Galway United</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1571.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>...</td>\n",
       "      <td>50</td>\n",
       "      <td>40</td>\n",
       "      <td>44</td>\n",
       "      <td>43</td>\n",
       "      <td>58</td>\n",
       "      <td>52</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>40</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17973</th>\n",
       "      <td>T. Sawyer</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/240403.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>46</td>\n",
       "      <td>58</td>\n",
       "      <td>Grimsby Town</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/92.png</td>\n",
       "      <td>€50K</td>\n",
       "      <td>...</td>\n",
       "      <td>50</td>\n",
       "      <td>47</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>64</td>\n",
       "      <td>55</td>\n",
       "      <td>39</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17974</th>\n",
       "      <td>J. Keeble</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/240404.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>46</td>\n",
       "      <td>56</td>\n",
       "      <td>Grimsby Town</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/92.png</td>\n",
       "      <td>€40K</td>\n",
       "      <td>...</td>\n",
       "      <td>48</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>49</td>\n",
       "      <td>60</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>42</td>\n",
       "      <td>28</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17975</th>\n",
       "      <td>T. Käßemodel</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/235352.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>FC Erzgebirge Aue</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/506.png</td>\n",
       "      <td>€30K</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>54</td>\n",
       "      <td>52</td>\n",
       "      <td>38</td>\n",
       "      <td>22</td>\n",
       "      <td>30</td>\n",
       "      <td>36</td>\n",
       "      <td>37</td>\n",
       "      <td>43</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17976</th>\n",
       "      <td>A. Kelsey</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/237463.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>46</td>\n",
       "      <td>63</td>\n",
       "      <td>Scunthorpe United</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1949.png</td>\n",
       "      <td>€50K</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>10</td>\n",
       "      <td>32</td>\n",
       "      <td>28</td>\n",
       "      <td>11</td>\n",
       "      <td>50</td>\n",
       "      <td>26</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17977</th>\n",
       "      <td>B. Richardson</td>\n",
       "      <td>47</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/11728.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>Wycombe Wanderers</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1933.png</td>\n",
       "      <td>€0</td>\n",
       "      <td>...</td>\n",
       "      <td>51</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>25</td>\n",
       "      <td>32</td>\n",
       "      <td>12</td>\n",
       "      <td>47</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17978</th>\n",
       "      <td>J. Young</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/231381.png</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/42.png</td>\n",
       "      <td>46</td>\n",
       "      <td>61</td>\n",
       "      <td>Swindon Town</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1934.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>...</td>\n",
       "      <td>54</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>14</td>\n",
       "      <td>51</td>\n",
       "      <td>33</td>\n",
       "      <td>17</td>\n",
       "      <td>32</td>\n",
       "      <td>37</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17979</th>\n",
       "      <td>J. Lundstram</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238813.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>46</td>\n",
       "      <td>64</td>\n",
       "      <td>Crewe Alexandra</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/121.png</td>\n",
       "      <td>€60K</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>43</td>\n",
       "      <td>47</td>\n",
       "      <td>58</td>\n",
       "      <td>49</td>\n",
       "      <td>48</td>\n",
       "      <td>46</td>\n",
       "      <td>51</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17980</th>\n",
       "      <td>L. Sackey</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/48/18/players/238308.png</td>\n",
       "      <td>Ghana</td>\n",
       "      <td>https://cdn.sofifa.org/flags/117.png</td>\n",
       "      <td>46</td>\n",
       "      <td>64</td>\n",
       "      <td>Scunthorpe United</td>\n",
