{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1999cf7c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import scipy.stats as stats\n",
    "from scipy.stats import zscore\n",
    "import matplotlib.pyplot as plt\n",
    "from soccerplots.radar_chart import Radar\n",
    "from mplsoccer import PyPizza, add_image, FontManager\n",
    "import math\n",
    "from PIL import Image\n",
    "import imageio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "id": "ed0dd99e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Read in CSV file\n",
    "\n",
    "df = pd.read_csv('FbrefSB2122.csv')\n",
    "pd.set_option('display.max_rows', 500)\n",
    "pd.set_option('display.max_columns', 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 308,
   "id": "d54c5492",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Nation</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Squad</th>\n",
       "      <th>Comp</th>\n",
       "      <th>Age</th>\n",
       "      <th>Born</th>\n",
       "      <th>MP</th>\n",
       "      <th>Starts</th>\n",
       "      <th>Min</th>\n",
       "      <th>npGoals</th>\n",
       "      <th>npxG+xA</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Shots</th>\n",
       "      <th>SoT</th>\n",
       "      <th>SoT%</th>\n",
       "      <th>Sh/90</th>\n",
       "      <th>SoT/90</th>\n",
       "      <th>G/Sh</th>\n",
       "      <th>G/SoT</th>\n",
       "      <th>AvgShotDistance</th>\n",
       "      <th>FKShots</th>\n",
       "      <th>PK</th>\n",
       "      <th>PKsAtt</th>\n",
       "      <th>xG</th>\n",
       "      <th>npxG</th>\n",
       "      <th>npxG/Sh</th>\n",
       "      <th>G-xG</th>\n",
       "      <th>npG-xG</th>\n",
       "      <th>PassesCompleted</th>\n",
       "      <th>PassesAttempted</th>\n",
       "      <th>TotCmp%</th>\n",
       "      <th>TotalPassDist</th>\n",
       "      <th>ProgPassDist</th>\n",
       "      <th>ShortPassCmp</th>\n",
       "      <th>ShortPassAtt</th>\n",
       "      <th>ShortPassCmp%</th>\n",
       "      <th>MedPassCmp</th>\n",
       "      <th>MedPassAtt</th>\n",
       "      <th>MedPassCmp%</th>\n",
       "      <th>LongPassCmp</th>\n",
       "      <th>LongPassAtt</th>\n",
       "      <th>LongPassCmp%</th>\n",
       "      <th>Assists</th>\n",
       "      <th>xA</th>\n",
       "      <th>A-xA</th>\n",
       "      <th>KeyPasses</th>\n",
       "      <th>Final1/3Cmp</th>\n",
       "      <th>PenAreaCmp</th>\n",
       "      <th>CrsPenAreaCmp</th>\n",
       "      <th>ProgPasses</th>\n",
       "      <th>LivePass</th>\n",
       "      <th>DeadPass</th>\n",
       "      <th>FKPasses</th>\n",
       "      <th>ThruBalls</th>\n",
       "      <th>PassUnderPress</th>\n",
       "      <th>Switches</th>\n",
       "      <th>Crs</th>\n",
       "      <th>CK</th>\n",
       "      <th>InSwingCK</th>\n",
       "      <th>OutSwingCK</th>\n",
       "      <th>StrCK</th>\n",
       "      <th>Ground</th>\n",
       "      <th>Low</th>\n",
       "      <th>High</th>\n",
       "      <th>Left</th>\n",
       "      <th>Right</th>\n",
       "      <th>Head</th>\n",
       "      <th>ThrowIn</th>\n",
       "      <th>Other</th>\n",
       "      <th>PassesToOff</th>\n",
       "      <th>PassesOOB</th>\n",
       "      <th>PassesInt</th>\n",
       "      <th>PassesBlocked</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>SCAPassLive</th>\n",
       "      <th>SCAPassDead</th>\n",
       "      <th>SCADrib</th>\n",
       "      <th>SCASh</th>\n",
       "      <th>SCAFld</th>\n",
       "      <th>SCADef</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>GCAPassLive</th>\n",
       "      <th>GCAPassDead</th>\n",
       "      <th>GCADrib</th>\n",
       "      <th>GCASh</th>\n",
       "      <th>GCAFld</th>\n",
       "      <th>GCADef</th>\n",
       "      <th>DrbTkl</th>\n",
       "      <th>TklWinPoss</th>\n",
       "      <th>Def3rdPress</th>\n",
       "      <th>Mid3rdPress</th>\n",
       "      <th>Att3rdPress</th>\n",
       "      <th>DrbTkl.1</th>\n",
       "      <th>DrpPastAtt</th>\n",
       "      <th>DrbTkl%</th>\n",
       "      <th>DrbPast</th>\n",
       "      <th>Press</th>\n",
       "      <th>PressSucc</th>\n",
       "      <th>PressSucc%</th>\n",
       "      <th>Def3rdPress.1</th>\n",
       "      <th>Mid3rdPress.1</th>\n",
       "      <th>Att3rdPress.1</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>ShBlocks</th>\n",
       "      <th>ShSvBlocks</th>\n",
       "      <th>PassBlocks</th>\n",
       "      <th>Int</th>\n",
       "      <th>Tkl+Int</th>\n",
       "      <th>Clr</th>\n",
       "      <th>Err</th>\n",
       "      <th>Touches</th>\n",
       "      <th>DefPenTouch</th>\n",
       "      <th>Def3rdTouch</th>\n",
       "      <th>Mid3rdTouch</th>\n",
       "      <th>Att3rdTouch</th>\n",
       "      <th>AttPenTouch</th>\n",
       "      <th>LiveTouch</th>\n",
       "      <th>SuccDrb</th>\n",
       "      <th>AttDrb</th>\n",
       "      <th>DrbSucc%</th>\n",
       "      <th>PlDrbPast</th>\n",
       "      <th>Megs</th>\n",
       "      <th>Carries</th>\n",
       "      <th>TotCarryDist</th>\n",
       "      <th>PrgCarryDist</th>\n",
       "      <th>ProgCarries</th>\n",
       "      <th>CarriesToFinal3rd</th>\n",
       "      <th>CarriesToPenArea</th>\n",
       "      <th>CarryMistakes</th>\n",
       "      <th>Disposesed</th>\n",
       "      <th>PassTarget</th>\n",
       "      <th>ReceivedPass</th>\n",
       "      <th>Receive%</th>\n",
       "      <th>ProgPassesRec</th>\n",
       "      <th>Yellows</th>\n",
       "      <th>Reds</th>\n",
       "      <th>Yellow2</th>\n",
       "      <th>Fls</th>\n",
       "      <th>Fld</th>\n",
       "      <th>Off</th>\n",
       "      <th>PKwon</th>\n",
       "      <th>PKcon</th>\n",
       "      <th>OG</th>\n",
       "      <th>Recov</th>\n",
       "      <th>AerialWins</th>\n",
       "      <th>AerialLoss</th>\n",
       "      <th>AerialWin%</th>\n",
       "      <th>npGoalsPer90</th>\n",
       "      <th>npxG+xAPer90</th>\n",
       "      <th>GoalsPer90</th>\n",
       "      <th>ShotsPer90</th>\n",
       "      <th>SoTPer90</th>\n",
       "      <th>SoT%Per90</th>\n",
       "      <th>Sh/90Per90</th>\n",
       "      <th>SoT/90Per90</th>\n",
       "      <th>G/ShPer90</th>\n",
       "      <th>G/SoTPer90</th>\n",
       "      <th>AvgShotDistancePer90</th>\n",
       "      <th>FKShotsPer90</th>\n",
       "      <th>PKPer90</th>\n",
       "      <th>PKsAttPer90</th>\n",
       "      <th>xGPer90</th>\n",
       "      <th>npxGPer90</th>\n",
       "      <th>npxG/ShPer90</th>\n",
       "      <th>G-xGPer90</th>\n",
       "      <th>npG-xGPer90</th>\n",
       "      <th>PassesCompletedPer90</th>\n",
       "      <th>PassesAttemptedPer90</th>\n",
       "      <th>TotCmp%Per90</th>\n",
       "      <th>TotalPassDistPer90</th>\n",
       "      <th>ProgPassDistPer90</th>\n",
       "      <th>ShortPassCmpPer90</th>\n",
       "      <th>ShortPassAttPer90</th>\n",
       "      <th>ShortPassCmp%Per90</th>\n",
       "      <th>MedPassCmpPer90</th>\n",
       "      <th>MedPassAttPer90</th>\n",
       "      <th>MedPassCmp%Per90</th>\n",
       "      <th>LongPassCmpPer90</th>\n",
       "      <th>LongPassAttPer90</th>\n",
       "      <th>LongPassCmp%Per90</th>\n",
       "      <th>AssistsPer90</th>\n",
       "      <th>xAPer90</th>\n",
       "      <th>A-xAPer90</th>\n",
       "      <th>KeyPassesPer90</th>\n",
       "      <th>Final1/3CmpPer90</th>\n",
       "      <th>PenAreaCmpPer90</th>\n",
       "      <th>CrsPenAreaCmpPer90</th>\n",
       "      <th>ProgPassesPer90</th>\n",
       "      <th>LivePassPer90</th>\n",
       "      <th>DeadPassPer90</th>\n",
       "      <th>FKPassesPer90</th>\n",
       "      <th>ThruBallsPer90</th>\n",
       "      <th>PassUnderPressPer90</th>\n",
       "      <th>SwitchesPer90</th>\n",
       "      <th>CrsPer90</th>\n",
       "      <th>CKPer90</th>\n",
       "      <th>InSwingCKPer90</th>\n",
       "      <th>OutSwingCKPer90</th>\n",
       "      <th>StrCKPer90</th>\n",
       "      <th>GroundPer90</th>\n",
       "      <th>LowPer90</th>\n",
       "      <th>HighPer90</th>\n",
       "      <th>LeftPer90</th>\n",
       "      <th>RightPer90</th>\n",
       "      <th>HeadPer90</th>\n",
       "      <th>ThrowInPer90</th>\n",
       "      <th>OtherPer90</th>\n",
       "      <th>PassesToOffPer90</th>\n",
       "      <th>PassesOOBPer90</th>\n",
       "      <th>PassesIntPer90</th>\n",
       "      <th>PassesBlockedPer90</th>\n",
       "      <th>SCAPer90</th>\n",
       "      <th>SCA90Per90</th>\n",
       "      <th>GCAPassLivePer90</th>\n",
       "      <th>GCAPassDeadPer90</th>\n",
       "      <th>GCADribPer90</th>\n",
       "      <th>GCAShPer90</th>\n",
       "      <th>GCAFldPer90</th>\n",
       "      <th>GCADefPer90</th>\n",
       "      <th>GCAPer90</th>\n",
       "      <th>GCA90Per90</th>\n",
       "      <th>GCAPassLive.1Per90</th>\n",
       "      <th>GCAPassDead.1Per90</th>\n",
       "      <th>GCADrib.1Per90</th>\n",
       "      <th>GCASh.1Per90</th>\n",
       "      <th>GCAFld.1Per90</th>\n",
       "      <th>GCADef.1Per90</th>\n",
       "      <th>DrbTklPer90</th>\n",
       "      <th>TklWinPossPer90</th>\n",
       "      <th>Def3rdPressPer90</th>\n",
       "      <th>Mid3rdPressPer90</th>\n",
       "      <th>Att3rdPressPer90</th>\n",
       "      <th>DrbTkl.1Per90</th>\n",
       "      <th>DrpPastAttPer90</th>\n",
       "      <th>DrbTkl%Per90</th>\n",
       "      <th>DrbPastPer90</th>\n",
       "      <th>PressPer90</th>\n",
       "      <th>PressSuccPer90</th>\n",
       "      <th>PressSucc%Per90</th>\n",
       "      <th>Def3rdPress.1Per90</th>\n",
       "      <th>Mid3rdPress.1Per90</th>\n",
       "      <th>Att3rdPress.1Per90</th>\n",
       "      <th>BlocksPer90</th>\n",
       "      <th>ShBlocksPer90</th>\n",
       "      <th>ShSvBlocksPer90</th>\n",
       "      <th>PassBlocksPer90</th>\n",
       "      <th>IntPer90</th>\n",
       "      <th>Tkl+IntPer90</th>\n",
       "      <th>ClrPer90</th>\n",
       "      <th>ErrPer90</th>\n",
       "      <th>TouchesPer90</th>\n",
       "      <th>DefPenTouchPer90</th>\n",
       "      <th>Def3rdTouchPer90</th>\n",
       "      <th>Mid3rdTouchPer90</th>\n",
       "      <th>Att3rdTouchPer90</th>\n",
       "      <th>AttPenTouchPer90</th>\n",
       "      <th>LiveTouchPer90</th>\n",
       "      <th>SuccDrbPer90</th>\n",
       "      <th>AttDrbPer90</th>\n",
       "      <th>DrbSucc%Per90</th>\n",
       "      <th>PlDrbPastPer90</th>\n",
       "      <th>MegsPer90</th>\n",
       "      <th>CarriesPer90</th>\n",
       "      <th>TotCarryDistPer90</th>\n",
       "      <th>PrgCarryDistPer90</th>\n",
       "      <th>ProgCarriesPer90</th>\n",
       "      <th>CarriesToFinal3rdPer90</th>\n",
       "      <th>CarriesToPenAreaPer90</th>\n",
       "      <th>CarryMistakesPer90</th>\n",
       "      <th>DisposesedPer90</th>\n",
       "      <th>PassTargetPer90</th>\n",
       "      <th>ReceivedPassPer90</th>\n",
       "      <th>Receive%Per90</th>\n",
       "      <th>ProgPassesRecPer90</th>\n",
       "      <th>YellowsPer90</th>\n",
       "      <th>RedsPer90</th>\n",
       "      <th>Yellow2Per90</th>\n",
       "      <th>FlsPer90</th>\n",
       "      <th>FldPer90</th>\n",
       "      <th>OffPer90</th>\n",
       "      <th>PKwonPer90</th>\n",
       "      <th>PKconPer90</th>\n",
       "      <th>OGPer90</th>\n",
       "      <th>RecovPer90</th>\n",
       "      <th>AerialWinsPer90</th>\n",
       "      <th>AerialLossPer90</th>\n",
       "      <th>AerialWin%Per90</th>\n",
       "      <th>90sPer90</th>\n",
       "      <th>AvgTeamPoss</th>\n",
       "      <th>OppTouches</th>\n",
       "      <th>TeamMins</th>\n",
       "      <th>TeamTouches90</th>\n",
       "      <th>pAdjTkl+IntPer90</th>\n",
       "      <th>pAdjPressSuccPer90</th>\n",
       "      <th>pAdjClrPer90</th>\n",
       "      <th>pAdjShBlocksPer90</th>\n",
       "      <th>pAdjIntPer90</th>\n",
       "      <th>pAdjDrbTklPer90</th>\n",
       "      <th>pAdjTklWinPossPer90</th>\n",
       "      <th>pAdjDrbPastPer90</th>\n",
       "      <th>pAdjAerialWinsPer90</th>\n",
       "      <th>pAdjAerialLossPer90</th>\n",
       "      <th>pAdjDrpPastAttPer90</th>\n",
       "      <th>TouchCentrality</th>\n",
       "      <th>Tkl+IntOppTouch</th>\n",
       "      <th>pAdjTouchesPer90</th>\n",
       "      <th>pAdjCarriesPer90</th>\n",
       "      <th>Main Position</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>William Saliba</td>\n",
       "      <td>fr FRA</td>\n",
       "      <td>DF</td>\n",
       "      <td>Marseille</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>20</td>\n",
       "      <td>2001</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>3240</td>\n",
       "      <td>0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>3</td>\n",
       "      <td>18.8</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.10</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>2865</td>\n",
       "      <td>3058</td>\n",
       "      <td>93.7</td>\n",
       "      <td>56752</td>\n",
       "      <td>16714</td>\n",
       "      <td>925</td>\n",
       "      <td>977</td>\n",
       "      <td>94.7</td>\n",
       "      <td>1575</td>\n",
       "      <td>1631</td>\n",
       "      <td>96.6</td>\n",
       "      <td>349</td>\n",
       "      <td>408</td>\n",
       "      <td>85.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>6</td>\n",
       "      <td>184</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>166</td>\n",
       "      <td>2965</td>\n",
       "      <td>93</td>\n",
       "      <td>71</td>\n",
       "      <td>2</td>\n",
       "      <td>294</td>\n",
       "      <td>48</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2740</td>\n",
       "      <td>152</td>\n",
       "      <td>166</td>\n",
       "      <td>141</td>\n",
       "      <td>2806</td>\n",
       "      <td>48</td>\n",
       "      <td>21</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>45</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>0.58</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.08</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>65</td>\n",
       "      <td>42</td>\n",
       "      <td>47</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>15</td>\n",
       "      <td>32</td>\n",
       "      <td>46.9</td>\n",
       "      <td>17</td>\n",
       "      <td>297</td>\n",
       "      <td>139</td>\n",
       "      <td>46.8</td>\n",
       "      <td>165</td>\n",
       "      <td>115</td>\n",
       "      <td>17</td>\n",
       "      <td>49</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>80</td>\n",
       "      <td>145</td>\n",
       "      <td>91</td>\n",
       "      <td>2</td>\n",
       "      <td>3351</td>\n",
       "      <td>287</td>\n",
       "      <td>1433</td>\n",
       "      <td>1982</td>\n",
       "      <td>187</td>\n",
       "      <td>37</td>\n",
       "      <td>3267</td>\n",
       "      <td>27</td>\n",
       "      <td>37</td>\n",
       "      <td>73.0</td>\n",
       "      <td>27</td>\n",
       "      <td>4</td>\n",
       "      <td>2532</td>\n",
       "      <td>14149</td>\n",
       "      <td>8367</td>\n",
       "      <td>243</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>21</td>\n",
       "      <td>2669</td>\n",
       "      <td>2621</td>\n",
       "      <td>98.2</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>312</td>\n",
       "      <td>61</td>\n",
       "      <td>38</td>\n",
       "      <td>61.6</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.522222</td>\n",
       "      <td>0.012222</td>\n",
       "      <td>0.002222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.286111</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.002778</td>\n",
       "      <td>-0.041667</td>\n",
       "      <td>-0.041667</td>\n",
       "      <td>79.583333</td>\n",
       "      <td>84.944444</td>\n",
       "      <td>2.602778</td>\n",
       "      <td>1576.444444</td>\n",
       "      <td>464.277778</td>\n",
       "      <td>25.694444</td>\n",
       "      <td>27.138889</td>\n",
       "      <td>2.630556</td>\n",
       "      <td>43.750000</td>\n",
       "      <td>45.305556</td>\n",
       "      <td>2.683333</td>\n",
       "      <td>9.694444</td>\n",
       "      <td>11.333333</td>\n",
       "      <td>2.375000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022222</td>\n",
       "      <td>-0.022222</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>5.111111</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>4.611111</td>\n",
       "      <td>82.361111</td>\n",
       "      <td>2.583333</td>\n",
       "      <td>1.972222</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>8.166667</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>76.111111</td>\n",
       "      <td>4.222222</td>\n",
       "      <td>4.611111</td>\n",
       "      <td>3.916667</td>\n",
       "      <td>77.944444</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.638889</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>0.016111</td>\n",
       "      <td>0.527778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.002222</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1.805556</td>\n",
       "      <td>1.166667</td>\n",
       "      <td>1.305556</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>0.888889</td>\n",
       "      <td>1.302778</td>\n",
       "      <td>0.472222</td>\n",
       "      <td>8.250000</td>\n",
       "      <td>3.861111</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>4.583333</td>\n",
       "      <td>3.194444</td>\n",
       "      <td>0.472222</td>\n",
       "      <td>1.361111</td>\n",
       "      <td>0.472222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.888889</td>\n",
       "      <td>2.222222</td>\n",
       "      <td>4.027778</td>\n",
       "      <td>2.527778</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>93.083333</td>\n",
       "      <td>7.972222</td>\n",
       "      <td>39.805556</td>\n",
       "      <td>55.055556</td>\n",
       "      <td>5.194444</td>\n",
       "      <td>1.027778</td>\n",
       "      <td>90.750000</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>1.027778</td>\n",
       "      <td>2.027778</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>70.333333</td>\n",
       "      <td>393.027778</td>\n",
       "      <td>232.416667</td>\n",
       "      <td>6.750000</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>74.138889</td>\n",
       "      <td>72.805556</td>\n",
       "      <td>2.727778</td>\n",
       "      <td>0.277778</td>\n",
       "      <td>0.138889</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.472222</td>\n",
       "      <td>0.361111</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.666667</td>\n",
       "      <td>1.694444</td>\n",
       "      <td>1.055556</td>\n",
       "      <td>61.6</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>62.0</td>\n",
       "      <td>28340</td>\n",
       "      <td>3420</td>\n",
       "      <td>745.789474</td>\n",
       "      <td>3.179825</td>\n",
       "      <td>3.048246</td>\n",
       "      <td>1.995614</td>\n",
       "      <td>0.372807</td>\n",
       "      <td>1.754386</td>\n",
       "      <td>1.425439</td>\n",
       "      <td>1.425439</td>\n",
       "      <td>0.372807</td>\n",
       "      <td>1.337719</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.701754</td>\n",
       "      <td>12.481181</td>\n",
       "      <td>3.240414</td>\n",
       "      <td>45.040323</td>\n",
       "      <td>45.335721</td>\n",
       "      <td>Centre-Back</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>João Cancelo</td>\n",
       "      <td>pt POR</td>\n",
       "      <td>DF</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>27</td>\n",
       "      <td>1994</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>3227</td>\n",
       "      <td>1</td>\n",
       "      <td>9.3</td>\n",
       "      <td>1</td>\n",
       "      <td>81</td>\n",
       "      <td>23</td>\n",
       "      <td>28.4</td>\n",
       "      <td>2.26</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.04</td>\n",
       "      <td>21.5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>4.1</td>\n",
       "      <td>0.05</td>\n",
       "      <td>-3.1</td>\n",
       "      <td>-3.1</td>\n",
       "      <td>2752</td>\n",
       "      <td>3282</td>\n",
       "      <td>83.9</td>\n",
       "      <td>49380</td>\n",
       "      <td>14430</td>\n",
       "      <td>1304</td>\n",
       "      <td>1412</td>\n",
       "      <td>92.4</td>\n",
       "      <td>1132</td>\n",
       "      <td>1306</td>\n",
       "      <td>86.7</td>\n",
       "      <td>297</td>\n",
       "      <td>482</td>\n",
       "      <td>61.6</td>\n",
       "      <td>7</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>39</td>\n",
       "      <td>266</td>\n",
       "      <td>95</td>\n",
       "      <td>13</td>\n",
       "      <td>274</td>\n",
       "      <td>2944</td>\n",
       "      <td>338</td>\n",
       "      <td>51</td>\n",
       "      <td>6</td>\n",
       "      <td>295</td>\n",
       "      <td>99</td>\n",
       "      <td>103</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2279</td>\n",
       "      <td>492</td>\n",
       "      <td>511</td>\n",
       "      <td>377</td>\n",
       "      <td>2479</td>\n",
       "      <td>97</td>\n",
       "      <td>286</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>54</td>\n",
       "      <td>107</td>\n",
       "      <td>70</td>\n",
       "      <td>103</td>\n",
       "      <td>2.87</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>0.45</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>89</td>\n",
       "      <td>54</td>\n",
       "      <td>31</td>\n",
       "      <td>36</td>\n",
       "      <td>22</td>\n",
       "      <td>35</td>\n",
       "      <td>83</td>\n",
       "      <td>42.2</td>\n",
       "      <td>48</td>\n",
       "      <td>347</td>\n",
       "      <td>119</td>\n",
       "      <td>34.3</td>\n",
       "      <td>106</td>\n",
       "      <td>138</td>\n",
       "      <td>103</td>\n",
       "      <td>45</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>41</td>\n",
       "      <td>75</td>\n",
       "      <td>164</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>3714</td>\n",
       "      <td>74</td>\n",
       "      <td>608</td>\n",
       "      <td>1993</td>\n",
       "      <td>1373</td>\n",
       "      <td>119</td>\n",
       "      <td>3387</td>\n",
       "      <td>53</td>\n",
       "      <td>105</td>\n",
       "      <td>50.5</td>\n",
       "      <td>59</td>\n",
       "      <td>12</td>\n",
       "      <td>2705</td>\n",
       "      <td>11821</td>\n",
       "      <td>6458</td>\n",
       "      <td>364</td>\n",
       "      <td>138</td>\n",
       "      <td>35</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>2831</td>\n",
       "      <td>2719</td>\n",
       "      <td>96.0</td>\n",
       "      <td>127</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349</td>\n",
       "      <td>49</td>\n",
       "      <td>45</td>\n",
       "      <td>52.1</td>\n",
       "      <td>0.027890</td>\n",
       "      <td>0.259374</td>\n",
       "      <td>0.027890</td>\n",
       "      <td>2.259064</td>\n",
       "      <td>0.641463</td>\n",
       "      <td>0.792067</td>\n",
       "      <td>0.063031</td>\n",
       "      <td>0.017849</td>\n",
       "      <td>0.000279</td>\n",
       "      <td>0.001116</td>\n",
       "      <td>0.599628</td>\n",
       "      <td>0.02789</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.114348</td>\n",
       "      <td>0.114348</td>\n",
       "      <td>0.001394</td>\n",
       "      <td>-0.086458</td>\n",
       "      <td>-0.086458</td>\n",
       "      <td>76.752402</td>\n",
       "      <td>91.533932</td>\n",
       "      <td>2.339944</td>\n",
       "      <td>1377.192439</td>\n",
       "      <td>402.448094</td>\n",
       "      <td>36.368144</td>\n",
       "      <td>39.380229</td>\n",
       "      <td>2.577007</td>\n",
       "      <td>31.571119</td>\n",
       "      <td>36.423923</td>\n",
       "      <td>2.418035</td>\n",
       "      <td>8.283235</td>\n",
       "      <td>13.442826</td>\n",
       "      <td>1.718004</td>\n",
       "      <td>0.195228</td>\n",
       "      <td>0.142237</td>\n",
       "      <td>0.052990</td>\n",
       "      <td>1.087698</td>\n",
       "      <td>7.418655</td>\n",
       "      <td>2.649520</td>\n",
       "      <td>0.362566</td>\n",
       "      <td>7.641773</td>\n",
       "      <td>82.107220</td>\n",
       "      <td>9.426712</td>\n",
       "      <td>1.422374</td>\n",
       "      <td>0.167338</td>\n",
       "      <td>8.227456</td>\n",
       "      <td>2.761078</td>\n",
       "      <td>2.872637</td>\n",
       "      <td>0.02789</td>\n",
       "      <td>0.02789</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.560583</td>\n",
       "      <td>13.721723</td>\n",
       "      <td>14.251627</td>\n",
       "      <td>10.514410</td>\n",
       "      <td>69.138519</td>\n",
       "      <td>2.705299</td>\n",
       "      <td>7.976449</td>\n",
       "      <td>0.195228</td>\n",
       "      <td>0.251007</td>\n",
       "      <td>1.506043</td>\n",
       "      <td>2.984196</td>\n",
       "      <td>1.952278</td>\n",
       "      <td>2.872637</td>\n",
       "      <td>0.080043</td>\n",
       "      <td>2.286954</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.195228</td>\n",
       "      <td>0.334676</td>\n",
       "      <td>0.027890</td>\n",
       "      <td>0.027890</td>\n",
       "      <td>0.446235</td>\n",
       "      <td>0.012550</td>\n",
       "      <td>0.306786</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02789</td>\n",
       "      <td>0.083669</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02789</td>\n",
       "      <td>2.482182</td>\n",
       "      <td>1.506043</td>\n",
       "      <td>0.864580</td>\n",
       "      <td>1.004029</td>\n",
       "      <td>0.613573</td>\n",
       "      <td>0.976139</td>\n",
       "      <td>2.314844</td>\n",
       "      <td>1.176945</td>\n",
       "      <td>1.338705</td>\n",
       "      <td>9.677719</td>\n",
       "      <td>3.318872</td>\n",
       "      <td>0.956616</td>\n",
       "      <td>2.956306</td>\n",
       "      <td>3.848776</td>\n",
       "      <td>2.872637</td>\n",
       "      <td>1.255036</td>\n",
       "      <td>0.111559</td>\n",
       "      <td>0.027890</td>\n",
       "      <td>1.143477</td>\n",
       "      <td>2.091726</td>\n",
       "      <td>4.573908</td>\n",
       "      <td>1.561822</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>103.582275</td>\n",
       "      <td>2.063836</td>\n",
       "      <td>16.956926</td>\n",
       "      <td>55.584134</td>\n",
       "      <td>38.292532</td>\n",
       "      <td>3.318872</td>\n",
       "      <td>94.462349</td>\n",
       "      <td>1.478153</td>\n",
       "      <td>2.928416</td>\n",
       "      <td>1.408429</td>\n",
       "      <td>1.645491</td>\n",
       "      <td>0.334676</td>\n",
       "      <td>75.441587</td>\n",
       "      <td>329.683917</td>\n",
       "      <td>180.111559</td>\n",
       "      <td>10.151844</td>\n",
       "      <td>3.848776</td>\n",
       "      <td>0.976139</td>\n",
       "      <td>0.780911</td>\n",
       "      <td>0.808801</td>\n",
       "      <td>78.955686</td>\n",
       "      <td>75.832042</td>\n",
       "      <td>2.677409</td>\n",
       "      <td>3.541989</td>\n",
       "      <td>0.195228</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.031918</td>\n",
       "      <td>1.031918</td>\n",
       "      <td>0.055779</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.733499</td>\n",
       "      <td>1.366594</td>\n",
       "      <td>1.255036</td>\n",
       "      <td>52.1</td>\n",
       "      <td>35.855556</td>\n",
       "      <td>68.5</td>\n",
       "      <td>31078</td>\n",
       "      <td>3420</td>\n",
       "      <td>817.842105</td>\n",
       "      <td>4.356103</td>\n",
       "      <td>3.160830</td>\n",
       "      <td>1.487450</td>\n",
       "      <td>0.106246</td>\n",
       "      <td>1.992120</td>\n",
       "      <td>2.363982</td>\n",
       "      <td>2.363982</td>\n",
       "      <td>1.274957</td>\n",
       "      <td>1.301518</td>\n",
       "      <td>1.195272</td>\n",
       "      <td>2.204613</td>\n",
       "      <td>12.665314</td>\n",
       "      <td>3.355592</td>\n",
       "      <td>45.364500</td>\n",
       "      <td>43.699515</td>\n",
       "      <td>Right-Back</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Aymeric Laporte</td>\n",
       "      <td>es ESP</td>\n",
       "      <td>DF</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>27</td>\n",
       "      <td>1994</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>2828</td>\n",
       "      <td>4</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4</td>\n",
       "      <td>35</td>\n",
       "      <td>7</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.11</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.57</td>\n",
       "      <td>10.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>4.4</td>\n",
       "      <td>0.13</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>2703</td>\n",
       "      <td>2853</td>\n",
       "      <td>94.7</td>\n",
       "      <td>58451</td>\n",
       "      <td>16557</td>\n",
       "      <td>757</td>\n",
       "      <td>788</td>\n",
       "      <td>96.1</td>\n",
       "      <td>1450</td>\n",
       "      <td>1497</td>\n",
       "      <td>96.9</td>\n",
       "      <td>482</td>\n",
       "      <td>549</td>\n",
       "      <td>87.8</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>9</td>\n",
       "      <td>316</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>198</td>\n",
       "      <td>2798</td>\n",
       "      <td>55</td>\n",
       "      <td>43</td>\n",
       "      <td>3</td>\n",
       "      <td>202</td>\n",
       "      <td>64</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2446</td>\n",
       "      <td>144</td>\n",
       "      <td>263</td>\n",
       "      <td>2050</td>\n",
       "      <td>648</td>\n",
       "      <td>91</td>\n",
       "      <td>12</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>6</td>\n",
       "      <td>30</td>\n",
       "      <td>0.95</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.13</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>25</td>\n",
       "      <td>60.0</td>\n",
       "      <td>10</td>\n",
       "      <td>139</td>\n",
       "      <td>63</td>\n",
       "      <td>45.3</td>\n",
       "      <td>81</td>\n",
       "      <td>50</td>\n",
       "      <td>8</td>\n",
       "      <td>24</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>33</td>\n",
       "      <td>64</td>\n",
       "      <td>78</td>\n",
       "      <td>2</td>\n",
       "      <td>3059</td>\n",
       "      <td>258</td>\n",
       "      <td>1144</td>\n",
       "      <td>2013</td>\n",
       "      <td>177</td>\n",
       "      <td>43</td>\n",
       "      <td>3006</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2285</td>\n",
       "      <td>14300</td>\n",
       "      <td>9587</td>\n",
       "      <td>352</td>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>2539</td>\n",
       "      <td>2501</td>\n",
       "      <td>98.5</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>288</td>\n",
       "      <td>73</td>\n",
       "      <td>36</td>\n",
       "      <td>67.0</td>\n",
       "      <td>0.127298</td>\n",
       "      <td>0.155941</td>\n",
       "      <td>0.127298</td>\n",
       "      <td>1.113861</td>\n",
       "      <td>0.222772</td>\n",
       "      <td>0.636492</td>\n",
       "      <td>0.035325</td>\n",
       "      <td>0.007001</td>\n",
       "      <td>0.003501</td>\n",
       "      <td>0.018140</td>\n",
       "      <td>0.340523</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.140028</td>\n",
       "      <td>0.140028</td>\n",
       "      <td>0.004137</td>\n",
       "      <td>-0.012730</td>\n",
       "      <td>-0.012730</td>\n",
       "      <td>86.021924</td>\n",
       "      <td>90.795615</td>\n",
       "      <td>3.013791</td>\n",
       "      <td>1860.180339</td>\n",
       "      <td>526.920085</td>\n",
       "      <td>24.091231</td>\n",
       "      <td>25.077793</td>\n",
       "      <td>3.058345</td>\n",
       "      <td>46.145686</td>\n",
       "      <td>47.641443</td>\n",
       "      <td>3.083805</td>\n",
       "      <td>15.339463</td>\n",
       "      <td>17.471711</td>\n",
       "      <td>2.794201</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015912</td>\n",
       "      <td>-0.015912</td>\n",
       "      <td>0.286421</td>\n",
       "      <td>10.056577</td>\n",
       "      <td>0.350071</td>\n",
       "      <td>0.031825</td>\n",
       "      <td>6.301273</td>\n",
       "      <td>89.045262</td>\n",
       "      <td>1.750354</td>\n",
       "      <td>1.368458</td>\n",
       "      <td>0.095474</td>\n",
       "      <td>6.428571</td>\n",
       "      <td>2.036775</td>\n",
       "      <td>0.159123</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>77.842999</td>\n",
       "      <td>4.582744</td>\n",
       "      <td>8.369873</td>\n",
       "      <td>65.240453</td>\n",
       "      <td>20.622348</td>\n",
       "      <td>2.896040</td>\n",
       "      <td>0.381895</td>\n",
       "      <td>0.222772</td>\n",
       "      <td>0.031825</td>\n",
       "      <td>0.541018</td>\n",
       "      <td>0.604668</td>\n",
       "      <td>0.190948</td>\n",
       "      <td>0.954738</td>\n",
       "      <td>0.030233</td>\n",
       "      <td>0.827440</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.095474</td>\n",
       "      <td>0.031825</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.127298</td>\n",
       "      <td>0.004137</td>\n",
       "      <td>0.063649</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.031825</td>\n",
       "      <td>0.031825</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.986563</td>\n",
       "      <td>0.541018</td>\n",
       "      <td>0.636492</td>\n",
       "      <td>0.318246</td>\n",
       "      <td>0.031825</td>\n",
       "      <td>0.477369</td>\n",
       "      <td>0.795615</td>\n",
       "      <td>1.909477</td>\n",
       "      <td>0.318246</td>\n",
       "      <td>4.423621</td>\n",
       "      <td>2.004950</td>\n",
       "      <td>1.441655</td>\n",
       "      <td>2.577793</td>\n",
       "      <td>1.591231</td>\n",
       "      <td>0.254597</td>\n",
       "      <td>0.763791</td>\n",
       "      <td>0.350071</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.413720</td>\n",
       "      <td>1.050212</td>\n",
       "      <td>2.036775</td>\n",
       "      <td>2.482320</td>\n",
       "      <td>0.063649</td>\n",
       "      <td>97.351485</td>\n",
       "      <td>8.210750</td>\n",
       "      <td>36.407355</td>\n",
       "      <td>64.062942</td>\n",
       "      <td>5.632956</td>\n",
       "      <td>1.368458</td>\n",
       "      <td>95.664781</td>\n",
       "      <td>0.095474</td>\n",
       "      <td>0.159123</td>\n",
       "      <td>1.909477</td>\n",
       "      <td>0.095474</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>72.719236</td>\n",
       "      <td>455.091938</td>\n",
       "      <td>305.102546</td>\n",
       "      <td>11.202263</td>\n",
       "      <td>1.941301</td>\n",
       "      <td>0.031825</td>\n",
       "      <td>0.031825</td>\n",
       "      <td>0.254597</td>\n",
       "      <td>80.802687</td>\n",
       "      <td>79.593352</td>\n",
       "      <td>3.134724</td>\n",
       "      <td>0.254597</td>\n",
       "      <td>0.159123</td>\n",
       "      <td>0.031825</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.477369</td>\n",
       "      <td>0.413720</td>\n",
       "      <td>0.063649</td>\n",
       "      <td>0.031825</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.165488</td>\n",
       "      <td>2.323197</td>\n",
       "      <td>1.145686</td>\n",
       "      <td>67.0</td>\n",
       "      <td>31.422222</td>\n",
       "      <td>68.5</td>\n",
       "      <td>31078</td>\n",
       "      <td>3420</td>\n",
       "      <td>817.842105</td>\n",
       "      <td>1.939786</td>\n",
       "      <td>1.909477</td>\n",
       "      <td>2.364114</td>\n",
       "      <td>0.333401</td>\n",
       "      <td>1.000202</td>\n",
       "      <td>0.939584</td>\n",
       "      <td>0.939584</td>\n",
       "      <td>0.303092</td>\n",
       "      <td>2.212568</td>\n",
       "      <td>1.091130</td>\n",
       "      <td>0.757729</td>\n",
       "      <td>11.903457</td>\n",
       "      <td>1.494255</td>\n",
       "      <td>42.635687</td>\n",
       "      <td>44.818568</td>\n",
       "      <td>Centre-Back</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Rodri</td>\n",
       "      <td>es ESP</td>\n",
       "      <td>MF</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>25</td>\n",
       "      <td>1996</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>2884</td>\n",
       "      <td>7</td>\n",
       "      <td>4.1</td>\n",
       "      <td>7</td>\n",
       "      <td>45</td>\n",
       "      <td>14</td>\n",
       "      <td>31.1</td>\n",
       "      <td>1.40</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.50</td>\n",
       "      <td>18.2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.7</td>\n",
       "      <td>0.06</td>\n",
       "      <td>4.3</td>\n",
       "      <td>4.3</td>\n",
       "      <td>2587</td>\n",
       "      <td>2796</td>\n",
       "      <td>92.5</td>\n",
       "      <td>52886</td>\n",
       "      <td>10194</td>\n",
       "      <td>932</td>\n",
       "      <td>983</td>\n",
       "      <td>94.8</td>\n",
       "      <td>1215</td>\n",
       "      <td>1286</td>\n",
       "      <td>94.5</td>\n",
       "      <td>424</td>\n",
       "      <td>491</td>\n",
       "      <td>86.4</td>\n",
       "      <td>2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>25</td>\n",
       "      <td>242</td>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "      <td>179</td>\n",
       "      <td>2755</td>\n",
       "      <td>41</td>\n",
       "      <td>35</td>\n",
       "      <td>2</td>\n",
       "      <td>464</td>\n",
       "      <td>103</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2177</td>\n",
       "      <td>234</td>\n",
       "      <td>385</td>\n",
       "      <td>371</td>\n",
       "      <td>2248</td>\n",
       "      <td>102</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>19</td>\n",
       "      <td>39</td>\n",
       "      <td>15</td>\n",
       "      <td>75</td>\n",
       "      <td>2.34</td>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.09</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>65</td>\n",
       "      <td>46</td>\n",
       "      <td>20</td>\n",
       "      <td>36</td>\n",
       "      <td>9</td>\n",
       "      <td>29</td>\n",
       "      <td>61</td>\n",
       "      <td>47.5</td>\n",
       "      <td>32</td>\n",
       "      <td>481</td>\n",
       "      <td>171</td>\n",
       "      <td>35.6</td>\n",
       "      <td>130</td>\n",
       "      <td>254</td>\n",
       "      <td>97</td>\n",
       "      <td>48</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>40</td>\n",
       "      <td>105</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>3096</td>\n",
       "      <td>95</td>\n",
       "      <td>618</td>\n",
       "      <td>1965</td>\n",
       "      <td>698</td>\n",
       "      <td>64</td>\n",
       "      <td>3061</td>\n",
       "      <td>9</td>\n",
       "      <td>18</td>\n",