       "      <td>https://cdn.sofifa.org/24/18/teams/1949.png</td>\n",
       "      <td>€50K</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>31</td>\n",
       "      <td>21</td>\n",
       "      <td>43</td>\n",
       "      <td>49</td>\n",
       "      <td>55</td>\n",
       "      <td>44</td>\n",
       "      <td>67</td>\n",
       "      <td>22</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>17981 rows × 47 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Name  Age  \\\n",
       "0      Cristiano Ronaldo   32   \n",
       "1               L. Messi   30   \n",
       "2                 Neymar   25   \n",
       "3              L. Suárez   30   \n",
       "4               M. Neuer   31   \n",
       "5         R. Lewandowski   28   \n",
       "6                 De Gea   26   \n",
       "7              E. Hazard   26   \n",
       "8               T. Kroos   27   \n",
       "9             G. Higuaín   29   \n",
       "10          Sergio Ramos   31   \n",
       "11          K. De Bruyne   26   \n",
       "12           T. Courtois   25   \n",
       "13            A. Sánchez   28   \n",
       "14             L. Modrić   31   \n",
       "15               G. Bale   27   \n",
       "16             S. Agüero   29   \n",
       "17          G. Chiellini   32   \n",
       "18             G. Buffon   39   \n",
       "19             P. Dybala   23   \n",
       "20              J. Oblak   24   \n",
       "21          A. Griezmann   26   \n",
       "22                Thiago   26   \n",
       "23         P. Aubameyang   28   \n",
       "24            L. Bonucci   30   \n",
       "25            J. Boateng   28   \n",
       "26              D. Godín   31   \n",
       "27            M. Hummels   28   \n",
       "28               M. Özil   28   \n",
       "29             H. Lloris   30   \n",
       "...                  ...  ...   \n",
       "17951           M. Hurst   21   \n",
       "17952       A. Osmanoski   17   \n",
       "17953          K. Cotter   18   \n",
       "17954        T. Robinson   19   \n",
       "17955          R. Hughes   18   \n",
       "17956        Z. Mohammed   17   \n",
       "17957         D. Peppard   17   \n",
       "17958          C. Rogers   17   \n",
       "17959      N. McLaughlin   18   \n",
       "17960           L. Kiely   18   \n",
       "17961   J. Latibeaudiere   17   \n",
       "17962           J. Payne   18   \n",
       "17963          G. Manley   19   \n",
       "17964        P. Phillips   18   \n",
       "17965           A. Byrne   18   \n",
       "17966        K. Fujikawa   18   \n",
       "17967            K. Egan   19   \n",
       "17968      T. Brownsword   17   \n",
       "17969         F. Prohart   18   \n",
       "17970         A. Kilgour   19   \n",
       "17971           R. White   18   \n",
       "17972          A. Conway   19   \n",
       "17973          T. Sawyer   18   \n",
       "17974          J. Keeble   18   \n",
       "17975       T. Käßemodel   28   \n",
       "17976          A. Kelsey   17   \n",
       "17977      B. Richardson   47   \n",
       "17978           J. Young   17   \n",
       "17979       J. Lundstram   18   \n",
       "17980          L. Sackey   18   \n",
       "\n",
       "                                                 Photo          Nationality  \\\n",
       "0       https://cdn.sofifa.org/48/18/players/20801.png             Portugal   \n",
       "1      https://cdn.sofifa.org/48/18/players/158023.png            Argentina   \n",
       "2      https://cdn.sofifa.org/48/18/players/190871.png               Brazil   \n",
       "3      https://cdn.sofifa.org/48/18/players/176580.png              Uruguay   \n",
       "4      https://cdn.sofifa.org/48/18/players/167495.png              Germany   \n",
       "5      https://cdn.sofifa.org/48/18/players/188545.png               Poland   \n",
       "6      https://cdn.sofifa.org/48/18/players/193080.png                Spain   \n",
       "7      https://cdn.sofifa.org/48/18/players/183277.png              Belgium   \n",
       "8      https://cdn.sofifa.org/48/18/players/182521.png              Germany   \n",
       "9      https://cdn.sofifa.org/48/18/players/167664.png            Argentina   \n",
       "10     https://cdn.sofifa.org/48/18/players/155862.png                Spain   \n",
       "11     https://cdn.sofifa.org/48/18/players/192985.png              Belgium   \n",
       "12     https://cdn.sofifa.org/48/18/players/192119.png              Belgium   \n",
       "13     https://cdn.sofifa.org/48/18/players/184941.png                Chile   \n",
       "14     https://cdn.sofifa.org/48/18/players/177003.png              Croatia   \n",
       "15     https://cdn.sofifa.org/48/18/players/173731.png                Wales   \n",
       "16     https://cdn.sofifa.org/48/18/players/153079.png            Argentina   \n",
       "17     https://cdn.sofifa.org/48/18/players/138956.png                Italy   \n",
       "18       https://cdn.sofifa.org/48/18/players/1179.png                Italy   \n",
       "19     https://cdn.sofifa.org/48/18/players/211110.png            Argentina   \n",
       "20     https://cdn.sofifa.org/48/18/players/200389.png             Slovenia   \n",
       "21     https://cdn.sofifa.org/48/18/players/194765.png               France   \n",
       "22     https://cdn.sofifa.org/48/18/players/189509.png                Spain   \n",
       "23     https://cdn.sofifa.org/48/18/players/188567.png                Gabon   \n",
       "24     https://cdn.sofifa.org/48/18/players/184344.png                Italy   \n",
       "25     https://cdn.sofifa.org/48/18/players/183907.png              Germany   \n",
       "26     https://cdn.sofifa.org/48/18/players/182493.png              Uruguay   \n",
       "27     https://cdn.sofifa.org/48/18/players/178603.png              Germany   \n",
       "28     https://cdn.sofifa.org/48/18/players/176635.png              Germany   \n",
       "29     https://cdn.sofifa.org/48/18/players/167948.png               France   \n",
       "...                                                ...                  ...   \n",
       "17951  https://cdn.sofifa.org/48/18/players/221669.png             Scotland   \n",
       "17952  https://cdn.sofifa.org/48/18/players/239079.png        FYR Macedonia   \n",
       "17953  https://cdn.sofifa.org/48/18/players/238833.png              England   \n",
       "17954  https://cdn.sofifa.org/48/18/players/225778.png              England   \n",
       "17955  https://cdn.sofifa.org/48/18/players/231928.png             Scotland   \n",
       "17956  https://cdn.sofifa.org/48/18/players/240381.png              England   \n",
       "17957  https://cdn.sofifa.org/48/18/players/236807.png  Republic of Ireland   \n",
       "17958  https://cdn.sofifa.org/48/18/players/237859.png  Republic of Ireland   \n",
       "17959  https://cdn.sofifa.org/48/18/players/225319.png             Scotland   \n",
       "17960  https://cdn.sofifa.org/48/18/players/236597.png  Republic of Ireland   \n",
       "17961  https://cdn.sofifa.org/48/18/players/233047.png              England   \n",
       "17962  https://cdn.sofifa.org/48/18/players/236425.png              England   \n",
       "17963  https://cdn.sofifa.org/48/18/players/238217.png  Republic of Ireland   \n",
       "17964  https://cdn.sofifa.org/48/18/players/238985.png  Republic of Ireland   \n",
       "17965  https://cdn.sofifa.org/48/18/players/238219.png  Republic of Ireland   \n",
       "17966  https://cdn.sofifa.org/48/18/players/238477.png                Japan   \n",
       "17967  https://cdn.sofifa.org/48/18/players/231824.png              England   \n",
       "17968  https://cdn.sofifa.org/48/18/players/237974.png              England   \n",
       "17969  https://cdn.sofifa.org/48/18/players/236954.png              Austria   \n",
       "17970  https://cdn.sofifa.org/48/18/players/231107.png              England   \n",
       "17971  https://cdn.sofifa.org/48/18/players/240325.png              England   \n",
       "17972  https://cdn.sofifa.org/48/18/players/238306.png  Republic of Ireland   \n",
       "17973  https://cdn.sofifa.org/48/18/players/240403.png              England   \n",
       "17974  https://cdn.sofifa.org/48/18/players/240404.png              England   \n",
       "17975  https://cdn.sofifa.org/48/18/players/235352.png              Germany   \n",
       "17976  https://cdn.sofifa.org/48/18/players/237463.png              England   \n",
       "17977   https://cdn.sofifa.org/48/18/players/11728.png              England   \n",
       "17978  https://cdn.sofifa.org/48/18/players/231381.png             Scotland   \n",
       "17979  https://cdn.sofifa.org/48/18/players/238813.png              England   \n",
       "17980  https://cdn.sofifa.org/48/18/players/238308.png                Ghana   \n",
       "\n",
       "                                       Flag  Overall  Potential  \\\n",
       "0       https://cdn.sofifa.org/flags/38.png       94         94   \n",
       "1       https://cdn.sofifa.org/flags/52.png       93         93   \n",
       "2       https://cdn.sofifa.org/flags/54.png       92         94   \n",
       "3       https://cdn.sofifa.org/flags/60.png       92         92   \n",
       "4       https://cdn.sofifa.org/flags/21.png       92         92   \n",
       "5       https://cdn.sofifa.org/flags/37.png       91         91   \n",
       "6       https://cdn.sofifa.org/flags/45.png       90         92   \n",
       "7        https://cdn.sofifa.org/flags/7.png       90         91   \n",
       "8       https://cdn.sofifa.org/flags/21.png       90         90   \n",
       "9       https://cdn.sofifa.org/flags/52.png       90         90   \n",
       "10      https://cdn.sofifa.org/flags/45.png       90         90   \n",
       "11       https://cdn.sofifa.org/flags/7.png       89         92   \n",
       "12       https://cdn.sofifa.org/flags/7.png       89         92   \n",
       "13      https://cdn.sofifa.org/flags/55.png       89         89   \n",