       "      <td>50.0</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>2181</td>\n",
       "      <td>9213</td>\n",
       "      <td>4710</td>\n",
       "      <td>205</td>\n",
       "      <td>44</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>28</td>\n",
       "      <td>2457</td>\n",
       "      <td>2382</td>\n",
       "      <td>96.9</td>\n",
       "      <td>61</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>415</td>\n",
       "      <td>91</td>\n",
       "      <td>33</td>\n",
       "      <td>73.4</td>\n",
       "      <td>0.218447</td>\n",
       "      <td>0.127947</td>\n",
       "      <td>0.218447</td>\n",
       "      <td>1.404300</td>\n",
       "      <td>0.436893</td>\n",
       "      <td>0.970527</td>\n",
       "      <td>0.043689</td>\n",
       "      <td>0.013731</td>\n",
       "      <td>0.004993</td>\n",
       "      <td>0.015603</td>\n",
       "      <td>0.567961</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.084258</td>\n",
       "      <td>0.084258</td>\n",
       "      <td>0.001872</td>\n",
       "      <td>0.134189</td>\n",
       "      <td>0.134189</td>\n",
       "      <td>80.731623</td>\n",
       "      <td>87.253814</td>\n",
       "      <td>2.886616</td>\n",
       "      <td>1650.395284</td>\n",
       "      <td>318.120666</td>\n",
       "      <td>29.084605</td>\n",
       "      <td>30.676144</td>\n",
       "      <td>2.958391</td>\n",
       "      <td>37.916089</td>\n",
       "      <td>40.131761</td>\n",
       "      <td>2.949029</td>\n",
       "      <td>13.231623</td>\n",
       "      <td>15.322469</td>\n",
       "      <td>2.696255</td>\n",
       "      <td>0.062413</td>\n",
       "      <td>0.043689</td>\n",
       "      <td>0.018724</td>\n",
       "      <td>0.780166</td>\n",
       "      <td>7.552011</td>\n",
       "      <td>1.123440</td>\n",
       "      <td>0.031207</td>\n",
       "      <td>5.585992</td>\n",
       "      <td>85.974341</td>\n",
       "      <td>1.279473</td>\n",
       "      <td>1.092233</td>\n",
       "      <td>0.062413</td>\n",
       "      <td>14.479889</td>\n",
       "      <td>3.214286</td>\n",
       "      <td>0.249653</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>67.936893</td>\n",
       "      <td>7.302358</td>\n",
       "      <td>12.014563</td>\n",
       "      <td>11.577670</td>\n",
       "      <td>70.152566</td>\n",
       "      <td>3.183079</td>\n",
       "      <td>0.187240</td>\n",
       "      <td>0.156033</td>\n",
       "      <td>0.156033</td>\n",
       "      <td>0.592926</td>\n",
       "      <td>1.217060</td>\n",
       "      <td>0.468100</td>\n",
       "      <td>2.340499</td>\n",
       "      <td>0.073024</td>\n",
       "      <td>1.966019</td>\n",
       "      <td>0.031207</td>\n",
       "      <td>0.062413</td>\n",
       "      <td>0.156033</td>\n",
       "      <td>0.031207</td>\n",
       "      <td>0.093620</td>\n",
       "      <td>0.093620</td>\n",
       "      <td>0.002809</td>\n",
       "      <td>0.093620</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>2.028433</td>\n",
       "      <td>1.435506</td>\n",
       "      <td>0.624133</td>\n",
       "      <td>1.123440</td>\n",
       "      <td>0.280860</td>\n",
       "      <td>0.904993</td>\n",
       "      <td>1.903606</td>\n",
       "      <td>1.482316</td>\n",
       "      <td>0.998613</td>\n",
       "      <td>15.010402</td>\n",
       "      <td>5.336338</td>\n",
       "      <td>1.110957</td>\n",
       "      <td>4.056865</td>\n",
       "      <td>7.926491</td>\n",
       "      <td>3.027046</td>\n",
       "      <td>1.497920</td>\n",
       "      <td>0.187240</td>\n",
       "      <td>0.031207</td>\n",
       "      <td>1.310680</td>\n",
       "      <td>1.248266</td>\n",
       "      <td>3.276699</td>\n",
       "      <td>1.685160</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>96.615811</td>\n",
       "      <td>2.964632</td>\n",
       "      <td>19.285714</td>\n",
       "      <td>61.321082</td>\n",
       "      <td>21.782247</td>\n",
       "      <td>1.997226</td>\n",
       "      <td>95.523578</td>\n",
       "      <td>0.280860</td>\n",
       "      <td>0.561720</td>\n",
       "      <td>1.560333</td>\n",
       "      <td>0.312067</td>\n",
       "      <td>0.031207</td>\n",
       "      <td>68.061720</td>\n",
       "      <td>287.506935</td>\n",
       "      <td>146.983356</td>\n",
       "      <td>6.397365</td>\n",
       "      <td>1.373093</td>\n",
       "      <td>0.249653</td>\n",
       "      <td>0.405687</td>\n",
       "      <td>0.873786</td>\n",
       "      <td>76.674757</td>\n",
       "      <td>74.334258</td>\n",
       "      <td>3.023925</td>\n",
       "      <td>1.903606</td>\n",
       "      <td>0.156033</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.560333</td>\n",
       "      <td>1.154646</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.950763</td>\n",
       "      <td>2.839806</td>\n",
       "      <td>1.029820</td>\n",
       "      <td>73.4</td>\n",
       "      <td>32.044444</td>\n",
       "      <td>68.5</td>\n",
       "      <td>31078</td>\n",
       "      <td>3420</td>\n",
       "      <td>817.842105</td>\n",
       "      <td>3.120666</td>\n",
       "      <td>5.082227</td>\n",
       "      <td>1.604914</td>\n",
       "      <td>0.178324</td>\n",
       "      <td>1.188825</td>\n",
       "      <td>1.931841</td>\n",
       "      <td>1.931841</td>\n",
       "      <td>0.951060</td>\n",
       "      <td>2.704577</td>\n",
       "      <td>0.980781</td>\n",
       "      <td>1.812958</td>\n",
       "      <td>11.813504</td>\n",
       "      <td>2.403911</td>\n",
       "      <td>42.313494</td>\n",
       "      <td>42.267442</td>\n",
       "      <td>Defensive Midfield</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Sergio Busquets</td>\n",
       "      <td>es ESP</td>\n",
       "      <td>MF</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>33</td>\n",
       "      <td>1988</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>3198</td>\n",
       "      <td>2</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>28.6</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.50</td>\n",
       "      <td>19.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.3</td>\n",
       "      <td>2462</td>\n",
       "      <td>2799</td>\n",
       "      <td>88.0</td>\n",
       "      <td>48573</td>\n",
       "      <td>11342</td>\n",
       "      <td>961</td>\n",
       "      <td>1045</td>\n",
       "      <td>92.0</td>\n",
       "      <td>1043</td>\n",
       "      <td>1148</td>\n",
       "      <td>90.9</td>\n",
       "      <td>407</td>\n",
       "      <td>519</td>\n",
       "      <td>78.4</td>\n",
       "      <td>0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>-1.9</td>\n",
       "      <td>33</td>\n",
       "      <td>260</td>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>223</td>\n",
       "      <td>2690</td>\n",
       "      <td>109</td>\n",
       "      <td>105</td>\n",
       "      <td>5</td>\n",
       "      <td>383</td>\n",
       "      <td>105</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2110</td>\n",
       "      <td>251</td>\n",
       "      <td>438</td>\n",
       "      <td>502</td>\n",
       "      <td>2129</td>\n",
       "      <td>96</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>17</td>\n",
       "      <td>37</td>\n",
       "      <td>64</td>\n",
       "      <td>23</td>\n",
       "      <td>85</td>\n",
       "      <td>2.39</td>\n",
       "      <td>75</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0.08</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>95</td>\n",
       "      <td>72</td>\n",
       "      <td>34</td>\n",
       "      <td>49</td>\n",
       "      <td>12</td>\n",
       "      <td>46</td>\n",
       "      <td>85</td>\n",
       "      <td>54.1</td>\n",
       "      <td>39</td>\n",
       "      <td>633</td>\n",
       "      <td>217</td>\n",
       "      <td>34.3</td>\n",
       "      <td>185</td>\n",
       "      <td>343</td>\n",
       "      <td>105</td>\n",
       "      <td>58</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>57</td>\n",
       "      <td>152</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>3109</td>\n",
       "      <td>93</td>\n",
       "      <td>626</td>\n",
       "      <td>2067</td>\n",
       "      <td>547</td>\n",
       "      <td>26</td>\n",
       "      <td>3023</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>90.0</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "      <td>2040</td>\n",
       "      <td>7059</td>\n",
       "      <td>3756</td>\n",
       "      <td>157</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>20</td>\n",
       "      <td>2373</td>\n",
       "      <td>2293</td>\n",
       "      <td>96.6</td>\n",
       "      <td>67</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>69</td>\n",
       "      <td>83</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>422</td>\n",
       "      <td>80</td>\n",
       "      <td>66</td>\n",
       "      <td>54.8</td>\n",
       "      <td>0.056285</td>\n",
       "      <td>0.073171</td>\n",
       "      <td>0.056285</td>\n",
       "      <td>0.393996</td>\n",
       "      <td>0.112570</td>\n",
       "      <td>0.804878</td>\n",
       "      <td>0.010976</td>\n",
       "      <td>0.003096</td>\n",
       "      <td>0.003940</td>\n",
       "      <td>0.014071</td>\n",
       "      <td>0.554409</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.019700</td>\n",
       "      <td>0.019700</td>\n",
       "      <td>0.001407</td>\n",
       "      <td>0.036585</td>\n",
       "      <td>0.036585</td>\n",
       "      <td>69.287054</td>\n",
       "      <td>78.771107</td>\n",
       "      <td>2.476548</td>\n",
       "      <td>1366.969981</td>\n",
       "      <td>319.193246</td>\n",
       "      <td>27.045028</td>\n",
       "      <td>29.409006</td>\n",
       "      <td>2.589118</td>\n",
       "      <td>29.352720</td>\n",
       "      <td>32.307692</td>\n",
       "      <td>2.558161</td>\n",
       "      <td>11.454034</td>\n",
       "      <td>14.606004</td>\n",
       "      <td>2.206379</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.053471</td>\n",
       "      <td>-0.053471</td>\n",
       "      <td>0.928705</td>\n",
       "      <td>7.317073</td>\n",
       "      <td>0.956848</td>\n",
       "      <td>0.028143</td>\n",
       "      <td>6.275797</td>\n",
       "      <td>75.703565</td>\n",
       "      <td>3.067542</td>\n",
       "      <td>2.954972</td>\n",
       "      <td>0.140713</td>\n",
       "      <td>10.778612</td>\n",
       "      <td>2.954972</td>\n",
       "      <td>0.112570</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.380863</td>\n",
       "      <td>7.063790</td>\n",
       "      <td>12.326454</td>\n",
       "      <td>14.127580</td>\n",
       "      <td>59.915572</td>\n",
       "      <td>2.701689</td>\n",
       "      <td>0.112570</td>\n",
       "      <td>0.309568</td>\n",
       "      <td>0.478424</td>\n",
       "      <td>1.041276</td>\n",
       "      <td>1.801126</td>\n",
       "      <td>0.647280</td>\n",
       "      <td>2.392120</td>\n",
       "      <td>0.067261</td>\n",
       "      <td>2.110694</td>\n",
       "      <td>0.028143</td>\n",
       "      <td>0.028143</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.084428</td>\n",
       "      <td>0.140713</td>\n",
       "      <td>0.084428</td>\n",
       "      <td>0.002251</td>\n",
       "      <td>0.084428</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>2.673546</td>\n",
       "      <td>2.026266</td>\n",
       "      <td>0.956848</td>\n",
       "      <td>1.378987</td>\n",
       "      <td>0.337711</td>\n",
       "      <td>1.294559</td>\n",
       "      <td>2.392120</td>\n",
       "      <td>1.522514</td>\n",
       "      <td>1.097561</td>\n",
       "      <td>17.814259</td>\n",
       "      <td>6.106942</td>\n",
       "      <td>0.965291</td>\n",
       "      <td>5.206379</td>\n",
       "      <td>9.652908</td>\n",
       "      <td>2.954972</td>\n",
       "      <td>1.632270</td>\n",
       "      <td>0.225141</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.407129</td>\n",
       "      <td>1.604128</td>\n",
       "      <td>4.277674</td>\n",
       "      <td>1.435272</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>87.495310</td>\n",
       "      <td>2.617261</td>\n",
       "      <td>17.617261</td>\n",
       "      <td>58.170732</td>\n",
       "      <td>15.393996</td>\n",
       "      <td>0.731707</td>\n",
       "      <td>85.075047</td>\n",
       "      <td>0.506567</td>\n",
       "      <td>0.562852</td>\n",
       "      <td>2.532833</td>\n",
       "      <td>0.506567</td>\n",
       "      <td>0.056285</td>\n",
       "      <td>57.410882</td>\n",
       "      <td>198.658537</td>\n",
       "      <td>105.703565</td>\n",
       "      <td>4.418386</td>\n",
       "      <td>1.069418</td>\n",
       "      <td>0.028143</td>\n",
       "      <td>0.393996</td>\n",
       "      <td>0.562852</td>\n",
       "      <td>66.782364</td>\n",
       "      <td>64.530957</td>\n",
       "      <td>2.718574</td>\n",
       "      <td>1.885553</td>\n",
       "      <td>0.337711</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.941839</td>\n",
       "      <td>2.335835</td>\n",
       "      <td>0.056285</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.876173</td>\n",
       "      <td>2.251407</td>\n",
       "      <td>1.857411</td>\n",
       "      <td>54.8</td>\n",
       "      <td>35.533333</td>\n",
       "      <td>64.8</td>\n",
       "      <td>29116</td>\n",
       "      <td>3420</td>\n",
       "      <td>766.210526</td>\n",
       "      <td>3.645744</td>\n",
       "      <td>5.204780</td>\n",
       "      <td>1.223243</td>\n",
       "      <td>0.191881</td>\n",
       "      <td>1.367154</td>\n",
       "      <td>2.278590</td>\n",
       "      <td>2.278590</td>\n",
       "      <td>0.935421</td>\n",
       "      <td>1.918813</td>\n",
       "      <td>1.583021</td>\n",
       "      <td>2.038739</td>\n",
       "      <td>11.419226</td>\n",
       "      <td>3.349737</td>\n",
       "      <td>40.507088</td>\n",
       "      <td>39.369572</td>\n",
       "      <td>Defensive Midfield</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Player  Nation Pos            Squad                Comp  Age  \\\n",
       "0   William Saliba  fr FRA  DF        Marseille          fr Ligue 1   20   \n",
       "1     João Cancelo  pt POR  DF  Manchester City  eng Premier League   27   \n",
       "2  Aymeric Laporte  es ESP  DF  Manchester City  eng Premier League   27   \n",
       "3            Rodri  es ESP  MF  Manchester City  eng Premier League   25   \n",
       "4  Sergio Busquets  es ESP  MF        Barcelona          es La Liga   33   \n",
       "\n",
       "   Born  MP  Starts   Min  npGoals  npxG+xA  Goals  Shots  SoT  SoT%  Sh/90  \\\n",
       "0  2001  36      36  3240        0      2.4      0     16    3  18.8   0.44   \n",
       "1  1994  36      36  3227        1      9.3      1     81   23  28.4   2.26   \n",
       "2  1994  33      33  2828        4      4.9      4     35    7  20.0   1.11   \n",
       "3  1996  33      33  2884        7      4.1      7     45   14  31.1   1.40   \n",
       "4  1988  36      36  3198        2      2.6      2     14    4  28.6   0.39   \n",
       "\n",
       "   SoT/90  G/Sh  G/SoT  AvgShotDistance  FKShots  PK  PKsAtt   xG  npxG  \\\n",
       "0    0.08  0.00   0.00             10.3        0   0       0  1.5   1.5   \n",
       "1    0.64  0.01   0.04             21.5        1   0       0  4.1   4.1   \n",
       "2    0.22  0.11   0.57             10.7        0   0       0  4.4   4.4   \n",
       "3    0.44  0.16   0.50             18.2        0   0       0  2.7   2.7   \n",
       "4    0.11  0.14   0.50             19.7        0   0       0  0.7   0.7   \n",
       "\n",
       "   npxG/Sh  G-xG  npG-xG  PassesCompleted  PassesAttempted  TotCmp%  \\\n",
       "0     0.10  -1.5    -1.5             2865             3058     93.7   \n",
       "1     0.05  -3.1    -3.1             2752             3282     83.9   \n",
       "2     0.13  -0.4    -0.4             2703             2853     94.7   \n",
       "3     0.06   4.3     4.3             2587             2796     92.5   \n",
       "4     0.05   1.3     1.3             2462             2799     88.0   \n",
       "\n",
       "   TotalPassDist  ProgPassDist  ShortPassCmp  ShortPassAtt  ShortPassCmp%  \\\n",
       "0          56752         16714           925           977           94.7   \n",
       "1          49380         14430          1304          1412           92.4   \n",
       "2          58451         16557           757           788           96.1   \n",
       "3          52886         10194           932           983           94.8   \n",
       "4          48573         11342           961          1045           92.0   \n",
       "\n",
       "   MedPassCmp  MedPassAtt  MedPassCmp%  LongPassCmp  LongPassAtt  \\\n",
       "0        1575        1631         96.6          349          408   \n",
       "1        1132        1306         86.7          297          482   \n",
       "2        1450        1497         96.9          482          549   \n",
       "3        1215        1286         94.5          424          491   \n",
       "4        1043        1148         90.9          407          519   \n",
       "\n",
       "   LongPassCmp%  Assists   xA  A-xA  KeyPasses  Final1/3Cmp  PenAreaCmp  \\\n",
       "0          85.5        0  0.8  -0.8          6          184          15   \n",
       "1          61.6        7  5.1   1.9         39          266          95   \n",
       "2          87.8        0  0.5  -0.5          9          316          11   \n",
       "3          86.4        2  1.4   0.6         25          242          36   \n",
       "4          78.4        0  1.9  -1.9         33          260          34   \n",
       "\n",
       "   CrsPenAreaCmp  ProgPasses  LivePass  DeadPass  FKPasses  ThruBalls  \\\n",
       "0              2         166      2965        93        71          2   \n",
       "1             13         274      2944       338        51          6   \n",
       "2              1         198      2798        55        43          3   \n",
       "3              1         179      2755        41        35          2   \n",
       "4              1         223      2690       109       105          5   \n",
       "\n",
       "   PassUnderPress  Switches  Crs  CK  InSwingCK  OutSwingCK  StrCK  Ground  \\\n",
       "0             294        48    6   0          0           0      0    2740   \n",
       "1             295        99  103   1          1           0      0    2279   \n",
       "2             202        64    5   0          0           0      0    2446   \n",
       "3             464       103    8   0          0           0      0    2177   \n",
       "4             383       105    4   0          0           0      0    2110   \n",
       "\n",
       "   Low  High  Left  Right  Head  ThrowIn  Other  PassesToOff  PassesOOB  \\\n",
       "0  152   166   141   2806    48       21      6            2         23   \n",
       "1  492   511   377   2479    97      286      7            9         54   \n",
       "2  144   263  2050    648    91       12      7            1         17   \n",
       "3  234   385   371   2248   102        6      5            5         19   \n",
       "4  251   438   502   2129    96        4     11           17         37   \n",
       "\n",
       "   PassesInt  PassesBlocked  SCA  SCA90  SCAPassLive  SCAPassDead  SCADrib  \\\n",
       "0         45             24   21   0.58           19            0        0   \n",
       "1        107             70  103   2.87           82            0        7   \n",
       "2         19              6   30   0.95           26            0        0   \n",
       "3         39             15   75   2.34           63            1        2   \n",
       "4         64             23   85   2.39           75            1        1   \n",
       "\n",
       "   SCASh  SCAFld  SCADef  GCA  GCA90  GCAPassLive  GCAPassDead  GCADrib  \\\n",
       "0      2       0       0    3   0.08            2            0        0   \n",
       "1     12       1       1   16   0.45           11            0        1   \n",
       "2      3       1       0    4   0.13            2            0        0   \n",
       "3      5       1       3    3   0.09            3            0        0   \n",
       "4      0       3       5    3   0.08            3            0        0   \n",
       "\n",
       "   GCASh  GCAFld  GCADef  DrbTkl  TklWinPoss  Def3rdPress  Mid3rdPress  \\\n",
       "0      1       0       0      65          42           47           15   \n",
       "1      3       0       1      89          54           31           36   \n",
       "2      1       1       0      31          17           20           10   \n",
       "3      0       0       0      65          46           20           36   \n",
       "4      0       0       0      95          72           34           49   \n",
       "\n",
       "   Att3rdPress  DrbTkl.1  DrpPastAtt  DrbTkl%  DrbPast  Press  PressSucc  \\\n",
       "0            3        15          32     46.9       17    297        139   \n",
       "1           22        35          83     42.2       48    347        119   \n",
       "2            1        15          25     60.0       10    139         63   \n",
       "3            9        29          61     47.5       32    481        171   \n",
       "4           12        46          85     54.1       39    633        217   \n",
       "\n",
       "   PressSucc%  Def3rdPress.1  Mid3rdPress.1  Att3rdPress.1  Blocks  ShBlocks  \\\n",
       "0        46.8            165            115             17      49        17   \n",
       "1        34.3            106            138            103      45         4   \n",
       "2        45.3             81             50              8      24        11   \n",
       "3        35.6            130            254             97      48         6   \n",
       "4        34.3            185            343            105      58         8   \n",
       "\n",
       "   ShSvBlocks  PassBlocks  Int  Tkl+Int  Clr  Err  Touches  DefPenTouch  \\\n",
       "0           0          32   80      145   91    2     3351          287   \n",
       "1           1          41   75      164   56    0     3714           74   \n",
       "2           0          13   33       64   78    2     3059          258   \n",
       "3           1          42   40      105   54    0     3096           95   \n",
       "4           0          50   57      152   51    0     3109           93   \n",
       "\n",
       "   Def3rdTouch  Mid3rdTouch  Att3rdTouch  AttPenTouch  LiveTouch  SuccDrb  \\\n",
       "0         1433         1982          187           37       3267       27   \n",
       "1          608         1993         1373          119       3387       53   \n",
       "2         1144         2013          177           43       3006        3   \n",
       "3          618         1965          698           64       3061        9   \n",
       "4          626         2067          547           26       3023       18   \n",
       "\n",
       "   AttDrb  DrbSucc%  PlDrbPast  Megs  Carries  TotCarryDist  PrgCarryDist  \\\n",
       "0      37      73.0         27     4     2532         14149          8367   \n",
       "1     105      50.5         59    12     2705         11821          6458   \n",
       "2       5      60.0          3     0     2285         14300          9587   \n",
       "3      18      50.0         10     1     2181          9213          4710   \n",
       "4      20      90.0         18     2     2040          7059          3756   \n",
       "\n",
       "   ProgCarries  CarriesToFinal3rd  CarriesToPenArea  CarryMistakes  \\\n",
       "0          243                 24                 3             12   \n",
       "1          364                138                35             28   \n",
       "2          352                 61                 1              1   \n",
       "3          205                 44                 8             13   \n",
       "4          157                 38                 1             14   \n",
       "\n",
       "   Disposesed  PassTarget  ReceivedPass  Receive%  ProgPassesRec  Yellows  \\\n",
       "0          21        2669          2621      98.2             10        5   \n",
       "1          29        2831          2719      96.0            127        7   \n",
       "2           8        2539          2501      98.5              8        5   \n",
       "3          28        2457          2382      96.9             61        5   \n",
       "4          20        2373          2293      96.6             67       12   \n",
       "\n",
       "   Reds  Yellow2  Fls  Fld  Off  PKwon  PKcon  OG  Recov  AerialWins  \\\n",
       "0     0        0   17   13    1      0      0   0    312          61   \n",
       "1     0        0   37   37    2      0      0   0    349          49   \n",
       "2     1        0   15   13    2      1      0   0    288          73   \n",
       "3     0        0   50   37    0      0      0   0    415          91   \n",
       "4     0        0   69   83    2      0      0   0    422          80   \n",
       "\n",
       "   AerialLoss  AerialWin%  npGoalsPer90  npxG+xAPer90  GoalsPer90  ShotsPer90  \\\n",
       "0          38        61.6      0.000000      0.066667    0.000000    0.444444   \n",
       "1          45        52.1      0.027890      0.259374    0.027890    2.259064   \n",
       "2          36        67.0      0.127298      0.155941    0.127298    1.113861   \n",
       "3          33        73.4      0.218447      0.127947    0.218447    1.404300   \n",
       "4          66        54.8      0.056285      0.073171    0.056285    0.393996   \n",
       "\n",
       "   SoTPer90  SoT%Per90  Sh/90Per90  SoT/90Per90  G/ShPer90  G/SoTPer90  \\\n",
       "0  0.083333   0.522222    0.012222     0.002222   0.000000    0.000000   \n",
       "1  0.641463   0.792067    0.063031     0.017849   0.000279    0.001116   \n",
       "2  0.222772   0.636492    0.035325     0.007001   0.003501    0.018140   \n",
       "3  0.436893   0.970527    0.043689     0.013731   0.004993    0.015603   \n",
       "4  0.112570   0.804878    0.010976     0.003096   0.003940    0.014071   \n",
       "\n",
       "   AvgShotDistancePer90  FKShotsPer90  PKPer90  PKsAttPer90   xGPer90  \\\n",
       "0              0.286111       0.00000      0.0          0.0  0.041667   \n",
       "1              0.599628       0.02789      0.0          0.0  0.114348   \n",
       "2              0.340523       0.00000      0.0          0.0  0.140028   \n",
       "3              0.567961       0.00000      0.0          0.0  0.084258   \n",
       "4              0.554409       0.00000      0.0          0.0  0.019700   \n",
       "\n",
       "   npxGPer90  npxG/ShPer90  G-xGPer90  npG-xGPer90  PassesCompletedPer90  \\\n",
       "0   0.041667      0.002778  -0.041667    -0.041667             79.583333   \n",
       "1   0.114348      0.001394  -0.086458    -0.086458             76.752402   \n",
       "2   0.140028      0.004137  -0.012730    -0.012730             86.021924   \n",
       "3   0.084258      0.001872   0.134189     0.134189             80.731623   \n",
       "4   0.019700      0.001407   0.036585     0.036585             69.287054   \n",
       "\n",
       "   PassesAttemptedPer90  TotCmp%Per90  TotalPassDistPer90  ProgPassDistPer90  \\\n",
       "0             84.944444      2.602778         1576.444444         464.277778   \n",
       "1             91.533932      2.339944         1377.192439         402.448094   \n",
       "2             90.795615      3.013791         1860.180339         526.920085   \n",
       "3             87.253814      2.886616         1650.395284         318.120666   \n",
       "4             78.771107      2.476548         1366.969981         319.193246   \n",
       "\n",
       "   ShortPassCmpPer90  ShortPassAttPer90  ShortPassCmp%Per90  MedPassCmpPer90  \\\n",
       "0          25.694444          27.138889            2.630556        43.750000   \n",
       "1          36.368144          39.380229            2.577007        31.571119   \n",
       "2          24.091231          25.077793            3.058345        46.145686   \n",
       "3          29.084605          30.676144            2.958391        37.916089   \n",
       "4          27.045028          29.409006            2.589118        29.352720   \n",
       "\n",
       "   MedPassAttPer90  MedPassCmp%Per90  LongPassCmpPer90  LongPassAttPer90  \\\n",
       "0        45.305556          2.683333          9.694444         11.333333   \n",
       "1        36.423923          2.418035          8.283235         13.442826   \n",
       "2        47.641443          3.083805         15.339463         17.471711   \n",
       "3        40.131761          2.949029         13.231623         15.322469   \n",
       "4        32.307692          2.558161         11.454034         14.606004   \n",
       "\n",
       "   LongPassCmp%Per90  AssistsPer90   xAPer90  A-xAPer90  KeyPassesPer90  \\\n",
       "0           2.375000      0.000000  0.022222  -0.022222        0.166667   \n",
       "1           1.718004      0.195228  0.142237   0.052990        1.087698   \n",
       "2           2.794201      0.000000  0.015912  -0.015912        0.286421   \n",
       "3           2.696255      0.062413  0.043689   0.018724        0.780166   \n",
       "4           2.206379      0.000000  0.053471  -0.053471        0.928705   \n",
       "\n",
       "   Final1/3CmpPer90  PenAreaCmpPer90  CrsPenAreaCmpPer90  ProgPassesPer90  \\\n",
       "0          5.111111         0.416667            0.055556         4.611111   \n",
       "1          7.418655         2.649520            0.362566         7.641773   \n",
       "2         10.056577         0.350071            0.031825         6.301273   \n",
       "3          7.552011         1.123440            0.031207         5.585992   \n",
       "4          7.317073         0.956848            0.028143         6.275797   \n",
       "\n",
       "   LivePassPer90  DeadPassPer90  FKPassesPer90  ThruBallsPer90  \\\n",
       "0      82.361111       2.583333       1.972222        0.055556   \n",
       "1      82.107220       9.426712       1.422374        0.167338   \n",
       "2      89.045262       1.750354       1.368458        0.095474   \n",
       "3      85.974341       1.279473       1.092233        0.062413   \n",
       "4      75.703565       3.067542       2.954972        0.140713   \n",
       "\n",
       "   PassUnderPressPer90  SwitchesPer90  CrsPer90  CKPer90  InSwingCKPer90  \\\n",
       "0             8.166667       1.333333  0.166667  0.00000         0.00000   \n",
       "1             8.227456       2.761078  2.872637  0.02789         0.02789   \n",
       "2             6.428571       2.036775  0.159123  0.00000         0.00000   \n",
       "3            14.479889       3.214286  0.249653  0.00000         0.00000   \n",
       "4            10.778612       2.954972  0.112570  0.00000         0.00000   \n",
       "\n",
       "   OutSwingCKPer90  StrCKPer90  GroundPer90   LowPer90  HighPer90  LeftPer90  \\\n",
       "0              0.0         0.0    76.111111   4.222222   4.611111   3.916667   \n",
       "1              0.0         0.0    63.560583  13.721723  14.251627  10.514410   \n",
       "2              0.0         0.0    77.842999   4.582744   8.369873  65.240453   \n",
       "3              0.0         0.0    67.936893   7.302358  12.014563  11.577670   \n",
       "4              0.0         0.0    59.380863   7.063790  12.326454  14.127580   \n",
       "\n",
       "   RightPer90  HeadPer90  ThrowInPer90  OtherPer90  PassesToOffPer90  \\\n",
       "0   77.944444   1.333333      0.583333    0.166667          0.055556   \n",
       "1   69.138519   2.705299      7.976449    0.195228          0.251007   \n",
       "2   20.622348   2.896040      0.381895    0.222772          0.031825   \n",
       "3   70.152566   3.183079      0.187240    0.156033          0.156033   \n",
       "4   59.915572   2.701689      0.112570    0.309568          0.478424   \n",
       "\n",
       "   PassesOOBPer90  PassesIntPer90  PassesBlockedPer90  SCAPer90  SCA90Per90  \\\n",
       "0        0.638889        1.250000            0.666667  0.583333    0.016111   \n",
       "1        1.506043        2.984196            1.952278  2.872637    0.080043   \n",
       "2        0.541018        0.604668            0.190948  0.954738    0.030233   \n",
       "3        0.592926        1.217060            0.468100  2.340499    0.073024   \n",
       "4        1.041276        1.801126            0.647280  2.392120    0.067261   \n",
       "\n",
       "   GCAPassLivePer90  GCAPassDeadPer90  GCADribPer90  GCAShPer90  GCAFldPer90  \\\n",
       "0          0.527778          0.000000      0.000000    0.055556     0.000000   \n",
       "1          2.286954          0.000000      0.195228    0.334676     0.027890   \n",
       "2          0.827440          0.000000      0.000000    0.095474     0.031825   \n",
       "3          1.966019          0.031207      0.062413    0.156033     0.031207   \n",
       "4          2.110694          0.028143      0.028143    0.000000     0.084428   \n",
       "\n",
       "   GCADefPer90  GCAPer90  GCA90Per90  GCAPassLive.1Per90  GCAPassDead.1Per90  \\\n",
       "0     0.000000  0.083333    0.002222            0.055556                 0.0   \n",
       "1     0.027890  0.446235    0.012550            0.306786                 0.0   \n",
       "2     0.000000  0.127298    0.004137            0.063649                 0.0   \n",
       "3     0.093620  0.093620    0.002809            0.093620                 0.0   \n",
       "4     0.140713  0.084428    0.002251            0.084428                 0.0   \n",
       "\n",
       "   GCADrib.1Per90  GCASh.1Per90  GCAFld.1Per90  GCADef.1Per90  DrbTklPer90  \\\n",
       "0         0.00000      0.027778       0.000000        0.00000     1.805556   \n",
       "1         0.02789      0.083669       0.000000        0.02789     2.482182   \n",
       "2         0.00000      0.031825       0.031825        0.00000     0.986563   \n",
       "3         0.00000      0.000000       0.000000        0.00000     2.028433   \n",
       "4         0.00000      0.000000       0.000000        0.00000     2.673546   \n",
       "\n",
       "   TklWinPossPer90  Def3rdPressPer90  Mid3rdPressPer90  Att3rdPressPer90  \\\n",
       "0         1.166667          1.305556          0.416667          0.083333   \n",
       "1         1.506043          0.864580          1.004029          0.613573   \n",
       "2         0.541018          0.636492          0.318246          0.031825   \n",
       "3         1.435506          0.624133          1.123440          0.280860   \n",
       "4         2.026266          0.956848          1.378987          0.337711   \n",
       "\n",
       "   DrbTkl.1Per90  DrpPastAttPer90  DrbTkl%Per90  DrbPastPer90  PressPer90  \\\n",
       "0       0.416667         0.888889      1.302778      0.472222    8.250000   \n",
       "1       0.976139         2.314844      1.176945      1.338705    9.677719   \n",
       "2       0.477369         0.795615      1.909477      0.318246    4.423621   \n",
       "3       0.904993         1.903606      1.482316      0.998613   15.010402   \n",
       "4       1.294559         2.392120      1.522514      1.097561   17.814259   \n",
       "\n",
       "   PressSuccPer90  PressSucc%Per90  Def3rdPress.1Per90  Mid3rdPress.1Per90  \\\n",
       "0        3.861111         1.300000            4.583333            3.194444   \n",
       "1        3.318872         0.956616            2.956306            3.848776   \n",
       "2        2.004950         1.441655            2.577793            1.591231   \n",
       "3        5.336338         1.110957            4.056865            7.926491   \n",
       "4        6.106942         0.965291            5.206379            9.652908   \n",
       "\n",
       "   Att3rdPress.1Per90  BlocksPer90  ShBlocksPer90  ShSvBlocksPer90  \\\n",
       "0            0.472222     1.361111       0.472222         0.000000   \n",
       "1            2.872637     1.255036       0.111559         0.027890   \n",
       "2            0.254597     0.763791       0.350071         0.000000   \n",
       "3            3.027046     1.497920       0.187240         0.031207   \n",
       "4            2.954972     1.632270       0.225141         0.000000   \n",
       "\n",
       "   PassBlocksPer90  IntPer90  Tkl+IntPer90  ClrPer90  ErrPer90  TouchesPer90  \\\n",
       "0         0.888889  2.222222      4.027778  2.527778  0.055556     93.083333   \n",
       "1         1.143477  2.091726      4.573908  1.561822  0.000000    103.582275   \n",
       "2         0.413720  1.050212      2.036775  2.482320  0.063649     97.351485   \n",
       "3         1.310680  1.248266      3.276699  1.685160  0.000000     96.615811   \n",
       "4         1.407129  1.604128      4.277674  1.435272  0.000000     87.495310   \n",
       "\n",
       "   DefPenTouchPer90  Def3rdTouchPer90  Mid3rdTouchPer90  Att3rdTouchPer90  \\\n",
       "0          7.972222         39.805556         55.055556          5.194444   \n",
       "1          2.063836         16.956926         55.584134         38.292532   \n",
       "2          8.210750         36.407355         64.062942          5.632956   \n",
       "3          2.964632         19.285714         61.321082         21.782247   \n",
       "4          2.617261         17.617261         58.170732         15.393996   \n",
       "\n",
       "   AttPenTouchPer90  LiveTouchPer90  SuccDrbPer90  AttDrbPer90  DrbSucc%Per90  \\\n",
       "0          1.027778       90.750000      0.750000     1.027778       2.027778   \n",
       "1          3.318872       94.462349      1.478153     2.928416       1.408429   \n",
       "2          1.368458       95.664781      0.095474     0.159123       1.909477   \n",
       "3          1.997226       95.523578      0.280860     0.561720       1.560333   \n",
       "4          0.731707       85.075047      0.506567     0.562852       2.532833   \n",
       "\n",
       "   PlDrbPastPer90  MegsPer90  CarriesPer90  TotCarryDistPer90  \\\n",
       "0        0.750000   0.111111     70.333333         393.027778   \n",
       "1        1.645491   0.334676     75.441587         329.683917   \n",
       "2        0.095474   0.000000     72.719236         455.091938   \n",
       "3        0.312067   0.031207     68.061720         287.506935   \n",
       "4        0.506567   0.056285     57.410882         198.658537   \n",
       "\n",
       "   PrgCarryDistPer90  ProgCarriesPer90  CarriesToFinal3rdPer90  \\\n",
       "0         232.416667          6.750000                0.666667   \n",
       "1         180.111559         10.151844                3.848776   \n",
       "2         305.102546         11.202263                1.941301   \n",
       "3         146.983356          6.397365                1.373093   \n",
       "4         105.703565          4.418386                1.069418   \n",
       "\n",
       "   CarriesToPenAreaPer90  CarryMistakesPer90  DisposesedPer90  \\\n",
       "0               0.083333            0.333333         0.583333   \n",
       "1               0.976139            0.780911         0.808801   \n",
       "2               0.031825            0.031825         0.254597   \n",
       "3               0.249653            0.405687         0.873786   \n",
       "4               0.028143            0.393996         0.562852   \n",
       "\n",
       "   PassTargetPer90  ReceivedPassPer90  Receive%Per90  ProgPassesRecPer90  \\\n",
       "0        74.138889          72.805556       2.727778            0.277778   \n",
       "1        78.955686          75.832042       2.677409            3.541989   \n",
       "2        80.802687          79.593352       3.134724            0.254597   \n",
       "3        76.674757          74.334258       3.023925            1.903606   \n",
       "4        66.782364          64.530957       2.718574            1.885553   \n",
       "\n",
       "   YellowsPer90  RedsPer90  Yellow2Per90  FlsPer90  FldPer90  OffPer90  \\\n",
       "0      0.138889   0.000000           0.0  0.472222  0.361111  0.027778   \n",
       "1      0.195228   0.000000           0.0  1.031918  1.031918  0.055779   \n",
       "2      0.159123   0.031825           0.0  0.477369  0.413720  0.063649   \n",
       "3      0.156033   0.000000           0.0  1.560333  1.154646  0.000000   \n",
       "4      0.337711   0.000000           0.0  1.941839  2.335835  0.056285   \n",
       "\n",
       "   PKwonPer90  PKconPer90  OGPer90  RecovPer90  AerialWinsPer90  \\\n",
       "0    0.000000         0.0      0.0    8.666667         1.694444   \n",
       "1    0.000000         0.0      0.0    9.733499         1.366594   \n",
       "2    0.031825         0.0      0.0    9.165488         2.323197   \n",
       "3    0.000000         0.0      0.0   12.950763         2.839806   \n",
       "4    0.000000         0.0      0.0   11.876173         2.251407   \n",
       "\n",
       "   AerialLossPer90  AerialWin%Per90   90sPer90  AvgTeamPoss  OppTouches  \\\n",
       "0         1.055556             61.6  36.000000         62.0       28340   \n",
       "1         1.255036             52.1  35.855556         68.5       31078   \n",
       "2         1.145686             67.0  31.422222         68.5       31078   \n",
       "3         1.029820             73.4  32.044444         68.5       31078   \n",
       "4         1.857411             54.8  35.533333         64.8       29116   \n",
       "\n",
       "   TeamMins  TeamTouches90  pAdjTkl+IntPer90  pAdjPressSuccPer90  \\\n",
       "0      3420     745.789474          3.179825            3.048246   \n",
       "1      3420     817.842105          4.356103            3.160830   \n",
       "2      3420     817.842105          1.939786            1.909477   \n",
       "3      3420     817.842105          3.120666            5.082227   \n",
       "4      3420     766.210526          3.645744            5.204780   \n",
       "\n",
       "   pAdjClrPer90  pAdjShBlocksPer90  pAdjIntPer90  pAdjDrbTklPer90  \\\n",
       "0      1.995614           0.372807      1.754386         1.425439   \n",
       "1      1.487450           0.106246      1.992120         2.363982   \n",
       "2      2.364114           0.333401      1.000202         0.939584   \n",
       "3      1.604914           0.178324      1.188825         1.931841   \n",
       "4      1.223243           0.191881      1.367154         2.278590   \n",
       "\n",
       "   pAdjTklWinPossPer90  pAdjDrbPastPer90  pAdjAerialWinsPer90  \\\n",
       "0             1.425439          0.372807             1.337719   \n",
       "1             2.363982          1.274957             1.301518   \n",
       "2             0.939584          0.303092             2.212568   \n",
       "3             1.931841          0.951060             2.704577   \n",
       "4             2.278590          0.935421             1.918813   \n",
       "\n",
       "   pAdjAerialLossPer90  pAdjDrpPastAttPer90  TouchCentrality  Tkl+IntOppTouch  \\\n",
       "0             0.833333             0.701754        12.481181         3.240414   \n",
       "1             1.195272             2.204613        12.665314         3.355592   \n",
       "2             1.091130             0.757729        11.903457         1.494255   \n",
       "3             0.980781             1.812958        11.813504         2.403911   \n",
       "4             1.583021             2.038739        11.419226         3.349737   \n",
       "\n",
       "   pAdjTouchesPer90  pAdjCarriesPer90       Main Position  \n",
       "0         45.040323         45.335721         Centre-Back  \n",
       "1         45.364500         43.699515          Right-Back  \n",
       "2         42.635687         44.818568         Centre-Back  \n",
       "3         42.313494         42.267442  Defensive Midfield  \n",
       "4         40.507088         39.369572  Defensive Midfield  "
      ]
     },
     "execution_count": 308,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "id": "13c6a455",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Filter the dataframe by age and minutes played - 26 and younger, and 750 mins played\n",
    "\n",
    "df = df.loc[(df['Age']<27) & (df['Min']>750) & (df['Main Position']=='Centre-Back')]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 310,
   "id": "629e1cd0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Nation</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Squad</th>\n",
       "      <th>Comp</th>\n",
       "      <th>Age</th>\n",
       "      <th>Born</th>\n",
       "      <th>MP</th>\n",
       "      <th>Starts</th>\n",
       "      <th>Min</th>\n",
       "      <th>npGoals</th>\n",
       "      <th>npxG+xA</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Shots</th>\n",
       "      <th>SoT</th>\n",
       "      <th>SoT%</th>\n",
       "      <th>Sh/90</th>\n",
       "      <th>SoT/90</th>\n",
       "      <th>G/Sh</th>\n",
       "      <th>G/SoT</th>\n",
       "      <th>AvgShotDistance</th>\n",
       "      <th>FKShots</th>\n",
       "      <th>PK</th>\n",
       "      <th>PKsAtt</th>\n",
       "      <th>xG</th>\n",
       "      <th>npxG</th>\n",
       "      <th>npxG/Sh</th>\n",
       "      <th>G-xG</th>\n",
       "      <th>npG-xG</th>\n",
       "      <th>PassesCompleted</th>\n",
       "      <th>PassesAttempted</th>\n",
       "      <th>TotCmp%</th>\n",
       "      <th>TotalPassDist</th>\n",
       "      <th>ProgPassDist</th>\n",
       "      <th>ShortPassCmp</th>\n",
       "      <th>ShortPassAtt</th>\n",
       "      <th>ShortPassCmp%</th>\n",
       "      <th>MedPassCmp</th>\n",
       "      <th>MedPassAtt</th>\n",
       "      <th>MedPassCmp%</th>\n",
       "      <th>LongPassCmp</th>\n",
       "      <th>LongPassAtt</th>\n",
       "      <th>LongPassCmp%</th>\n",
       "      <th>Assists</th>\n",
       "      <th>xA</th>\n",
       "      <th>A-xA</th>\n",
       "      <th>KeyPasses</th>\n",
       "      <th>Final1/3Cmp</th>\n",
       "      <th>PenAreaCmp</th>\n",
       "      <th>CrsPenAreaCmp</th>\n",
       "      <th>ProgPasses</th>\n",
       "      <th>LivePass</th>\n",
       "      <th>DeadPass</th>\n",
       "      <th>FKPasses</th>\n",
       "      <th>ThruBalls</th>\n",
       "      <th>PassUnderPress</th>\n",
       "      <th>Switches</th>\n",
       "      <th>Crs</th>\n",
       "      <th>CK</th>\n",
       "      <th>InSwingCK</th>\n",
       "      <th>OutSwingCK</th>\n",
       "      <th>StrCK</th>\n",
       "      <th>Ground</th>\n",
       "      <th>Low</th>\n",
       "      <th>High</th>\n",
       "      <th>Left</th>\n",
       "      <th>Right</th>\n",
       "      <th>Head</th>\n",
       "      <th>ThrowIn</th>\n",
       "      <th>Other</th>\n",
       "      <th>PassesToOff</th>\n",
       "      <th>PassesOOB</th>\n",
       "      <th>PassesInt</th>\n",
       "      <th>PassesBlocked</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>SCAPassLive</th>\n",
       "      <th>SCAPassDead</th>\n",
       "      <th>SCADrib</th>\n",
       "      <th>SCASh</th>\n",
       "      <th>SCAFld</th>\n",
       "      <th>SCADef</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>GCAPassLive</th>\n",
       "      <th>GCAPassDead</th>\n",
       "      <th>GCADrib</th>\n",
       "      <th>GCASh</th>\n",
       "      <th>GCAFld</th>\n",
       "      <th>GCADef</th>\n",
       "      <th>DrbTkl</th>\n",
       "      <th>TklWinPoss</th>\n",
       "      <th>Def3rdPress</th>\n",
       "      <th>Mid3rdPress</th>\n",
       "      <th>Att3rdPress</th>\n",
       "      <th>DrbTkl.1</th>\n",
       "      <th>DrpPastAtt</th>\n",
       "      <th>DrbTkl%</th>\n",
       "      <th>DrbPast</th>\n",
       "      <th>Press</th>\n",
       "      <th>PressSucc</th>\n",
       "      <th>PressSucc%</th>\n",
       "      <th>Def3rdPress.1</th>\n",
       "      <th>Mid3rdPress.1</th>\n",
       "      <th>Att3rdPress.1</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>ShBlocks</th>\n",
       "      <th>ShSvBlocks</th>\n",
       "      <th>PassBlocks</th>\n",
       "      <th>Int</th>\n",
       "      <th>Tkl+Int</th>\n",
       "      <th>Clr</th>\n",
       "      <th>Err</th>\n",
       "      <th>Touches</th>\n",
       "      <th>DefPenTouch</th>\n",
       "      <th>Def3rdTouch</th>\n",
       "      <th>Mid3rdTouch</th>\n",
       "      <th>Att3rdTouch</th>\n",
       "      <th>AttPenTouch</th>\n",
       "      <th>LiveTouch</th>\n",
       "      <th>SuccDrb</th>\n",
       "      <th>AttDrb</th>\n",
       "      <th>DrbSucc%</th>\n",
       "      <th>PlDrbPast</th>\n",
       "      <th>Megs</th>\n",
       "      <th>Carries</th>\n",
       "      <th>TotCarryDist</th>\n",
       "      <th>PrgCarryDist</th>\n",
       "      <th>ProgCarries</th>\n",
       "      <th>CarriesToFinal3rd</th>\n",
       "      <th>CarriesToPenArea</th>\n",
       "      <th>CarryMistakes</th>\n",
       "      <th>Disposesed</th>\n",
       "      <th>PassTarget</th>\n",
       "      <th>ReceivedPass</th>\n",
       "      <th>Receive%</th>\n",
       "      <th>ProgPassesRec</th>\n",
       "      <th>Yellows</th>\n",
       "      <th>Reds</th>\n",
       "      <th>Yellow2</th>\n",
       "      <th>Fls</th>\n",
       "      <th>Fld</th>\n",
       "      <th>Off</th>\n",
       "      <th>PKwon</th>\n",
       "      <th>PKcon</th>\n",
       "      <th>OG</th>\n",
       "      <th>Recov</th>\n",
       "      <th>AerialWins</th>\n",
       "      <th>AerialLoss</th>\n",
       "      <th>AerialWin%</th>\n",
       "      <th>npGoalsPer90</th>\n",
       "      <th>npxG+xAPer90</th>\n",
       "      <th>GoalsPer90</th>\n",
       "      <th>ShotsPer90</th>\n",
       "      <th>SoTPer90</th>\n",
       "      <th>SoT%Per90</th>\n",
       "      <th>Sh/90Per90</th>\n",
       "      <th>SoT/90Per90</th>\n",
       "      <th>G/ShPer90</th>\n",
       "      <th>G/SoTPer90</th>\n",
       "      <th>AvgShotDistancePer90</th>\n",
       "      <th>FKShotsPer90</th>\n",
       "      <th>PKPer90</th>\n",
       "      <th>PKsAttPer90</th>\n",
       "      <th>xGPer90</th>\n",
       "      <th>npxGPer90</th>\n",
       "      <th>npxG/ShPer90</th>\n",
       "      <th>G-xGPer90</th>\n",
       "      <th>npG-xGPer90</th>\n",
       "      <th>PassesCompletedPer90</th>\n",
       "      <th>PassesAttemptedPer90</th>\n",
       "      <th>TotCmp%Per90</th>\n",
       "      <th>TotalPassDistPer90</th>\n",
       "      <th>ProgPassDistPer90</th>\n",
       "      <th>ShortPassCmpPer90</th>\n",
       "      <th>ShortPassAttPer90</th>\n",
       "      <th>ShortPassCmp%Per90</th>\n",
       "      <th>MedPassCmpPer90</th>\n",
       "      <th>MedPassAttPer90</th>\n",
       "      <th>MedPassCmp%Per90</th>\n",
       "      <th>LongPassCmpPer90</th>\n",
       "      <th>LongPassAttPer90</th>\n",
       "      <th>LongPassCmp%Per90</th>\n",
       "      <th>AssistsPer90</th>\n",
       "      <th>xAPer90</th>\n",
       "      <th>A-xAPer90</th>\n",
       "      <th>KeyPassesPer90</th>\n",
       "      <th>Final1/3CmpPer90</th>\n",
       "      <th>PenAreaCmpPer90</th>\n",
       "      <th>CrsPenAreaCmpPer90</th>\n",
       "      <th>ProgPassesPer90</th>\n",
       "      <th>LivePassPer90</th>\n",
       "      <th>DeadPassPer90</th>\n",
       "      <th>FKPassesPer90</th>\n",
       "      <th>ThruBallsPer90</th>\n",
       "      <th>PassUnderPressPer90</th>\n",
       "      <th>SwitchesPer90</th>\n",
       "      <th>CrsPer90</th>\n",
       "      <th>CKPer90</th>\n",
       "      <th>InSwingCKPer90</th>\n",
       "      <th>OutSwingCKPer90</th>\n",
       "      <th>StrCKPer90</th>\n",
       "      <th>GroundPer90</th>\n",
       "      <th>LowPer90</th>\n",
       "      <th>HighPer90</th>\n",
       "      <th>LeftPer90</th>\n",
       "      <th>RightPer90</th>\n",
       "      <th>HeadPer90</th>\n",
       "      <th>ThrowInPer90</th>\n",
       "      <th>OtherPer90</th>\n",
       "      <th>PassesToOffPer90</th>\n",
       "      <th>PassesOOBPer90</th>\n",
       "      <th>PassesIntPer90</th>\n",
       "      <th>PassesBlockedPer90</th>\n",
       "      <th>SCAPer90</th>\n",
       "      <th>SCA90Per90</th>\n",
       "      <th>GCAPassLivePer90</th>\n",
       "      <th>GCAPassDeadPer90</th>\n",
       "      <th>GCADribPer90</th>\n",
       "      <th>GCAShPer90</th>\n",
       "      <th>GCAFldPer90</th>\n",
       "      <th>GCADefPer90</th>\n",
       "      <th>GCAPer90</th>\n",
       "      <th>GCA90Per90</th>\n",
       "      <th>GCAPassLive.1Per90</th>\n",
       "      <th>GCAPassDead.1Per90</th>\n",
       "      <th>GCADrib.1Per90</th>\n",
       "      <th>GCASh.1Per90</th>\n",
       "      <th>GCAFld.1Per90</th>\n",
       "      <th>GCADef.1Per90</th>\n",
       "      <th>DrbTklPer90</th>\n",
       "      <th>TklWinPossPer90</th>\n",
       "      <th>Def3rdPressPer90</th>\n",
       "      <th>Mid3rdPressPer90</th>\n",
       "      <th>Att3rdPressPer90</th>\n",
       "      <th>DrbTkl.1Per90</th>\n",
       "      <th>DrpPastAttPer90</th>\n",
       "      <th>DrbTkl%Per90</th>\n",
       "      <th>DrbPastPer90</th>\n",
       "      <th>PressPer90</th>\n",
       "      <th>PressSuccPer90</th>\n",
       "      <th>PressSucc%Per90</th>\n",
       "      <th>Def3rdPress.1Per90</th>\n",
       "      <th>Mid3rdPress.1Per90</th>\n",
       "      <th>Att3rdPress.1Per90</th>\n",
       "      <th>BlocksPer90</th>\n",
       "      <th>ShBlocksPer90</th>\n",
       "      <th>ShSvBlocksPer90</th>\n",
       "      <th>PassBlocksPer90</th>\n",
       "      <th>IntPer90</th>\n",
       "      <th>Tkl+IntPer90</th>\n",
       "      <th>ClrPer90</th>\n",
       "      <th>ErrPer90</th>\n",
       "      <th>TouchesPer90</th>\n",
       "      <th>DefPenTouchPer90</th>\n",
       "      <th>Def3rdTouchPer90</th>\n",
       "      <th>Mid3rdTouchPer90</th>\n",
       "      <th>Att3rdTouchPer90</th>\n",
       "      <th>AttPenTouchPer90</th>\n",
       "      <th>LiveTouchPer90</th>\n",
       "      <th>SuccDrbPer90</th>\n",
       "      <th>AttDrbPer90</th>\n",
       "      <th>DrbSucc%Per90</th>\n",
       "      <th>PlDrbPastPer90</th>\n",
       "      <th>MegsPer90</th>\n",
       "      <th>CarriesPer90</th>\n",
       "      <th>TotCarryDistPer90</th>\n",
       "      <th>PrgCarryDistPer90</th>\n",
       "      <th>ProgCarriesPer90</th>\n",
       "      <th>CarriesToFinal3rdPer90</th>\n",
       "      <th>CarriesToPenAreaPer90</th>\n",
       "      <th>CarryMistakesPer90</th>\n",
       "      <th>DisposesedPer90</th>\n",
       "      <th>PassTargetPer90</th>\n",
       "      <th>ReceivedPassPer90</th>\n",
       "      <th>Receive%Per90</th>\n",
       "      <th>ProgPassesRecPer90</th>\n",
       "      <th>YellowsPer90</th>\n",
       "      <th>RedsPer90</th>\n",
       "      <th>Yellow2Per90</th>\n",
       "      <th>FlsPer90</th>\n",
       "      <th>FldPer90</th>\n",
       "      <th>OffPer90</th>\n",
       "      <th>PKwonPer90</th>\n",
       "      <th>PKconPer90</th>\n",
       "      <th>OGPer90</th>\n",
       "      <th>RecovPer90</th>\n",
       "      <th>AerialWinsPer90</th>\n",
       "      <th>AerialLossPer90</th>\n",
       "      <th>AerialWin%Per90</th>\n",
       "      <th>90sPer90</th>\n",
       "      <th>AvgTeamPoss</th>\n",
       "      <th>OppTouches</th>\n",
       "      <th>TeamMins</th>\n",
       "      <th>TeamTouches90</th>\n",
       "      <th>pAdjTkl+IntPer90</th>\n",
       "      <th>pAdjPressSuccPer90</th>\n",
       "      <th>pAdjClrPer90</th>\n",
       "      <th>pAdjShBlocksPer90</th>\n",
       "      <th>pAdjIntPer90</th>\n",
       "      <th>pAdjDrbTklPer90</th>\n",
       "      <th>pAdjTklWinPossPer90</th>\n",
       "      <th>pAdjDrbPastPer90</th>\n",
       "      <th>pAdjAerialWinsPer90</th>\n",
       "      <th>pAdjAerialLossPer90</th>\n",
       "      <th>pAdjDrpPastAttPer90</th>\n",
       "      <th>TouchCentrality</th>\n",
       "      <th>Tkl+IntOppTouch</th>\n",
       "      <th>pAdjTouchesPer90</th>\n",
       "      <th>pAdjCarriesPer90</th>\n",
       "      <th>Main Position</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>William Saliba</td>\n",
       "      <td>fr FRA</td>\n",
       "      <td>DF</td>\n",
       "      <td>Marseille</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>20</td>\n",
       "      <td>2001</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>3240</td>\n",
       "      <td>0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>3</td>\n",
       "      <td>18.8</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.10</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>2865</td>\n",
       "      <td>3058</td>\n",
       "      <td>93.7</td>\n",
       "      <td>56752</td>\n",
       "      <td>16714</td>\n",
       "      <td>925</td>\n",
       "      <td>977</td>\n",
       "      <td>94.7</td>\n",
       "      <td>1575</td>\n",
       "      <td>1631</td>\n",
       "      <td>96.6</td>\n",
       "      <td>349</td>\n",
       "      <td>408</td>\n",
       "      <td>85.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>6</td>\n",
       "      <td>184</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>166</td>\n",
       "      <td>2965</td>\n",
       "      <td>93</td>\n",
       "      <td>71</td>\n",
       "      <td>2</td>\n",
       "      <td>294</td>\n",
       "      <td>48</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2740</td>\n",
       "      <td>152</td>\n",
       "      <td>166</td>\n",
       "      <td>141</td>\n",
       "      <td>2806</td>\n",
       "      <td>48</td>\n",
       "      <td>21</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>45</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>0.58</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.08</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>65</td>\n",
       "      <td>42</td>\n",
       "      <td>47</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>15</td>\n",
       "      <td>32</td>\n",
       "      <td>46.9</td>\n",
       "      <td>17</td>\n",
       "      <td>297</td>\n",
       "      <td>139</td>\n",
       "      <td>46.8</td>\n",
       "      <td>165</td>\n",
       "      <td>115</td>\n",
       "      <td>17</td>\n",
       "      <td>49</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>80</td>\n",
       "      <td>145</td>\n",
       "      <td>91</td>\n",
       "      <td>2</td>\n",
       "      <td>3351</td>\n",
       "      <td>287</td>\n",
       "      <td>1433</td>\n",
       "      <td>1982</td>\n",
       "      <td>187</td>\n",
       "      <td>37</td>\n",
       "      <td>3267</td>\n",
       "      <td>27</td>\n",
       "      <td>37</td>\n",
       "      <td>73.0</td>\n",
       "      <td>27</td>\n",
       "      <td>4</td>\n",
       "      <td>2532</td>\n",
       "      <td>14149</td>\n",
       "      <td>8367</td>\n",
       "      <td>243</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>21</td>\n",
       "      <td>2669</td>\n",
       "      <td>2621</td>\n",
       "      <td>98.2</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>312</td>\n",
       "      <td>61</td>\n",
       "      <td>38</td>\n",
       "      <td>61.6</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.522222</td>\n",
       "      <td>0.012222</td>\n",
       "      <td>0.002222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.286111</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.002778</td>\n",
       "      <td>-0.041667</td>\n",
       "      <td>-0.041667</td>\n",
       "      <td>79.583333</td>\n",
       "      <td>84.944444</td>\n",
       "      <td>2.602778</td>\n",
       "      <td>1576.444444</td>\n",
       "      <td>464.277778</td>\n",
       "      <td>25.694444</td>\n",
       "      <td>27.138889</td>\n",
       "      <td>2.630556</td>\n",
       "      <td>43.750000</td>\n",
       "      <td>45.305556</td>\n",
       "      <td>2.683333</td>\n",
       "      <td>9.694444</td>\n",
       "      <td>11.333333</td>\n",
       "      <td>2.375000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022222</td>\n",
       "      <td>-0.022222</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>5.111111</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>4.611111</td>\n",
       "      <td>82.361111</td>\n",
       "      <td>2.583333</td>\n",
       "      <td>1.972222</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>8.166667</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>76.111111</td>\n",
       "      <td>4.222222</td>\n",
       "      <td>4.611111</td>\n",
       "      <td>3.916667</td>\n",
       "      <td>77.944444</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.638889</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>0.016111</td>\n",
       "      <td>0.527778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.002222</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.805556</td>\n",
       "      <td>1.166667</td>\n",
       "      <td>1.305556</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>0.888889</td>\n",
       "      <td>1.302778</td>\n",
       "      <td>0.472222</td>\n",
       "      <td>8.250000</td>\n",
       "      <td>3.861111</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>4.583333</td>\n",
       "      <td>3.194444</td>\n",
       "      <td>0.472222</td>\n",
       "      <td>1.361111</td>\n",
       "      <td>0.472222</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.888889</td>\n",
       "      <td>2.222222</td>\n",
       "      <td>4.027778</td>\n",
       "      <td>2.527778</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>93.083333</td>\n",
       "      <td>7.972222</td>\n",
       "      <td>39.805556</td>\n",
       "      <td>55.055556</td>\n",
       "      <td>5.194444</td>\n",
       "      <td>1.027778</td>\n",
       "      <td>90.750000</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>1.027778</td>\n",
       "      <td>2.027778</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>70.333333</td>\n",
       "      <td>393.027778</td>\n",
       "      <td>232.416667</td>\n",
       "      <td>6.750000</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>74.138889</td>\n",
       "      <td>72.805556</td>\n",
       "      <td>2.727778</td>\n",
       "      <td>0.277778</td>\n",
       "      <td>0.138889</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.472222</td>\n",
       "      <td>0.361111</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.666667</td>\n",
       "      <td>1.694444</td>\n",
       "      <td>1.055556</td>\n",
       "      <td>61.6</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>62.0</td>\n",
       "      <td>28340</td>\n",
       "      <td>3420</td>\n",
       "      <td>745.789474</td>\n",
       "      <td>3.179825</td>\n",
       "      <td>3.048246</td>\n",
       "      <td>1.995614</td>\n",
       "      <td>0.372807</td>\n",
       "      <td>1.754386</td>\n",
       "      <td>1.425439</td>\n",
       "      <td>1.425439</td>\n",
       "      <td>0.372807</td>\n",
       "      <td>1.337719</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.701754</td>\n",
       "      <td>12.481181</td>\n",
       "      <td>3.240414</td>\n",
       "      <td>45.040323</td>\n",
       "      <td>45.335721</td>\n",
       "      <td>Centre-Back</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Presnel Kimpembe</td>\n",
       "      <td>fr FRA</td>\n",
       "      <td>DF</td>\n",
       "      <td>Paris S-G</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>25</td>\n",
       "      <td>1995</td>\n",
       "      <td>30</td>\n",
       "      <td>29</td>\n",
       "      <td>2576</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>14.3</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.14</td>\n",
       "      <td>1.00</td>\n",
       "      <td>9.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>2170</td>\n",
       "      <td>2242</td>\n",
       "      <td>96.8</td>\n",
       "      <td>40135</td>\n",
       "      <td>12618</td>\n",
       "      <td>849</td>\n",
       "      <td>870</td>\n",
       "      <td>97.6</td>\n",
       "      <td>1080</td>\n",
       "      <td>1104</td>\n",
       "      <td>97.8</td>\n",
       "      <td>215</td>\n",
       "      <td>233</td>\n",
       "      <td>92.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>3</td>\n",
       "      <td>157</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>103</td>\n",
       "      <td>2163</td>\n",
       "      <td>79</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>156</td>\n",
       "      <td>25</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2034</td>\n",
       "      <td>129</td>\n",
       "      <td>79</td>\n",
       "      <td>1872</td>\n",
       "      <td>265</td>\n",
       "      <td>48</td>\n",
       "      <td>25</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>8</td>\n",
       "      <td>18</td>\n",
       "      <td>0.63</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.10</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>21</td>\n",
       "      <td>23</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "      <td>24</td>\n",
       "      <td>58.3</td>\n",
       "      <td>10</td>\n",
       "      <td>198</td>\n",
       "      <td>54</td>\n",
       "      <td>27.3</td>\n",
       "      <td>99</td>\n",
       "      <td>81</td>\n",
       "      <td>18</td>\n",
       "      <td>27</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>54</td>\n",
       "      <td>93</td>\n",
       "      <td>83</td>\n",
       "      <td>1</td>\n",
       "      <td>2460</td>\n",
       "      <td>275</td>\n",
       "      <td>942</td>\n",
       "      <td>1569</td>\n",
       "      <td>104</td>\n",
       "      <td>14</td>\n",
       "      <td>2395</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>61.5</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1822</td>\n",
       "      <td>9854</td>\n",
       "      <td>5459</td>\n",
       "      <td>135</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1983</td>\n",
       "      <td>1957</td>\n",
       "      <td>98.7</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>203</td>\n",
       "      <td>54</td>\n",
       "      <td>22</td>\n",
       "      <td>71.1</td>\n",
       "      <td>0.034938</td>\n",
       "      <td>0.034938</td>\n",
       "      <td>0.034938</td>\n",
       "      <td>0.244565</td>\n",
       "      <td>0.034938</td>\n",
       "      <td>0.499612</td>\n",
       "      <td>0.008385</td>\n",
       "      <td>0.001048</td>\n",
       "      <td>0.004891</td>\n",
       "      <td>0.034938</td>\n",
       "      <td>0.317935</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.031444</td>\n",
       "      <td>0.031444</td>\n",
       "      <td>0.004193</td>\n",
       "      <td>0.003494</td>\n",
       "      <td>0.003494</td>\n",
       "      <td>75.815217</td>\n",
       "      <td>78.330745</td>\n",
       "      <td>3.381988</td>\n",
       "      <td>1402.232143</td>\n",
       "      <td>440.846273</td>\n",
       "      <td>29.662267</td>\n",
       "      <td>30.395963</td>\n",
       "      <td>3.409938</td>\n",
       "      <td>37.732919</td>\n",
       "      <td>38.571429</td>\n",
       "      <td>3.416925</td>\n",
       "      <td>7.511646</td>\n",
       "      <td>8.140528</td>\n",
       "      <td>3.224767</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.003494</td>\n",
       "      <td>-0.003494</td>\n",
       "      <td>0.104814</td>\n",
       "      <td>5.485248</td>\n",
       "      <td>0.174689</td>\n",
       "      <td>0.069876</td>\n",
       "      <td>3.598602</td>\n",
       "      <td>75.570652</td>\n",
       "      <td>2.760093</td>\n",
       "      <td>1.851708</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.450311</td>\n",
       "      <td>0.873447</td>\n",
       "      <td>0.069876</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>71.063665</td>\n",
       "      <td>4.506988</td>\n",
       "      <td>2.760093</td>\n",
       "      <td>65.403727</td>\n",
       "      <td>9.258540</td>\n",
       "      <td>1.677019</td>\n",
       "      <td>0.873447</td>\n",
       "      <td>0.069876</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.279503</td>\n",
       "      <td>0.419255</td>\n",
       "      <td>0.279503</td>\n",
       "      <td>0.628882</td>\n",
       "      <td>0.022011</td>\n",
       "      <td>0.559006</td>\n",
       "      <td>0.069876</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.104814</td>\n",
       "      <td>0.003494</td>\n",
       "      <td>0.104814</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.362578</td>\n",
       "      <td>0.733696</td>\n",
       "      <td>0.803571</td>\n",
       "      <td>0.489130</td>\n",
       "      <td>0.069876</td>\n",
       "      <td>0.489130</td>\n",
       "      <td>0.838509</td>\n",
       "      <td>2.036879</td>\n",
       "      <td>0.349379</td>\n",
       "      <td>6.917702</td>\n",
       "      <td>1.886646</td>\n",
       "      <td>0.953804</td>\n",
       "      <td>3.458851</td>\n",
       "      <td>2.829969</td>\n",
       "      <td>0.628882</td>\n",
       "      <td>0.943323</td>\n",
       "      <td>0.559006</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.384317</td>\n",
       "      <td>1.886646</td>\n",
       "      <td>3.249224</td>\n",
       "      <td>2.899845</td>\n",
       "      <td>0.034938</td>\n",
       "      <td>85.947205</td>\n",
       "      <td>9.607919</td>\n",
       "      <td>32.911491</td>\n",
       "      <td>54.817547</td>\n",
       "      <td>3.633540</td>\n",
       "      <td>0.489130</td>\n",
       "      <td>83.676242</td>\n",
       "      <td>0.279503</td>\n",
       "      <td>0.454193</td>\n",
       "      <td>2.148680</td>\n",
       "      <td>0.314441</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>63.656832</td>\n",
       "      <td>344.277950</td>\n",
       "      <td>190.725932</td>\n",
       "      <td>4.716615</td>\n",
       "      <td>0.524068</td>\n",
       "      <td>0.069876</td>\n",
       "      <td>0.244565</td>\n",
       "      <td>0.174689</td>\n",
       "      <td>69.281832</td>\n",
       "      <td>68.373447</td>\n",
       "      <td>3.448370</td>\n",
       "      <td>0.349379</td>\n",
       "      <td>0.209627</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.048137</td>\n",
       "      <td>0.943323</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.069876</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.092391</td>\n",
       "      <td>1.886646</td>\n",
       "      <td>0.768634</td>\n",
       "      <td>71.1</td>\n",
       "      <td>28.622222</td>\n",
       "      <td>63.4</td>\n",
       "      <td>30676</td>\n",
       "      <td>3420</td>\n",
       "      <td>807.263158</td>\n",
       "      <td>2.663298</td>\n",
       "      <td>1.546431</td>\n",
       "      <td>2.376922</td>\n",
       "      <td>0.458202</td>\n",
       "      <td>1.546431</td>\n",
       "      <td>1.116867</td>\n",
       "      <td>1.116867</td>\n",
       "      <td>0.286376</td>\n",
       "      <td>1.546431</td>\n",
       "      <td>0.630027</td>\n",
       "      <td>0.687303</td>\n",
       "      <td>10.646739</td>\n",
       "      <td>2.414992</td>\n",
       "      <td>40.669024</td>\n",
       "      <td>44.439024</td>\n",
       "      <td>Centre-Back</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Jean-Clair Todibo</td>\n",
       "      <td>fr FRA</td>\n",
       "      <td>DF</td>\n",
       "      <td>Nice</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>21</td>\n",
       "      <td>1999</td>\n",
       "      <td>36</td>\n",
       "      <td>35</td>\n",
       "      <td>3115</td>\n",
       "      <td>1</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>6</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.17</td>\n",
       "      <td>9.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.13</td>\n",
       "      <td>-1.4</td>\n",
       "      <td>-1.4</td>\n",
       "      <td>2103</td>\n",
       "      <td>2396</td>\n",
       "      <td>87.8</td>\n",
       "      <td>45438</td>\n",
       "      <td>13840</td>\n",
       "      <td>545</td>\n",
       "      <td>596</td>\n",
       "      <td>91.4</td>\n",
       "      <td>1228</td>\n",
       "      <td>1293</td>\n",
       "      <td>95.0</td>\n",
       "      <td>323</td>\n",
       "      <td>479</td>\n",
       "      <td>67.4</td>\n",
       "      <td>0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>14</td>\n",
       "      <td>169</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>129</td>\n",
       "      <td>2324</td>\n",
       "      <td>72</td>\n",
       "      <td>65</td>\n",
       "      <td>3</td>\n",
       "      <td>218</td>\n",
       "      <td>48</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1927</td>\n",
       "      <td>131</td>\n",
       "      <td>338</td>\n",
       "      <td>148</td>\n",
       "      <td>2099</td>\n",
       "      <td>96</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>22</td>\n",
       "      <td>30</td>\n",
       "      <td>0.87</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>77</td>\n",
       "      <td>47</td>\n",
       "      <td>54</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>37</td>\n",
       "      <td>67</td>\n",
       "      <td>55.2</td>\n",
       "      <td>30</td>\n",
       "      <td>380</td>\n",
       "      <td>151</td>\n",
       "      <td>39.7</td>\n",
       "      <td>221</td>\n",
       "      <td>144</td>\n",
       "      <td>15</td>\n",
       "      <td>55</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>79</td>\n",
       "      <td>156</td>\n",
       "      <td>134</td>\n",
       "      <td>0</td>\n",
       "      <td>2755</td>\n",
       "      <td>285</td>\n",
       "      <td>1240</td>\n",
       "      <td>1589</td>\n",
       "      <td>90</td>\n",
       "      <td>30</td>\n",
       "      <td>2684</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>60.0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>1957</td>\n",
       "      <td>11333</td>\n",
       "      <td>5701</td>\n",
       "      <td>175</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1991</td>\n",
       "      <td>1971</td>\n",
       "      <td>99.0</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>326</td>\n",
       "      <td>74</td>\n",
       "      <td>54</td>\n",
       "      <td>57.8</td>\n",
       "      <td>0.028892</td>\n",
       "      <td>0.092456</td>\n",
       "      <td>0.028892</td>\n",
       "      <td>0.577849</td>\n",
       "      <td>0.173355</td>\n",
       "      <td>0.866774</td>\n",
       "      <td>0.016758</td>\n",
       "      <td>0.004912</td>\n",
       "      <td>0.001445</td>\n",
       "      <td>0.004912</td>\n",
       "      <td>0.262921</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.069342</td>\n",
       "      <td>0.069342</td>\n",
       "      <td>0.003756</td>\n",
       "      <td>-0.040449</td>\n",
       "      <td>-0.040449</td>\n",
       "      <td>60.760835</td>\n",
       "      <td>69.226324</td>\n",
       "      <td>2.536758</td>\n",
       "      <td>1312.815409</td>\n",
       "      <td>399.871589</td>\n",
       "      <td>15.746388</td>\n",
       "      <td>17.219904</td>\n",
       "      <td>2.640770</td>\n",
       "      <td>35.479936</td>\n",
       "      <td>37.357945</td>\n",
       "      <td>2.744783</td>\n",
       "      <td>9.332263</td>\n",
       "      <td>13.839486</td>\n",
       "      <td>1.947352</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023114</td>\n",
       "      <td>-0.023114</td>\n",
       "      <td>0.404494</td>\n",
       "      <td>4.882825</td>\n",
       "      <td>0.260032</td>\n",
       "      <td>0.028892</td>\n",
       "      <td>3.727127</td>\n",
       "      <td>67.146067</td>\n",
       "      <td>2.080257</td>\n",
       "      <td>1.878010</td>\n",
       "      <td>0.086677</td>\n",
       "      <td>6.298555</td>\n",
       "      <td>1.386838</td>\n",
       "      <td>0.115570</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>55.675762</td>\n",
       "      <td>3.784912</td>\n",
       "      <td>9.765650</td>\n",
       "      <td>4.276083</td>\n",
       "      <td>60.645265</td>\n",
       "      <td>2.773676</td>\n",
       "      <td>0.202247</td>\n",
       "      <td>0.231140</td>\n",
       "      <td>0.173355</td>\n",
       "      <td>1.184591</td>\n",
       "      <td>1.184591</td>\n",
       "      <td>0.635634</td>\n",
       "      <td>0.866774</td>\n",
       "      <td>0.025136</td>\n",
       "      <td>0.722311</td>\n",
       "      <td>0.028892</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.115570</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.115570</td>\n",
       "      <td>0.003467</td>\n",
       "      <td>0.057785</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.057785</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.224719</td>\n",
       "      <td>1.357945</td>\n",
       "      <td>1.560193</td>\n",
       "      <td>0.606742</td>\n",
       "      <td>0.057785</td>\n",
       "      <td>1.069021</td>\n",
       "      <td>1.935795</td>\n",
       "      <td>1.594864</td>\n",
       "      <td>0.866774</td>\n",
       "      <td>10.979133</td>\n",
       "      <td>4.362761</td>\n",
       "      <td>1.147030</td>\n",
       "      <td>6.385233</td>\n",
       "      <td>4.160514</td>\n",
       "      <td>0.433387</td>\n",
       "      <td>1.589085</td>\n",
       "      <td>0.635634</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.953451</td>\n",
       "      <td>2.282504</td>\n",
       "      <td>4.507223</td>\n",
       "      <td>3.871589</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>79.598716</td>\n",
       "      <td>8.234350</td>\n",
       "      <td>35.826645</td>\n",
       "      <td>45.910112</td>\n",
       "      <td>2.600321</td>\n",
       "      <td>0.866774</td>\n",
       "      <td>77.547352</td>\n",
       "      <td>0.260032</td>\n",
       "      <td>0.433387</td>\n",
       "      <td>1.733547</td>\n",
       "      <td>0.288925</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>56.542536</td>\n",
       "      <td>327.438202</td>\n",
       "      <td>164.715891</td>\n",
       "      <td>5.056180</td>\n",
       "      <td>0.577849</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.231140</td>\n",
       "      <td>0.231140</td>\n",
       "      <td>57.524880</td>\n",
       "      <td>56.947030</td>\n",
       "      <td>2.860353</td>\n",
       "      <td>0.231140</td>\n",
       "      <td>0.173355</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.751204</td>\n",
       "      <td>0.288925</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.028892</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.418941</td>\n",
       "      <td>2.138042</td>\n",
       "      <td>1.560193</td>\n",
       "      <td>57.8</td>\n",
       "      <td>34.611111</td>\n",
       "      <td>51.6</td>\n",
       "      <td>24008</td>\n",
       "      <td>3420</td>\n",
       "      <td>631.789474</td>\n",
       "      <td>2.793733</td>\n",
       "      <td>2.704191</td>\n",
       "      <td>2.399745</td>\n",
       "      <td>0.393988</td>\n",
       "      <td>1.414775</td>\n",
       "      <td>1.378958</td>\n",
       "      <td>1.378958</td>\n",
       "      <td>0.537256</td>\n",
       "      <td>1.325232</td>\n",
       "      <td>0.967062</td>\n",
       "      <td>1.199873</td>\n",
       "      <td>12.598930</td>\n",
       "      <td>4.280435</td>\n",
       "      <td>46.278323</td>\n",