       "14      https://cdn.sofifa.org/flags/10.png       89         89   \n",
       "15      https://cdn.sofifa.org/flags/50.png       89         89   \n",
       "16      https://cdn.sofifa.org/flags/52.png       89         89   \n",
       "17      https://cdn.sofifa.org/flags/27.png       89         89   \n",
       "18      https://cdn.sofifa.org/flags/27.png       89         89   \n",
       "19      https://cdn.sofifa.org/flags/52.png       88         93   \n",
       "20      https://cdn.sofifa.org/flags/44.png       88         93   \n",
       "21      https://cdn.sofifa.org/flags/18.png       88         91   \n",
       "22      https://cdn.sofifa.org/flags/45.png       88         90   \n",
       "23     https://cdn.sofifa.org/flags/115.png       88         88   \n",
       "24      https://cdn.sofifa.org/flags/27.png       88         88   \n",
       "25      https://cdn.sofifa.org/flags/21.png       88         88   \n",
       "26      https://cdn.sofifa.org/flags/60.png       88         88   \n",
       "27      https://cdn.sofifa.org/flags/21.png       88         88   \n",
       "28      https://cdn.sofifa.org/flags/21.png       88         88   \n",
       "29      https://cdn.sofifa.org/flags/18.png       88         88   \n",
       "...                                     ...      ...        ...   \n",
       "17951   https://cdn.sofifa.org/flags/42.png       48         58   \n",
       "17952   https://cdn.sofifa.org/flags/19.png       48         68   \n",
       "17953   https://cdn.sofifa.org/flags/14.png       48         67   \n",
       "17954   https://cdn.sofifa.org/flags/14.png       48         64   \n",
       "17955   https://cdn.sofifa.org/flags/42.png       48         63   \n",
       "17956   https://cdn.sofifa.org/flags/14.png       48         64   \n",
       "17957   https://cdn.sofifa.org/flags/25.png       47         61   \n",
       "17958   https://cdn.sofifa.org/flags/25.png       47         59   \n",
       "17959   https://cdn.sofifa.org/flags/42.png       47         64   \n",
       "17960   https://cdn.sofifa.org/flags/25.png       47         69   \n",
       "17961   https://cdn.sofifa.org/flags/14.png       47         73   \n",
       "17962   https://cdn.sofifa.org/flags/14.png       47         63   \n",
       "17963   https://cdn.sofifa.org/flags/25.png       47         58   \n",
       "17964   https://cdn.sofifa.org/flags/25.png       47         67   \n",
       "17965   https://cdn.sofifa.org/flags/25.png       47         61   \n",
       "17966  https://cdn.sofifa.org/flags/163.png       47         67   \n",
       "17967   https://cdn.sofifa.org/flags/14.png       47         67   \n",
       "17968   https://cdn.sofifa.org/flags/14.png       47         68   \n",
       "17969    https://cdn.sofifa.org/flags/4.png       47         67   \n",
       "17970   https://cdn.sofifa.org/flags/14.png       47         56   \n",
       "17971   https://cdn.sofifa.org/flags/14.png       47         65   \n",
       "17972   https://cdn.sofifa.org/flags/25.png       47         63   \n",
       "17973   https://cdn.sofifa.org/flags/14.png       46         58   \n",
       "17974   https://cdn.sofifa.org/flags/14.png       46         56   \n",
       "17975   https://cdn.sofifa.org/flags/21.png       46         46   \n",
       "17976   https://cdn.sofifa.org/flags/14.png       46         63   \n",
       "17977   https://cdn.sofifa.org/flags/14.png       46         46   \n",
       "17978   https://cdn.sofifa.org/flags/42.png       46         61   \n",
       "17979   https://cdn.sofifa.org/flags/14.png       46         64   \n",
       "17980  https://cdn.sofifa.org/flags/117.png       46         64   \n",
       "\n",
       "                         Club                                      Club Logo  \\\n",
       "0              Real Madrid CF     https://cdn.sofifa.org/24/18/teams/243.png   \n",
       "1                FC Barcelona     https://cdn.sofifa.org/24/18/teams/241.png   \n",
       "2         Paris Saint-Germain      https://cdn.sofifa.org/24/18/teams/73.png   \n",
       "3                FC Barcelona     https://cdn.sofifa.org/24/18/teams/241.png   \n",
       "4            FC Bayern Munich      https://cdn.sofifa.org/24/18/teams/21.png   \n",
       "5            FC Bayern Munich      https://cdn.sofifa.org/24/18/teams/21.png   \n",
       "6           Manchester United      https://cdn.sofifa.org/24/18/teams/11.png   \n",
       "7                     Chelsea       https://cdn.sofifa.org/24/18/teams/5.png   \n",
       "8              Real Madrid CF     https://cdn.sofifa.org/24/18/teams/243.png   \n",
       "9                    Juventus      https://cdn.sofifa.org/24/18/teams/45.png   \n",
       "10             Real Madrid CF     https://cdn.sofifa.org/24/18/teams/243.png   \n",
       "11            Manchester City      https://cdn.sofifa.org/24/18/teams/10.png   \n",
       "12                    Chelsea       https://cdn.sofifa.org/24/18/teams/5.png   \n",