       "      <td>42.620690</td>\n",
       "      <td>Centre-Back</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Rúben Dias</td>\n",
       "      <td>pt POR</td>\n",
       "      <td>DF</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>24</td>\n",
       "      <td>1997</td>\n",
       "      <td>29</td>\n",
       "      <td>27</td>\n",
       "      <td>2402</td>\n",
       "      <td>2</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2</td>\n",
       "      <td>18</td>\n",
       "      <td>4</td>\n",
       "      <td>22.2</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.50</td>\n",
       "      <td>10.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.12</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>2097</td>\n",
       "      <td>2224</td>\n",
       "      <td>94.3</td>\n",
       "      <td>45031</td>\n",
       "      <td>11468</td>\n",
       "      <td>566</td>\n",
       "      <td>594</td>\n",
       "      <td>95.3</td>\n",
       "      <td>1189</td>\n",
       "      <td>1224</td>\n",
       "      <td>97.1</td>\n",
       "      <td>336</td>\n",
       "      <td>389</td>\n",
       "      <td>86.4</td>\n",
       "      <td>4</td>\n",
       "      <td>2.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>12</td>\n",
       "      <td>182</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>106</td>\n",
       "      <td>2175</td>\n",
       "      <td>49</td>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "      <td>161</td>\n",
       "      <td>46</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1924</td>\n",
       "      <td>102</td>\n",
       "      <td>198</td>\n",
       "      <td>341</td>\n",
       "      <td>1769</td>\n",
       "      <td>64</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>18</td>\n",
       "      <td>11</td>\n",
       "      <td>30</td>\n",
       "      <td>1.12</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0.22</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>27</td>\n",
       "      <td>12</td>\n",
       "      <td>18</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>16</td>\n",
       "      <td>43.8</td>\n",
       "      <td>9</td>\n",
       "      <td>153</td>\n",
       "      <td>68</td>\n",
       "      <td>44.4</td>\n",
       "      <td>57</td>\n",
       "      <td>78</td>\n",
       "      <td>18</td>\n",
       "      <td>28</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>38</td>\n",
       "      <td>72</td>\n",
       "      <td>78</td>\n",
       "      <td>1</td>\n",
       "      <td>2427</td>\n",
       "      <td>178</td>\n",
       "      <td>877</td>\n",
       "      <td>1634</td>\n",
       "      <td>111</td>\n",
       "      <td>32</td>\n",
       "      <td>2380</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1792</td>\n",
       "      <td>10636</td>\n",
       "      <td>6630</td>\n",
       "      <td>239</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1981</td>\n",
       "      <td>1952</td>\n",
       "      <td>98.5</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>53</td>\n",
       "      <td>36</td>\n",
       "      <td>59.6</td>\n",
       "      <td>0.074938</td>\n",
       "      <td>0.172356</td>\n",
       "      <td>0.074938</td>\n",
       "      <td>0.674438</td>\n",
       "      <td>0.149875</td>\n",
       "      <td>0.831807</td>\n",
       "      <td>0.025104</td>\n",
       "      <td>0.005620</td>\n",
       "      <td>0.004122</td>\n",
       "      <td>0.018734</td>\n",
       "      <td>0.397169</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.082431</td>\n",
       "      <td>0.082431</td>\n",
       "      <td>0.004496</td>\n",
       "      <td>-0.007494</td>\n",
       "      <td>-0.007494</td>\n",
       "      <td>78.572023</td>\n",
       "      <td>83.330558</td>\n",
       "      <td>3.533306</td>\n",
       "      <td>1687.256453</td>\n",
       "      <td>429.691923</td>\n",
       "      <td>21.207327</td>\n",
       "      <td>22.256453</td>\n",
       "      <td>3.570774</td>\n",
       "      <td>44.550375</td>\n",
       "      <td>45.861782</td>\n",
       "      <td>3.638218</td>\n",
       "      <td>12.589509</td>\n",
       "      <td>14.575354</td>\n",
       "      <td>3.237302</td>\n",
       "      <td>0.149875</td>\n",
       "      <td>0.089925</td>\n",
       "      <td>0.059950</td>\n",
       "      <td>0.449625</td>\n",
       "      <td>6.819317</td>\n",
       "      <td>0.149875</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.971690</td>\n",
       "      <td>81.494588</td>\n",
       "      <td>1.835970</td>\n",
       "      <td>1.348876</td>\n",
       "      <td>0.112406</td>\n",
       "      <td>6.032473</td>\n",
       "      <td>1.723564</td>\n",
       "      <td>0.187344</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>72.089925</td>\n",
       "      <td>3.821815</td>\n",
       "      <td>7.418818</td>\n",
       "      <td>12.776853</td>\n",
       "      <td>66.282265</td>\n",
       "      <td>2.398002</td>\n",
       "      <td>0.449625</td>\n",
       "      <td>0.149875</td>\n",
       "      <td>0.074938</td>\n",
       "      <td>0.487094</td>\n",
       "      <td>0.674438</td>\n",
       "      <td>0.412157</td>\n",
       "      <td>1.124063</td>\n",
       "      <td>0.041965</td>\n",
       "      <td>0.974188</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.112406</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.037469</td>\n",
       "      <td>0.224813</td>\n",
       "      <td>0.008243</td>\n",
       "      <td>0.149875</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.074938</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.273938</td>\n",
       "      <td>1.011657</td>\n",
       "      <td>0.449625</td>\n",
       "      <td>0.674438</td>\n",
       "      <td>0.149875</td>\n",
       "      <td>0.262281</td>\n",
       "      <td>0.599500</td>\n",
       "      <td>1.641132</td>\n",
       "      <td>0.337219</td>\n",
       "      <td>5.732723</td>\n",
       "      <td>2.547877</td>\n",
       "      <td>1.663614</td>\n",
       "      <td>2.135720</td>\n",
       "      <td>2.922565</td>\n",
       "      <td>0.674438</td>\n",
       "      <td>1.049126</td>\n",
       "      <td>0.487094</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.562032</td>\n",
       "      <td>1.423813</td>\n",
       "      <td>2.697752</td>\n",
       "      <td>2.922565</td>\n",
       "      <td>0.037469</td>\n",
       "      <td>90.936719</td>\n",
       "      <td>6.669442</td>\n",
       "      <td>32.860117</td>\n",
       "      <td>61.223980</td>\n",
       "      <td>4.159034</td>\n",
       "      <td>1.199001</td>\n",
       "      <td>89.175687</td>\n",
       "      <td>0.074938</td>\n",
       "      <td>0.187344</td>\n",
       "      <td>1.498751</td>\n",
       "      <td>0.074938</td>\n",
       "      <td>0.037469</td>\n",
       "      <td>67.144047</td>\n",
       "      <td>398.517902</td>\n",
       "      <td>248.417985</td>\n",
       "      <td>8.955037</td>\n",
       "      <td>0.824313</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.187344</td>\n",
       "      <td>0.074938</td>\n",
       "      <td>74.225645</td>\n",
       "      <td>73.139051</td>\n",
       "      <td>3.690674</td>\n",
       "      <td>0.299750</td>\n",
       "      <td>0.187344</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.124063</td>\n",
       "      <td>0.374688</td>\n",
       "      <td>0.074938</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.130724</td>\n",
       "      <td>1.985845</td>\n",
       "      <td>1.348876</td>\n",
       "      <td>59.6</td>\n",
       "      <td>26.688889</td>\n",
       "      <td>68.5</td>\n",
       "      <td>31078</td>\n",
       "      <td>3420</td>\n",
       "      <td>817.842105</td>\n",
       "      <td>2.569287</td>\n",
       "      <td>2.426549</td>\n",
       "      <td>2.783395</td>\n",
       "      <td>0.463899</td>\n",
       "      <td>1.356013</td>\n",
       "      <td>1.213275</td>\n",
       "      <td>1.213275</td>\n",
       "      <td>0.321161</td>\n",
       "      <td>1.891281</td>\n",
       "      <td>1.284644</td>\n",
       "      <td>0.570953</td>\n",
       "      <td>11.119105</td>\n",
       "      <td>1.979173</td>\n",
       "      <td>39.826300</td>\n",
       "      <td>44.301607</td>\n",
       "      <td>Centre-Back</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Dayot Upamecano</td>\n",
       "      <td>fr FRA</td>\n",
       "      <td>DF</td>\n",
       "      <td>Bayern Munich</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>22</td>\n",
       "      <td>1998</td>\n",
       "      <td>28</td>\n",
       "      <td>25</td>\n",
       "      <td>2211</td>\n",
       "      <td>1</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.00</td>\n",
       "      <td>12.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>2048</td>\n",
       "      <td>2262</td>\n",
       "      <td>90.5</td>\n",
       "      <td>45957</td>\n",
       "      <td>13906</td>\n",
       "      <td>507</td>\n",
       "      <td>542</td>\n",
       "      <td>93.5</td>\n",
       "      <td>1122</td>\n",
       "      <td>1203</td>\n",
       "      <td>93.3</td>\n",
       "      <td>407</td>\n",
       "      <td>490</td>\n",
       "      <td>83.1</td>\n",
       "      <td>6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>4.6</td>\n",
       "      <td>10</td>\n",
       "      <td>184</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>143</td>\n",
       "      <td>2218</td>\n",
       "      <td>44</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>275</td>\n",
       "      <td>58</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1839</td>\n",
       "      <td>162</td>\n",
       "      <td>261</td>\n",
       "      <td>260</td>\n",
       "      <td>1889</td>\n",
       "      <td>56</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>24</td>\n",
       "      <td>50</td>\n",
       "      <td>18</td>\n",
       "      <td>23</td>\n",
       "      <td>0.94</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0.24</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>33</td>\n",
       "      <td>38</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>32</td>\n",
       "      <td>56.3</td>\n",
       "      <td>14</td>\n",
       "      <td>358</td>\n",
       "      <td>148</td>\n",
       "      <td>41.3</td>\n",
       "      <td>173</td>\n",
       "      <td>162</td>\n",
       "      <td>23</td>\n",
       "      <td>34</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>69</td>\n",
       "      <td>127</td>\n",
       "      <td>75</td>\n",
       "      <td>3</td>\n",
       "      <td>2501</td>\n",
       "      <td>215</td>\n",
       "      <td>1069</td>\n",
       "      <td>1483</td>\n",
       "      <td>145</td>\n",
       "      <td>23</td>\n",
       "      <td>2459</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>90.9</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>1898</td>\n",
       "      <td>10773</td>\n",
       "      <td>5477</td>\n",
       "      <td>137</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>14</td>\n",
       "      <td>1888</td>\n",
       "      <td>1858</td>\n",
       "      <td>98.4</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>332</td>\n",
       "      <td>74</td>\n",
       "      <td>51</td>\n",
       "      <td>59.2</td>\n",
       "      <td>0.040706</td>\n",
       "      <td>0.085482</td>\n",
       "      <td>0.040706</td>\n",
       "      <td>0.407056</td>\n",
       "      <td>0.040706</td>\n",
       "      <td>0.407056</td>\n",
       "      <td>0.016689</td>\n",
       "      <td>0.001628</td>\n",
       "      <td>0.004071</td>\n",
       "      <td>0.040706</td>\n",
       "      <td>0.500678</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.032564</td>\n",
       "      <td>0.032564</td>\n",
       "      <td>0.003256</td>\n",
       "      <td>0.008141</td>\n",
       "      <td>0.008141</td>\n",
       "      <td>83.364993</td>\n",
       "      <td>92.075984</td>\n",
       "      <td>3.683853</td>\n",
       "      <td>1870.705563</td>\n",
       "      <td>566.051560</td>\n",
       "      <td>20.637720</td>\n",
       "      <td>22.062415</td>\n",
       "      <td>3.805970</td>\n",
       "      <td>45.671642</td>\n",
       "      <td>48.968792</td>\n",
       "      <td>3.797829</td>\n",
       "      <td>16.567164</td>\n",
       "      <td>19.945726</td>\n",
       "      <td>3.382632</td>\n",
       "      <td>0.244233</td>\n",
       "      <td>0.056988</td>\n",
       "      <td>0.187246</td>\n",
       "      <td>0.407056</td>\n",
       "      <td>7.489824</td>\n",
       "      <td>0.447761</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.820896</td>\n",
       "      <td>90.284939</td>\n",
       "      <td>1.791045</td>\n",
       "      <td>1.261872</td>\n",
       "      <td>0.081411</td>\n",
       "      <td>11.194030</td>\n",
       "      <td>2.360923</td>\n",
       "      <td>0.162822</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>74.857531</td>\n",
       "      <td>6.594301</td>\n",
       "      <td>10.624152</td>\n",
       "      <td>10.583446</td>\n",
       "      <td>76.892809</td>\n",
       "      <td>2.279512</td>\n",
       "      <td>0.488467</td>\n",
       "      <td>0.122117</td>\n",
       "      <td>0.122117</td>\n",
       "      <td>0.976934</td>\n",
       "      <td>2.035278</td>\n",
       "      <td>0.732700</td>\n",
       "      <td>0.936228</td>\n",
       "      <td>0.038263</td>\n",
       "      <td>0.814111</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.040706</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.081411</td>\n",
       "      <td>0.244233</td>\n",
       "      <td>0.009769</td>\n",
       "      <td>0.244233</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.360923</td>\n",
       "      <td>1.343284</td>\n",
       "      <td>1.546811</td>\n",
       "      <td>0.773406</td>\n",
       "      <td>0.040706</td>\n",
       "      <td>0.732700</td>\n",
       "      <td>1.302578</td>\n",
       "      <td>2.291723</td>\n",
       "      <td>0.569878</td>\n",
       "      <td>14.572592</td>\n",
       "      <td>6.024423</td>\n",
       "      <td>1.681140</td>\n",
       "      <td>7.042062</td>\n",
       "      <td>6.594301</td>\n",
       "      <td>0.936228</td>\n",
       "      <td>1.383989</td>\n",
       "      <td>0.407056</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.976934</td>\n",
       "      <td>2.808684</td>\n",
       "      <td>5.169607</td>\n",
       "      <td>3.052917</td>\n",
       "      <td>0.122117</td>\n",
       "      <td>101.804613</td>\n",
       "      <td>8.751696</td>\n",
       "      <td>43.514247</td>\n",
       "      <td>60.366350</td>\n",
       "      <td>5.902307</td>\n",
       "      <td>0.936228</td>\n",
       "      <td>100.094980</td>\n",
       "      <td>0.407056</td>\n",
       "      <td>0.447761</td>\n",
       "      <td>3.700136</td>\n",
       "      <td>0.407056</td>\n",
       "      <td>0.040706</td>\n",
       "      <td>77.259159</td>\n",
       "      <td>438.521031</td>\n",
       "      <td>222.944369</td>\n",
       "      <td>5.576662</td>\n",
       "      <td>1.261872</td>\n",
       "      <td>0.081411</td>\n",
       "      <td>0.244233</td>\n",
       "      <td>0.569878</td>\n",
       "      <td>76.852103</td>\n",
       "      <td>75.630936</td>\n",
       "      <td>4.005427</td>\n",
       "      <td>0.284939</td>\n",
       "      <td>0.162822</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.343284</td>\n",
       "      <td>0.569878</td>\n",
       "      <td>0.040706</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.040706</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.514247</td>\n",
       "      <td>3.012212</td>\n",
       "      <td>2.075984</td>\n",
       "      <td>59.2</td>\n",
       "      <td>24.566667</td>\n",
       "      <td>64.8</td>\n",
       "      <td>27862</td>\n",
       "      <td>3060</td>\n",
       "      <td>819.470588</td>\n",
       "      <td>4.405915</td>\n",
       "      <td>5.134452</td>\n",
       "      <td>2.601918</td>\n",
       "      <td>0.346922</td>\n",
       "      <td>2.393765</td>\n",
       "      <td>2.012150</td>\n",
       "      <td>2.012150</td>\n",
       "      <td>0.485691</td>\n",
       "      <td>2.567226</td>\n",
       "      <td>1.769304</td>\n",
       "      <td>1.110152</td>\n",
       "      <td>12.423217</td>\n",
       "      <td>3.785083</td>\n",
       "      <td>47.131765</td>\n",
       "      <td>45.533786</td>\n",
       "      <td>Centre-Back</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Player  Nation Pos            Squad                Comp  Age  \\\n",
       "0      William Saliba  fr FRA  DF        Marseille          fr Ligue 1   20   \n",
       "14   Presnel Kimpembe  fr FRA  DF        Paris S-G          fr Ligue 1   25   \n",
       "18  Jean-Clair Todibo  fr FRA  DF             Nice          fr Ligue 1   21   \n",
       "20         Rúben Dias  pt POR  DF  Manchester City  eng Premier League   24   \n",
       "24    Dayot Upamecano  fr FRA  DF    Bayern Munich       de Bundesliga   22   \n",
       "\n",
       "    Born  MP  Starts   Min  npGoals  npxG+xA  Goals  Shots  SoT  SoT%  Sh/90  \\\n",
       "0   2001  36      36  3240        0      2.4      0     16    3  18.8   0.44   \n",
       "14  1995  30      29  2576        1      1.0      1      7    1  14.3   0.24   \n",
       "18  1999  36      35  3115        1      3.2      1     20    6  30.0   0.58   \n",
       "20  1997  29      27  2402        2      4.6      2     18    4  22.2   0.67   \n",
       "24  1998  28      25  2211        1      2.1      1     10    1  10.0   0.41   \n",
       "\n",
       "    SoT/90  G/Sh  G/SoT  AvgShotDistance  FKShots  PK  PKsAtt   xG  npxG  \\\n",
       "0     0.08  0.00   0.00             10.3        0   0       0  1.5   1.5   \n",
       "14    0.03  0.14   1.00              9.1        0   0       0  0.9   0.9   \n",
       "18    0.17  0.05   0.17              9.1        0   0       0  2.4   2.4   \n",
       "20    0.15  0.11   0.50             10.6        0   0       0  2.2   2.2   \n",
       "24    0.04  0.10   1.00             12.3        0   0       0  0.8   0.8   \n",
       "\n",
       "    npxG/Sh  G-xG  npG-xG  PassesCompleted  PassesAttempted  TotCmp%  \\\n",
       "0      0.10  -1.5    -1.5             2865             3058     93.7   \n",
       "14     0.12   0.1     0.1             2170             2242     96.8   \n",
       "18     0.13  -1.4    -1.4             2103             2396     87.8   \n",
       "20     0.12  -0.2    -0.2             2097             2224     94.3   \n",
       "24     0.08   0.2     0.2             2048             2262     90.5   \n",
       "\n",
       "    TotalPassDist  ProgPassDist  ShortPassCmp  ShortPassAtt  ShortPassCmp%  \\\n",
       "0           56752         16714           925           977           94.7   \n",
       "14          40135         12618           849           870           97.6   \n",
       "18          45438         13840           545           596           91.4   \n",
       "20          45031         11468           566           594           95.3   \n",
       "24          45957         13906           507           542           93.5   \n",
       "\n",
       "    MedPassCmp  MedPassAtt  MedPassCmp%  LongPassCmp  LongPassAtt  \\\n",
       "0         1575        1631         96.6          349          408   \n",
       "14        1080        1104         97.8          215          233   \n",
       "18        1228        1293         95.0          323          479   \n",
       "20        1189        1224         97.1          336          389   \n",
       "24        1122        1203         93.3          407          490   \n",
       "\n",
       "    LongPassCmp%  Assists   xA  A-xA  KeyPasses  Final1/3Cmp  PenAreaCmp  \\\n",
       "0           85.5        0  0.8  -0.8          6          184          15   \n",
       "14          92.3        0  0.1  -0.1          3          157           5   \n",
       "18          67.4        0  0.8  -0.8         14          169           9   \n",
       "20          86.4        4  2.4   1.6         12          182           4   \n",
       "24          83.1        6  1.4   4.6         10          184          11   \n",
       "\n",
       "    CrsPenAreaCmp  ProgPasses  LivePass  DeadPass  FKPasses  ThruBalls  \\\n",
       "0               2         166      2965        93        71          2   \n",
       "14              2         103      2163        79        53          0   \n",
       "18              1         129      2324        72        65          3   \n",
       "20              0         106      2175        49        36          3   \n",
       "24              0         143      2218        44        31          2   \n",
       "\n",
       "    PassUnderPress  Switches  Crs  CK  InSwingCK  OutSwingCK  StrCK  Ground  \\\n",
       "0              294        48    6   0          0           0      0    2740   \n",
       "14             156        25    2   0          0           0      0    2034   \n",
       "18             218        48    4   0          0           0      0    1927   \n",
       "20             161        46    5   0          0           0      0    1924   \n",
       "24             275        58    4   0          0           0      0    1839   \n",
       "\n",
       "    Low  High  Left  Right  Head  ThrowIn  Other  PassesToOff  PassesOOB  \\\n",
       "0   152   166   141   2806    48       21      6            2         23   \n",
       "14  129    79  1872    265    48       25      2            0          8   \n",
       "18  131   338   148   2099    96        7      8            6         41   \n",
       "20  102   198   341   1769    64       12      4            2         13   \n",
       "24  162   261   260   1889    56       12      3            3         24   \n",
       "\n",
       "    PassesInt  PassesBlocked  SCA  SCA90  SCAPassLive  SCAPassDead  SCADrib  \\\n",
       "0          45             24   21   0.58           19            0        0   \n",
       "14         12              8   18   0.63           16            2        0   \n",
       "18         41             22   30   0.87           25            1        0   \n",
       "20         18             11   30   1.12           26            0        0   \n",
       "24         50             18   23   0.94           20            0        0   \n",
       "\n",
       "    SCASh  SCAFld  SCADef  GCA  GCA90  GCAPassLive  GCAPassDead  GCADrib  \\\n",
       "0       2       0       0    3   0.08            2            0        0   \n",
       "14      0       0       0    3   0.10            3            0        0   \n",
       "18      4       0       0    4   0.12            2            0        0   \n",
       "20      3       0       1    6   0.22            4            0        0   \n",
       "24      1       0       2    6   0.24            6            0        0   \n",
       "\n",
       "    GCASh  GCAFld  GCADef  DrbTkl  TklWinPoss  Def3rdPress  Mid3rdPress  \\\n",
       "0       1       0       0      65          42           47           15   \n",
       "14      0       0       0      39          21           23           14   \n",
       "18      2       0       0      77          47           54           21   \n",
       "20      2       0       0      34          27           12           18   \n",
       "24      0       0       0      58          33           38           19   \n",
       "\n",
       "    Att3rdPress  DrbTkl.1  DrpPastAtt  DrbTkl%  DrbPast  Press  PressSucc  \\\n",
       "0             3        15          32     46.9       17    297        139   \n",
       "14            2        14          24     58.3       10    198         54   \n",
       "18            2        37          67     55.2       30    380        151   \n",
       "20            4         7          16     43.8        9    153         68   \n",
       "24            1        18          32     56.3       14    358        148   \n",
       "\n",
       "    PressSucc%  Def3rdPress.1  Mid3rdPress.1  Att3rdPress.1  Blocks  ShBlocks  \\\n",
       "0         46.8            165            115             17      49        17   \n",
       "14        27.3             99             81             18      27        16   \n",
       "18        39.7            221            144             15      55        22   \n",
       "20        44.4             57             78             18      28        13   \n",
       "24        41.3            173            162             23      34        10   \n",
       "\n",
       "    ShSvBlocks  PassBlocks  Int  Tkl+Int  Clr  Err  Touches  DefPenTouch  \\\n",
       "0            0          32   80      145   91    2     3351          287   \n",
       "14           0          11   54       93   83    1     2460          275   \n",
       "18           0          33   79      156  134    0     2755          285   \n",
       "20           0          15   38       72   78    1     2427          178   \n",
       "24           0          24   69      127   75    3     2501          215   \n",
       "\n",
       "    Def3rdTouch  Mid3rdTouch  Att3rdTouch  AttPenTouch  LiveTouch  SuccDrb  \\\n",
       "0          1433         1982          187           37       3267       27   \n",
       "14          942         1569          104           14       2395        8   \n",
       "18         1240         1589           90           30       2684        9   \n",
       "20          877         1634          111           32       2380        2   \n",
       "24         1069         1483          145           23       2459       10   \n",
       "\n",
       "    AttDrb  DrbSucc%  PlDrbPast  Megs  Carries  TotCarryDist  PrgCarryDist  \\\n",
       "0       37      73.0         27     4     2532         14149          8367   \n",
       "14      13      61.5          9     0     1822          9854          5459   \n",
       "18      15      60.0         10     0     1957         11333          5701   \n",
       "20       5      40.0          2     1     1792         10636          6630   \n",
       "24      11      90.9         10     1     1898         10773          5477   \n",
       "\n",
       "    ProgCarries  CarriesToFinal3rd  CarriesToPenArea  CarryMistakes  \\\n",
       "0           243                 24                 3             12   \n",
       "14          135                 15                 2              7   \n",
       "18          175                 20                 0              8   \n",
       "20          239                 22                 0              5   \n",
       "24          137                 31                 2              6   \n",
       "\n",
       "    Disposesed  PassTarget  ReceivedPass  Receive%  ProgPassesRec  Yellows  \\\n",
       "0           21        2669          2621      98.2             10        5   \n",
       "14           5        1983          1957      98.7             10        6   \n",
       "18           8        1991          1971      99.0              8        6   \n",
       "20           2        1981          1952      98.5              8        5   \n",
       "24          14        1888          1858      98.4              7        4   \n",
       "\n",
       "    Reds  Yellow2  Fls  Fld  Off  PKwon  PKcon  OG  Recov  AerialWins  \\\n",
       "0      0        0   17   13    1      0      0   0    312          61   \n",
       "14     0        0   30   27    0      0      2   0    203          54   \n",
       "18     0        0   26   10    0      0      1   0    326          74   \n",
       "20     0        0   30   10    2      0      0   0    217          53   \n",
       "24     0        0   33   14    1      0      1   0    332          74   \n",
       "\n",
       "    AerialLoss  AerialWin%  npGoalsPer90  npxG+xAPer90  GoalsPer90  \\\n",
       "0           38        61.6      0.000000      0.066667    0.000000   \n",
       "14          22        71.1      0.034938      0.034938    0.034938   \n",
       "18          54        57.8      0.028892      0.092456    0.028892   \n",
       "20          36        59.6      0.074938      0.172356    0.074938   \n",
       "24          51        59.2      0.040706      0.085482    0.040706   \n",
       "\n",
       "    ShotsPer90  SoTPer90  SoT%Per90  Sh/90Per90  SoT/90Per90  G/ShPer90  \\\n",
       "0     0.444444  0.083333   0.522222    0.012222     0.002222   0.000000   \n",
       "14    0.244565  0.034938   0.499612    0.008385     0.001048   0.004891   \n",
       "18    0.577849  0.173355   0.866774    0.016758     0.004912   0.001445   \n",
       "20    0.674438  0.149875   0.831807    0.025104     0.005620   0.004122   \n",
       "24    0.407056  0.040706   0.407056    0.016689     0.001628   0.004071   \n",
       "\n",
       "    G/SoTPer90  AvgShotDistancePer90  FKShotsPer90  PKPer90  PKsAttPer90  \\\n",
       "0     0.000000              0.286111           0.0      0.0          0.0   \n",
       "14    0.034938              0.317935           0.0      0.0          0.0   \n",
       "18    0.004912              0.262921           0.0      0.0          0.0   \n",
       "20    0.018734              0.397169           0.0      0.0          0.0   \n",
       "24    0.040706              0.500678           0.0      0.0          0.0   \n",
       "\n",
       "     xGPer90  npxGPer90  npxG/ShPer90  G-xGPer90  npG-xGPer90  \\\n",
       "0   0.041667   0.041667      0.002778  -0.041667    -0.041667   \n",
       "14  0.031444   0.031444      0.004193   0.003494     0.003494   \n",
       "18  0.069342   0.069342      0.003756  -0.040449    -0.040449   \n",
       "20  0.082431   0.082431      0.004496  -0.007494    -0.007494   \n",
       "24  0.032564   0.032564      0.003256   0.008141     0.008141   \n",
       "\n",
       "    PassesCompletedPer90  PassesAttemptedPer90  TotCmp%Per90  \\\n",
       "0              79.583333             84.944444      2.602778   \n",
       "14             75.815217             78.330745      3.381988   \n",
       "18             60.760835             69.226324      2.536758   \n",
       "20             78.572023             83.330558      3.533306   \n",
       "24             83.364993             92.075984      3.683853   \n",
       "\n",
       "    TotalPassDistPer90  ProgPassDistPer90  ShortPassCmpPer90  \\\n",
       "0          1576.444444         464.277778          25.694444   \n",
       "14         1402.232143         440.846273          29.662267   \n",
       "18         1312.815409         399.871589          15.746388   \n",
       "20         1687.256453         429.691923          21.207327   \n",
       "24         1870.705563         566.051560          20.637720   \n",
       "\n",
       "    ShortPassAttPer90  ShortPassCmp%Per90  MedPassCmpPer90  MedPassAttPer90  \\\n",
       "0           27.138889            2.630556        43.750000        45.305556   \n",
       "14          30.395963            3.409938        37.732919        38.571429   \n",
       "18          17.219904            2.640770        35.479936        37.357945   \n",
       "20          22.256453            3.570774        44.550375        45.861782   \n",
       "24          22.062415            3.805970        45.671642        48.968792   \n",
       "\n",
       "    MedPassCmp%Per90  LongPassCmpPer90  LongPassAttPer90  LongPassCmp%Per90  \\\n",
       "0           2.683333          9.694444         11.333333           2.375000   \n",
       "14          3.416925          7.511646          8.140528           3.224767   \n",
       "18          2.744783          9.332263         13.839486           1.947352   \n",
       "20          3.638218         12.589509         14.575354           3.237302   \n",
       "24          3.797829         16.567164         19.945726           3.382632   \n",
       "\n",
       "    AssistsPer90   xAPer90  A-xAPer90  KeyPassesPer90  Final1/3CmpPer90  \\\n",
       "0       0.000000  0.022222  -0.022222        0.166667          5.111111   \n",
       "14      0.000000  0.003494  -0.003494        0.104814          5.485248   \n",
       "18      0.000000  0.023114  -0.023114        0.404494          4.882825   \n",
       "20      0.149875  0.089925   0.059950        0.449625          6.819317   \n",
       "24      0.244233  0.056988   0.187246        0.407056          7.489824   \n",
       "\n",
       "    PenAreaCmpPer90  CrsPenAreaCmpPer90  ProgPassesPer90  LivePassPer90  \\\n",
       "0          0.416667            0.055556         4.611111      82.361111   \n",
       "14         0.174689            0.069876         3.598602      75.570652   \n",
       "18         0.260032            0.028892         3.727127      67.146067   \n",
       "20         0.149875            0.000000         3.971690      81.494588   \n",
       "24         0.447761            0.000000         5.820896      90.284939   \n",
       "\n",
       "    DeadPassPer90  FKPassesPer90  ThruBallsPer90  PassUnderPressPer90  \\\n",
       "0        2.583333       1.972222        0.055556             8.166667   \n",
       "14       2.760093       1.851708        0.000000             5.450311   \n",
       "18       2.080257       1.878010        0.086677             6.298555   \n",
       "20       1.835970       1.348876        0.112406             6.032473   \n",
       "24       1.791045       1.261872        0.081411            11.194030   \n",
       "\n",
       "    SwitchesPer90  CrsPer90  CKPer90  InSwingCKPer90  OutSwingCKPer90  \\\n",
       "0        1.333333  0.166667      0.0             0.0              0.0   \n",
       "14       0.873447  0.069876      0.0             0.0              0.0   \n",
       "18       1.386838  0.115570      0.0             0.0              0.0   \n",
       "20       1.723564  0.187344      0.0             0.0              0.0   \n",
       "24       2.360923  0.162822      0.0             0.0              0.0   \n",
       "\n",
       "    StrCKPer90  GroundPer90  LowPer90  HighPer90  LeftPer90  RightPer90  \\\n",
       "0          0.0    76.111111  4.222222   4.611111   3.916667   77.944444   \n",
       "14         0.0    71.063665  4.506988   2.760093  65.403727    9.258540   \n",
       "18         0.0    55.675762  3.784912   9.765650   4.276083   60.645265   \n",
       "20         0.0    72.089925  3.821815   7.418818  12.776853   66.282265   \n",
       "24         0.0    74.857531  6.594301  10.624152  10.583446   76.892809   \n",
       "\n",
       "    HeadPer90  ThrowInPer90  OtherPer90  PassesToOffPer90  PassesOOBPer90  \\\n",
       "0    1.333333      0.583333    0.166667          0.055556        0.638889   \n",
       "14   1.677019      0.873447    0.069876          0.000000        0.279503   \n",
       "18   2.773676      0.202247    0.231140          0.173355        1.184591   \n",
       "20   2.398002      0.449625    0.149875          0.074938        0.487094   \n",
       "24   2.279512      0.488467    0.122117          0.122117        0.976934   \n",
       "\n",
       "    PassesIntPer90  PassesBlockedPer90  SCAPer90  SCA90Per90  \\\n",
       "0         1.250000            0.666667  0.583333    0.016111   \n",
       "14        0.419255            0.279503  0.628882    0.022011   \n",
       "18        1.184591            0.635634  0.866774    0.025136   \n",
       "20        0.674438            0.412157  1.124063    0.041965   \n",
       "24        2.035278            0.732700  0.936228    0.038263   \n",
       "\n",
       "    GCAPassLivePer90  GCAPassDeadPer90  GCADribPer90  GCAShPer90  GCAFldPer90  \\\n",
       "0           0.527778          0.000000           0.0    0.055556          0.0   \n",
       "14          0.559006          0.069876           0.0    0.000000          0.0   \n",
       "18          0.722311          0.028892           0.0    0.115570          0.0   \n",
       "20          0.974188          0.000000           0.0    0.112406          0.0   \n",
       "24          0.814111          0.000000           0.0    0.040706          0.0   \n",
       "\n",
       "    GCADefPer90  GCAPer90  GCA90Per90  GCAPassLive.1Per90  GCAPassDead.1Per90  \\\n",
       "0      0.000000  0.083333    0.002222            0.055556                 0.0   \n",
       "14     0.000000  0.104814    0.003494            0.104814                 0.0   \n",
       "18     0.000000  0.115570    0.003467            0.057785                 0.0   \n",
       "20     0.037469  0.224813    0.008243            0.149875                 0.0   \n",
       "24     0.081411  0.244233    0.009769            0.244233                 0.0   \n",
       "\n",
       "    GCADrib.1Per90  GCASh.1Per90  GCAFld.1Per90  GCADef.1Per90  DrbTklPer90  \\\n",
       "0              0.0      0.027778            0.0            0.0     1.805556   \n",
       "14             0.0      0.000000            0.0            0.0     1.362578   \n",
       "18             0.0      0.057785            0.0            0.0     2.224719   \n",
       "20             0.0      0.074938            0.0            0.0     1.273938   \n",
       "24             0.0      0.000000            0.0            0.0     2.360923   \n",
       "\n",
       "    TklWinPossPer90  Def3rdPressPer90  Mid3rdPressPer90  Att3rdPressPer90  \\\n",
       "0          1.166667          1.305556          0.416667          0.083333   \n",
       "14         0.733696          0.803571          0.489130          0.069876   \n",
       "18         1.357945          1.560193          0.606742          0.057785   \n",
       "20         1.011657          0.449625          0.674438          0.149875   \n",
       "24         1.343284          1.546811          0.773406          0.040706   \n",
       "\n",
       "    DrbTkl.1Per90  DrpPastAttPer90  DrbTkl%Per90  DrbPastPer90  PressPer90  \\\n",
       "0        0.416667         0.888889      1.302778      0.472222    8.250000   \n",
       "14       0.489130         0.838509      2.036879      0.349379    6.917702   \n",
       "18       1.069021         1.935795      1.594864      0.866774   10.979133   \n",
       "20       0.262281         0.599500      1.641132      0.337219    5.732723   \n",
       "24       0.732700         1.302578      2.291723      0.569878   14.572592   \n",
       "\n",
       "    PressSuccPer90  PressSucc%Per90  Def3rdPress.1Per90  Mid3rdPress.1Per90  \\\n",
       "0         3.861111         1.300000            4.583333            3.194444   \n",
       "14        1.886646         0.953804            3.458851            2.829969   \n",
       "18        4.362761         1.147030            6.385233            4.160514   \n",
       "20        2.547877         1.663614            2.135720            2.922565   \n",
       "24        6.024423         1.681140            7.042062            6.594301   \n",
       "\n",
       "    Att3rdPress.1Per90  BlocksPer90  ShBlocksPer90  ShSvBlocksPer90  \\\n",
       "0             0.472222     1.361111       0.472222              0.0   \n",
       "14            0.628882     0.943323       0.559006              0.0   \n",
       "18            0.433387     1.589085       0.635634              0.0   \n",
       "20            0.674438     1.049126       0.487094              0.0   \n",
       "24            0.936228     1.383989       0.407056              0.0   \n",
       "\n",
       "    PassBlocksPer90  IntPer90  Tkl+IntPer90  ClrPer90  ErrPer90  TouchesPer90  \\\n",
       "0          0.888889  2.222222      4.027778  2.527778  0.055556     93.083333   \n",
       "14         0.384317  1.886646      3.249224  2.899845  0.034938     85.947205   \n",
       "18         0.953451  2.282504      4.507223  3.871589  0.000000     79.598716   \n",
       "20         0.562032  1.423813      2.697752  2.922565  0.037469     90.936719   \n",
       "24         0.976934  2.808684      5.169607  3.052917  0.122117    101.804613   \n",
       "\n",
       "    DefPenTouchPer90  Def3rdTouchPer90  Mid3rdTouchPer90  Att3rdTouchPer90  \\\n",
       "0           7.972222         39.805556         55.055556          5.194444   \n",
       "14          9.607919         32.911491         54.817547          3.633540   \n",
       "18          8.234350         35.826645         45.910112          2.600321   \n",
       "20          6.669442         32.860117         61.223980          4.159034   \n",
       "24          8.751696         43.514247         60.366350          5.902307   \n",
       "\n",
       "    AttPenTouchPer90  LiveTouchPer90  SuccDrbPer90  AttDrbPer90  \\\n",
       "0           1.027778       90.750000      0.750000     1.027778   \n",
       "14          0.489130       83.676242      0.279503     0.454193   \n",
       "18          0.866774       77.547352      0.260032     0.433387   \n",
       "20          1.199001       89.175687      0.074938     0.187344   \n",
       "24          0.936228      100.094980      0.407056     0.447761   \n",
       "\n",
       "    DrbSucc%Per90  PlDrbPastPer90  MegsPer90  CarriesPer90  TotCarryDistPer90  \\\n",
       "0        2.027778        0.750000   0.111111     70.333333         393.027778   \n",
       "14       2.148680        0.314441   0.000000     63.656832         344.277950   \n",
       "18       1.733547        0.288925   0.000000     56.542536         327.438202   \n",
       "20       1.498751        0.074938   0.037469     67.144047         398.517902   \n",
       "24       3.700136        0.407056   0.040706     77.259159         438.521031   \n",
       "\n",
       "    PrgCarryDistPer90  ProgCarriesPer90  CarriesToFinal3rdPer90  \\\n",
       "0          232.416667          6.750000                0.666667   \n",
       "14         190.725932          4.716615                0.524068   \n",
       "18         164.715891          5.056180                0.577849   \n",
       "20         248.417985          8.955037                0.824313   \n",
       "24         222.944369          5.576662                1.261872   \n",
       "\n",
       "    CarriesToPenAreaPer90  CarryMistakesPer90  DisposesedPer90  \\\n",
       "0                0.083333            0.333333         0.583333   \n",
       "14               0.069876            0.244565         0.174689   \n",
       "18               0.000000            0.231140         0.231140   \n",
       "20               0.000000            0.187344         0.074938   \n",
       "24               0.081411            0.244233         0.569878   \n",
       "\n",
       "    PassTargetPer90  ReceivedPassPer90  Receive%Per90  ProgPassesRecPer90  \\\n",
       "0         74.138889          72.805556       2.727778            0.277778   \n",
       "14        69.281832          68.373447       3.448370            0.349379   \n",
       "18        57.524880          56.947030       2.860353            0.231140   \n",
       "20        74.225645          73.139051       3.690674            0.299750   \n",
       "24        76.852103          75.630936       4.005427            0.284939   \n",
       "\n",
       "    YellowsPer90  RedsPer90  Yellow2Per90  FlsPer90  FldPer90  OffPer90  \\\n",
       "0       0.138889        0.0           0.0  0.472222  0.361111  0.027778   \n",
       "14      0.209627        0.0           0.0  1.048137  0.943323  0.000000   \n",
       "18      0.173355        0.0           0.0  0.751204  0.288925  0.000000   \n",
       "20      0.187344        0.0           0.0  1.124063  0.374688  0.074938   \n",
       "24      0.162822        0.0           0.0  1.343284  0.569878  0.040706   \n",
       "\n",
       "    PKwonPer90  PKconPer90  OGPer90  RecovPer90  AerialWinsPer90  \\\n",
       "0          0.0    0.000000      0.0    8.666667         1.694444   \n",
       "14         0.0    0.069876      0.0    7.092391         1.886646   \n",
       "18         0.0    0.028892      0.0    9.418941         2.138042   \n",
       "20         0.0    0.000000      0.0    8.130724         1.985845   \n",
       "24         0.0    0.040706      0.0   13.514247         3.012212   \n",
       "\n",
       "    AerialLossPer90  AerialWin%Per90   90sPer90  AvgTeamPoss  OppTouches  \\\n",
       "0          1.055556             61.6  36.000000         62.0       28340   \n",
       "14         0.768634             71.1  28.622222         63.4       30676   \n",
       "18         1.560193             57.8  34.611111         51.6       24008   \n",
       "20         1.348876             59.6  26.688889         68.5       31078   \n",
       "24         2.075984             59.2  24.566667         64.8       27862   \n",
       "\n",
       "    TeamMins  TeamTouches90  pAdjTkl+IntPer90  pAdjPressSuccPer90  \\\n",
       "0       3420     745.789474          3.179825            3.048246   \n",
       "14      3420     807.263158          2.663298            1.546431   \n",
       "18      3420     631.789474          2.793733            2.704191   \n",
       "20      3420     817.842105          2.569287            2.426549   \n",
       "24      3060     819.470588          4.405915            5.134452   \n",
       "\n",
       "    pAdjClrPer90  pAdjShBlocksPer90  pAdjIntPer90  pAdjDrbTklPer90  \\\n",
       "0       1.995614           0.372807      1.754386         1.425439   \n",
       "14      2.376922           0.458202      1.546431         1.116867   \n",
       "18      2.399745           0.393988      1.414775         1.378958   \n",
       "20      2.783395           0.463899      1.356013         1.213275   \n",
       "24      2.601918           0.346922      2.393765         2.012150   \n",
       "\n",
       "    pAdjTklWinPossPer90  pAdjDrbPastPer90  pAdjAerialWinsPer90  \\\n",
       "0              1.425439          0.372807             1.337719   \n",
       "14             1.116867          0.286376             1.546431   \n",
       "18             1.378958          0.537256             1.325232   \n",
       "20             1.213275          0.321161             1.891281   \n",
       "24             2.012150          0.485691             2.567226   \n",
       "\n",
       "    pAdjAerialLossPer90  pAdjDrpPastAttPer90  TouchCentrality  \\\n",
       "0              0.833333             0.701754        12.481181   \n",
       "14             0.630027             0.687303        10.646739   \n",
       "18             0.967062             1.199873        12.598930   \n",
       "20             1.284644             0.570953        11.119105   \n",
       "24             1.769304             1.110152        12.423217   \n",
       "\n",
       "    Tkl+IntOppTouch  pAdjTouchesPer90  pAdjCarriesPer90 Main Position  \n",
       "0          3.240414         45.040323         45.335721   Centre-Back  \n",
       "14         2.414992         40.669024         44.439024   Centre-Back  \n",
       "18         4.280435         46.278323         42.620690   Centre-Back  \n",
       "20         1.979173         39.826300         44.301607   Centre-Back  \n",
       "24         3.785083         47.131765         45.533786   Centre-Back  "
      ]
     },
     "execution_count": 310,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 311,
   "id": "583c7091",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Seperating dataframe for player key information\n",
    "\n",
    "df1 = df.filter(['Player','Squad','Main Position','Comp','Mins','Age'], axis=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "id": "0d9cb9f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Convert all numeric values to Z-Scores\n",
    "numeric_cols = df.select_dtypes(include=[np.number]).columns\n",
    "\n",
    "df2 = df[numeric_cols].apply(zscore)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 313,
   "id": "e6cbcd5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>Born</th>\n",
       "      <th>MP</th>\n",
       "      <th>Starts</th>\n",
       "      <th>Min</th>\n",
       "      <th>npGoals</th>\n",
       "      <th>npxG+xA</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Shots</th>\n",
       "      <th>SoT</th>\n",
       "      <th>SoT%</th>\n",
       "      <th>Sh/90</th>\n",
       "      <th>SoT/90</th>\n",
       "      <th>G/Sh</th>\n",
       "      <th>G/SoT</th>\n",
       "      <th>AvgShotDistance</th>\n",
       "      <th>FKShots</th>\n",
       "      <th>PK</th>\n",
       "      <th>PKsAtt</th>\n",
       "      <th>xG</th>\n",
       "      <th>npxG</th>\n",
       "      <th>npxG/Sh</th>\n",
       "      <th>G-xG</th>\n",
       "      <th>npG-xG</th>\n",
       "      <th>PassesCompleted</th>\n",
       "      <th>PassesAttempted</th>\n",
       "      <th>TotCmp%</th>\n",
       "      <th>TotalPassDist</th>\n",
       "      <th>ProgPassDist</th>\n",
       "      <th>ShortPassCmp</th>\n",
       "      <th>ShortPassAtt</th>\n",
       "      <th>ShortPassCmp%</th>\n",
       "      <th>MedPassCmp</th>\n",
       "      <th>MedPassAtt</th>\n",
       "      <th>MedPassCmp%</th>\n",
       "      <th>LongPassCmp</th>\n",
       "      <th>LongPassAtt</th>\n",
       "      <th>LongPassCmp%</th>\n",
       "      <th>Assists</th>\n",
       "      <th>xA</th>\n",
       "      <th>A-xA</th>\n",
       "      <th>KeyPasses</th>\n",
       "      <th>Final1/3Cmp</th>\n",
       "      <th>PenAreaCmp</th>\n",
       "      <th>CrsPenAreaCmp</th>\n",
       "      <th>ProgPasses</th>\n",
       "      <th>LivePass</th>\n",
       "      <th>DeadPass</th>\n",
       "      <th>FKPasses</th>\n",
       "      <th>ThruBalls</th>\n",
       "      <th>PassUnderPress</th>\n",
       "      <th>Switches</th>\n",
       "      <th>Crs</th>\n",
       "      <th>CK</th>\n",
       "      <th>InSwingCK</th>\n",
       "      <th>OutSwingCK</th>\n",
       "      <th>StrCK</th>\n",
       "      <th>Ground</th>\n",
       "      <th>Low</th>\n",
       "      <th>High</th>\n",
       "      <th>Left</th>\n",
       "      <th>Right</th>\n",
       "      <th>Head</th>\n",
       "      <th>ThrowIn</th>\n",
       "      <th>Other</th>\n",
       "      <th>PassesToOff</th>\n",
       "      <th>PassesOOB</th>\n",
       "      <th>PassesInt</th>\n",
       "      <th>PassesBlocked</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>SCAPassLive</th>\n",
       "      <th>SCAPassDead</th>\n",
       "      <th>SCADrib</th>\n",
       "      <th>SCASh</th>\n",
       "      <th>SCAFld</th>\n",
       "      <th>SCADef</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>GCAPassLive</th>\n",
       "      <th>GCAPassDead</th>\n",
       "      <th>GCADrib</th>\n",
       "      <th>GCASh</th>\n",
       "      <th>GCAFld</th>\n",
       "      <th>GCADef</th>\n",
       "      <th>DrbTkl</th>\n",
       "      <th>TklWinPoss</th>\n",
       "      <th>Def3rdPress</th>\n",
       "      <th>Mid3rdPress</th>\n",
       "      <th>Att3rdPress</th>\n",
       "      <th>DrbTkl.1</th>\n",
       "      <th>DrpPastAtt</th>\n",
       "      <th>DrbTkl%</th>\n",
       "      <th>DrbPast</th>\n",
       "      <th>Press</th>\n",
       "      <th>PressSucc</th>\n",
       "      <th>PressSucc%</th>\n",
       "      <th>Def3rdPress.1</th>\n",
       "      <th>Mid3rdPress.1</th>\n",
       "      <th>Att3rdPress.1</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>ShBlocks</th>\n",
       "      <th>ShSvBlocks</th>\n",
       "      <th>PassBlocks</th>\n",
       "      <th>Int</th>\n",
       "      <th>Tkl+Int</th>\n",
       "      <th>Clr</th>\n",
       "      <th>Err</th>\n",
       "      <th>Touches</th>\n",
       "      <th>DefPenTouch</th>\n",
       "      <th>Def3rdTouch</th>\n",
       "      <th>Mid3rdTouch</th>\n",
       "      <th>Att3rdTouch</th>\n",
       "      <th>AttPenTouch</th>\n",
       "      <th>LiveTouch</th>\n",
       "      <th>SuccDrb</th>\n",
       "      <th>AttDrb</th>\n",
       "      <th>DrbSucc%</th>\n",
       "      <th>PlDrbPast</th>\n",
       "      <th>Megs</th>\n",
       "      <th>Carries</th>\n",
       "      <th>TotCarryDist</th>\n",
       "      <th>PrgCarryDist</th>\n",
       "      <th>ProgCarries</th>\n",
       "      <th>CarriesToFinal3rd</th>\n",
       "      <th>CarriesToPenArea</th>\n",
       "      <th>CarryMistakes</th>\n",
       "      <th>Disposesed</th>\n",
       "      <th>PassTarget</th>\n",
       "      <th>ReceivedPass</th>\n",
       "      <th>Receive%</th>\n",
       "      <th>ProgPassesRec</th>\n",
       "      <th>Yellows</th>\n",
       "      <th>Reds</th>\n",
       "      <th>Yellow2</th>\n",
       "      <th>Fls</th>\n",
       "      <th>Fld</th>\n",
       "      <th>Off</th>\n",
       "      <th>PKwon</th>\n",
       "      <th>PKcon</th>\n",
       "      <th>OG</th>\n",
       "      <th>Recov</th>\n",
       "      <th>AerialWins</th>\n",
       "      <th>AerialLoss</th>\n",
       "      <th>AerialWin%</th>\n",
       "      <th>npGoalsPer90</th>\n",
       "      <th>npxG+xAPer90</th>\n",
       "      <th>GoalsPer90</th>\n",
       "      <th>ShotsPer90</th>\n",
       "      <th>SoTPer90</th>\n",
       "      <th>SoT%Per90</th>\n",
       "      <th>Sh/90Per90</th>\n",
       "      <th>SoT/90Per90</th>\n",
       "      <th>G/ShPer90</th>\n",
       "      <th>G/SoTPer90</th>\n",
       "      <th>AvgShotDistancePer90</th>\n",
       "      <th>FKShotsPer90</th>\n",
       "      <th>PKPer90</th>\n",
       "      <th>PKsAttPer90</th>\n",
       "      <th>xGPer90</th>\n",
       "      <th>npxGPer90</th>\n",
       "      <th>npxG/ShPer90</th>\n",
       "      <th>G-xGPer90</th>\n",
       "      <th>npG-xGPer90</th>\n",
       "      <th>PassesCompletedPer90</th>\n",
       "      <th>PassesAttemptedPer90</th>\n",
       "      <th>TotCmp%Per90</th>\n",
       "      <th>TotalPassDistPer90</th>\n",
       "      <th>ProgPassDistPer90</th>\n",
       "      <th>ShortPassCmpPer90</th>\n",
       "      <th>ShortPassAttPer90</th>\n",
       "      <th>ShortPassCmp%Per90</th>\n",
       "      <th>MedPassCmpPer90</th>\n",
       "      <th>MedPassAttPer90</th>\n",
       "      <th>MedPassCmp%Per90</th>\n",
       "      <th>LongPassCmpPer90</th>\n",
       "      <th>LongPassAttPer90</th>\n",
       "      <th>LongPassCmp%Per90</th>\n",
       "      <th>AssistsPer90</th>\n",
       "      <th>xAPer90</th>\n",
       "      <th>A-xAPer90</th>\n",
       "      <th>KeyPassesPer90</th>\n",
       "      <th>Final1/3CmpPer90</th>\n",
       "      <th>PenAreaCmpPer90</th>\n",
       "      <th>CrsPenAreaCmpPer90</th>\n",
       "      <th>ProgPassesPer90</th>\n",
       "      <th>LivePassPer90</th>\n",
       "      <th>DeadPassPer90</th>\n",
       "      <th>FKPassesPer90</th>\n",
       "      <th>ThruBallsPer90</th>\n",
       "      <th>PassUnderPressPer90</th>\n",
       "      <th>SwitchesPer90</th>\n",
       "      <th>CrsPer90</th>\n",
       "      <th>CKPer90</th>\n",
       "      <th>InSwingCKPer90</th>\n",
       "      <th>OutSwingCKPer90</th>\n",
       "      <th>StrCKPer90</th>\n",
       "      <th>GroundPer90</th>\n",
       "      <th>LowPer90</th>\n",
       "      <th>HighPer90</th>\n",
       "      <th>LeftPer90</th>\n",
       "      <th>RightPer90</th>\n",
       "      <th>HeadPer90</th>\n",
       "      <th>ThrowInPer90</th>\n",
       "      <th>OtherPer90</th>\n",
       "      <th>PassesToOffPer90</th>\n",
       "      <th>PassesOOBPer90</th>\n",
       "      <th>PassesIntPer90</th>\n",
       "      <th>PassesBlockedPer90</th>\n",
       "      <th>SCAPer90</th>\n",
       "      <th>SCA90Per90</th>\n",
       "      <th>GCAPassLivePer90</th>\n",
       "      <th>GCAPassDeadPer90</th>\n",
       "      <th>GCADribPer90</th>\n",
       "      <th>GCAShPer90</th>\n",
       "      <th>GCAFldPer90</th>\n",
       "      <th>GCADefPer90</th>\n",
       "      <th>GCAPer90</th>\n",
       "      <th>GCA90Per90</th>\n",
       "      <th>GCAPassLive.1Per90</th>\n",
       "      <th>GCAPassDead.1Per90</th>\n",
       "      <th>GCADrib.1Per90</th>\n",
       "      <th>GCASh.1Per90</th>\n",
       "      <th>GCAFld.1Per90</th>\n",
       "      <th>GCADef.1Per90</th>\n",
       "      <th>DrbTklPer90</th>\n",
       "      <th>TklWinPossPer90</th>\n",
       "      <th>Def3rdPressPer90</th>\n",
       "      <th>Mid3rdPressPer90</th>\n",
       "      <th>Att3rdPressPer90</th>\n",
       "      <th>DrbTkl.1Per90</th>\n",
       "      <th>DrpPastAttPer90</th>\n",
       "      <th>DrbTkl%Per90</th>\n",
       "      <th>DrbPastPer90</th>\n",
       "      <th>PressPer90</th>\n",
       "      <th>PressSuccPer90</th>\n",
       "      <th>PressSucc%Per90</th>\n",
       "      <th>Def3rdPress.1Per90</th>\n",
       "      <th>Mid3rdPress.1Per90</th>\n",
       "      <th>Att3rdPress.1Per90</th>\n",
       "      <th>BlocksPer90</th>\n",
       "      <th>ShBlocksPer90</th>\n",
       "      <th>ShSvBlocksPer90</th>\n",
       "      <th>PassBlocksPer90</th>\n",
       "      <th>IntPer90</th>\n",
       "      <th>Tkl+IntPer90</th>\n",
       "      <th>ClrPer90</th>\n",
       "      <th>ErrPer90</th>\n",
       "      <th>TouchesPer90</th>\n",
       "      <th>DefPenTouchPer90</th>\n",
       "      <th>Def3rdTouchPer90</th>\n",
       "      <th>Mid3rdTouchPer90</th>\n",
       "      <th>Att3rdTouchPer90</th>\n",
       "      <th>AttPenTouchPer90</th>\n",
       "      <th>LiveTouchPer90</th>\n",
       "      <th>SuccDrbPer90</th>\n",
       "      <th>AttDrbPer90</th>\n",
       "      <th>DrbSucc%Per90</th>\n",
       "      <th>PlDrbPastPer90</th>\n",
       "      <th>MegsPer90</th>\n",
       "      <th>CarriesPer90</th>\n",
       "      <th>TotCarryDistPer90</th>\n",
       "      <th>PrgCarryDistPer90</th>\n",
       "      <th>ProgCarriesPer90</th>\n",
       "      <th>CarriesToFinal3rdPer90</th>\n",
       "      <th>CarriesToPenAreaPer90</th>\n",
       "      <th>CarryMistakesPer90</th>\n",
       "      <th>DisposesedPer90</th>\n",
       "      <th>PassTargetPer90</th>\n",
       "      <th>ReceivedPassPer90</th>\n",
       "      <th>Receive%Per90</th>\n",
       "      <th>ProgPassesRecPer90</th>\n",
       "      <th>YellowsPer90</th>\n",
       "      <th>RedsPer90</th>\n",
       "      <th>Yellow2Per90</th>\n",
       "      <th>FlsPer90</th>\n",
       "      <th>FldPer90</th>\n",
       "      <th>OffPer90</th>\n",
       "      <th>PKwonPer90</th>\n",
       "      <th>PKconPer90</th>\n",
       "      <th>OGPer90</th>\n",
       "      <th>RecovPer90</th>\n",
       "      <th>AerialWinsPer90</th>\n",
       "      <th>AerialLossPer90</th>\n",
       "      <th>AerialWin%Per90</th>\n",
       "      <th>90sPer90</th>\n",
       "      <th>AvgTeamPoss</th>\n",
       "      <th>OppTouches</th>\n",
       "      <th>TeamMins</th>\n",
       "      <th>TeamTouches90</th>\n",
       "      <th>pAdjTkl+IntPer90</th>\n",
       "      <th>pAdjPressSuccPer90</th>\n",
       "      <th>pAdjClrPer90</th>\n",
       "      <th>pAdjShBlocksPer90</th>\n",
       "      <th>pAdjIntPer90</th>\n",
       "      <th>pAdjDrbTklPer90</th>\n",
       "      <th>pAdjTklWinPossPer90</th>\n",
       "      <th>pAdjDrbPastPer90</th>\n",
       "      <th>pAdjAerialWinsPer90</th>\n",
       "      <th>pAdjAerialLossPer90</th>\n",
       "      <th>pAdjDrpPastAttPer90</th>\n",
       "      <th>TouchCentrality</th>\n",
       "      <th>Tkl+IntOppTouch</th>\n",
       "      <th>pAdjTouchesPer90</th>\n",
       "      <th>pAdjCarriesPer90</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-1.438114</td>\n",
       "      <td>1.566817</td>\n",
       "      <td>1.589035</td>\n",
       "      <td>1.694611</td>\n",
       "      <td>1.786744</td>\n",
       "      <td>-0.845654</td>\n",
       "      <td>0.882619</td>\n",
       "      <td>-0.841736</td>\n",
       "      <td>0.677599</td>\n",
       "      <td>-0.046409</td>\n",
       "      <td>-0.435848</td>\n",
       "      <td>-0.248492</td>\n",
       "      <td>-0.532982</td>\n",
       "      <td>-0.788455</td>\n",
       "      <td>-0.873346</td>\n",
       "      <td>-0.423669</td>\n",
       "      <td>-0.182162</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>0.562822</td>\n",
       "      <td>0.588799</td>\n",
       "      <td>0.162595</td>\n",
       "      <td>-1.793290</td>\n",
       "      <td>-1.795410</td>\n",
       "      <td>3.754109</td>\n",
       "      <td>3.499930</td>\n",
       "      <td>1.560630</td>\n",
       "      <td>3.288333</td>\n",
       "      <td>2.881444</td>\n",
       "      <td>3.956086</td>\n",
       "      <td>3.888252</td>\n",
       "      <td>1.206899</td>\n",
       "      <td>3.896096</td>\n",
       "      <td>3.788502</td>\n",
       "      <td>1.284816</td>\n",
       "      <td>1.802938</td>\n",
       "      <td>1.234781</td>\n",
       "      <td>1.648001</td>\n",
       "      <td>-0.581474</td>\n",
       "      <td>0.673230</td>\n",
       "      <td>-1.215456</td>\n",
       "      <td>0.226623</td>\n",
       "      <td>2.899841</td>\n",
       "      <td>2.000458</td>\n",
       "      <td>0.438782</td>\n",
       "      <td>3.019775</td>\n",
       "      <td>3.548216</td>\n",
       "      <td>0.646244</td>\n",
       "      <td>2.018400</td>\n",
       "      <td>1.263400</td>\n",
       "      <td>3.005099</td>\n",
       "      <td>0.672983</td>\n",
       "      <td>0.055993</td>\n",
       "      <td>-0.166992</td>\n",
       "      <td>-0.140762</td>\n",
       "      <td>-0.125327</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>4.073956</td>\n",
       "      <td>0.950650</td>\n",
       "      <td>-0.336206</td>\n",
       "      <td>-0.525663</td>\n",
       "      <td>4.221917</td>\n",
       "      <td>-0.298052</td>\n",
       "      <td>-0.115016</td>\n",
       "      <td>0.892059</td>\n",
       "      <td>-0.199097</td>\n",
       "      <td>0.361179</td>\n",
       "      <td>1.771920</td>\n",
       "      <td>1.030736</td>\n",
       "      <td>0.688348</td>\n",
       "      <td>-0.263568</td>\n",
       "      <td>0.929002</td>\n",
       "      <td>-0.574705</td>\n",
       "      <td>-0.4142</td>\n",
       "      <td>0.758852</td>\n",
       "      <td>-0.527764</td>\n",
       "      <td>-0.761324</td>\n",
       "      <td>0.996616</td>\n",
       "      <td>0.188630</td>\n",
       "      <td>0.678691</td>\n",
       "      <td>-0.16265</td>\n",
       "      <td>-0.145095</td>\n",
       "      <td>1.693913</td>\n",
       "      <td>-0.245172</td>\n",
       "      <td>-0.20739</td>\n",
       "      <td>1.369675</td>\n",
       "      <td>1.548922</td>\n",
       "      <td>1.875018</td>\n",
       "      <td>0.277102</td>\n",
       "      <td>0.403771</td>\n",
       "      <td>-0.098408</td>\n",
       "      <td>0.161970</td>\n",
       "      <td>-0.636683</td>\n",
       "      <td>0.430380</td>\n",
       "      <td>0.729048</td>\n",
       "      <td>1.607413</td>\n",
       "      <td>2.405137</td>\n",
       "      <td>0.829350</td>\n",
       "      <td>0.593671</td>\n",
       "      <td>0.153126</td>\n",
       "      <td>0.649699</td>\n",
       "      <td>0.066949</td>\n",
       "      <td>-0.631501</td>\n",
       "      <td>0.874040</td>\n",
       "      <td>1.498289</td>\n",
       "      <td>1.573852</td>\n",
       "      <td>0.044387</td>\n",
       "      <td>1.269001</td>\n",
       "      <td>3.239515</td>\n",
       "      <td>1.073058</td>\n",
       "      <td>2.219063</td>\n",
       "      <td>3.857795</td>\n",
       "      <td>1.406746</td>\n",
       "      <td>1.495431</td>\n",
       "      <td>3.284019</td>\n",
       "      <td>3.198268</td>\n",
       "      <td>2.626630</td>\n",
       "      <td>0.444576</td>\n",
       "      <td>2.994709</td>\n",
       "      <td>3.821727</td>\n",
       "      <td>3.821373</td>\n",
       "      <td>3.672311</td>\n",
       "      <td>3.932787</td>\n",
       "      <td>4.347249</td>\n",
       "      <td>1.156983</td>\n",
       "      <td>1.039596</td>\n",
       "      <td>0.770527</td>\n",
       "      <td>2.631663</td>\n",
       "      <td>3.751316</td>\n",
       "      <td>3.735688</td>\n",
       "      <td>0.477307</td>\n",
       "      <td>0.460615</td>\n",
       "      <td>0.117236</td>\n",
       "      <td>-0.526057</td>\n",
       "      <td>-0.380188</td>\n",
       "      <td>-0.656888</td>\n",
       "      <td>-0.261574</td>\n",
       "      <td>0.169210</td>\n",
       "      <td>-0.211857</td>\n",
       "      <td>-0.830183</td>\n",
       "      <td>-0.42621</td>\n",
       "      <td>1.374241</td>\n",
       "      <td>0.114638</td>\n",
       "      <td>0.193339</td>\n",
       "      <td>-0.003890</td>\n",
       "      <td>-0.806809</td>\n",
       "      <td>-0.025079</td>\n",
       "      <td>-0.807099</td>\n",
       "      <td>-0.231187</td>\n",
       "      <td>-0.500879</td>\n",
       "      <td>-0.616937</td>\n",
       "      <td>-0.643980</td>\n",
       "      <td>-0.609652</td>\n",
       "      <td>-0.546361</td>\n",
       "      <td>-0.701501</td>\n",
       "      <td>-0.970912</td>\n",
       "      <td>-0.172332</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>-0.154827</td>\n",
       "      <td>-0.147384</td>\n",
       "      <td>-0.643835</td>\n",
       "      <td>-0.943254</td>\n",
       "      <td>-0.942782</td>\n",
       "      <td>2.407794</td>\n",
       "      <td>2.278557</td>\n",
       "      <td>-0.959528</td>\n",
       "      <td>2.066043</td>\n",
       "      <td>1.637109</td>\n",
       "      <td>2.151481</td>\n",
       "      <td>2.103975</td>\n",
       "      <td>-1.023179</td>\n",
       "      <td>2.595767</td>\n",
       "      <td>2.559661</td>\n",
       "      <td>-1.010325</td>\n",
       "      <td>0.638503</td>\n",
       "      <td>-0.036163</td>\n",
       "      <td>-0.774181</td>\n",
       "      <td>-0.599868</td>\n",
       "      <td>0.035340</td>\n",
       "      <td>-0.737860</td>\n",
       "      <td>-0.386825</td>\n",
       "      <td>1.499472</td>\n",
       "      <td>0.804038</td>\n",
       "      <td>0.034863</td>\n",
       "      <td>1.464493</td>\n",
       "      <td>2.318562</td>\n",
       "      <td>-0.167792</td>\n",
       "      <td>0.771750</td>\n",
       "      <td>0.523424</td>\n",
       "      <td>1.418745</td>\n",
       "      <td>-0.185116</td>\n",
       "      <td>-0.261494</td>\n",
       "      <td>-0.12408</td>\n",
       "      <td>-0.112669</td>\n",
       "      <td>-0.109024</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>2.637636</td>\n",
       "      <td>-0.316554</td>\n",
       "      <td>-1.574093</td>\n",
       "      <td>-0.725110</td>\n",
       "      <td>2.618764</td>\n",
       "      <td>-1.618100</td>\n",
       "      <td>-0.325428</td>\n",
       "      <td>0.013298</td>\n",
       "      <td>-0.640232</td>\n",
       "      <td>-0.754819</td>\n",
       "      <td>0.466957</td>\n",
       "      <td>-0.054900</td>\n",
       "      <td>-0.254205</td>\n",
       "      <td>-0.735684</td>\n",
       "      <td>-0.043045</td>\n",
       "      <td>-0.457762</td>\n",
       "      <td>-0.376863</td>\n",
       "      <td>0.182883</td>\n",
       "      <td>-0.513879</td>\n",
       "      <td>-0.693455</td>\n",
       "      <td>0.235463</td>\n",
       "      <td>-0.308691</td>\n",
       "      <td>0.051687</td>\n",
       "      <td>-0.141863</td>\n",
       "      <td>-0.144114</td>\n",
       "      <td>0.941434</td>\n",
       "      <td>-0.229293</td>\n",
       "      <td>-0.202293</td>\n",
       "      <td>-0.079340</td>\n",
       "      <td>0.112918</td>\n",
       "      <td>0.393999</td>\n",
       "      <td>-0.658964</td>\n",
       "      <td>-0.183097</td>\n",
       "      <td>-1.041918</td>\n",
       "      <td>-0.890747</td>\n",
       "      <td>-1.099943</td>\n",
       "      <td>-0.559795</td>\n",
       "      <td>-0.734842</td>\n",
       "      <td>0.034650</td>\n",
       "      <td>-0.707515</td>\n",
       "      <td>-0.675216</td>\n",
       "      <td>-0.613466</td>\n",
       "      <td>-0.443594</td>\n",
       "      <td>-1.012205</td>\n",
       "      <td>-0.901071</td>\n",
       "      <td>-0.578561</td>\n",
       "      <td>-0.403011</td>\n",
       "      <td>0.114063</td>\n",
       "      <td>0.020876</td>\n",
       "      <td>-1.291616</td>\n",
       "      <td>0.370236</td>\n",
       "      <td>2.177090</td>\n",
       "      <td>-0.184438</td>\n",
       "      <td>1.091671</td>\n",
       "      <td>2.401272</td>\n",
       "      <td>0.247821</td>\n",
       "      <td>0.305785</td>\n",
       "      <td>2.227168</td>\n",
       "      <td>1.408432</td>\n",
       "      <td>1.017489</td>\n",
       "      <td>-0.622037</td>\n",
       "      <td>1.254494</td>\n",
       "      <td>2.119539</td>\n",
       "      <td>2.452703</td>\n",
       "      <td>2.384360</td>\n",
       "      <td>2.515016</td>\n",
       "      <td>2.489188</td>\n",
       "      <td>0.192618</td>\n",
       "      <td>0.287556</td>\n",
       "      <td>-0.039920</td>\n",
       "      <td>0.989620</td>\n",
       "      <td>2.387644</td>\n",
       "      <td>2.378399</td>\n",
       "      <td>-1.075337</td>\n",
       "      <td>-0.077409</td>\n",
       "      <td>-0.716311</td>\n",
       "      <td>-0.503643</td>\n",
       "      <td>-0.348982</td>\n",
       "      <td>-1.683907</td>\n",
       "      <td>-0.904076</td>\n",
       "      <td>-0.166218</td>\n",
       "      <td>-0.203009</td>\n",
       "      <td>-0.785421</td>\n",
       "      <td>-0.3941</td>\n",
       "      <td>-0.383227</td>\n",
       "      <td>-1.096203</td>\n",
       "      <td>-1.054753</td>\n",
       "      <td>-0.003890</td>\n",
       "      <td>1.786744</td>\n",
       "      <td>1.669668</td>\n",
       "      <td>1.822342</td>\n",
       "      <td>0.573382</td>\n",
       "      <td>1.621698</td>\n",
       "      <td>1.052685</td>\n",
       "      <td>0.855035</td>\n",
       "      <td>-0.727319</td>\n",
       "      <td>-0.504849</td>\n",
       "      <td>1.023902</td>\n",
       "      <td>0.689719</td>\n",
       "      <td>0.689719</td>\n",
       "      <td>-0.130970</td>\n",
       "      <td>-0.517065</td>\n",
       "      <td>-0.481432</td>\n",
       "      <td>-0.430559</td>\n",
       "      <td>1.662893</td>\n",
       "      <td>-0.701185</td>\n",
       "      <td>1.499265</td>\n",
       "      <td>2.004544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.918255</td>\n",
       "      <td>-1.196478</td>\n",
       "      <td>0.727537</td>\n",
       "      <td>0.845116</td>\n",
       "      <td>0.855030</td>\n",
       "      <td>0.013283</td>\n",
       "      <td>-0.499846</td>\n",
       "      <td>0.004361</td>\n",
       "      <td>-0.587735</td>\n",
       "      <td>-0.766683</td>\n",
       "      <td>-0.698894</td>\n",
       "      <td>-1.013083</td>\n",
       "      <td>-0.972976</td>\n",
       "      <td>0.567748</td>\n",
       "      <td>2.188257</td>\n",
       "      <td>-0.693666</td>\n",
       "      <td>-0.182162</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>-0.191061</td>\n",
       "      <td>-0.184747</td>\n",
       "      <td>0.594698</td>\n",
       "      <td>0.195410</td>\n",
       "      <td>0.197778</td>\n",
       "      <td>2.347462</td>\n",
       "      <td>1.977932</td>\n",
       "      <td>2.075504</td>\n",
       "      <td>1.735281</td>\n",
       "      <td>1.671810</td>\n",
       "      <td>3.474000</td>\n",
       "      <td>3.242616</td>\n",
       "      <td>1.885901</td>\n",
       "      <td>2.063844</td>\n",
       "      <td>1.904891</td>\n",
       "      <td>1.531176</td>\n",
       "      <td>0.407399</td>\n",
       "      <td>-0.162952</td>\n",
       "      <td>2.304395</td>\n",
       "      <td>-0.581474</td>\n",
       "      <td>-0.705723</td>\n",
       "      <td>-0.222919</td>\n",
       "      <td>-0.510219</td>\n",
       "      <td>2.235273</td>\n",
       "      <td>0.006168</td>\n",
       "      <td>0.438782</td>\n",
       "      <td>1.177614</td>\n",
       "      <td>2.006851</td>\n",
       "      <td>0.347079</td>\n",
       "      <td>1.050499</td>\n",
       "      <td>-0.697397</td>\n",
       "      <td>0.504166</td>\n",
       "      <td>-0.362840</td>\n",
       "      <td>-0.449245</td>\n",
       "      <td>-0.166992</td>\n",
       "      <td>-0.140762</td>\n",
       "      <td>-0.125327</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>2.528072</td>\n",
       "      <td>0.498240</td>\n",
       "      <td>-1.237632</td>\n",
       "      <td>3.504038</td>\n",
       "      <td>-0.866631</td>\n",
       "      <td>-0.298052</td>\n",
       "      <td>-0.025134</td>\n",
       "      <td>-0.593430</td>\n",
       "      <td>-1.152794</td>\n",
       "      <td>-1.110853</td>\n",
       "      <td>-0.866794</td>\n",
       "      <td>-0.709016</td>\n",
       "      <td>0.358892</td>\n",
       "      <td>-0.122319</td>\n",
       "      <td>0.538055</td>\n",
       "      <td>1.611427</td>\n",
       "      <td>-0.4142</td>\n",
       "      <td>-0.774661</td>\n",
       "      <td>-0.527764</td>\n",
       "      <td>-0.761324</td>\n",
       "      <td>0.996616</td>\n",
       "      <td>0.491062</td>\n",
       "      <td>1.476666</td>\n",
       "      <td>-0.16265</td>\n",
       "      <td>-0.145095</td>\n",
       "      <td>-0.426210</td>\n",
       "      <td>-0.245172</td>\n",
       "      <td>-0.20739</td>\n",
       "      <td>-0.048355</td>\n",
       "      <td>-0.263864</td>\n",
       "      <td>-0.146771</td>\n",
       "      <td>0.139614</td>\n",
       "      <td>-0.076791</td>\n",
       "      <td>-0.215532</td>\n",
       "      <td>-0.365026</td>\n",
       "      <td>0.460557</td>\n",
       "      <td>-0.482833</td>\n",
       "      <td>-0.288029</td>\n",
       "      <td>-0.780967</td>\n",
       "      <td>-2.063959</td>\n",
       "      <td>-0.441321</td>\n",
       "      <td>-0.178992</td>\n",
       "      <td>0.239986</td>\n",
       "      <td>-0.771580</td>\n",
       "      <td>-0.053311</td>\n",
       "      <td>-0.631501</td>\n",
       "      <td>-1.058049</td>\n",
       "      <td>0.307214</td>\n",
       "      <td>0.158409</td>\n",
       "      <td>-0.139317</td>\n",
       "      <td>0.174840</td>\n",
       "      <td>1.749795</td>\n",
       "      <td>0.944780</td>\n",
       "      <td>0.686874</td>\n",
       "      <td>2.621354</td>\n",
       "      <td>0.203483</td>\n",
       "      <td>-0.468835</td>\n",
       "      <td>1.786855</td>\n",
       "      <td>0.164605</td>\n",
       "      <td>0.224904</td>\n",
       "      <td>-0.039206</td>\n",
       "      <td>0.239103</td>\n",
       "      <td>-0.420991</td>\n",
       "      <td>2.184572</td>\n",
       "      <td>1.978344</td>\n",
       "      <td>1.955921</td>\n",
       "      <td>1.751388</td>\n",
       "      <td>0.243327</td>\n",
       "      <td>0.515747</td>\n",
       "      <td>-0.051708</td>\n",
       "      <td>-0.392655</td>\n",
       "      <td>2.272305</td>\n",
       "      <td>2.289782</td>\n",
       "      <td>0.698620</td>\n",
       "      <td>0.460615</td>\n",
       "      <td>0.478247</td>\n",
       "      <td>-0.526057</td>\n",
       "      <td>-0.380188</td>\n",
       "      <td>0.374022</td>\n",
       "      <td>1.034840</td>\n",
       "      <td>-0.742644</td>\n",
       "      <td>-0.211857</td>\n",
       "      <td>1.946635</td>\n",
       "      <td>-0.42621</td>\n",
       "      <td>0.002918</td>\n",
       "      <td>-0.132079</td>\n",
       "      <td>-0.805203</td>\n",
       "      <td>1.134194</td>\n",
       "      <td>-0.141905</td>\n",
       "      <td>-0.823300</td>\n",
       "      <td>-0.147579</td>\n",
       "      <td>-0.995932</td>\n",
       "      <td>-0.926455</td>\n",
       "      <td>-0.632496</td>\n",
       "      <td>-0.810899</td>\n",
       "      <td>-0.744185</td>\n",
       "      <td>0.109108</td>\n",
       "      <td>1.096004</td>\n",
       "      <td>-0.885567</td>\n",
       "      <td>-0.172332</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>-0.494390</td>\n",
       "      <td>-0.493278</td>\n",
       "      <td>-0.189231</td>\n",
       "      <td>0.174951</td>\n",
       "      <td>0.176514</td>\n",
       "      <td>2.137929</td>\n",
       "      <td>1.793168</td>\n",
       "      <td>-0.570700</td>\n",
       "      <td>1.466529</td>\n",
       "      <td>1.379870</td>\n",
       "      <td>2.876443</td>\n",
       "      <td>2.686971</td>\n",
       "      <td>-0.657942</td>\n",
       "      <td>1.818990</td>\n",
       "      <td>1.670985</td>\n",
       "      <td>-0.668628</td>\n",
       "      <td>-0.142434</td>\n",
       "      <td>-1.019185</td>\n",
       "      <td>-0.262070</td>\n",
       "      <td>-0.599868</td>\n",
       "      <td>-0.765321</td>\n",
       "      <td>-0.177374</td>\n",
       "      <td>-0.732960</td>\n",
       "      <td>1.765455</td>\n",
       "      <td>-0.247880</td>\n",
       "      <td>0.170985</td>\n",
       "      <td>0.610887</td>\n",
       "      <td>1.817111</td>\n",
       "      <td>-0.083156</td>\n",
       "      <td>0.572852</td>\n",
       "      <td>-0.725486</td>\n",
       "      <td>-0.314919</td>\n",
       "      <td>-0.792095</td>\n",
       "      <td>-0.500748</td>\n",
       "      <td>-0.12408</td>\n",
       "      <td>-0.112669</td>\n",
       "      <td>-0.109024</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>2.269428</td>\n",
       "      <td>-0.171568</td>\n",
       "      <td>-2.223212</td>\n",
       "      <td>2.765315</td>\n",
       "      <td>-1.271201</td>\n",
       "      <td>-1.165256</td>\n",
       "      <td>-0.191897</td>\n",
       "      <td>-0.836624</td>\n",
       "      <td>-1.348162</td>\n",
       "      <td>-1.870519</td>\n",
       "      <td>-1.496200</td>\n",
       "      <td>-1.065457</td>\n",
       "      <td>-0.125515</td>\n",
       "      <td>-0.518066</td>\n",
       "      <td>0.060433</td>\n",
       "      <td>0.844422</td>\n",
       "      <td>-0.376863</td>\n",
       "      <td>-0.814433</td>\n",
       "      <td>-0.513879</td>\n",
       "      <td>-0.693455</td>\n",
       "      <td>0.559845</td>\n",
       "      <td>-0.012551</td>\n",
       "      <td>0.921189</td>\n",
       "      <td>-0.141863</td>\n",
       "      <td>-0.144114</td>\n",
       "      <td>-0.405214</td>\n",
       "      <td>-0.229293</td>\n",
       "      <td>-0.202293</td>\n",
       "      <td>-0.811741</td>\n",
       "      <td>-0.964475</td>\n",
       "      <td>-0.863237</td>\n",
       "      <td>-0.403286</td>\n",
       "      <td>-0.316007</td>\n",
       "      <td>-0.803804</td>\n",
       "      <td>-0.981728</td>\n",
       "      <td>-0.581543</td>\n",
       "      <td>-0.950157</td>\n",
       "      <td>-1.155234</td>\n",
       "      <td>-1.704603</td>\n",
       "      <td>-1.080726</td>\n",
       "      <td>-1.360541</td>\n",
       "      <td>-0.844524</td>\n",
       "      <td>-0.169194</td>\n",
       "      <td>-1.946178</td>\n",
       "      <td>-0.634614</td>\n",
       "      <td>-0.578561</td>\n",
       "      <td>-1.679459</td>\n",
       "      <td>-0.451103</td>\n",
       "      <td>-0.802480</td>\n",
       "      <td>-0.974960</td>\n",
       "      <td>-0.106228</td>\n",
       "      <td>1.632404</td>\n",
       "      <td>0.547336</td>\n",
       "      <td>0.037066</td>\n",
       "      <td>2.376790</td>\n",
       "      <td>-0.197921</td>\n",
       "      <td>-0.869565</td>\n",
       "      <td>1.683184</td>\n",
       "      <td>-0.158581</td>\n",
       "      <td>-0.113005</td>\n",
       "      <td>-0.559227</td>\n",
       "      <td>-0.115905</td>\n",
       "      <td>-0.410730</td>\n",
       "      <td>1.915990</td>\n",
       "      <td>1.717152</td>\n",
       "      <td>1.610181</td>\n",
       "      <td>1.194891</td>\n",
       "      <td>-0.140300</td>\n",
       "      <td>0.167247</td>\n",
       "      <td>-0.325658</td>\n",
       "      <td>-0.632202</td>\n",
       "      <td>2.023540</td>\n",
       "      <td>2.045282</td>\n",
       "      <td>-0.765315</td>\n",
       "      <td>0.095503</td>\n",
       "      <td>-0.102378</td>\n",
       "      <td>-0.503643</td>\n",
       "      <td>-0.348982</td>\n",