       "13                    Arsenal       https://cdn.sofifa.org/24/18/teams/1.png   \n",
       "14             Real Madrid CF     https://cdn.sofifa.org/24/18/teams/243.png   \n",
       "15             Real Madrid CF     https://cdn.sofifa.org/24/18/teams/243.png   \n",
       "16            Manchester City      https://cdn.sofifa.org/24/18/teams/10.png   \n",
       "17                   Juventus      https://cdn.sofifa.org/24/18/teams/45.png   \n",
       "18                   Juventus      https://cdn.sofifa.org/24/18/teams/45.png   \n",
       "19                   Juventus      https://cdn.sofifa.org/24/18/teams/45.png   \n",
       "20            Atlético Madrid     https://cdn.sofifa.org/24/18/teams/240.png   \n",
       "21            Atlético Madrid     https://cdn.sofifa.org/24/18/teams/240.png   \n",
       "22           FC Bayern Munich      https://cdn.sofifa.org/24/18/teams/21.png   \n",
       "23          Borussia Dortmund      https://cdn.sofifa.org/24/18/teams/22.png   \n",
       "24                      Milan      https://cdn.sofifa.org/24/18/teams/47.png   \n",
       "25           FC Bayern Munich      https://cdn.sofifa.org/24/18/teams/21.png   \n",
       "26            Atlético Madrid     https://cdn.sofifa.org/24/18/teams/240.png   \n",
       "27           FC Bayern Munich      https://cdn.sofifa.org/24/18/teams/21.png   \n",
       "28                    Arsenal       https://cdn.sofifa.org/24/18/teams/1.png   \n",
       "29          Tottenham Hotspur      https://cdn.sofifa.org/24/18/teams/18.png   \n",
       "...                       ...                                            ...   \n",
       "17951        St. Johnstone FC  https://cdn.sofifa.org/24/18/teams/100804.png   \n",
       "17952      SpVgg Unterhaching     https://cdn.sofifa.org/24/18/teams/172.png   \n",
       "17953              Luton Town    https://cdn.sofifa.org/24/18/teams/1923.png   \n",
       "17954           Bradford City    https://cdn.sofifa.org/24/18/teams/1804.png   \n",
       "17955  Hamilton Academical FC     https://cdn.sofifa.org/24/18/teams/184.png   \n",
       "17956      Accrington Stanley  https://cdn.sofifa.org/24/18/teams/110313.png   \n",
       "17957             Bohemian FC     https://cdn.sofifa.org/24/18/teams/305.png   \n",
       "17958          Bray Wanderers     https://cdn.sofifa.org/24/18/teams/838.png   \n",
       "17959    Partick Thistle F.C.    https://cdn.sofifa.org/24/18/teams/1754.png   \n",
       "17960         Shamrock Rovers     https://cdn.sofifa.org/24/18/teams/306.png   \n",
       "17961         Manchester City      https://cdn.sofifa.org/24/18/teams/10.png   \n",
       "17962                  Barnet     https://cdn.sofifa.org/24/18/teams/135.png   \n",
       "17963               Cork City     https://cdn.sofifa.org/24/18/teams/422.png   \n",
       "17964               Cork City     https://cdn.sofifa.org/24/18/teams/422.png   \n",
       "17965               Cork City     https://cdn.sofifa.org/24/18/teams/422.png   \n",
       "17966            Júbilo Iwata  https://cdn.sofifa.org/24/18/teams/101144.png   \n",
       "17967             Exeter City     https://cdn.sofifa.org/24/18/teams/143.png   \n",
       "17968               Morecambe     https://cdn.sofifa.org/24/18/teams/357.png   \n",
       "17969          Wolfsberger AC  https://cdn.sofifa.org/24/18/teams/111822.png   \n",
       "17970          Bristol Rovers    https://cdn.sofifa.org/24/18/teams/1962.png   \n",
       "17971        Bolton Wanderers       https://cdn.sofifa.org/24/18/teams/4.png   \n",
       "17972           Galway United    https://cdn.sofifa.org/24/18/teams/1571.png   \n",
       "17973            Grimsby Town      https://cdn.sofifa.org/24/18/teams/92.png   \n",
       "17974            Grimsby Town      https://cdn.sofifa.org/24/18/teams/92.png   \n",
       "17975       FC Erzgebirge Aue     https://cdn.sofifa.org/24/18/teams/506.png   \n",
       "17976       Scunthorpe United    https://cdn.sofifa.org/24/18/teams/1949.png   \n",
       "17977       Wycombe Wanderers    https://cdn.sofifa.org/24/18/teams/1933.png   \n",
       "17978            Swindon Town    https://cdn.sofifa.org/24/18/teams/1934.png   \n",
       "17979         Crewe Alexandra     https://cdn.sofifa.org/24/18/teams/121.png   \n",
       "17980       Scunthorpe United    https://cdn.sofifa.org/24/18/teams/1949.png   \n",
       "\n",
       "        Value   ...   Reactions  Short passing Shot power Sliding tackle  \\\n",
       "0      €95.5M   ...          96             83         94             23   \n",
       "1       €105M   ...          95             88         85             26   \n",
       "2       €123M   ...          88             81         80             33   \n",
       "3        €97M   ...          93             83         87             38   \n",
       "4        €61M   ...          85             55         25             11   \n",
       "5        €92M   ...          91             83         88             19   \n",