       "      <td>-0.311391</td>\n",
       "      <td>0.590372</td>\n",
       "      <td>-0.742312</td>\n",
       "      <td>-0.203009</td>\n",
       "      <td>1.071647</td>\n",
       "      <td>-0.3941</td>\n",
       "      <td>-1.289775</td>\n",
       "      <td>-0.878342</td>\n",
       "      <td>-1.581184</td>\n",
       "      <td>1.134194</td>\n",
       "      <td>0.855030</td>\n",
       "      <td>1.877041</td>\n",
       "      <td>2.566906</td>\n",
       "      <td>0.573382</td>\n",
       "      <td>2.364826</td>\n",
       "      <td>0.271981</td>\n",
       "      <td>-1.041442</td>\n",
       "      <td>-0.141885</td>\n",
       "      <td>-0.041155</td>\n",
       "      <td>0.516007</td>\n",
       "      <td>-0.077939</td>\n",
       "      <td>-0.077939</td>\n",
       "      <td>-0.580554</td>\n",
       "      <td>-0.177244</td>\n",
       "      <td>-1.050879</td>\n",
       "      <td>-0.471933</td>\n",
       "      <td>0.119759</td>\n",
       "      <td>-1.459345</td>\n",
       "      <td>0.563698</td>\n",
       "      <td>1.805887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>-0.966840</td>\n",
       "      <td>0.645718</td>\n",
       "      <td>1.589035</td>\n",
       "      <td>1.573254</td>\n",
       "      <td>1.611346</td>\n",
       "      <td>0.013283</td>\n",
       "      <td>1.672599</td>\n",
       "      <td>0.004361</td>\n",
       "      <td>1.239969</td>\n",
       "      <td>1.034000</td>\n",
       "      <td>0.218843</td>\n",
       "      <td>0.286722</td>\n",
       "      <td>0.259007</td>\n",
       "      <td>-0.304097</td>\n",
       "      <td>-0.352873</td>\n",
       "      <td>-0.693666</td>\n",
       "      <td>-0.182162</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>1.693647</td>\n",
       "      <td>1.749119</td>\n",
       "      <td>0.810749</td>\n",
       "      <td>-1.668997</td>\n",
       "      <td>-1.670836</td>\n",
       "      <td>2.211857</td>\n",
       "      <td>2.265172</td>\n",
       "      <td>0.580710</td>\n",
       "      <td>2.230908</td>\n",
       "      <td>2.032692</td>\n",
       "      <td>1.545657</td>\n",
       "      <td>1.589303</td>\n",
       "      <td>0.434242</td>\n",
       "      <td>2.611669</td>\n",
       "      <td>2.580417</td>\n",
       "      <td>0.956337</td>\n",
       "      <td>1.532162</td>\n",
       "      <td>1.801861</td>\n",
       "      <td>-0.099166</td>\n",
       "      <td>-0.581474</td>\n",
       "      <td>0.673230</td>\n",
       "      <td>-1.215456</td>\n",
       "      <td>2.191538</td>\n",
       "      <td>2.530637</td>\n",
       "      <td>0.803884</td>\n",
       "      <td>-0.036769</td>\n",
       "      <td>1.937871</td>\n",
       "      <td>2.316278</td>\n",
       "      <td>0.197497</td>\n",
       "      <td>1.695766</td>\n",
       "      <td>2.243798</td>\n",
       "      <td>1.627774</td>\n",
       "      <td>0.672983</td>\n",
       "      <td>-0.196626</td>\n",
       "      <td>-0.166992</td>\n",
       "      <td>-0.140762</td>\n",
       "      <td>-0.125327</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>2.293781</td>\n",
       "      <td>0.537580</td>\n",
       "      <td>1.445925</td>\n",
       "      <td>-0.509368</td>\n",
       "      <td>2.806095</td>\n",
       "      <td>1.683003</td>\n",
       "      <td>-0.429600</td>\n",
       "      <td>1.634804</td>\n",
       "      <td>1.708297</td>\n",
       "      <td>2.127617</td>\n",
       "      <td>1.452076</td>\n",
       "      <td>0.813267</td>\n",
       "      <td>1.676715</td>\n",
       "      <td>0.555678</td>\n",
       "      <td>1.710894</td>\n",
       "      <td>0.518361</td>\n",
       "      <td>-0.4142</td>\n",
       "      <td>2.292365</td>\n",
       "      <td>-0.527764</td>\n",
       "      <td>-0.761324</td>\n",
       "      <td>1.658751</td>\n",
       "      <td>0.793494</td>\n",
       "      <td>0.678691</td>\n",
       "      <td>-0.16265</td>\n",
       "      <td>-0.145095</td>\n",
       "      <td>3.814037</td>\n",
       "      <td>-0.245172</td>\n",
       "      <td>-0.20739</td>\n",
       "      <td>2.024151</td>\n",
       "      <td>1.980538</td>\n",
       "      <td>2.464706</td>\n",
       "      <td>1.102030</td>\n",
       "      <td>-0.076791</td>\n",
       "      <td>2.478313</td>\n",
       "      <td>2.467576</td>\n",
       "      <td>0.162185</td>\n",
       "      <td>2.126347</td>\n",
       "      <td>1.581750</td>\n",
       "      <td>1.944596</td>\n",
       "      <td>0.777928</td>\n",
       "      <td>1.907495</td>\n",
       "      <td>1.252707</td>\n",
       "      <td>-0.020596</td>\n",
       "      <td>1.037321</td>\n",
       "      <td>0.668253</td>\n",
       "      <td>-0.631501</td>\n",
       "      <td>0.966044</td>\n",
       "      <td>1.452478</td>\n",
       "      <td>1.873273</td>\n",
       "      <td>1.031797</td>\n",
       "      <td>-0.919321</td>\n",
       "      <td>2.243025</td>\n",
       "      <td>1.051678</td>\n",
       "      <td>1.616797</td>\n",
       "      <td>2.681230</td>\n",
       "      <td>0.000523</td>\n",
       "      <td>0.897611</td>\n",
       "      <td>2.283048</td>\n",
       "      <td>0.324271</td>\n",
       "      <td>0.425048</td>\n",
       "      <td>-0.102307</td>\n",
       "      <td>0.392192</td>\n",
       "      <td>-0.420991</td>\n",
       "      <td>2.495795</td>\n",
       "      <td>2.561668</td>\n",
       "      <td>2.120434</td>\n",
       "      <td>2.712818</td>\n",
       "      <td>0.750914</td>\n",
       "      <td>-0.531949</td>\n",
       "      <td>0.112739</td>\n",
       "      <td>0.174405</td>\n",
       "      <td>2.289553</td>\n",
       "      <td>2.320268</td>\n",
       "      <td>0.831408</td>\n",
       "      <td>0.203836</td>\n",
       "      <td>0.478247</td>\n",
       "      <td>-0.526057</td>\n",
       "      <td>-0.380188</td>\n",
       "      <td>0.056819</td>\n",
       "      <td>-0.539377</td>\n",
       "      <td>-0.742644</td>\n",
       "      <td>-0.211857</td>\n",
       "      <td>0.558226</td>\n",
       "      <td>-0.42621</td>\n",
       "      <td>1.550375</td>\n",
       "      <td>0.572827</td>\n",
       "      <td>1.191881</td>\n",
       "      <td>-0.459124</td>\n",
       "      <td>-0.256956</td>\n",
       "      <td>0.623716</td>\n",
       "      <td>-0.261699</td>\n",
       "      <td>0.279224</td>\n",
       "      <td>0.290744</td>\n",
       "      <td>-0.379840</td>\n",
       "      <td>-0.446686</td>\n",
       "      <td>-0.301475</td>\n",
       "      <td>-0.352771</td>\n",
       "      <td>-0.448800</td>\n",
       "      <td>-1.033103</td>\n",
       "      <td>-0.172332</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>0.764461</td>\n",
       "      <td>0.789044</td>\n",
       "      <td>-0.329499</td>\n",
       "      <td>-0.913114</td>\n",
       "      <td>-0.912613</td>\n",
       "      <td>1.059766</td>\n",
       "      <td>1.124982</td>\n",
       "      <td>-0.992473</td>\n",
       "      <td>1.158820</td>\n",
       "      <td>0.930035</td>\n",
       "      <td>0.333869</td>\n",
       "      <td>0.328540</td>\n",
       "      <td>-1.018392</td>\n",
       "      <td>1.528140</td>\n",
       "      <td>1.510847</td>\n",
       "      <td>-0.981703</td>\n",
       "      <td>0.508926</td>\n",
       "      <td>0.735448</td>\n",
       "      <td>-1.031904</td>\n",
       "      <td>-0.599868</td>\n",
       "      <td>0.073463</td>\n",
       "      <td>-0.764547</td>\n",
       "      <td>0.944082</td>\n",
       "      <td>1.337178</td>\n",
       "      <td>0.123120</td>\n",
       "      <td>-0.218586</td>\n",
       "      <td>0.719241</td>\n",
       "      <td>1.194985</td>\n",
       "      <td>-0.408673</td>\n",
       "      <td>0.616261</td>\n",
       "      <td>1.223054</td>\n",
       "      <td>0.226458</td>\n",
       "      <td>-0.114499</td>\n",
       "      <td>-0.387798</td>\n",
       "      <td>-0.12408</td>\n",
       "      <td>-0.112669</td>\n",
       "      <td>-0.109024</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>1.146889</td>\n",
       "      <td>-0.539208</td>\n",
       "      <td>0.233511</td>\n",
       "      <td>-0.704708</td>\n",
       "      <td>1.639040</td>\n",
       "      <td>0.279712</td>\n",
       "      <td>-0.500830</td>\n",
       "      <td>0.579435</td>\n",
       "      <td>0.860855</td>\n",
       "      <td>0.939292</td>\n",
       "      <td>0.312387</td>\n",
       "      <td>-0.135900</td>\n",
       "      <td>0.546604</td>\n",
       "      <td>-0.402777</td>\n",
       "      <td>0.601557</td>\n",
       "      <td>0.080669</td>\n",
       "      <td>-0.376863</td>\n",
       "      <td>1.260240</td>\n",
       "      <td>-0.513879</td>\n",
       "      <td>-0.693455</td>\n",
       "      <td>0.722278</td>\n",
       "      <td>-0.018768</td>\n",
       "      <td>0.091039</td>\n",
       "      <td>-0.141863</td>\n",
       "      <td>-0.144114</td>\n",
       "      <td>2.396159</td>\n",
       "      <td>-0.229293</td>\n",
       "      <td>-0.202293</td>\n",
       "      <td>0.613687</td>\n",
       "      <td>0.588891</td>\n",
       "      <td>1.031747</td>\n",
       "      <td>0.011688</td>\n",
       "      <td>-0.435418</td>\n",
       "      <td>1.101696</td>\n",
       "      <td>0.999858</td>\n",
       "      <td>-0.893681</td>\n",
       "      <td>0.693981</td>\n",
       "      <td>0.126306</td>\n",
       "      <td>0.476539</td>\n",
       "      <td>-0.872421</td>\n",
       "      <td>0.422966</td>\n",
       "      <td>-0.001031</td>\n",
       "      <td>-0.511617</td>\n",
       "      <td>-0.502565</td>\n",
       "      <td>-0.399340</td>\n",
       "      <td>-0.578561</td>\n",
       "      <td>-0.239684</td>\n",
       "      <td>0.215588</td>\n",
       "      <td>0.527910</td>\n",
       "      <td>-0.147936</td>\n",
       "      <td>-0.913625</td>\n",
       "      <td>1.147837</td>\n",
       "      <td>-0.067168</td>\n",
       "      <td>0.483006</td>\n",
       "      <td>1.460572</td>\n",
       "      <td>-0.492974</td>\n",
       "      <td>-0.045532</td>\n",
       "      <td>1.211863</td>\n",
       "      <td>-0.223430</td>\n",
       "      <td>-0.154011</td>\n",
       "      <td>-0.774893</td>\n",
       "      <td>-0.196187</td>\n",
       "      <td>-0.410730</td>\n",
       "      <td>1.344083</td>\n",
       "      <td>1.486678</td>\n",
       "      <td>1.045672</td>\n",
       "      <td>1.411032</td>\n",
       "      <td>-0.014741</td>\n",
       "      <td>-0.457435</td>\n",
       "      <td>-0.368873</td>\n",
       "      <td>-0.408163</td>\n",
       "      <td>1.142192</td>\n",
       "      <td>1.186471</td>\n",
       "      <td>-1.018299</td>\n",
       "      <td>-0.190036</td>\n",
       "      <td>-0.417185</td>\n",
       "      <td>-0.503643</td>\n",
       "      <td>-0.348982</td>\n",
       "      <td>-1.019039</td>\n",
       "      <td>-1.089367</td>\n",
       "      <td>-0.742312</td>\n",
       "      <td>-0.203009</td>\n",
       "      <td>-0.017555</td>\n",
       "      <td>-0.3941</td>\n",
       "      <td>0.049971</td>\n",
       "      <td>-0.593385</td>\n",
       "      <td>-0.128869</td>\n",
       "      <td>-0.459124</td>\n",
       "      <td>1.611346</td>\n",
       "      <td>0.129188</td>\n",
       "      <td>0.441582</td>\n",
       "      <td>0.573382</td>\n",
       "      <td>0.243604</td>\n",
       "      <td>0.469128</td>\n",
       "      <td>0.420566</td>\n",
       "      <td>-0.106843</td>\n",
       "      <td>-0.389836</td>\n",
       "      <td>0.194459</td>\n",
       "      <td>0.574086</td>\n",
       "      <td>0.574086</td>\n",
       "      <td>0.724440</td>\n",
       "      <td>-0.537396</td>\n",
       "      <td>-0.106867</td>\n",
       "      <td>0.995506</td>\n",
       "      <td>1.761944</td>\n",
       "      <td>0.254086</td>\n",
       "      <td>1.764227</td>\n",
       "      <td>1.403048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.446981</td>\n",
       "      <td>-0.275380</td>\n",
       "      <td>0.583954</td>\n",
       "      <td>0.602403</td>\n",
       "      <td>0.610876</td>\n",
       "      <td>0.872220</td>\n",
       "      <td>3.055064</td>\n",
       "      <td>0.850459</td>\n",
       "      <td>0.958784</td>\n",
       "      <td>0.313727</td>\n",
       "      <td>-0.237103</td>\n",
       "      <td>0.630788</td>\n",
       "      <td>0.083009</td>\n",
       "      <td>0.277133</td>\n",
       "      <td>0.657456</td>\n",
       "      <td>-0.356169</td>\n",
       "      <td>-0.182162</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>1.442352</td>\n",
       "      <td>1.491270</td>\n",
       "      <td>0.594698</td>\n",
       "      <td>-0.177471</td>\n",
       "      <td>-0.175945</td>\n",
       "      <td>2.199713</td>\n",
       "      <td>1.944359</td>\n",
       "      <td>1.660283</td>\n",
       "      <td>2.192869</td>\n",
       "      <td>1.332191</td>\n",
       "      <td>1.678865</td>\n",
       "      <td>1.577235</td>\n",
       "      <td>1.347383</td>\n",
       "      <td>2.467310</td>\n",
       "      <td>2.333797</td>\n",
       "      <td>1.387466</td>\n",
       "      <td>1.667550</td>\n",
       "      <td>1.083027</td>\n",
       "      <td>1.734876</td>\n",
       "      <td>3.930764</td>\n",
       "      <td>3.825123</td>\n",
       "      <td>2.187528</td>\n",
       "      <td>1.700309</td>\n",
       "      <td>2.850614</td>\n",
       "      <td>-0.193261</td>\n",
       "      <td>-0.512321</td>\n",
       "      <td>1.265336</td>\n",
       "      <td>2.029914</td>\n",
       "      <td>-0.293988</td>\n",
       "      <td>0.136371</td>\n",
       "      <td>2.243798</td>\n",
       "      <td>0.594780</td>\n",
       "      <td>0.582911</td>\n",
       "      <td>-0.070317</td>\n",
       "      <td>-0.166992</td>\n",
       "      <td>-0.140762</td>\n",
       "      <td>-0.125327</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>2.287212</td>\n",
       "      <td>-0.032851</td>\n",
       "      <td>-0.004647</td>\n",
       "      <td>-0.060071</td>\n",
       "      <td>2.145245</td>\n",
       "      <td>0.362300</td>\n",
       "      <td>-0.317249</td>\n",
       "      <td>0.149315</td>\n",
       "      <td>-0.199097</td>\n",
       "      <td>-0.620176</td>\n",
       "      <td>-0.387028</td>\n",
       "      <td>-0.382813</td>\n",
       "      <td>1.676715</td>\n",
       "      <td>1.261925</td>\n",
       "      <td>1.841210</td>\n",
       "      <td>-0.574705</td>\n",
       "      <td>-0.4142</td>\n",
       "      <td>1.525608</td>\n",
       "      <td>-0.527764</td>\n",
       "      <td>0.429780</td>\n",
       "      <td>2.983022</td>\n",
       "      <td>2.305652</td>\n",
       "      <td>2.274642</td>\n",
       "      <td>-0.16265</td>\n",
       "      <td>-0.145095</td>\n",
       "      <td>3.814037</td>\n",
       "      <td>-0.245172</td>\n",
       "      <td>-0.20739</td>\n",
       "      <td>-0.321053</td>\n",
       "      <td>0.254075</td>\n",
       "      <td>-1.073424</td>\n",
       "      <td>0.689566</td>\n",
       "      <td>0.884333</td>\n",
       "      <td>-1.035398</td>\n",
       "      <td>-0.892022</td>\n",
       "      <td>-0.935056</td>\n",
       "      <td>-0.613292</td>\n",
       "      <td>-0.750337</td>\n",
       "      <td>-0.387587</td>\n",
       "      <td>1.855094</td>\n",
       "      <td>-1.249929</td>\n",
       "      <td>-0.247168</td>\n",
       "      <td>0.239986</td>\n",
       "      <td>-0.706976</td>\n",
       "      <td>-0.414094</td>\n",
       "      <td>-0.631501</td>\n",
       "      <td>-0.690032</td>\n",
       "      <td>-0.425755</td>\n",
       "      <td>-0.413212</td>\n",
       "      <td>-0.254132</td>\n",
       "      <td>0.174840</td>\n",
       "      <td>1.694621</td>\n",
       "      <td>-0.092131</td>\n",
       "      <td>0.484039</td>\n",
       "      <td>2.815951</td>\n",
       "      <td>0.304963</td>\n",
       "      <td>1.068416</td>\n",
       "      <td>1.761101</td>\n",
       "      <td>-0.793394</td>\n",
       "      <td>-0.575671</td>\n",
       "      <td>-0.943666</td>\n",
       "      <td>-0.832521</td>\n",
       "      <td>0.639688</td>\n",
       "      <td>2.115412</td>\n",
       "      <td>2.286768</td>\n",
       "      <td>2.751970</td>\n",
       "      <td>4.251106</td>\n",
       "      <td>0.953948</td>\n",
       "      <td>-0.531949</td>\n",
       "      <td>-0.380601</td>\n",
       "      <td>-0.959714</td>\n",
       "      <td>2.267993</td>\n",
       "      <td>2.278894</td>\n",
       "      <td>0.610094</td>\n",
       "      <td>0.203836</td>\n",
       "      <td>0.117236</td>\n",
       "      <td>-0.526057</td>\n",
       "      <td>-0.380188</td>\n",
       "      <td>0.374022</td>\n",
       "      <td>-0.539377</td>\n",
       "      <td>1.081064</td>\n",
       "      <td>-0.211857</td>\n",
       "      <td>-0.830183</td>\n",
       "      <td>-0.42621</td>\n",
       "      <td>0.179051</td>\n",
       "      <td>-0.167324</td>\n",
       "      <td>0.068521</td>\n",
       "      <td>-0.243487</td>\n",
       "      <td>0.619329</td>\n",
       "      <td>2.633825</td>\n",
       "      <td>0.607491</td>\n",
       "      <td>0.648777</td>\n",
       "      <td>0.084270</td>\n",
       "      <td>-0.403902</td>\n",
       "      <td>-0.083607</td>\n",
       "      <td>-0.220280</td>\n",
       "      <td>0.005958</td>\n",
       "      <td>0.262357</td>\n",
       "      <td>-0.673076</td>\n",
       "      <td>-0.172332</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>1.199251</td>\n",
       "      <td>1.231942</td>\n",
       "      <td>-0.091641</td>\n",
       "      <td>-0.097109</td>\n",
       "      <td>-0.095811</td>\n",
       "      <td>2.335366</td>\n",
       "      <td>2.160111</td>\n",
       "      <td>-0.495192</td>\n",
       "      <td>2.447379</td>\n",
       "      <td>1.257413</td>\n",
       "      <td>1.331639</td>\n",
       "      <td>1.230050</td>\n",
       "      <td>-0.582571</td>\n",
       "      <td>2.699092</td>\n",
       "      <td>2.633064</td>\n",
       "      <td>-0.565553</td>\n",
       "      <td>1.674267</td>\n",
       "      <td>0.962012</td>\n",
       "      <td>-0.254515</td>\n",
       "      <td>3.173121</td>\n",
       "      <td>2.929711</td>\n",
       "      <td>1.721310</td>\n",
       "      <td>1.196640</td>\n",
       "      <td>2.713877</td>\n",
       "      <td>-0.355752</td>\n",
       "      <td>-0.493226</td>\n",
       "      <td>0.925423</td>\n",
       "      <td>2.254572</td>\n",
       "      <td>-0.525642</td>\n",
       "      <td>-0.257026</td>\n",
       "      <td>1.801450</td>\n",
       "      <td>0.056635</td>\n",
       "      <td>0.329927</td>\n",
       "      <td>-0.210382</td>\n",
       "      <td>-0.12408</td>\n",
       "      <td>-0.112669</td>\n",
       "      <td>-0.109024</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>2.344293</td>\n",
       "      <td>-0.520419</td>\n",
       "      <td>-0.589481</td>\n",
       "      <td>-0.222146</td>\n",
       "      <td>1.958287</td>\n",
       "      <td>-0.215280</td>\n",
       "      <td>-0.386970</td>\n",
       "      <td>-0.134149</td>\n",
       "      <td>-0.393251</td>\n",
       "      <td>-1.226060</td>\n",
       "      <td>-0.893169</td>\n",
       "      <td>-0.719211</td>\n",
       "      <td>1.273529</td>\n",
       "      <td>0.217962</td>\n",
       "      <td>1.436169</td>\n",
       "      <td>-0.457762</td>\n",
       "      <td>-0.376863</td>\n",
       "      <td>1.203450</td>\n",
       "      <td>-0.513879</td>\n",
       "      <td>0.152414</td>\n",
       "      <td>2.371996</td>\n",
       "      <td>1.093539</td>\n",
       "      <td>1.716611</td>\n",
       "      <td>-0.141863</td>\n",
       "      <td>-0.144114</td>\n",
       "      <td>3.227707</td>\n",
       "      <td>-0.229293</td>\n",
       "      <td>-0.202293</td>\n",
       "      <td>-0.958293</td>\n",
       "      <td>-0.272804</td>\n",
       "      <td>-1.749708</td>\n",
       "      <td>0.250545</td>\n",
       "      <td>0.474081</td>\n",
       "      <td>-1.549222</td>\n",
       "      <td>-1.413354</td>\n",
       "      <td>-0.861007</td>\n",
       "      <td>-0.988798</td>\n",
       "      <td>-1.529141</td>\n",
       "      <td>-1.122143</td>\n",
       "      <td>-0.315527</td>\n",
       "      <td>-2.166934</td>\n",
       "      <td>-0.785823</td>\n",
       "      <td>-0.089400</td>\n",
       "      <td>-1.709654</td>\n",
       "      <td>-0.855410</td>\n",
       "      <td>-0.578561</td>\n",
       "      <td>-1.229883</td>\n",
       "      <td>-1.230591</td>\n",
       "      <td>-1.385686</td>\n",
       "      <td>-0.955624</td>\n",
       "      <td>-0.047740</td>\n",
       "      <td>2.013244</td>\n",
       "      <td>-0.767271</td>\n",
       "      <td>0.029207</td>\n",
       "      <td>3.035756</td>\n",
       "      <td>-0.047857</td>\n",
       "      <td>0.679400</td>\n",
       "      <td>2.106100</td>\n",
       "      <td>-0.839896</td>\n",
       "      <td>-0.638943</td>\n",
       "      <td>-0.896873</td>\n",
       "      <td>-0.869454</td>\n",
       "      <td>0.442525</td>\n",
       "      <td>2.196321</td>\n",
       "      <td>2.459499</td>\n",
       "      <td>2.862300</td>\n",
       "      <td>3.892746</td>\n",
       "      <td>0.560669</td>\n",
       "      <td>-0.457435</td>\n",
       "      <td>-0.509849</td>\n",
       "      <td>-1.028097</td>\n",
       "      <td>2.394148</td>\n",
       "      <td>2.403465</td>\n",
       "      <td>-0.661067</td>\n",
       "      <td>-0.024347</td>\n",
       "      <td>-0.295774</td>\n",
       "      <td>-0.503643</td>\n",
       "      <td>-0.348982</td>\n",
       "      <td>-0.130443</td>\n",
       "      <td>-0.869226</td>\n",
       "      <td>0.811847</td>\n",
       "      <td>-0.203009</td>\n",
       "      <td>-0.785421</td>\n",
       "      <td>-0.3941</td>\n",
       "      <td>-0.691850</td>\n",
       "      <td>-0.765900</td>\n",
       "      <td>-0.516583</td>\n",
       "      <td>-0.243487</td>\n",
       "      <td>0.610876</td>\n",
       "      <td>2.632469</td>\n",
       "      <td>2.695037</td>\n",
       "      <td>0.573382</td>\n",
       "      <td>2.492710</td>\n",
       "      <td>0.129889</td>\n",
       "      <td>0.069963</td>\n",
       "      <td>0.482186</td>\n",
       "      <td>-0.010219</td>\n",
       "      <td>0.050942</td>\n",
       "      <td>0.161902</td>\n",
       "      <td>0.161902</td>\n",
       "      <td>-0.399615</td>\n",
       "      <td>0.384234</td>\n",
       "      <td>0.782663</td>\n",
       "      <td>-0.805032</td>\n",
       "      <td>0.517113</td>\n",
       "      <td>-1.859649</td>\n",
       "      <td>0.383334</td>\n",
       "      <td>1.775443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-0.495566</td>\n",
       "      <td>0.185169</td>\n",
       "      <td>0.440371</td>\n",
       "      <td>0.359690</td>\n",
       "      <td>0.342868</td>\n",
       "      <td>0.013283</td>\n",
       "      <td>0.586377</td>\n",
       "      <td>0.004361</td>\n",
       "      <td>-0.165957</td>\n",
       "      <td>-0.766683</td>\n",
       "      <td>-0.950249</td>\n",
       "      <td>-0.363181</td>\n",
       "      <td>-0.884977</td>\n",
       "      <td>0.180261</td>\n",
       "      <td>2.188257</td>\n",
       "      <td>0.026327</td>\n",
       "      <td>-0.182162</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>-0.316709</td>\n",
       "      <td>-0.313672</td>\n",
       "      <td>-0.269507</td>\n",
       "      <td>0.319704</td>\n",
       "      <td>0.322352</td>\n",
       "      <td>2.100539</td>\n",
       "      <td>2.015236</td>\n",
       "      <td>1.029148</td>\n",
       "      <td>2.279414</td>\n",
       "      <td>2.052183</td>\n",
       "      <td>1.304614</td>\n",
       "      <td>1.263467</td>\n",
       "      <td>0.925933</td>\n",
       "      <td>2.219308</td>\n",
       "      <td>2.258738</td>\n",
       "      <td>0.607327</td>\n",
       "      <td>2.406977</td>\n",
       "      <td>1.889719</td>\n",
       "      <td>1.416332</td>\n",
       "      <td>6.186883</td>\n",
       "      <td>1.855189</td>\n",
       "      <td>6.441259</td>\n",
       "      <td>1.209081</td>\n",
       "      <td>2.899841</td>\n",
       "      <td>1.202742</td>\n",
       "      <td>-0.512321</td>\n",
       "      <td>2.347240</td>\n",
       "      <td>2.112556</td>\n",
       "      <td>-0.400832</td>\n",
       "      <td>-0.132490</td>\n",
       "      <td>1.263400</td>\n",
       "      <td>2.660768</td>\n",
       "      <td>1.123340</td>\n",
       "      <td>-0.196626</td>\n",
       "      <td>-0.166992</td>\n",
       "      <td>-0.140762</td>\n",
       "      <td>-0.125327</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>2.101092</td>\n",
       "      <td>1.147350</td>\n",
       "      <td>0.648110</td>\n",
       "      <td>-0.248636</td>\n",
       "      <td>2.385554</td>\n",
       "      <td>0.032124</td>\n",
       "      <td>-0.317249</td>\n",
       "      <td>-0.222058</td>\n",
       "      <td>0.277752</td>\n",
       "      <td>0.459314</td>\n",
       "      <td>2.171725</td>\n",
       "      <td>0.378329</td>\n",
       "      <td>0.907985</td>\n",
       "      <td>0.753427</td>\n",
       "      <td>1.059317</td>\n",
       "      <td>-0.574705</td>\n",
       "      <td>-0.4142</td>\n",
       "      <td>-0.007905</td>\n",
       "      <td>-0.527764</td>\n",
       "      <td>1.620883</td>\n",
       "      <td>2.983022</td>\n",
       "      <td>2.608084</td>\n",
       "      <td>3.870593</td>\n",
       "      <td>-0.16265</td>\n",
       "      <td>-0.145095</td>\n",
       "      <td>-0.426210</td>\n",
       "      <td>-0.245172</td>\n",
       "      <td>-0.20739</td>\n",
       "      <td>0.987898</td>\n",
       "      <td>0.772014</td>\n",
       "      <td>1.116847</td>\n",
       "      <td>0.827054</td>\n",
       "      <td>-0.557353</td>\n",
       "      <td>0.252963</td>\n",
       "      <td>0.161970</td>\n",
       "      <td>0.268059</td>\n",
       "      <td>0.039003</td>\n",
       "      <td>1.355733</td>\n",
       "      <td>1.860300</td>\n",
       "      <td>1.144623</td>\n",
       "      <td>0.983370</td>\n",
       "      <td>1.661763</td>\n",
       "      <td>0.674290</td>\n",
       "      <td>-0.319355</td>\n",
       "      <td>-0.774876</td>\n",
       "      <td>-0.631501</td>\n",
       "      <td>0.138006</td>\n",
       "      <td>0.994373</td>\n",
       "      <td>1.083891</td>\n",
       "      <td>-0.323021</td>\n",
       "      <td>2.363162</td>\n",
       "      <td>1.818346</td>\n",
       "      <td>0.303392</td>\n",
       "      <td>1.083184</td>\n",
       "      <td>2.363886</td>\n",
       "      <td>0.797866</td>\n",
       "      <td>0.299790</td>\n",
       "      <td>1.896739</td>\n",
       "      <td>0.483938</td>\n",
       "      <td>0.024760</td>\n",
       "      <td>1.197592</td>\n",
       "      <td>0.392192</td>\n",
       "      <td>0.639688</td>\n",
       "      <td>2.359779</td>\n",
       "      <td>2.340801</td>\n",
       "      <td>1.968158</td>\n",
       "      <td>1.799460</td>\n",
       "      <td>1.867603</td>\n",
       "      <td>0.515747</td>\n",
       "      <td>-0.216154</td>\n",
       "      <td>1.308524</td>\n",
       "      <td>2.067486</td>\n",
       "      <td>2.074202</td>\n",
       "      <td>0.565832</td>\n",
       "      <td>0.075446</td>\n",
       "      <td>-0.243775</td>\n",
       "      <td>-0.526057</td>\n",
       "      <td>-0.380188</td>\n",
       "      <td>0.611924</td>\n",
       "      <td>-0.168973</td>\n",
       "      <td>0.169210</td>\n",
       "      <td>-0.211857</td>\n",
       "      <td>0.558226</td>\n",
       "      <td>-0.42621</td>\n",
       "      <td>1.625860</td>\n",
       "      <td>0.572827</td>\n",
       "      <td>1.004654</td>\n",
       "      <td>-0.291406</td>\n",
       "      <td>-0.032141</td>\n",
       "      <td>0.448262</td>\n",
       "      <td>-0.038703</td>\n",
       "      <td>-0.374238</td>\n",
       "      <td>-0.875736</td>\n",
       "      <td>-0.696187</td>\n",
       "      <td>-0.449659</td>\n",
       "      <td>-0.677716</td>\n",
       "      <td>-0.000878</td>\n",
       "      <td>1.392742</td>\n",
       "      <td>-0.395484</td>\n",
       "      <td>-0.172332</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>-0.457175</td>\n",
       "      <td>-0.455370</td>\n",
       "      <td>-0.490026</td>\n",
       "      <td>0.290022</td>\n",
       "      <td>0.291697</td>\n",
       "      <td>2.678629</td>\n",
       "      <td>2.801950</td>\n",
       "      <td>-0.420068</td>\n",
       "      <td>3.078680</td>\n",
       "      <td>2.754418</td>\n",
       "      <td>1.227566</td>\n",
       "      <td>1.195319</td>\n",
       "      <td>-0.472352</td>\n",
       "      <td>2.843842</td>\n",
       "      <td>3.043083</td>\n",
       "      <td>-0.491209</td>\n",
       "      <td>3.097349</td>\n",
       "      <td>2.615478</td>\n",
       "      <td>-0.166932</td>\n",
       "      <td>5.548517</td>\n",
       "      <td>1.521606</td>\n",
       "      <td>5.530884</td>\n",
       "      <td>0.958415</td>\n",
       "      <td>3.190556</td>\n",
       "      <td>0.939211</td>\n",
       "      <td>-0.493226</td>\n",
       "      <td>2.484415</td>\n",
       "      <td>2.903708</td>\n",
       "      <td>-0.547153</td>\n",
       "      <td>-0.400617</td>\n",
       "      <td>1.104666</td>\n",
       "      <td>3.350904</td>\n",
       "      <td>1.171142</td>\n",
       "      <td>-0.270997</td>\n",
       "      <td>-0.12408</td>\n",
       "      <td>-0.112669</td>\n",
       "      <td>-0.109024</td>\n",
       "      <td>-0.071982</td>\n",
       "      <td>2.546188</td>\n",
       "      <td>0.891171</td>\n",
       "      <td>0.534572</td>\n",
       "      <td>-0.346659</td>\n",
       "      <td>2.559205</td>\n",
       "      <td>-0.371404</td>\n",
       "      <td>-0.369092</td>\n",
       "      <td>-0.377896</td>\n",
       "      <td>0.207941</td>\n",
       "      <td>0.294628</td>\n",
       "      <td>2.322669</td>\n",
       "      <td>0.117458</td>\n",
       "      <td>0.742834</td>\n",
       "      <td>0.081417</td>\n",
       "      <td>0.905742</td>\n",
       "      <td>-0.457762</td>\n",
       "      <td>-0.376863</td>\n",
       "      <td>-0.083699</td>\n",
       "      <td>-0.513879</td>\n",
       "      <td>1.144427</td>\n",
       "      <td>2.665276</td>\n",
       "      <td>1.448982</td>\n",
       "      <td>3.382218</td>\n",
       "      <td>-0.141863</td>\n",
       "      <td>-0.144114</td>\n",
       "      <td>-0.405214</td>\n",
       "      <td>-0.229293</td>\n",
       "      <td>-0.202293</td>\n",
       "      <td>0.838880</td>\n",
       "      <td>0.552407</td>\n",
       "      <td>0.998233</td>\n",
       "      <td>0.599738</td>\n",
       "      <td>-0.604097</td>\n",
       "      <td>-0.003443</td>\n",
       "      <td>-0.143667</td>\n",
       "      <td>-0.401580</td>\n",
       "      <td>-0.249472</td>\n",
       "      <td>1.260182</td>\n",
       "      <td>1.940253</td>\n",
       "      <td>-0.296634</td>\n",
       "      <td>0.823276</td>\n",
       "      <td>1.541857</td>\n",
       "      <td>0.369143</td>\n",
       "      <td>-0.961061</td>\n",
       "      <td>-1.101155</td>\n",
       "      <td>-0.578561</td>\n",
       "      <td>-0.180279</td>\n",
       "      <td>1.101763</td>\n",
       "      <td>1.228410</td>\n",
       "      <td>-0.844685</td>\n",
       "      <td>1.908431</td>\n",
       "      <td>2.842767</td>\n",
       "      <td>0.164281</td>\n",
       "      <td>1.659001</td>\n",
       "      <td>2.947540</td>\n",
       "      <td>0.449963</td>\n",
       "      <td>0.106020</td>\n",
       "      <td>2.945811</td>\n",
       "      <td>0.266239</td>\n",
       "      <td>-0.125680</td>\n",
       "      <td>0.246771</td>\n",
       "      <td>0.175489</td>\n",
       "      <td>0.516235</td>\n",
       "      <td>3.009459</td>\n",
       "      <td>3.006996</td>\n",
       "      <td>2.309434</td>\n",
       "      <td>1.742331</td>\n",
       "      <td>1.582221</td>\n",
       "      <td>0.270371</td>\n",
       "      <td>-0.326726</td>\n",
       "      <td>0.936218</td>\n",
       "      <td>2.591038</td>\n",
       "      <td>2.590755</td>\n",
       "      <td>-0.525650</td>\n",
       "      <td>-0.060115</td>\n",
       "      <td>-0.508595</td>\n",
       "      <td>-0.503643</td>\n",
       "      <td>-0.348982</td>\n",
       "      <td>0.392002</td>\n",
       "      <td>-0.368204</td>\n",
       "      <td>0.101897</td>\n",
       "      <td>-0.203009</td>\n",
       "      <td>0.296399</td>\n",
       "      <td>-0.3941</td>\n",
       "      <td>2.408258</td>\n",
       "      <td>0.397488</td>\n",
       "      <td>0.817481</td>\n",
       "      <td>-0.291406</td>\n",
       "      <td>0.342868</td>\n",
       "      <td>2.084413</td>\n",
       "      <td>1.669986</td>\n",
       "      <td>-1.744037</td>\n",
       "      <td>2.512396</td>\n",
       "      <td>2.905859</td>\n",
       "      <td>3.489477</td>\n",
       "      <td>0.203559</td>\n",
       "      <td>-0.645403</td>\n",
       "      <td>2.585478</td>\n",
       "      <td>2.149326</td>\n",
       "      <td>2.149326</td>\n",
       "      <td>0.456216</td>\n",
       "      <td>1.484795</td>\n",
       "      <td>2.140168</td>\n",
       "      <td>0.738643</td>\n",
       "      <td>1.614134</td>\n",
       "      <td>-0.200901</td>\n",
       "      <td>1.946885</td>\n",
       "      <td>2.048424</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Age      Born        MP    Starts       Min   npGoals   npxG+xA  \\\n",
       "0  -1.438114  1.566817  1.589035  1.694611  1.786744 -0.845654  0.882619   \n",
       "14  0.918255 -1.196478  0.727537  0.845116  0.855030  0.013283 -0.499846   \n",
       "18 -0.966840  0.645718  1.589035  1.573254  1.611346  0.013283  1.672599   \n",
       "20  0.446981 -0.275380  0.583954  0.602403  0.610876  0.872220  3.055064   \n",
       "24 -0.495566  0.185169  0.440371  0.359690  0.342868  0.013283  0.586377   \n",
       "\n",
       "       Goals     Shots       SoT      SoT%     Sh/90    SoT/90      G/Sh  \\\n",
       "0  -0.841736  0.677599 -0.046409 -0.435848 -0.248492 -0.532982 -0.788455   \n",
       "14  0.004361 -0.587735 -0.766683 -0.698894 -1.013083 -0.972976  0.567748   \n",
       "18  0.004361  1.239969  1.034000  0.218843  0.286722  0.259007 -0.304097   \n",
       "20  0.850459  0.958784  0.313727 -0.237103  0.630788  0.083009  0.277133   \n",
       "24  0.004361 -0.165957 -0.766683 -0.950249 -0.363181 -0.884977  0.180261   \n",
       "\n",
       "       G/SoT  AvgShotDistance   FKShots        PK    PKsAtt        xG  \\\n",
       "0  -0.873346        -0.423669 -0.182162 -0.071982 -0.071982  0.562822   \n",
       "14  2.188257        -0.693666 -0.182162 -0.071982 -0.071982 -0.191061   \n",
       "18 -0.352873        -0.693666 -0.182162 -0.071982 -0.071982  1.693647   \n",
       "20  0.657456        -0.356169 -0.182162 -0.071982 -0.071982  1.442352   \n",
       "24  2.188257         0.026327 -0.182162 -0.071982 -0.071982 -0.316709   \n",
       "\n",
       "        npxG   npxG/Sh      G-xG    npG-xG  PassesCompleted  PassesAttempted  \\\n",
       "0   0.588799  0.162595 -1.793290 -1.795410         3.754109         3.499930   \n",
       "14 -0.184747  0.594698  0.195410  0.197778         2.347462         1.977932   \n",
       "18  1.749119  0.810749 -1.668997 -1.670836         2.211857         2.265172   \n",
       "20  1.491270  0.594698 -0.177471 -0.175945         2.199713         1.944359   \n",
       "24 -0.313672 -0.269507  0.319704  0.322352         2.100539         2.015236   \n",
       "\n",
       "     TotCmp%  TotalPassDist  ProgPassDist  ShortPassCmp  ShortPassAtt  \\\n",
       "0   1.560630       3.288333      2.881444      3.956086      3.888252   \n",
       "14  2.075504       1.735281      1.671810      3.474000      3.242616   \n",
       "18  0.580710       2.230908      2.032692      1.545657      1.589303   \n",
       "20  1.660283       2.192869      1.332191      1.678865      1.577235   \n",
       "24  1.029148       2.279414      2.052183      1.304614      1.263467   \n",
       "\n",
       "    ShortPassCmp%  MedPassCmp  MedPassAtt  MedPassCmp%  LongPassCmp  \\\n",
       "0        1.206899    3.896096    3.788502     1.284816     1.802938   \n",
       "14       1.885901    2.063844    1.904891     1.531176     0.407399   \n",
       "18       0.434242    2.611669    2.580417     0.956337     1.532162   \n",
       "20       1.347383    2.467310    2.333797     1.387466     1.667550   \n",
       "24       0.925933    2.219308    2.258738     0.607327     2.406977   \n",
       "\n",
       "    LongPassAtt  LongPassCmp%   Assists        xA      A-xA  KeyPasses  \\\n",
       "0      1.234781      1.648001 -0.581474  0.673230 -1.215456   0.226623   \n",
       "14    -0.162952      2.304395 -0.581474 -0.705723 -0.222919  -0.510219   \n",
       "18     1.801861     -0.099166 -0.581474  0.673230 -1.215456   2.191538   \n",
       "20     1.083027      1.734876  3.930764  3.825123  2.187528   1.700309   \n",
       "24     1.889719      1.416332  6.186883  1.855189  6.441259   1.209081   \n",
       "\n",
       "    Final1/3Cmp  PenAreaCmp  CrsPenAreaCmp  ProgPasses  LivePass  DeadPass  \\\n",
       "0      2.899841    2.000458       0.438782    3.019775  3.548216  0.646244   \n",
       "14     2.235273    0.006168       0.438782    1.177614  2.006851  0.347079   \n",
       "18     2.530637    0.803884      -0.036769    1.937871  2.316278  0.197497   \n",
       "20     2.850614   -0.193261      -0.512321    1.265336  2.029914 -0.293988   \n",
       "24     2.899841    1.202742      -0.512321    2.347240  2.112556 -0.400832   \n",
       "\n",
       "    FKPasses  ThruBalls  PassUnderPress  Switches       Crs        CK  \\\n",
       "0   2.018400   1.263400        3.005099  0.672983  0.055993 -0.166992   \n",
       "14  1.050499  -0.697397        0.504166 -0.362840 -0.449245 -0.166992   \n",
       "18  1.695766   2.243798        1.627774  0.672983 -0.196626 -0.166992   \n",
       "20  0.136371   2.243798        0.594780  0.582911 -0.070317 -0.166992   \n",
       "24 -0.132490   1.263400        2.660768  1.123340 -0.196626 -0.166992   \n",
       "\n",
       "    InSwingCK  OutSwingCK     StrCK    Ground       Low      High      Left  \\\n",
       "0   -0.140762   -0.125327 -0.071982  4.073956  0.950650 -0.336206 -0.525663   \n",
       "14  -0.140762   -0.125327 -0.071982  2.528072  0.498240 -1.237632  3.504038   \n",
       "18  -0.140762   -0.125327 -0.071982  2.293781  0.537580  1.445925 -0.509368   \n",
       "20  -0.140762   -0.125327 -0.071982  2.287212 -0.032851 -0.004647 -0.060071   \n",
       "24  -0.140762   -0.125327 -0.071982  2.101092  1.147350  0.648110 -0.248636   \n",
       "\n",
       "       Right      Head   ThrowIn     Other  PassesToOff  PassesOOB  PassesInt  \\\n",
       "0   4.221917 -0.298052 -0.115016  0.892059    -0.199097   0.361179   1.771920   \n",
       "14 -0.866631 -0.298052 -0.025134 -0.593430    -1.152794  -1.110853  -0.866794   \n",
       "18  2.806095  1.683003 -0.429600  1.634804     1.708297   2.127617   1.452076   \n",
       "20  2.145245  0.362300 -0.317249  0.149315    -0.199097  -0.620176  -0.387028   \n",
       "24  2.385554  0.032124 -0.317249 -0.222058     0.277752   0.459314   2.171725   \n",
       "\n",
       "    PassesBlocked       SCA     SCA90  SCAPassLive  SCAPassDead  SCADrib  \\\n",
       "0        1.030736  0.688348 -0.263568     0.929002    -0.574705  -0.4142   \n",
       "14      -0.709016  0.358892 -0.122319     0.538055     1.611427  -0.4142   \n",
       "18       0.813267  1.676715  0.555678     1.710894     0.518361  -0.4142   \n",
       "20      -0.382813  1.676715  1.261925     1.841210    -0.574705  -0.4142   \n",