       "6      €64.5M   ...          88             50         31             13   \n",
       "7      €90.5M   ...          85             86         79             22   \n",
       "8        €79M   ...          86             90         87             69   \n",
       "9        €77M   ...          88             75         88             18   \n",
       "10       €52M   ...          85             78         79             91   \n",
       "11       €83M   ...          88             90         85             40   \n",
       "12       €59M   ...          81             32         36             16   \n",
       "13     €67.5M   ...          87             81         84             35   \n",
       "14       €57M   ...          88             92         73             73   \n",
       "15     €69.5M   ...          87             86         91             52   \n",
       "16     €66.5M   ...          89             79         88             12   \n",
       "17       €38M   ...          82             59         78             90   \n",
       "18      €4.5M   ...          80             37         39             11   \n",
       "19       €79M   ...          84             83         82             20   \n",
       "20       €57M   ...          84             29         22             18   \n",
       "21       €75M   ...          90             79         81             11   \n",
       "22     €70.5M   ...          84             91         75             62   \n",
       "23       €61M   ...          87             77         81             36   \n",
       "24       €44M   ...          86             79         74             88   \n",
       "25       €48M   ...          82             75         79             90   \n",
       "26       €40M   ...          85             79         67             89   \n",
       "27       €48M   ...          85             80         71             90   \n",
       "28       €60M   ...          87             89         70             19   \n",
       "29       €38M   ...          85             50         23             18   \n",
       "...       ...   ...         ...            ...        ...            ...   \n",
       "17951    €40K   ...          47             26         25             16   \n",
       "17952    €60K   ...          49             59         49             44   \n",
       "17953    €60K   ...          51             54         49             45   \n",
       "17954    €60K   ...          34             43         46             25   \n",
       "17955    €60K   ...          47             55         54             50   \n",
       "17956    €50K   ...          43             29         35             47   \n",
       "17957    €50K   ...          49             45         39             44   \n",
       "17958    €40K   ...          46             36         38             46   \n",
       "17959    €60K   ...          40             51         48             31   \n",
       "17960    €70K   ...          40             55         44             47   \n",
       "17961    €60K   ...          45             36         32             47   \n",
       "17962    €50K   ...          45             26         22             48   \n",
       "17963    €50K   ...          54             55         43             47   \n",
       "17964    €60K   ...          53             55         46             53   \n",
       "17965    €60K   ...          49             52         54             48   \n",
       "17966    €60K   ...          48             53         42             54   \n",
       "17967    €60K   ...          45             27         22             46   \n",
       "17968    €60K   ...          48             26         32             54   \n",
       "17969    €60K   ...          47             42         45             18   \n",
       "17970    €40K   ...          46             39         43             43   \n",
       "17971    €60K   ...          48             46         52             15   \n",
       "17972    €60K   ...          50             40         44             43   \n",
       "17973    €50K   ...          50             47         41             41   \n",
       "17974    €40K   ...          48             30         30             49   \n",
       "17975    €30K   ...          47             54         52             38   \n",
       "17976    €50K   ...          40             19         19             10   \n",
       "17977      €0   ...          51             12         13             13   \n",
       "17978    €60K   ...          54             42         42             14   \n",
       "17979    €60K   ...          49             49         43             47   \n",
       "17980    €50K   ...          40             31         21             43   \n",
       "\n",
       "      Sprint speed Stamina Standing tackle Strength Vision Volleys  \n",
       "0               91      92              31       80     85      88  \n",