       "24       0.378329  0.907985  0.753427     1.059317    -0.574705  -0.4142   \n",
       "\n",
       "       SCASh    SCAFld    SCADef       GCA     GCA90  GCAPassLive  \\\n",
       "0   0.758852 -0.527764 -0.761324  0.996616  0.188630     0.678691   \n",
       "14 -0.774661 -0.527764 -0.761324  0.996616  0.491062     1.476666   \n",
       "18  2.292365 -0.527764 -0.761324  1.658751  0.793494     0.678691   \n",
       "20  1.525608 -0.527764  0.429780  2.983022  2.305652     2.274642   \n",
       "24 -0.007905 -0.527764  1.620883  2.983022  2.608084     3.870593   \n",
       "\n",
       "    GCAPassDead   GCADrib     GCASh    GCAFld   GCADef    DrbTkl  TklWinPoss  \\\n",
       "0      -0.16265 -0.145095  1.693913 -0.245172 -0.20739  1.369675    1.548922   \n",
       "14     -0.16265 -0.145095 -0.426210 -0.245172 -0.20739 -0.048355   -0.263864   \n",
       "18     -0.16265 -0.145095  3.814037 -0.245172 -0.20739  2.024151    1.980538   \n",
       "20     -0.16265 -0.145095  3.814037 -0.245172 -0.20739 -0.321053    0.254075   \n",
       "24     -0.16265 -0.145095 -0.426210 -0.245172 -0.20739  0.987898    0.772014   \n",
       "\n",
       "    Def3rdPress  Mid3rdPress  Att3rdPress  DrbTkl.1  DrpPastAtt   DrbTkl%  \\\n",
       "0      1.875018     0.277102     0.403771 -0.098408    0.161970 -0.636683   \n",
       "14    -0.146771     0.139614    -0.076791 -0.215532   -0.365026  0.460557   \n",
       "18     2.464706     1.102030    -0.076791  2.478313    2.467576  0.162185   \n",
       "20    -1.073424     0.689566     0.884333 -1.035398   -0.892022 -0.935056   \n",
       "24     1.116847     0.827054    -0.557353  0.252963    0.161970  0.268059   \n",
       "\n",
       "     DrbPast     Press  PressSucc  PressSucc%  Def3rdPress.1  Mid3rdPress.1  \\\n",
       "0   0.430380  0.729048   1.607413    2.405137       0.829350       0.593671   \n",
       "14 -0.482833 -0.288029  -0.780967   -2.063959      -0.441321      -0.178992   \n",
       "18  2.126347  1.581750   1.944596    0.777928       1.907495       1.252707   \n",
       "20 -0.613292 -0.750337  -0.387587    1.855094      -1.249929      -0.247168   \n",
       "24  0.039003  1.355733   1.860300    1.144623       0.983370       1.661763   \n",
       "\n",
       "    Att3rdPress.1    Blocks  ShBlocks  ShSvBlocks  PassBlocks       Int  \\\n",
       "0        0.153126  0.649699  0.066949   -0.631501    0.874040  1.498289   \n",
       "14       0.239986 -0.771580 -0.053311   -0.631501   -1.058049  0.307214   \n",
       "18      -0.020596  1.037321  0.668253   -0.631501    0.966044  1.452478   \n",
       "20       0.239986 -0.706976 -0.414094   -0.631501   -0.690032 -0.425755   \n",
       "24       0.674290 -0.319355 -0.774876   -0.631501    0.138006  0.994373   \n",
       "\n",
       "     Tkl+Int       Clr       Err   Touches  DefPenTouch  Def3rdTouch  \\\n",
       "0   1.573852  0.044387  1.269001  3.239515     1.073058     2.219063   \n",
       "14  0.158409 -0.139317  0.174840  1.749795     0.944780     0.686874   \n",
       "18  1.873273  1.031797 -0.919321  2.243025     1.051678     1.616797   \n",
       "20 -0.413212 -0.254132  0.174840  1.694621    -0.092131     0.484039   \n",
       "24  1.083891 -0.323021  2.363162  1.818346     0.303392     1.083184   \n",
       "\n",
       "    Mid3rdTouch  Att3rdTouch  AttPenTouch  LiveTouch   SuccDrb    AttDrb  \\\n",
       "0      3.857795     1.406746     1.495431   3.284019  3.198268  2.626630   \n",
       "14     2.621354     0.203483    -0.468835   1.786855  0.164605  0.224904   \n",
       "18     2.681230     0.000523     0.897611   2.283048  0.324271  0.425048   \n",
       "20     2.815951     0.304963     1.068416   1.761101 -0.793394 -0.575671   \n",
       "24     2.363886     0.797866     0.299790   1.896739  0.483938  0.024760   \n",
       "\n",
       "    DrbSucc%  PlDrbPast      Megs   Carries  TotCarryDist  PrgCarryDist  \\\n",
       "0   0.444576   2.994709  3.821727  3.821373      3.672311      3.932787   \n",
       "14 -0.039206   0.239103 -0.420991  2.184572      1.978344      1.955921   \n",
       "18 -0.102307   0.392192 -0.420991  2.495795      2.561668      2.120434   \n",
       "20 -0.943666  -0.832521  0.639688  2.115412      2.286768      2.751970   \n",
       "24  1.197592   0.392192  0.639688  2.359779      2.340801      1.968158   \n",
       "\n",
       "    ProgCarries  CarriesToFinal3rd  CarriesToPenArea  CarryMistakes  \\\n",
       "0      4.347249           1.156983          1.039596       0.770527   \n",
       "14     1.751388           0.243327          0.515747      -0.051708   \n",
       "18     2.712818           0.750914         -0.531949       0.112739   \n",
       "20     4.251106           0.953948         -0.531949      -0.380601   \n",
       "24     1.799460           1.867603          0.515747      -0.216154   \n",
       "\n",
       "    Disposesed  PassTarget  ReceivedPass  Receive%  ProgPassesRec   Yellows  \\\n",
       "0     2.631663    3.751316      3.735688  0.477307       0.460615  0.117236   \n",
       "14   -0.392655    2.272305      2.289782  0.698620       0.460615  0.478247   \n",
       "18    0.174405    2.289553      2.320268  0.831408       0.203836  0.478247   \n",
       "20   -0.959714    2.267993      2.278894  0.610094       0.203836  0.117236   \n",
       "24    1.308524    2.067486      2.074202  0.565832       0.075446 -0.243775   \n",
       "\n",
       "        Reds   Yellow2       Fls       Fld       Off     PKwon     PKcon  \\\n",
       "0  -0.526057 -0.380188 -0.656888 -0.261574  0.169210 -0.211857 -0.830183   \n",
       "14 -0.526057 -0.380188  0.374022  1.034840 -0.742644 -0.211857  1.946635   \n",
       "18 -0.526057 -0.380188  0.056819 -0.539377 -0.742644 -0.211857  0.558226   \n",
       "20 -0.526057 -0.380188  0.374022 -0.539377  1.081064 -0.211857 -0.830183   \n",
       "24 -0.526057 -0.380188  0.611924 -0.168973  0.169210 -0.211857  0.558226   \n",
       "\n",
       "         OG     Recov  AerialWins  AerialLoss  AerialWin%  npGoalsPer90  \\\n",
       "0  -0.42621  1.374241    0.114638    0.193339   -0.003890     -0.806809   \n",
       "14 -0.42621  0.002918   -0.132079   -0.805203    1.134194     -0.141905   \n",
       "18 -0.42621  1.550375    0.572827    1.191881   -0.459124     -0.256956   \n",
       "20 -0.42621  0.179051   -0.167324    0.068521   -0.243487      0.619329   \n",
       "24 -0.42621  1.625860    0.572827    1.004654   -0.291406     -0.032141   \n",
       "\n",
       "    npxG+xAPer90  GoalsPer90  ShotsPer90  SoTPer90  SoT%Per90  Sh/90Per90  \\\n",
       "0      -0.025079   -0.807099   -0.231187 -0.500879  -0.616937   -0.643980   \n",
       "14     -0.823300   -0.147579   -0.995932 -0.926455  -0.632496   -0.810899   \n",
       "18      0.623716   -0.261699    0.279224  0.290744  -0.379840   -0.446686   \n",
       "20      2.633825    0.607491    0.648777  0.084270  -0.403902   -0.083607   \n",
       "24      0.448262   -0.038703   -0.374238 -0.875736  -0.696187   -0.449659   \n",
       "\n",
       "    SoT/90Per90  G/ShPer90  G/SoTPer90  AvgShotDistancePer90  FKShotsPer90  \\\n",
       "0     -0.609652  -0.546361   -0.701501             -0.970912     -0.172332   \n",
       "14    -0.744185   0.109108    1.096004             -0.885567     -0.172332   \n",
       "18    -0.301475  -0.352771   -0.448800             -1.033103     -0.172332   \n",
       "20    -0.220280   0.005958    0.262357             -0.673076     -0.172332   \n",
       "24    -0.677716  -0.000878    1.392742             -0.395484     -0.172332   \n",
       "\n",
       "     PKPer90  PKsAttPer90   xGPer90  npxGPer90  npxG/ShPer90  G-xGPer90  \\\n",
       "0  -0.071982    -0.071982 -0.154827  -0.147384     -0.643835  -0.943254   \n",
       "14 -0.071982    -0.071982 -0.494390  -0.493278     -0.189231   0.174951   \n",
       "18 -0.071982    -0.071982  0.764461   0.789044     -0.329499  -0.913114   \n",
       "20 -0.071982    -0.071982  1.199251   1.231942     -0.091641  -0.097109   \n",
       "24 -0.071982    -0.071982 -0.457175  -0.455370     -0.490026   0.290022   \n",
       "\n",
       "    npG-xGPer90  PassesCompletedPer90  PassesAttemptedPer90  TotCmp%Per90  \\\n",
       "0     -0.942782              2.407794              2.278557     -0.959528   \n",
       "14     0.176514              2.137929              1.793168     -0.570700   \n",
       "18    -0.912613              1.059766              1.124982     -0.992473   \n",
       "20    -0.095811              2.335366              2.160111     -0.495192   \n",
       "24     0.291697              2.678629              2.801950     -0.420068   \n",
       "\n",
       "    TotalPassDistPer90  ProgPassDistPer90  ShortPassCmpPer90  \\\n",
       "0             2.066043           1.637109           2.151481   \n",
       "14            1.466529           1.379870           2.876443   \n",
       "18            1.158820           0.930035           0.333869   \n",
       "20            2.447379           1.257413           1.331639   \n",
       "24            3.078680           2.754418           1.227566   \n",
       "\n",
       "    ShortPassAttPer90  ShortPassCmp%Per90  MedPassCmpPer90  MedPassAttPer90  \\\n",
       "0            2.103975           -1.023179         2.595767         2.559661   \n",
       "14           2.686971           -0.657942         1.818990         1.670985   \n",
       "18           0.328540           -1.018392         1.528140         1.510847   \n",
       "20           1.230050           -0.582571         2.699092         2.633064   \n",
       "24           1.195319           -0.472352         2.843842         3.043083   \n",
       "\n",
       "    MedPassCmp%Per90  LongPassCmpPer90  LongPassAttPer90  LongPassCmp%Per90  \\\n",
       "0          -1.010325          0.638503         -0.036163          -0.774181   \n",
       "14         -0.668628         -0.142434         -1.019185          -0.262070   \n",
       "18         -0.981703          0.508926          0.735448          -1.031904   \n",
       "20         -0.565553          1.674267          0.962012          -0.254515   \n",
       "24         -0.491209          3.097349          2.615478          -0.166932   \n",
       "\n",
       "    AssistsPer90   xAPer90  A-xAPer90  KeyPassesPer90  Final1/3CmpPer90  \\\n",
       "0      -0.599868  0.035340  -0.737860       -0.386825          1.499472   \n",
       "14     -0.599868 -0.765321  -0.177374       -0.732960          1.765455   \n",
       "18     -0.599868  0.073463  -0.764547        0.944082          1.337178   \n",
       "20      3.173121  2.929711   1.721310        1.196640          2.713877   \n",
       "24      5.548517  1.521606   5.530884        0.958415          3.190556   \n",
       "\n",
       "    PenAreaCmpPer90  CrsPenAreaCmpPer90  ProgPassesPer90  LivePassPer90  \\\n",
       "0          0.804038            0.034863         1.464493       2.318562   \n",
       "14        -0.247880            0.170985         0.610887       1.817111   \n",
       "18         0.123120           -0.218586         0.719241       1.194985   \n",
       "20        -0.355752           -0.493226         0.925423       2.254572   \n",
       "24         0.939211           -0.493226         2.484415       2.903708   \n",
       "\n",
       "    DeadPassPer90  FKPassesPer90  ThruBallsPer90  PassUnderPressPer90  \\\n",
       "0       -0.167792       0.771750        0.523424             1.418745   \n",
       "14      -0.083156       0.572852       -0.725486            -0.314919   \n",
       "18      -0.408673       0.616261        1.223054             0.226458   \n",
       "20      -0.525642      -0.257026        1.801450             0.056635   \n",
       "24      -0.547153      -0.400617        1.104666             3.350904   \n",
       "\n",
       "    SwitchesPer90  CrsPer90  CKPer90  InSwingCKPer90  OutSwingCKPer90  \\\n",
       "0       -0.185116 -0.261494 -0.12408       -0.112669        -0.109024   \n",
       "14      -0.792095 -0.500748 -0.12408       -0.112669        -0.109024   \n",
       "18      -0.114499 -0.387798 -0.12408       -0.112669        -0.109024   \n",
       "20       0.329927 -0.210382 -0.12408       -0.112669        -0.109024   \n",
       "24       1.171142 -0.270997 -0.12408       -0.112669        -0.109024   \n",
       "\n",
       "    StrCKPer90  GroundPer90  LowPer90  HighPer90  LeftPer90  RightPer90  \\\n",
       "0    -0.071982     2.637636 -0.316554  -1.574093  -0.725110    2.618764   \n",
       "14   -0.071982     2.269428 -0.171568  -2.223212   2.765315   -1.271201   \n",
       "18   -0.071982     1.146889 -0.539208   0.233511  -0.704708    1.639040   \n",
       "20   -0.071982     2.344293 -0.520419  -0.589481  -0.222146    1.958287   \n",
       "24   -0.071982     2.546188  0.891171   0.534572  -0.346659    2.559205   \n",
       "\n",
       "    HeadPer90  ThrowInPer90  OtherPer90  PassesToOffPer90  PassesOOBPer90  \\\n",
       "0   -1.618100     -0.325428    0.013298         -0.640232       -0.754819   \n",
       "14  -1.165256     -0.191897   -0.836624         -1.348162       -1.870519   \n",
       "18   0.279712     -0.500830    0.579435          0.860855        0.939292   \n",
       "20  -0.215280     -0.386970   -0.134149         -0.393251       -1.226060   \n",
       "24  -0.371404     -0.369092   -0.377896          0.207941        0.294628   \n",
       "\n",
       "    PassesIntPer90  PassesBlockedPer90  SCAPer90  SCA90Per90  \\\n",
       "0         0.466957           -0.054900 -0.254205   -0.735684   \n",
       "14       -1.496200           -1.065457 -0.125515   -0.518066   \n",
       "18        0.312387           -0.135900  0.546604   -0.402777   \n",
       "20       -0.893169           -0.719211  1.273529    0.217962   \n",
       "24        2.322669            0.117458  0.742834    0.081417   \n",
       "\n",
       "    GCAPassLivePer90  GCAPassDeadPer90  GCADribPer90  GCAShPer90  GCAFldPer90  \\\n",
       "0          -0.043045         -0.457762     -0.376863    0.182883    -0.513879   \n",
       "14          0.060433          0.844422     -0.376863   -0.814433    -0.513879   \n",
       "18          0.601557          0.080669     -0.376863    1.260240    -0.513879   \n",
       "20          1.436169         -0.457762     -0.376863    1.203450    -0.513879   \n",
       "24          0.905742         -0.457762     -0.376863   -0.083699    -0.513879   \n",
       "\n",
       "    GCADefPer90  GCAPer90  GCA90Per90  GCAPassLive.1Per90  GCAPassDead.1Per90  \\\n",
       "0     -0.693455  0.235463   -0.308691            0.051687           -0.141863   \n",
       "14    -0.693455  0.559845   -0.012551            0.921189           -0.141863   \n",
       "18    -0.693455  0.722278   -0.018768            0.091039           -0.141863   \n",
       "20     0.152414  2.371996    1.093539            1.716611           -0.141863   \n",
       "24     1.144427  2.665276    1.448982            3.382218           -0.141863   \n",
       "\n",
       "    GCADrib.1Per90  GCASh.1Per90  GCAFld.1Per90  GCADef.1Per90  DrbTklPer90  \\\n",
       "0        -0.144114      0.941434      -0.229293      -0.202293    -0.079340   \n",
       "14       -0.144114     -0.405214      -0.229293      -0.202293    -0.811741   \n",
       "18       -0.144114      2.396159      -0.229293      -0.202293     0.613687   \n",
       "20       -0.144114      3.227707      -0.229293      -0.202293    -0.958293   \n",
       "24       -0.144114     -0.405214      -0.229293      -0.202293     0.838880   \n",
       "\n",
       "    TklWinPossPer90  Def3rdPressPer90  Mid3rdPressPer90  Att3rdPressPer90  \\\n",
       "0          0.112918          0.393999         -0.658964         -0.183097   \n",
       "14        -0.964475         -0.863237         -0.403286         -0.316007   \n",
       "18         0.588891          1.031747          0.011688         -0.435418   \n",
       "20        -0.272804         -1.749708          0.250545          0.474081   \n",
       "24         0.552407          0.998233          0.599738         -0.604097   \n",
       "\n",
       "    DrbTkl.1Per90  DrpPastAttPer90  DrbTkl%Per90  DrbPastPer90  PressPer90  \\\n",
       "0       -1.041918        -0.890747     -1.099943     -0.559795   -0.734842   \n",
       "14      -0.803804        -0.981728     -0.581543     -0.950157   -1.155234   \n",
       "18       1.101696         0.999858     -0.893681      0.693981    0.126306   \n",
       "20      -1.549222        -1.413354     -0.861007     -0.988798   -1.529141   \n",
       "24      -0.003443        -0.143667     -0.401580     -0.249472    1.260182   \n",
       "\n",
       "    PressSuccPer90  PressSucc%Per90  Def3rdPress.1Per90  Mid3rdPress.1Per90  \\\n",
       "0         0.034650        -0.707515           -0.675216           -0.613466   \n",
       "14       -1.704603        -1.080726           -1.360541           -0.844524   \n",
       "18        0.476539        -0.872421            0.422966           -0.001031   \n",
       "20       -1.122143        -0.315527           -2.166934           -0.785823   \n",
       "24        1.940253        -0.296634            0.823276            1.541857   \n",
       "\n",
       "    Att3rdPress.1Per90  BlocksPer90  ShBlocksPer90  ShSvBlocksPer90  \\\n",
       "0            -0.443594    -1.012205      -0.901071        -0.578561   \n",
       "14           -0.169194    -1.946178      -0.634614        -0.578561   \n",
       "18           -0.511617    -0.502565      -0.399340        -0.578561   \n",
       "20           -0.089400    -1.709654      -0.855410        -0.578561   \n",
       "24            0.369143    -0.961061      -1.101155        -0.578561   \n",
       "\n",
       "    PassBlocksPer90  IntPer90  Tkl+IntPer90  ClrPer90  ErrPer90  TouchesPer90  \\\n",
       "0         -0.403011  0.114063      0.020876 -1.291616  0.370236      2.177090   \n",
       "14        -1.679459 -0.451103     -0.802480 -0.974960 -0.106228      1.632404   \n",
       "18        -0.239684  0.215588      0.527910 -0.147936 -0.913625      1.147837   \n",
       "20        -1.229883 -1.230591     -1.385686 -0.955624 -0.047740      2.013244   \n",
       "24        -0.180279  1.101763      1.228410 -0.844685  1.908431      2.842767   \n",
       "\n",
       "    DefPenTouchPer90  Def3rdTouchPer90  Mid3rdTouchPer90  Att3rdTouchPer90  \\\n",
       "0          -0.184438          1.091671          2.401272          0.247821   \n",
       "14          0.547336          0.037066          2.376790         -0.197921   \n",
       "18         -0.067168          0.483006          1.460572         -0.492974   \n",
       "20         -0.767271          0.029207          3.035756         -0.047857   \n",
       "24          0.164281          1.659001          2.947540          0.449963   \n",
       "\n",
       "    AttPenTouchPer90  LiveTouchPer90  SuccDrbPer90  AttDrbPer90  \\\n",
       "0           0.305785        2.227168      1.408432     1.017489   \n",
       "14         -0.869565        1.683184     -0.158581    -0.113005   \n",
       "18         -0.045532        1.211863     -0.223430    -0.154011   \n",
       "20          0.679400        2.106100     -0.839896    -0.638943   \n",
       "24          0.106020        2.945811      0.266239    -0.125680   \n",
       "\n",
       "    DrbSucc%Per90  PlDrbPastPer90  MegsPer90  CarriesPer90  TotCarryDistPer90  \\\n",
       "0       -0.622037        1.254494   2.119539      2.452703           2.384360   \n",
       "14      -0.559227       -0.115905  -0.410730      1.915990           1.717152   \n",
       "18      -0.774893       -0.196187  -0.410730      1.344083           1.486678   \n",
       "20      -0.896873       -0.869454   0.442525      2.196321           2.459499   \n",
       "24       0.246771        0.175489   0.516235      3.009459           3.006996   \n",
       "\n",
       "    PrgCarryDistPer90  ProgCarriesPer90  CarriesToFinal3rdPer90  \\\n",
       "0            2.515016          2.489188                0.192618   \n",
       "14           1.610181          1.194891               -0.140300   \n",
       "18           1.045672          1.411032               -0.014741   \n",
       "20           2.862300          3.892746                0.560669   \n",
       "24           2.309434          1.742331                1.582221   \n",
       "\n",
       "    CarriesToPenAreaPer90  CarryMistakesPer90  DisposesedPer90  \\\n",
       "0                0.287556           -0.039920         0.989620   \n",
       "14               0.167247           -0.325658        -0.632202   \n",
       "18              -0.457435           -0.368873        -0.408163   \n",
       "20              -0.457435           -0.509849        -1.028097   \n",
       "24               0.270371           -0.326726         0.936218   \n",
       "\n",
       "    PassTargetPer90  ReceivedPassPer90  Receive%Per90  ProgPassesRecPer90  \\\n",
       "0          2.387644           2.378399      -1.075337           -0.077409   \n",
       "14         2.023540           2.045282      -0.765315            0.095503   \n",
       "18         1.142192           1.186471      -1.018299           -0.190036   \n",
       "20         2.394148           2.403465      -0.661067           -0.024347   \n",
       "24         2.591038           2.590755      -0.525650           -0.060115   \n",
       "\n",
       "    YellowsPer90  RedsPer90  Yellow2Per90  FlsPer90  FldPer90  OffPer90  \\\n",
       "0      -0.716311  -0.503643     -0.348982 -1.683907 -0.904076 -0.166218   \n",
       "14     -0.102378  -0.503643     -0.348982 -0.311391  0.590372 -0.742312   \n",
       "18     -0.417185  -0.503643     -0.348982 -1.019039 -1.089367 -0.742312   \n",
       "20     -0.295774  -0.503643     -0.348982 -0.130443 -0.869226  0.811847   \n",
       "24     -0.508595  -0.503643     -0.348982  0.392002 -0.368204  0.101897   \n",
       "\n",
       "    PKwonPer90  PKconPer90  OGPer90  RecovPer90  AerialWinsPer90  \\\n",
       "0    -0.203009   -0.785421  -0.3941   -0.383227        -1.096203   \n",
       "14   -0.203009    1.071647  -0.3941   -1.289775        -0.878342   \n",
       "18   -0.203009   -0.017555  -0.3941    0.049971        -0.593385   \n",
       "20   -0.203009   -0.785421  -0.3941   -0.691850        -0.765900   \n",
       "24   -0.203009    0.296399  -0.3941    2.408258         0.397488   \n",
       "\n",
       "    AerialLossPer90  AerialWin%Per90  90sPer90  AvgTeamPoss  OppTouches  \\\n",
       "0         -1.054753        -0.003890  1.786744     1.669668    1.822342   \n",
       "14        -1.581184         1.134194  0.855030     1.877041    2.566906   \n",
       "18        -0.128869        -0.459124  1.611346     0.129188    0.441582   \n",
       "20        -0.516583        -0.243487  0.610876     2.632469    2.695037   \n",
       "24         0.817481        -0.291406  0.342868     2.084413    1.669986   \n",
       "\n",
       "    TeamMins  TeamTouches90  pAdjTkl+IntPer90  pAdjPressSuccPer90  \\\n",
       "0   0.573382       1.621698          1.052685            0.855035   \n",
       "14  0.573382       2.364826          0.271981           -1.041442   \n",
       "18  0.573382       0.243604          0.469128            0.420566   \n",
       "20  0.573382       2.492710          0.129889            0.069963   \n",
       "24 -1.744037       2.512396          2.905859            3.489477   \n",
       "\n",
       "    pAdjClrPer90  pAdjShBlocksPer90  pAdjIntPer90  pAdjDrbTklPer90  \\\n",
       "0      -0.727319          -0.504849      1.023902         0.689719   \n",
       "14     -0.141885          -0.041155      0.516007        -0.077939   \n",
       "18     -0.106843          -0.389836      0.194459         0.574086   \n",
       "20      0.482186          -0.010219      0.050942         0.161902   \n",
       "24      0.203559          -0.645403      2.585478         2.149326   \n",
       "\n",
       "    pAdjTklWinPossPer90  pAdjDrbPastPer90  pAdjAerialWinsPer90  \\\n",
       "0              0.689719         -0.130970            -0.517065   \n",
       "14            -0.077939         -0.580554            -0.177244   \n",
       "18             0.574086          0.724440            -0.537396   \n",
       "20             0.161902         -0.399615             0.384234   \n",
       "24             2.149326          0.456216             1.484795   \n",
       "\n",
       "    pAdjAerialLossPer90  pAdjDrpPastAttPer90  TouchCentrality  \\\n",
       "0             -0.481432            -0.430559         1.662893   \n",
       "14            -1.050879            -0.471933         0.119759   \n",
       "18            -0.106867             0.995506         1.761944   \n",
       "20             0.782663            -0.805032         0.517113   \n",
       "24             2.140168             0.738643         1.614134   \n",
       "\n",
       "    Tkl+IntOppTouch  pAdjTouchesPer90  pAdjCarriesPer90  \n",
       "0         -0.701185          1.499265          2.004544  \n",
       "14        -1.459345          0.563698          1.805887  \n",
       "18         0.254086          1.764227          1.403048  \n",
       "20        -1.859649          0.383334          1.775443  \n",
       "24        -0.200901          1.946885          2.048424  "
      ]
     },
     "execution_count": 313,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 314,
   "id": "e246da80",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Combine both the player info dataframe and Z-Score data frame together\n",
    "#Values used to standarise z-scores to allow ratings to be on a 100 scale\n",
    "\n",
    "newdf = pd.concat([df1,df2 * 20 + 90], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 315,
   "id": "e2ea2930",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Squad</th>\n",
       "      <th>Main Position</th>\n",
       "      <th>Comp</th>\n",
       "      <th>Age</th>\n",
       "      <th>Age</th>\n",
       "      <th>Born</th>\n",
       "      <th>MP</th>\n",
       "      <th>Starts</th>\n",
       "      <th>Min</th>\n",
       "      <th>npGoals</th>\n",
       "      <th>npxG+xA</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Shots</th>\n",
       "      <th>SoT</th>\n",
       "      <th>SoT%</th>\n",
       "      <th>Sh/90</th>\n",
       "      <th>SoT/90</th>\n",
       "      <th>G/Sh</th>\n",
       "      <th>G/SoT</th>\n",
       "      <th>AvgShotDistance</th>\n",
       "      <th>FKShots</th>\n",
       "      <th>PK</th>\n",
       "      <th>PKsAtt</th>\n",
       "      <th>xG</th>\n",
       "      <th>npxG</th>\n",
       "      <th>npxG/Sh</th>\n",
       "      <th>G-xG</th>\n",
       "      <th>npG-xG</th>\n",
       "      <th>PassesCompleted</th>\n",
       "      <th>PassesAttempted</th>\n",
       "      <th>TotCmp%</th>\n",
       "      <th>TotalPassDist</th>\n",
       "      <th>ProgPassDist</th>\n",
       "      <th>ShortPassCmp</th>\n",
       "      <th>ShortPassAtt</th>\n",
       "      <th>ShortPassCmp%</th>\n",
       "      <th>MedPassCmp</th>\n",
       "      <th>MedPassAtt</th>\n",
       "      <th>MedPassCmp%</th>\n",
       "      <th>LongPassCmp</th>\n",
       "      <th>LongPassAtt</th>\n",
       "      <th>LongPassCmp%</th>\n",
       "      <th>Assists</th>\n",
       "      <th>xA</th>\n",
       "      <th>A-xA</th>\n",
       "      <th>KeyPasses</th>\n",
       "      <th>Final1/3Cmp</th>\n",
       "      <th>PenAreaCmp</th>\n",
       "      <th>CrsPenAreaCmp</th>\n",
       "      <th>ProgPasses</th>\n",
       "      <th>LivePass</th>\n",
       "      <th>DeadPass</th>\n",
       "      <th>FKPasses</th>\n",
       "      <th>ThruBalls</th>\n",
       "      <th>PassUnderPress</th>\n",
       "      <th>Switches</th>\n",
       "      <th>Crs</th>\n",
       "      <th>CK</th>\n",
       "      <th>InSwingCK</th>\n",
       "      <th>OutSwingCK</th>\n",
       "      <th>StrCK</th>\n",
       "      <th>Ground</th>\n",
       "      <th>Low</th>\n",
       "      <th>High</th>\n",
       "      <th>Left</th>\n",
       "      <th>Right</th>\n",
       "      <th>Head</th>\n",
       "      <th>ThrowIn</th>\n",
       "      <th>Other</th>\n",
       "      <th>PassesToOff</th>\n",
       "      <th>PassesOOB</th>\n",
       "      <th>PassesInt</th>\n",
       "      <th>PassesBlocked</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>SCAPassLive</th>\n",
       "      <th>SCAPassDead</th>\n",
       "      <th>SCADrib</th>\n",
       "      <th>SCASh</th>\n",
       "      <th>SCAFld</th>\n",
       "      <th>SCADef</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>GCAPassLive</th>\n",
       "      <th>GCAPassDead</th>\n",
       "      <th>GCADrib</th>\n",
       "      <th>GCASh</th>\n",
       "      <th>GCAFld</th>\n",
       "      <th>GCADef</th>\n",
       "      <th>DrbTkl</th>\n",
       "      <th>TklWinPoss</th>\n",
       "      <th>Def3rdPress</th>\n",
       "      <th>Mid3rdPress</th>\n",
       "      <th>Att3rdPress</th>\n",
       "      <th>DrbTkl.1</th>\n",
       "      <th>DrpPastAtt</th>\n",
       "      <th>DrbTkl%</th>\n",
       "      <th>DrbPast</th>\n",
       "      <th>Press</th>\n",
       "      <th>PressSucc</th>\n",
       "      <th>PressSucc%</th>\n",
       "      <th>Def3rdPress.1</th>\n",
       "      <th>Mid3rdPress.1</th>\n",
       "      <th>Att3rdPress.1</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>ShBlocks</th>\n",
       "      <th>ShSvBlocks</th>\n",
       "      <th>PassBlocks</th>\n",
       "      <th>Int</th>\n",
       "      <th>Tkl+Int</th>\n",
       "      <th>Clr</th>\n",
       "      <th>Err</th>\n",
       "      <th>Touches</th>\n",
       "      <th>DefPenTouch</th>\n",
       "      <th>Def3rdTouch</th>\n",
       "      <th>Mid3rdTouch</th>\n",
       "      <th>Att3rdTouch</th>\n",
       "      <th>AttPenTouch</th>\n",
       "      <th>LiveTouch</th>\n",
       "      <th>SuccDrb</th>\n",
       "      <th>AttDrb</th>\n",
       "      <th>DrbSucc%</th>\n",
       "      <th>PlDrbPast</th>\n",
       "      <th>Megs</th>\n",
       "      <th>Carries</th>\n",
       "      <th>TotCarryDist</th>\n",
       "      <th>PrgCarryDist</th>\n",
       "      <th>ProgCarries</th>\n",
       "      <th>CarriesToFinal3rd</th>\n",
       "      <th>CarriesToPenArea</th>\n",
       "      <th>CarryMistakes</th>\n",
       "      <th>Disposesed</th>\n",
       "      <th>PassTarget</th>\n",
       "      <th>ReceivedPass</th>\n",
       "      <th>Receive%</th>\n",
       "      <th>ProgPassesRec</th>\n",
       "      <th>Yellows</th>\n",
       "      <th>Reds</th>\n",
       "      <th>Yellow2</th>\n",
       "      <th>Fls</th>\n",
       "      <th>Fld</th>\n",
       "      <th>Off</th>\n",
       "      <th>PKwon</th>\n",
       "      <th>PKcon</th>\n",
       "      <th>OG</th>\n",
       "      <th>Recov</th>\n",
       "      <th>AerialWins</th>\n",
       "      <th>AerialLoss</th>\n",
       "      <th>AerialWin%</th>\n",
       "      <th>npGoalsPer90</th>\n",
       "      <th>npxG+xAPer90</th>\n",
       "      <th>GoalsPer90</th>\n",
       "      <th>ShotsPer90</th>\n",
       "      <th>SoTPer90</th>\n",
       "      <th>SoT%Per90</th>\n",
       "      <th>Sh/90Per90</th>\n",
       "      <th>SoT/90Per90</th>\n",
       "      <th>G/ShPer90</th>\n",
       "      <th>G/SoTPer90</th>\n",
       "      <th>AvgShotDistancePer90</th>\n",
       "      <th>FKShotsPer90</th>\n",
       "      <th>PKPer90</th>\n",
       "      <th>PKsAttPer90</th>\n",
       "      <th>xGPer90</th>\n",
       "      <th>npxGPer90</th>\n",
       "      <th>npxG/ShPer90</th>\n",
       "      <th>G-xGPer90</th>\n",
       "      <th>npG-xGPer90</th>\n",
       "      <th>PassesCompletedPer90</th>\n",
       "      <th>PassesAttemptedPer90</th>\n",
       "      <th>TotCmp%Per90</th>\n",
       "      <th>TotalPassDistPer90</th>\n",
       "      <th>ProgPassDistPer90</th>\n",
       "      <th>ShortPassCmpPer90</th>\n",
       "      <th>ShortPassAttPer90</th>\n",
       "      <th>ShortPassCmp%Per90</th>\n",
       "      <th>MedPassCmpPer90</th>\n",
       "      <th>MedPassAttPer90</th>\n",
       "      <th>MedPassCmp%Per90</th>\n",
       "      <th>LongPassCmpPer90</th>\n",
       "      <th>LongPassAttPer90</th>\n",
       "      <th>LongPassCmp%Per90</th>\n",
       "      <th>AssistsPer90</th>\n",
       "      <th>xAPer90</th>\n",
       "      <th>A-xAPer90</th>\n",
       "      <th>KeyPassesPer90</th>\n",
       "      <th>Final1/3CmpPer90</th>\n",
       "      <th>PenAreaCmpPer90</th>\n",
       "      <th>CrsPenAreaCmpPer90</th>\n",
       "      <th>ProgPassesPer90</th>\n",
       "      <th>LivePassPer90</th>\n",
       "      <th>DeadPassPer90</th>\n",
       "      <th>FKPassesPer90</th>\n",
       "      <th>ThruBallsPer90</th>\n",
       "      <th>PassUnderPressPer90</th>\n",
       "      <th>SwitchesPer90</th>\n",
       "      <th>CrsPer90</th>\n",
       "      <th>CKPer90</th>\n",
       "      <th>InSwingCKPer90</th>\n",
       "      <th>OutSwingCKPer90</th>\n",
       "      <th>StrCKPer90</th>\n",
       "      <th>GroundPer90</th>\n",
       "      <th>LowPer90</th>\n",
       "      <th>HighPer90</th>\n",
       "      <th>LeftPer90</th>\n",
       "      <th>RightPer90</th>\n",
       "      <th>HeadPer90</th>\n",
       "      <th>ThrowInPer90</th>\n",
       "      <th>OtherPer90</th>\n",
       "      <th>PassesToOffPer90</th>\n",
       "      <th>PassesOOBPer90</th>\n",
       "      <th>PassesIntPer90</th>\n",
       "      <th>PassesBlockedPer90</th>\n",
       "      <th>SCAPer90</th>\n",
       "      <th>SCA90Per90</th>\n",
       "      <th>GCAPassLivePer90</th>\n",
       "      <th>GCAPassDeadPer90</th>\n",
       "      <th>GCADribPer90</th>\n",
       "      <th>GCAShPer90</th>\n",
       "      <th>GCAFldPer90</th>\n",
       "      <th>GCADefPer90</th>\n",
       "      <th>GCAPer90</th>\n",
       "      <th>GCA90Per90</th>\n",
       "      <th>GCAPassLive.1Per90</th>\n",
       "      <th>GCAPassDead.1Per90</th>\n",
       "      <th>GCADrib.1Per90</th>\n",
       "      <th>GCASh.1Per90</th>\n",
       "      <th>GCAFld.1Per90</th>\n",
       "      <th>GCADef.1Per90</th>\n",
       "      <th>DrbTklPer90</th>\n",
       "      <th>TklWinPossPer90</th>\n",
       "      <th>Def3rdPressPer90</th>\n",
       "      <th>Mid3rdPressPer90</th>\n",
       "      <th>Att3rdPressPer90</th>\n",
       "      <th>DrbTkl.1Per90</th>\n",
       "      <th>DrpPastAttPer90</th>\n",
       "      <th>DrbTkl%Per90</th>\n",
       "      <th>DrbPastPer90</th>\n",
       "      <th>PressPer90</th>\n",
       "      <th>PressSuccPer90</th>\n",
       "      <th>PressSucc%Per90</th>\n",
       "      <th>Def3rdPress.1Per90</th>\n",
       "      <th>Mid3rdPress.1Per90</th>\n",
       "      <th>Att3rdPress.1Per90</th>\n",
       "      <th>BlocksPer90</th>\n",
       "      <th>ShBlocksPer90</th>\n",
       "      <th>ShSvBlocksPer90</th>\n",
       "      <th>PassBlocksPer90</th>\n",
       "      <th>IntPer90</th>\n",
       "      <th>Tkl+IntPer90</th>\n",
       "      <th>ClrPer90</th>\n",
       "      <th>ErrPer90</th>\n",
       "      <th>TouchesPer90</th>\n",
       "      <th>DefPenTouchPer90</th>\n",
       "      <th>Def3rdTouchPer90</th>\n",
       "      <th>Mid3rdTouchPer90</th>\n",
       "      <th>Att3rdTouchPer90</th>\n",
       "      <th>AttPenTouchPer90</th>\n",
       "      <th>LiveTouchPer90</th>\n",
       "      <th>SuccDrbPer90</th>\n",
       "      <th>AttDrbPer90</th>\n",
       "      <th>DrbSucc%Per90</th>\n",
       "      <th>PlDrbPastPer90</th>\n",
       "      <th>MegsPer90</th>\n",
       "      <th>CarriesPer90</th>\n",
       "      <th>TotCarryDistPer90</th>\n",
       "      <th>PrgCarryDistPer90</th>\n",
       "      <th>ProgCarriesPer90</th>\n",
       "      <th>CarriesToFinal3rdPer90</th>\n",
       "      <th>CarriesToPenAreaPer90</th>\n",
       "      <th>CarryMistakesPer90</th>\n",
       "      <th>DisposesedPer90</th>\n",
       "      <th>PassTargetPer90</th>\n",
       "      <th>ReceivedPassPer90</th>\n",
       "      <th>Receive%Per90</th>\n",
       "      <th>ProgPassesRecPer90</th>\n",
       "      <th>YellowsPer90</th>\n",
       "      <th>RedsPer90</th>\n",
       "      <th>Yellow2Per90</th>\n",
       "      <th>FlsPer90</th>\n",
       "      <th>FldPer90</th>\n",
       "      <th>OffPer90</th>\n",
       "      <th>PKwonPer90</th>\n",
       "      <th>PKconPer90</th>\n",
       "      <th>OGPer90</th>\n",
       "      <th>RecovPer90</th>\n",
       "      <th>AerialWinsPer90</th>\n",
       "      <th>AerialLossPer90</th>\n",
       "      <th>AerialWin%Per90</th>\n",
       "      <th>90sPer90</th>\n",
       "      <th>AvgTeamPoss</th>\n",
       "      <th>OppTouches</th>\n",
       "      <th>TeamMins</th>\n",
       "      <th>TeamTouches90</th>\n",
       "      <th>pAdjTkl+IntPer90</th>\n",
       "      <th>pAdjPressSuccPer90</th>\n",
       "      <th>pAdjClrPer90</th>\n",
       "      <th>pAdjShBlocksPer90</th>\n",
       "      <th>pAdjIntPer90</th>\n",
       "      <th>pAdjDrbTklPer90</th>\n",
       "      <th>pAdjTklWinPossPer90</th>\n",
       "      <th>pAdjDrbPastPer90</th>\n",
       "      <th>pAdjAerialWinsPer90</th>\n",
       "      <th>pAdjAerialLossPer90</th>\n",
       "      <th>pAdjDrpPastAttPer90</th>\n",
       "      <th>TouchCentrality</th>\n",
       "      <th>Tkl+IntOppTouch</th>\n",
       "      <th>pAdjTouchesPer90</th>\n",
       "      <th>pAdjCarriesPer90</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>William Saliba</td>\n",
       "      <td>Marseille</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>20</td>\n",
       "      <td>61.237725</td>\n",
       "      <td>121.336333</td>\n",
       "      <td>121.780695</td>\n",
       "      <td>123.892215</td>\n",
       "      <td>125.734874</td>\n",
       "      <td>73.086911</td>\n",
       "      <td>107.652387</td>\n",
       "      <td>73.165279</td>\n",
       "      <td>103.551974</td>\n",
       "      <td>89.071813</td>\n",
       "      <td>81.283034</td>\n",
       "      <td>85.030159</td>\n",
       "      <td>79.340360</td>\n",
       "      <td>74.230898</td>\n",
       "      <td>72.533081</td>\n",
       "      <td>81.526629</td>\n",
       "      <td>86.356753</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>101.256437</td>\n",
       "      <td>101.775982</td>\n",
       "      <td>93.251904</td>\n",
       "      <td>54.134192</td>\n",
       "      <td>54.091791</td>\n",
       "      <td>165.082176</td>\n",
       "      <td>159.998601</td>\n",
       "      <td>121.212610</td>\n",
       "      <td>155.766667</td>\n",
       "      <td>147.628876</td>\n",
       "      <td>169.121724</td>\n",
       "      <td>167.765049</td>\n",
       "      <td>114.137988</td>\n",
       "      <td>167.921913</td>\n",
       "      <td>165.770042</td>\n",
       "      <td>115.696326</td>\n",
       "      <td>126.058761</td>\n",
       "      <td>114.695617</td>\n",
       "      <td>122.960012</td>\n",
       "      <td>78.370521</td>\n",
       "      <td>103.464594</td>\n",
       "      <td>65.690882</td>\n",
       "      <td>94.532470</td>\n",
       "      <td>147.996827</td>\n",
       "      <td>130.009150</td>\n",
       "      <td>98.775643</td>\n",
       "      <td>150.395497</td>\n",
       "      <td>160.964328</td>\n",
       "      <td>102.924882</td>\n",
       "      <td>130.367993</td>\n",
       "      <td>115.267999</td>\n",
       "      <td>150.101988</td>\n",
       "      <td>103.459657</td>\n",
       "      <td>91.119858</td>\n",
       "      <td>86.660166</td>\n",
       "      <td>87.184756</td>\n",
       "      <td>87.493464</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>171.479112</td>\n",
       "      <td>109.013003</td>\n",
       "      <td>83.275887</td>\n",
       "      <td>79.486735</td>\n",
       "      <td>174.438342</td>\n",
       "      <td>84.038965</td>\n",
       "      <td>87.699686</td>\n",
       "      <td>107.841185</td>\n",
       "      <td>86.018069</td>\n",
       "      <td>97.223580</td>\n",
       "      <td>125.438403</td>\n",
       "      <td>110.614723</td>\n",