       "1               87      73              28       59     90      85  \n",
       "2               90      78              24       53     80      83  \n",
       "3               77      89              45       80     84      88  \n",
       "4               61      44              10       83     70      11  \n",
       "5               83      79              42       84     78      87  \n",
       "6               58      40              21       64     68      13  \n",
       "7               87      79              27       65     86      79  \n",
       "8               52      77              82       74     88      82  \n",
       "9               80      72              22       85     70      88  \n",
       "10              77      84              89       81     63      66  \n",
       "11              75      87              51       73     90      82  \n",
       "12              52      38              18       70     44      12  \n",
       "13              84      85              39       72     83      83  \n",
       "14              71      82              80       58     90      74  \n",
       "15              95      76              55       80     79      76  \n",
       "16              84      74              20       74     83      85  \n",
       "17              78      68              92       91     50      45  \n",
       "18              43      39              11       69     50      17  \n",
       "19              84      83              20       65     84      88  \n",
       "20              60      41              12       78     55      13  \n",
       "21              86      76              22       61     76      87  \n",
       "22              68      75              64       59     86      90  \n",
       "23              96      79              25       77     77      86  \n",
       "24              72      73              88       85     74      58  \n",
       "25              78      74              91       91     76      53  \n",
       "26              67      67              86       80     52      47  \n",
       "27              65      66              92       85     79      60  \n",
       "28              68      69              16       57     92      77  \n",
       "29              63      41              10       43     30      11  \n",
       "...            ...     ...             ...      ...    ...     ...  \n",
       "17951           42      33              15       58     20      14  \n",
       "17952           68      61              36       58     42      32  \n",
       "17953           65      60              39       49     45      38  \n",
       "17954           57      48              25       51     42      37  \n",
       "17955           49      40              44       52     47      28  \n",
       "17956           55      57              52       63     32      20  \n",
       "17957           52      51              46       36     38      28  \n",
       "17958           56      48              48       57     32      21  \n",
       "17959           68      64              33       58     47      41  \n",
       "17960           62      38              38       49     53      42  \n",
       "17961           54      62              52       45     27      20  \n",
       "17962           63      62              46       60     32      26  \n",
       "17963           49      42              45       46     47      30  \n",
       "17964           51      44              44       50     51      31  \n",
       "17965           64      59              44       31     40      37  \n",
       "17966           58      37              44       42     51      31  \n",
       "17967           54      60              46       63     32      23  \n",
       "17968           63      59              51       50     32      21  \n",
       "17969           65      55              20       41     47      36  \n",
       "17970           55      61              46       68     31      19  \n",
       "17971           56      53              13       61     48      35  \n",
       "17972           58      52              48       48     40      33  \n",
       "17973           64      55              39       40     40      33  \n",
       "17974           60      52              52       42     28      24  \n",
       "17975           22      30              36       37     43      34  \n",
       "17976           32      28              11       50     26       6  \n",
       "17977           25      32              12       47     17      12  \n",
       "17978           51      33              17       32     37      33  \n",
       "17979           58      49              48       46     51      25  \n",
       "17980           49      55              44       67     22      19  \n",
       "\n",
       "[17981 rows x 47 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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