       "      <td>103.766953</td>\n",
       "      <td>84.728632</td>\n",
       "      <td>108.580031</td>\n",
       "      <td>78.505902</td>\n",
       "      <td>81.715994</td>\n",
       "      <td>105.177036</td>\n",
       "      <td>79.444722</td>\n",
       "      <td>74.773523</td>\n",
       "      <td>109.932321</td>\n",
       "      <td>93.772602</td>\n",
       "      <td>103.573812</td>\n",
       "      <td>86.747</td>\n",
       "      <td>87.098095</td>\n",
       "      <td>123.878264</td>\n",
       "      <td>85.096561</td>\n",
       "      <td>85.852193</td>\n",
       "      <td>117.393509</td>\n",
       "      <td>120.978442</td>\n",
       "      <td>127.500360</td>\n",
       "      <td>95.542041</td>\n",
       "      <td>98.075420</td>\n",
       "      <td>88.031839</td>\n",
       "      <td>93.239394</td>\n",
       "      <td>77.266331</td>\n",
       "      <td>98.607603</td>\n",
       "      <td>104.580969</td>\n",
       "      <td>122.148251</td>\n",
       "      <td>138.102741</td>\n",
       "      <td>106.586995</td>\n",
       "      <td>101.873418</td>\n",
       "      <td>93.062514</td>\n",
       "      <td>102.993981</td>\n",
       "      <td>91.338985</td>\n",
       "      <td>77.369974</td>\n",
       "      <td>107.480803</td>\n",
       "      <td>119.965774</td>\n",
       "      <td>121.477043</td>\n",
       "      <td>90.887745</td>\n",
       "      <td>115.380020</td>\n",
       "      <td>154.790291</td>\n",
       "      <td>111.461155</td>\n",
       "      <td>134.381253</td>\n",
       "      <td>167.155896</td>\n",
       "      <td>118.134920</td>\n",
       "      <td>119.908613</td>\n",
       "      <td>155.680371</td>\n",
       "      <td>153.965367</td>\n",
       "      <td>142.532602</td>\n",
       "      <td>98.891514</td>\n",
       "      <td>149.894171</td>\n",
       "      <td>166.434536</td>\n",
       "      <td>166.427467</td>\n",
       "      <td>163.446227</td>\n",
       "      <td>168.655740</td>\n",
       "      <td>176.944973</td>\n",
       "      <td>113.139654</td>\n",
       "      <td>110.791911</td>\n",
       "      <td>105.410538</td>\n",
       "      <td>142.633250</td>\n",
       "      <td>165.026322</td>\n",
       "      <td>164.713762</td>\n",
       "      <td>99.546130</td>\n",
       "      <td>99.212307</td>\n",
       "      <td>92.344711</td>\n",
       "      <td>79.478864</td>\n",
       "      <td>82.396244</td>\n",
       "      <td>76.862232</td>\n",
       "      <td>84.768520</td>\n",
       "      <td>93.384200</td>\n",
       "      <td>85.762864</td>\n",
       "      <td>73.396349</td>\n",
       "      <td>81.475792</td>\n",
       "      <td>117.484826</td>\n",
       "      <td>92.292761</td>\n",
       "      <td>93.866777</td>\n",
       "      <td>89.922193</td>\n",
       "      <td>73.863828</td>\n",
       "      <td>89.498419</td>\n",
       "      <td>73.858010</td>\n",
       "      <td>85.376268</td>\n",
       "      <td>79.982417</td>\n",
       "      <td>77.661255</td>\n",
       "      <td>77.120396</td>\n",
       "      <td>77.806959</td>\n",
       "      <td>79.072788</td>\n",
       "      <td>75.969988</td>\n",
       "      <td>70.581753</td>\n",
       "      <td>86.55337</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>86.903466</td>\n",
       "      <td>87.052317</td>\n",
       "      <td>77.123303</td>\n",
       "      <td>71.134928</td>\n",
       "      <td>71.144356</td>\n",
       "      <td>138.155880</td>\n",
       "      <td>135.571133</td>\n",
       "      <td>70.809433</td>\n",
       "      <td>131.320863</td>\n",
       "      <td>122.742185</td>\n",
       "      <td>133.029621</td>\n",
       "      <td>132.079507</td>\n",
       "      <td>69.536428</td>\n",
       "      <td>141.915342</td>\n",
       "      <td>141.193216</td>\n",
       "      <td>69.793491</td>\n",
       "      <td>102.770063</td>\n",
       "      <td>89.276737</td>\n",
       "      <td>74.516372</td>\n",
       "      <td>78.002641</td>\n",
       "      <td>90.706807</td>\n",
       "      <td>75.242806</td>\n",
       "      <td>82.263507</td>\n",
       "      <td>119.989435</td>\n",
       "      <td>106.080756</td>\n",
       "      <td>90.697257</td>\n",
       "      <td>119.289870</td>\n",
       "      <td>136.371241</td>\n",
       "      <td>86.644165</td>\n",
       "      <td>105.434999</td>\n",
       "      <td>100.468473</td>\n",
       "      <td>118.374904</td>\n",
       "      <td>86.297674</td>\n",
       "      <td>84.770125</td>\n",
       "      <td>87.518405</td>\n",
       "      <td>87.746617</td>\n",
       "      <td>87.819515</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>142.752718</td>\n",
       "      <td>83.668912</td>\n",
       "      <td>58.518139</td>\n",
       "      <td>75.497791</td>\n",
       "      <td>142.375277</td>\n",
       "      <td>57.638007</td>\n",
       "      <td>83.491442</td>\n",
       "      <td>90.265952</td>\n",
       "      <td>77.195370</td>\n",
       "      <td>74.903623</td>\n",
       "      <td>99.339141</td>\n",
       "      <td>88.902003</td>\n",
       "      <td>84.915910</td>\n",
       "      <td>75.286313</td>\n",
       "      <td>89.139109</td>\n",
       "      <td>80.844765</td>\n",
       "      <td>82.462738</td>\n",
       "      <td>93.657659</td>\n",
       "      <td>79.722415</td>\n",
       "      <td>76.130904</td>\n",
       "      <td>94.709254</td>\n",
       "      <td>83.826180</td>\n",
       "      <td>91.033739</td>\n",
       "      <td>87.162749</td>\n",
       "      <td>87.117718</td>\n",
       "      <td>108.828674</td>\n",
       "      <td>85.414136</td>\n",
       "      <td>85.954131</td>\n",
       "      <td>88.413200</td>\n",
       "      <td>92.258366</td>\n",
       "      <td>97.879989</td>\n",
       "      <td>76.820730</td>\n",
       "      <td>86.338053</td>\n",
       "      <td>69.161648</td>\n",
       "      <td>72.185054</td>\n",
       "      <td>68.001136</td>\n",
       "      <td>78.804104</td>\n",
       "      <td>75.303155</td>\n",
       "      <td>90.692995</td>\n",
       "      <td>75.849699</td>\n",
       "      <td>76.495671</td>\n",
       "      <td>77.730679</td>\n",
       "      <td>81.128121</td>\n",
       "      <td>69.755897</td>\n",
       "      <td>71.978574</td>\n",
       "      <td>78.428787</td>\n",
       "      <td>81.939778</td>\n",
       "      <td>92.281266</td>\n",
       "      <td>90.417511</td>\n",
       "      <td>64.167677</td>\n",
       "      <td>97.404728</td>\n",
       "      <td>133.541803</td>\n",
       "      <td>86.311248</td>\n",
       "      <td>111.833425</td>\n",
       "      <td>138.025442</td>\n",
       "      <td>94.956428</td>\n",
       "      <td>96.115697</td>\n",
       "      <td>134.543353</td>\n",
       "      <td>118.168635</td>\n",
       "      <td>110.349777</td>\n",
       "      <td>77.559252</td>\n",
       "      <td>115.089875</td>\n",
       "      <td>132.390784</td>\n",
       "      <td>139.054057</td>\n",
       "      <td>137.687194</td>\n",
       "      <td>140.300314</td>\n",
       "      <td>139.783765</td>\n",
       "      <td>93.852364</td>\n",
       "      <td>95.751115</td>\n",
       "      <td>89.201599</td>\n",
       "      <td>109.792405</td>\n",
       "      <td>137.752886</td>\n",
       "      <td>137.567984</td>\n",
       "      <td>68.493260</td>\n",
       "      <td>88.451827</td>\n",
       "      <td>75.673787</td>\n",
       "      <td>79.927148</td>\n",
       "      <td>83.020362</td>\n",
       "      <td>56.321867</td>\n",
       "      <td>71.918488</td>\n",
       "      <td>86.675648</td>\n",
       "      <td>85.939824</td>\n",
       "      <td>74.291575</td>\n",
       "      <td>82.117994</td>\n",
       "      <td>82.335462</td>\n",
       "      <td>68.075945</td>\n",
       "      <td>68.904940</td>\n",
       "      <td>89.922193</td>\n",
       "      <td>125.734874</td>\n",
       "      <td>123.393370</td>\n",
       "      <td>126.446832</td>\n",
       "      <td>101.467644</td>\n",
       "      <td>122.433965</td>\n",
       "      <td>111.053709</td>\n",
       "      <td>107.100705</td>\n",
       "      <td>75.453630</td>\n",
       "      <td>79.903015</td>\n",
       "      <td>110.478036</td>\n",
       "      <td>103.794374</td>\n",
       "      <td>103.794374</td>\n",
       "      <td>87.380606</td>\n",
       "      <td>79.658700</td>\n",
       "      <td>80.371370</td>\n",
       "      <td>81.388812</td>\n",
       "      <td>123.257864</td>\n",
       "      <td>75.976294</td>\n",
       "      <td>119.985291</td>\n",
       "      <td>130.090871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Presnel Kimpembe</td>\n",
       "      <td>Paris S-G</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>25</td>\n",
       "      <td>108.365101</td>\n",
       "      <td>66.070437</td>\n",
       "      <td>104.550733</td>\n",
       "      <td>106.902319</td>\n",
       "      <td>107.100605</td>\n",
       "      <td>90.265651</td>\n",
       "      <td>80.003089</td>\n",
       "      <td>90.087227</td>\n",
       "      <td>78.245294</td>\n",
       "      <td>74.666349</td>\n",
       "      <td>76.022121</td>\n",
       "      <td>69.738341</td>\n",
       "      <td>70.540487</td>\n",
       "      <td>101.354952</td>\n",
       "      <td>133.765141</td>\n",
       "      <td>76.126682</td>\n",
       "      <td>86.356753</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>86.178770</td>\n",
       "      <td>86.305053</td>\n",
       "      <td>101.893951</td>\n",
       "      <td>93.908207</td>\n",
       "      <td>93.955554</td>\n",
       "      <td>136.949234</td>\n",
       "      <td>129.558642</td>\n",
       "      <td>131.510083</td>\n",
       "      <td>124.705610</td>\n",
       "      <td>123.436194</td>\n",
       "      <td>159.480006</td>\n",
       "      <td>154.852314</td>\n",
       "      <td>127.718020</td>\n",
       "      <td>131.276886</td>\n",
       "      <td>128.097816</td>\n",
       "      <td>120.623519</td>\n",
       "      <td>98.147981</td>\n",
       "      <td>86.740956</td>\n",
       "      <td>136.087890</td>\n",
       "      <td>78.370521</td>\n",
       "      <td>75.885531</td>\n",
       "      <td>85.541623</td>\n",
       "      <td>79.795612</td>\n",
       "      <td>134.705465</td>\n",
       "      <td>90.123358</td>\n",
       "      <td>98.775643</td>\n",
       "      <td>113.552284</td>\n",
       "      <td>130.137029</td>\n",
       "      <td>96.941589</td>\n",
       "      <td>111.009983</td>\n",
       "      <td>76.052065</td>\n",
       "      <td>100.083323</td>\n",
       "      <td>82.743206</td>\n",
       "      <td>81.015092</td>\n",
       "      <td>86.660166</td>\n",
       "      <td>87.184756</td>\n",
       "      <td>87.493464</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>140.561434</td>\n",
       "      <td>99.964793</td>\n",
       "      <td>65.247361</td>\n",
       "      <td>160.080752</td>\n",
       "      <td>72.667388</td>\n",
       "      <td>84.038965</td>\n",
       "      <td>89.497313</td>\n",
       "      <td>78.131401</td>\n",
       "      <td>66.944129</td>\n",
       "      <td>67.782939</td>\n",
       "      <td>72.664117</td>\n",
       "      <td>75.819671</td>\n",
       "      <td>97.177836</td>\n",
       "      <td>87.553619</td>\n",
       "      <td>100.761102</td>\n",
       "      <td>122.228549</td>\n",
       "      <td>81.715994</td>\n",
       "      <td>74.506776</td>\n",
       "      <td>79.444722</td>\n",
       "      <td>74.773523</td>\n",
       "      <td>109.932321</td>\n",
       "      <td>99.821237</td>\n",
       "      <td>119.533324</td>\n",
       "      <td>86.747</td>\n",
       "      <td>87.098095</td>\n",
       "      <td>81.475792</td>\n",
       "      <td>85.096561</td>\n",
       "      <td>85.852193</td>\n",
       "      <td>89.032906</td>\n",
       "      <td>84.722719</td>\n",
       "      <td>87.064585</td>\n",
       "      <td>92.792281</td>\n",
       "      <td>88.464184</td>\n",
       "      <td>85.689365</td>\n",
       "      <td>82.699479</td>\n",
       "      <td>99.211147</td>\n",
       "      <td>80.343346</td>\n",
       "      <td>84.239421</td>\n",
       "      <td>74.380666</td>\n",
       "      <td>48.720812</td>\n",
       "      <td>81.173583</td>\n",
       "      <td>86.420169</td>\n",
       "      <td>94.799729</td>\n",
       "      <td>74.568398</td>\n",
       "      <td>88.933771</td>\n",
       "      <td>77.369974</td>\n",
       "      <td>68.839028</td>\n",
       "      <td>96.144282</td>\n",
       "      <td>93.168189</td>\n",
       "      <td>87.213664</td>\n",
       "      <td>93.496803</td>\n",
       "      <td>124.995910</td>\n",
       "      <td>108.895602</td>\n",
       "      <td>103.737483</td>\n",
       "      <td>142.427071</td>\n",
       "      <td>94.069662</td>\n",
       "      <td>80.623293</td>\n",
       "      <td>125.737107</td>\n",
       "      <td>93.292093</td>\n",
       "      <td>94.498078</td>\n",
       "      <td>89.215888</td>\n",
       "      <td>94.782064</td>\n",
       "      <td>81.580173</td>\n",
       "      <td>133.691444</td>\n",
       "      <td>129.566872</td>\n",
       "      <td>129.118428</td>\n",
       "      <td>125.027763</td>\n",
       "      <td>94.866549</td>\n",
       "      <td>100.314948</td>\n",
       "      <td>88.965850</td>\n",
       "      <td>82.146909</td>\n",
       "      <td>135.446102</td>\n",
       "      <td>135.795637</td>\n",
       "      <td>103.972395</td>\n",
       "      <td>99.212307</td>\n",
       "      <td>99.564931</td>\n",
       "      <td>79.478864</td>\n",
       "      <td>82.396244</td>\n",
       "      <td>97.480434</td>\n",
       "      <td>110.696805</td>\n",
       "      <td>75.147122</td>\n",
       "      <td>85.762864</td>\n",
       "      <td>128.932698</td>\n",
       "      <td>81.475792</td>\n",
       "      <td>90.058365</td>\n",
       "      <td>87.358419</td>\n",
       "      <td>73.895937</td>\n",
       "      <td>112.683870</td>\n",
       "      <td>87.161894</td>\n",
       "      <td>73.533993</td>\n",
       "      <td>87.048412</td>\n",
       "      <td>70.081367</td>\n",
       "      <td>71.470899</td>\n",
       "      <td>77.350075</td>\n",
       "      <td>73.782021</td>\n",
       "      <td>75.116296</td>\n",
       "      <td>92.182164</td>\n",
       "      <td>111.920077</td>\n",
       "      <td>72.288652</td>\n",
       "      <td>86.55337</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>80.112210</td>\n",
       "      <td>80.134430</td>\n",
       "      <td>86.215390</td>\n",
       "      <td>93.499014</td>\n",
       "      <td>93.530273</td>\n",
       "      <td>132.758589</td>\n",
       "      <td>125.863362</td>\n",
       "      <td>78.585992</td>\n",
       "      <td>119.330576</td>\n",
       "      <td>117.597395</td>\n",
       "      <td>147.528860</td>\n",
       "      <td>143.739418</td>\n",
       "      <td>76.841156</td>\n",
       "      <td>126.379798</td>\n",
       "      <td>123.419703</td>\n",
       "      <td>76.627433</td>\n",
       "      <td>87.151313</td>\n",
       "      <td>69.616293</td>\n",
       "      <td>84.758607</td>\n",
       "      <td>78.002641</td>\n",
       "      <td>74.693585</td>\n",
       "      <td>86.452524</td>\n",
       "      <td>75.340798</td>\n",
       "      <td>125.309102</td>\n",
       "      <td>85.042404</td>\n",
       "      <td>93.419702</td>\n",
       "      <td>102.217743</td>\n",
       "      <td>126.342219</td>\n",
       "      <td>88.336879</td>\n",
       "      <td>101.457049</td>\n",
       "      <td>75.490282</td>\n",
       "      <td>83.701622</td>\n",
       "      <td>74.158104</td>\n",
       "      <td>79.985040</td>\n",
       "      <td>87.518405</td>\n",
       "      <td>87.746617</td>\n",
       "      <td>87.819515</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>135.388553</td>\n",
       "      <td>86.568634</td>\n",
       "      <td>45.535768</td>\n",
       "      <td>145.306300</td>\n",
       "      <td>64.575976</td>\n",
       "      <td>66.694882</td>\n",
       "      <td>86.162055</td>\n",
       "      <td>73.267527</td>\n",
       "      <td>63.036751</td>\n",
       "      <td>52.589626</td>\n",
       "      <td>60.076000</td>\n",
       "      <td>68.690857</td>\n",
       "      <td>87.489697</td>\n",
       "      <td>79.638675</td>\n",
       "      <td>91.208663</td>\n",
       "      <td>106.888443</td>\n",
       "      <td>82.462738</td>\n",
       "      <td>73.711348</td>\n",
       "      <td>79.722415</td>\n",
       "      <td>76.130904</td>\n",
       "      <td>101.196907</td>\n",
       "      <td>89.748972</td>\n",
       "      <td>108.423772</td>\n",
       "      <td>87.162749</td>\n",
       "      <td>87.117718</td>\n",
       "      <td>81.895725</td>\n",
       "      <td>85.414136</td>\n",
       "      <td>85.954131</td>\n",
       "      <td>73.765182</td>\n",
       "      <td>70.710502</td>\n",
       "      <td>72.735254</td>\n",
       "      <td>81.934286</td>\n",
       "      <td>83.679868</td>\n",
       "      <td>73.923916</td>\n",
       "      <td>70.365446</td>\n",
       "      <td>78.369138</td>\n",
       "      <td>70.996858</td>\n",
       "      <td>66.895314</td>\n",
       "      <td>55.907943</td>\n",
       "      <td>68.385489</td>\n",
       "      <td>62.789172</td>\n",
       "      <td>73.109528</td>\n",
       "      <td>86.616121</td>\n",
       "      <td>51.076437</td>\n",
       "      <td>77.307713</td>\n",
       "      <td>78.428787</td>\n",
       "      <td>56.410814</td>\n",
       "      <td>80.977934</td>\n",
       "      <td>73.950401</td>\n",
       "      <td>70.500793</td>\n",
       "      <td>87.875448</td>\n",
       "      <td>122.648083</td>\n",
       "      <td>100.946714</td>\n",
       "      <td>90.741313</td>\n",
       "      <td>137.535810</td>\n",
       "      <td>86.041580</td>\n",
       "      <td>72.608703</td>\n",
       "      <td>123.663690</td>\n",
       "      <td>86.828387</td>\n",
       "      <td>87.739907</td>\n",
       "      <td>78.815455</td>\n",
       "      <td>87.681909</td>\n",
       "      <td>81.785407</td>\n",
       "      <td>128.319798</td>\n",
       "      <td>124.343050</td>\n",
       "      <td>122.203616</td>\n",
       "      <td>113.897829</td>\n",
       "      <td>87.193993</td>\n",
       "      <td>93.344934</td>\n",
       "      <td>83.486848</td>\n",
       "      <td>77.355953</td>\n",
       "      <td>130.470803</td>\n",
       "      <td>130.905631</td>\n",
       "      <td>74.693707</td>\n",
       "      <td>91.910056</td>\n",
       "      <td>87.952433</td>\n",
       "      <td>79.927148</td>\n",
       "      <td>83.020362</td>\n",
       "      <td>83.772185</td>\n",
       "      <td>101.807433</td>\n",
       "      <td>75.153769</td>\n",
       "      <td>85.939824</td>\n",
       "      <td>111.432937</td>\n",
       "      <td>82.117994</td>\n",
       "      <td>64.204492</td>\n",
       "      <td>72.433158</td>\n",
       "      <td>58.376319</td>\n",
       "      <td>112.683870</td>\n",
       "      <td>107.100605</td>\n",
       "      <td>127.540818</td>\n",
       "      <td>141.338121</td>\n",
       "      <td>101.467644</td>\n",
       "      <td>137.296512</td>\n",
       "      <td>95.439628</td>\n",
       "      <td>69.171157</td>\n",
       "      <td>87.162309</td>\n",
       "      <td>89.176896</td>\n",
       "      <td>100.320134</td>\n",
       "      <td>88.441220</td>\n",
       "      <td>88.441220</td>\n",
       "      <td>78.388923</td>\n",
       "      <td>86.455114</td>\n",
       "      <td>68.982414</td>\n",
       "      <td>80.561337</td>\n",
       "      <td>92.395181</td>\n",
       "      <td>60.813106</td>\n",
       "      <td>101.273964</td>\n",
       "      <td>126.117742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Jean-Clair Todibo</td>\n",
       "      <td>Nice</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>21</td>\n",
       "      <td>70.663201</td>\n",
       "      <td>102.914367</td>\n",
       "      <td>121.780695</td>\n",
       "      <td>121.465087</td>\n",
       "      <td>122.226916</td>\n",
       "      <td>90.265651</td>\n",
       "      <td>123.451986</td>\n",
       "      <td>90.087227</td>\n",
       "      <td>114.799387</td>\n",
       "      <td>110.680008</td>\n",
       "      <td>94.376863</td>\n",
       "      <td>95.734432</td>\n",
       "      <td>95.180131</td>\n",
       "      <td>83.918060</td>\n",
       "      <td>82.942532</td>\n",
       "      <td>76.126682</td>\n",
       "      <td>86.356753</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>123.872936</td>\n",
       "      <td>124.982374</td>\n",
       "      <td>106.214975</td>\n",
       "      <td>56.620068</td>\n",
       "      <td>56.583276</td>\n",
       "      <td>134.237137</td>\n",
       "      <td>135.303438</td>\n",
       "      <td>101.614193</td>\n",
       "      <td>134.618157</td>\n",
       "      <td>130.653835</td>\n",
       "      <td>120.913136</td>\n",
       "      <td>121.786057</td>\n",
       "      <td>98.684848</td>\n",
       "      <td>142.233379</td>\n",
       "      <td>141.608348</td>\n",
       "      <td>109.126736</td>\n",
       "      <td>120.643236</td>\n",
       "      <td>126.037222</td>\n",
       "      <td>88.016687</td>\n",
       "      <td>78.370521</td>\n",
       "      <td>103.464594</td>\n",
       "      <td>65.690882</td>\n",
       "      <td>133.830757</td>\n",
       "      <td>140.612737</td>\n",
       "      <td>106.077675</td>\n",
       "      <td>89.264611</td>\n",
       "      <td>128.757420</td>\n",
       "      <td>136.325552</td>\n",
       "      <td>93.949943</td>\n",
       "      <td>123.915323</td>\n",
       "      <td>134.875966</td>\n",
       "      <td>122.555477</td>\n",
       "      <td>103.459657</td>\n",
       "      <td>86.067475</td>\n",
       "      <td>86.660166</td>\n",
       "      <td>87.184756</td>\n",
       "      <td>87.493464</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>135.875610</td>\n",
       "      <td>100.751594</td>\n",
       "      <td>118.918491</td>\n",
       "      <td>79.812650</td>\n",
       "      <td>146.121906</td>\n",
       "      <td>123.660062</td>\n",
       "      <td>81.407992</td>\n",
       "      <td>122.696077</td>\n",
       "      <td>124.165950</td>\n",
       "      <td>132.552349</td>\n",
       "      <td>119.041520</td>\n",
       "      <td>106.265342</td>\n",
       "      <td>123.534306</td>\n",
       "      <td>101.113559</td>\n",
       "      <td>124.217887</td>\n",
       "      <td>100.367226</td>\n",
       "      <td>81.715994</td>\n",
       "      <td>135.847296</td>\n",
       "      <td>79.444722</td>\n",
       "      <td>74.773523</td>\n",
       "      <td>123.175028</td>\n",
       "      <td>105.869872</td>\n",
       "      <td>103.573812</td>\n",
       "      <td>86.747</td>\n",
       "      <td>87.098095</td>\n",
       "      <td>166.280736</td>\n",
       "      <td>85.096561</td>\n",
       "      <td>85.852193</td>\n",
       "      <td>130.483018</td>\n",
       "      <td>129.610756</td>\n",
       "      <td>139.294128</td>\n",
       "      <td>112.040596</td>\n",
       "      <td>88.464184</td>\n",
       "      <td>139.566261</td>\n",
       "      <td>139.351523</td>\n",
       "      <td>93.243697</td>\n",
       "      <td>132.526937</td>\n",
       "      <td>121.634994</td>\n",
       "      <td>128.891910</td>\n",
       "      <td>105.558552</td>\n",
       "      <td>128.149890</td>\n",
       "      <td>115.054130</td>\n",
       "      <td>89.588083</td>\n",
       "      <td>110.746413</td>\n",
       "      <td>103.365055</td>\n",
       "      <td>77.369974</td>\n",
       "      <td>109.320887</td>\n",
       "      <td>119.049563</td>\n",
       "      <td>127.465454</td>\n",
       "      <td>110.635934</td>\n",
       "      <td>71.613585</td>\n",
       "      <td>134.860492</td>\n",
       "      <td>111.033563</td>\n",
       "      <td>122.335942</td>\n",
       "      <td>143.624593</td>\n",
       "      <td>90.010462</td>\n",
       "      <td>107.952211</td>\n",
       "      <td>135.660964</td>\n",
       "      <td>96.485423</td>\n",
       "      <td>98.500955</td>\n",
       "      <td>87.953850</td>\n",
       "      <td>97.843848</td>\n",
       "      <td>81.580173</td>\n",
       "      <td>139.915899</td>\n",
       "      <td>141.233360</td>\n",
       "      <td>132.408672</td>\n",
       "      <td>144.256359</td>\n",
       "      <td>105.018274</td>\n",
       "      <td>79.361022</td>\n",
       "      <td>92.254787</td>\n",
       "      <td>93.488098</td>\n",
       "      <td>135.791061</td>\n",
       "      <td>136.405357</td>\n",
       "      <td>106.628154</td>\n",
       "      <td>94.076711</td>\n",
       "      <td>99.564931</td>\n",
       "      <td>79.478864</td>\n",
       "      <td>82.396244</td>\n",
       "      <td>91.136372</td>\n",
       "      <td>79.212458</td>\n",
       "      <td>75.147122</td>\n",
       "      <td>85.762864</td>\n",
       "      <td>101.164524</td>\n",
       "      <td>81.475792</td>\n",
       "      <td>121.007491</td>\n",
       "      <td>101.456539</td>\n",
       "      <td>113.837616</td>\n",
       "      <td>80.817522</td>\n",
       "      <td>84.860881</td>\n",
       "      <td>102.474324</td>\n",
       "      <td>84.766028</td>\n",
       "      <td>95.584489</td>\n",
       "      <td>95.814874</td>\n",
       "      <td>82.403200</td>\n",
       "      <td>81.066281</td>\n",
       "      <td>83.970503</td>\n",
       "      <td>82.944579</td>\n",
       "      <td>81.024005</td>\n",
       "      <td>69.337943</td>\n",
       "      <td>86.55337</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>105.289214</td>\n",
       "      <td>105.780888</td>\n",
       "      <td>83.410020</td>\n",
       "      <td>71.737717</td>\n",
       "      <td>71.747734</td>\n",
       "      <td>111.195323</td>\n",
       "      <td>112.499641</td>\n",
       "      <td>70.150548</td>\n",
       "      <td>113.176404</td>\n",
       "      <td>108.600698</td>\n",
       "      <td>96.677379</td>\n",
       "      <td>96.570796</td>\n",
       "      <td>69.632167</td>\n",
       "      <td>120.562803</td>\n",
       "      <td>120.216934</td>\n",
       "      <td>70.365942</td>\n",
       "      <td>100.178520</td>\n",
       "      <td>104.708959</td>\n",
       "      <td>69.361929</td>\n",
       "      <td>78.002641</td>\n",
       "      <td>91.469267</td>\n",
       "      <td>74.709062</td>\n",
       "      <td>108.881650</td>\n",
       "      <td>116.743553</td>\n",
       "      <td>92.462396</td>\n",
       "      <td>85.628283</td>\n",
       "      <td>104.384819</td>\n",
       "      <td>113.899710</td>\n",
       "      <td>81.826530</td>\n",
       "      <td>102.325215</td>\n",
       "      <td>114.461071</td>\n",
       "      <td>94.529153</td>\n",
       "      <td>87.710028</td>\n",
       "      <td>82.244032</td>\n",
       "      <td>87.518405</td>\n",
       "      <td>87.746617</td>\n",
       "      <td>87.819515</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>112.937783</td>\n",
       "      <td>79.215846</td>\n",
       "      <td>94.670215</td>\n",
       "      <td>75.905850</td>\n",
       "      <td>122.780804</td>\n",
       "      <td>95.594246</td>\n",
       "      <td>79.983393</td>\n",
       "      <td>101.588703</td>\n",
       "      <td>107.217095</td>\n",
       "      <td>108.785844</td>\n",
       "      <td>96.247730</td>\n",
       "      <td>87.282003</td>\n",
       "      <td>100.932083</td>\n",
       "      <td>81.944464</td>\n",
       "      <td>102.031136</td>\n",
       "      <td>91.613387</td>\n",
       "      <td>82.462738</td>\n",
       "      <td>115.204797</td>\n",
       "      <td>79.722415</td>\n",
       "      <td>76.130904</td>\n",
       "      <td>104.445564</td>\n",
       "      <td>89.624635</td>\n",
       "      <td>91.820789</td>\n",
       "      <td>87.162749</td>\n",
       "      <td>87.117718</td>\n",
       "      <td>137.923177</td>\n",
       "      <td>85.414136</td>\n",
       "      <td>85.954131</td>\n",
       "      <td>102.273745</td>\n",
       "      <td>101.777822</td>\n",
       "      <td>110.634936</td>\n",
       "      <td>90.233759</td>\n",
       "      <td>81.291637</td>\n",
       "      <td>112.033912</td>\n",
       "      <td>109.997159</td>\n",
       "      <td>72.126379</td>\n",
       "      <td>103.879619</td>\n",
       "      <td>92.526115</td>\n",
       "      <td>99.530787</td>\n",
       "      <td>72.551574</td>\n",
       "      <td>98.459315</td>\n",
       "      <td>89.979379</td>\n",
       "      <td>79.767666</td>\n",
       "      <td>79.948697</td>\n",
       "      <td>82.013193</td>\n",
       "      <td>78.428787</td>\n",
       "      <td>85.206318</td>\n",
       "      <td>94.311759</td>\n",
       "      <td>100.558204</td>\n",
       "      <td>87.041282</td>\n",
       "      <td>71.727506</td>\n",
       "      <td>112.956742</td>\n",
       "      <td>88.656646</td>\n",
       "      <td>99.660110</td>\n",
       "      <td>119.211439</td>\n",
       "      <td>80.140517</td>\n",
       "      <td>89.089351</td>\n",
       "      <td>114.237262</td>\n",
       "      <td>85.531405</td>\n",
       "      <td>86.919777</td>\n",
       "      <td>74.502132</td>\n",
       "      <td>86.076263</td>\n",
       "      <td>81.785407</td>\n",
       "      <td>116.881667</td>\n",
       "      <td>119.733556</td>\n",
       "      <td>110.913438</td>\n",
       "      <td>118.220647</td>\n",
       "      <td>89.705190</td>\n",
       "      <td>80.851303</td>\n",
       "      <td>82.622531</td>\n",
       "      <td>81.836736</td>\n",
       "      <td>112.843849</td>\n",
       "      <td>113.729422</td>\n",
       "      <td>69.634026</td>\n",
       "      <td>86.199273</td>\n",
       "      <td>81.656304</td>\n",
       "      <td>79.927148</td>\n",
       "      <td>83.020362</td>\n",
       "      <td>69.619215</td>\n",
       "      <td>68.212655</td>\n",
       "      <td>75.153769</td>\n",
       "      <td>85.939824</td>\n",
       "      <td>89.648902</td>\n",
       "      <td>82.117994</td>\n",
       "      <td>90.999420</td>\n",
       "      <td>78.132306</td>\n",
       "      <td>87.422628</td>\n",
       "      <td>80.817522</td>\n",
       "      <td>122.226916</td>\n",
       "      <td>92.583756</td>\n",
       "      <td>98.831648</td>\n",
       "      <td>101.467644</td>\n",
       "      <td>94.872084</td>\n",
       "      <td>99.382557</td>\n",
       "      <td>98.411316</td>\n",
       "      <td>87.863139</td>\n",
       "      <td>82.203275</td>\n",
       "      <td>93.889182</td>\n",
       "      <td>101.481713</td>\n",
       "      <td>101.481713</td>\n",
       "      <td>104.488806</td>\n",
       "      <td>79.252084</td>\n",
       "      <td>87.862668</td>\n",
       "      <td>109.910117</td>\n",
       "      <td>125.238884</td>\n",
       "      <td>95.081718</td>\n",
       "      <td>125.284548</td>\n",
       "      <td>118.060967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Rúben Dias</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>24</td>\n",
       "      <td>98.939626</td>\n",
       "      <td>84.492402</td>\n",
       "      <td>101.679072</td>\n",
       "      <td>102.048063</td>\n",
       "      <td>102.217528</td>\n",
       "      <td>107.444390</td>\n",
       "      <td>151.101284</td>\n",
       "      <td>107.009174</td>\n",
       "      <td>109.175680</td>\n",
       "      <td>96.274545</td>\n",
       "      <td>85.257947</td>\n",
       "      <td>102.615750</td>\n",
       "      <td>91.660182</td>\n",
       "      <td>95.542655</td>\n",
       "      <td>103.149111</td>\n",
       "      <td>82.876616</td>\n",
       "      <td>86.356753</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>118.847047</td>\n",
       "      <td>119.825398</td>\n",
       "      <td>101.893951</td>\n",
       "      <td>86.450579</td>\n",
       "      <td>86.481098</td>\n",
       "      <td>133.994263</td>\n",
       "      <td>128.887172</td>\n",
       "      <td>123.205669</td>\n",
       "      <td>133.857379</td>\n",
       "      <td>116.643815</td>\n",
       "      <td>123.577295</td>\n",
       "      <td>121.544697</td>\n",
       "      <td>116.947650</td>\n",
       "      <td>139.346195</td>\n",
       "      <td>136.675932</td>\n",
       "      <td>117.749323</td>\n",
       "      <td>123.350998</td>\n",
       "      <td>111.660539</td>\n",
       "      <td>124.697525</td>\n",
       "      <td>168.615281</td>\n",
       "      <td>166.502450</td>\n",
       "      <td>133.750566</td>\n",
       "      <td>124.006185</td>\n",
       "      <td>147.012282</td>\n",
       "      <td>86.134779</td>\n",
       "      <td>79.753578</td>\n",
       "      <td>115.306723</td>\n",
       "      <td>130.598285</td>\n",
       "      <td>84.120247</td>\n",
       "      <td>92.727417</td>\n",
       "      <td>134.875966</td>\n",
       "      <td>101.895594</td>\n",
       "      <td>101.658227</td>\n",
       "      <td>88.593667</td>\n",
       "      <td>86.660166</td>\n",
       "      <td>87.184756</td>\n",
       "      <td>87.493464</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>135.744232</td>\n",
       "      <td>89.342981</td>\n",
       "      <td>89.907069</td>\n",
       "      <td>88.798580</td>\n",
       "      <td>132.904899</td>\n",
       "      <td>97.245998</td>\n",
       "      <td>83.655025</td>\n",
       "      <td>92.986293</td>\n",
       "      <td>86.018069</td>\n",
       "      <td>77.596486</td>\n",
       "      <td>82.259442</td>\n",
       "      <td>82.343743</td>\n",
       "      <td>123.534306</td>\n",
       "      <td>115.238496</td>\n",
       "      <td>126.824197</td>\n",
       "      <td>78.505902</td>\n",
       "      <td>81.715994</td>\n",
       "      <td>120.512166</td>\n",
       "      <td>79.444722</td>\n",
       "      <td>98.595592</td>\n",
       "      <td>149.660440</td>\n",
       "      <td>136.113045</td>\n",
       "      <td>135.492836</td>\n",
       "      <td>86.747</td>\n",
       "      <td>87.098095</td>\n",
       "      <td>166.280736</td>\n",
       "      <td>85.096561</td>\n",
       "      <td>85.852193</td>\n",
       "      <td>83.578944</td>\n",
       "      <td>95.081497</td>\n",
       "      <td>68.531521</td>\n",
       "      <td>103.791318</td>\n",
       "      <td>107.686655</td>\n",
       "      <td>69.292049</td>\n",
       "      <td>72.159564</td>\n",
       "      <td>71.298880</td>\n",
       "      <td>77.734166</td>\n",
       "      <td>74.993263</td>\n",
       "      <td>82.248268</td>\n",
       "      <td>127.101889</td>\n",
       "      <td>65.001411</td>\n",
       "      <td>85.056647</td>\n",
       "      <td>94.799729</td>\n",
       "      <td>75.860470</td>\n",
       "      <td>81.718129</td>\n",
       "      <td>77.369974</td>\n",
       "      <td>76.199366</td>\n",
       "      <td>81.484903</td>\n",
       "      <td>81.735768</td>\n",
       "      <td>84.917363</td>\n",
       "      <td>93.496803</td>\n",
       "      <td>123.892414</td>\n",
       "      <td>88.157387</td>\n",
       "      <td>99.680773</td>\n",
       "      <td>146.319017</td>\n",
       "      <td>96.099262</td>\n",
       "      <td>111.368326</td>\n",
       "      <td>125.222028</td>\n",
       "      <td>74.132112</td>\n",
       "      <td>78.486570</td>\n",
       "      <td>71.126676</td>\n",
       "      <td>73.349578</td>\n",
       "      <td>102.793764</td>\n",
       "      <td>132.308232</td>\n",
       "      <td>135.735360</td>\n",
       "      <td>145.039402</td>\n",
       "      <td>175.022114</td>\n",
       "      <td>109.078964</td>\n",
       "      <td>79.361022</td>\n",
       "      <td>82.387974</td>\n",
       "      <td>70.805720</td>\n",
       "      <td>135.359863</td>\n",
       "      <td>135.577880</td>\n",
       "      <td>102.201889</td>\n",
       "      <td>94.076711</td>\n",
       "      <td>92.344711</td>\n",
       "      <td>79.478864</td>\n",
       "      <td>82.396244</td>\n",
       "      <td>97.480434</td>\n",
       "      <td>79.212458</td>\n",
       "      <td>111.621278</td>\n",
       "      <td>85.762864</td>\n",
       "      <td>73.396349</td>\n",
       "      <td>81.475792</td>\n",
       "      <td>93.581030</td>\n",
       "      <td>86.653513</td>\n",
       "      <td>91.370422</td>\n",
       "      <td>85.130261</td>\n",
       "      <td>102.386575</td>\n",
       "      <td>142.676493</td>\n",
       "      <td>102.149830</td>\n",
       "      <td>102.975537</td>\n",
       "      <td>91.685408</td>\n",
       "      <td>81.921963</td>\n",
       "      <td>88.327856</td>\n",
       "      <td>85.594407</td>\n",
       "      <td>90.119156</td>\n",
       "      <td>95.247138</td>\n",
       "      <td>76.538473</td>\n",
       "      <td>86.55337</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>113.985029</td>\n",
       "      <td>114.638846</td>\n",
       "      <td>88.167173</td>\n",
       "      <td>88.057830</td>\n",
       "      <td>88.083777</td>\n",
       "      <td>136.707322</td>\n",
       "      <td>133.202226</td>\n",
       "      <td>80.096155</td>\n",
       "      <td>138.947580</td>\n",
       "      <td>115.148265</td>\n",
       "      <td>116.632772</td>\n",
       "      <td>114.601004</td>\n",
       "      <td>78.348589</td>\n",
       "      <td>143.981835</td>\n",
       "      <td>142.661275</td>\n",
       "      <td>78.688934</td>\n",
       "      <td>123.485346</td>\n",
       "      <td>109.240234</td>\n",
       "      <td>84.909693</td>\n",
       "      <td>153.462420</td>\n",
       "      <td>148.594221</td>\n",
       "      <td>124.426200</td>\n",
       "      <td>113.932792</td>\n",
       "      <td>144.277542</td>\n",
       "      <td>82.884958</td>\n",
       "      <td>80.135482</td>\n",
       "      <td>108.508457</td>\n",
       "      <td>135.091448</td>\n",
       "      <td>79.487155</td>\n",
       "      <td>84.859485</td>\n",
       "      <td>126.029003</td>\n",
       "      <td>91.132709</td>\n",
       "      <td>96.598547</td>\n",
       "      <td>85.792352</td>\n",
       "      <td>87.518405</td>\n",
       "      <td>87.746617</td>\n",
       "      <td>87.819515</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>136.885855</td>\n",
       "      <td>79.591628</td>\n",
       "      <td>78.210380</td>\n",
       "      <td>85.557084</td>\n",
       "      <td>129.165734</td>\n",
       "      <td>85.694395</td>\n",
       "      <td>82.260606</td>\n",
       "      <td>87.317017</td>\n",
       "      <td>82.134971</td>\n",
       "      <td>65.478796</td>\n",
       "      <td>72.136613</td>\n",
       "      <td>75.615780</td>\n",
       "      <td>115.470574</td>\n",
       "      <td>94.359231</td>\n",
       "      <td>118.723378</td>\n",
       "      <td>80.844765</td>\n",
       "      <td>82.462738</td>\n",
       "      <td>114.068996</td>\n",
       "      <td>79.722415</td>\n",
       "      <td>93.048288</td>\n",
       "      <td>137.439916</td>\n",
       "      <td>111.870785</td>\n",
       "      <td>124.332217</td>\n",
       "      <td>87.162749</td>\n",
       "      <td>87.117718</td>\n",
       "      <td>154.554139</td>\n",
       "      <td>85.414136</td>\n",
       "      <td>85.954131</td>\n",
       "      <td>70.834135</td>\n",
       "      <td>84.543927</td>\n",
       "      <td>55.005846</td>\n",
       "      <td>95.010896</td>\n",
       "      <td>99.481625</td>\n",
       "      <td>59.015557</td>\n",
       "      <td>61.732930</td>\n",
       "      <td>72.779853</td>\n",
       "      <td>70.224042</td>\n",
       "      <td>59.417171</td>\n",
       "      <td>67.557148</td>\n",
       "      <td>83.689453</td>\n",
       "      <td>46.661318</td>\n",
       "      <td>74.283539</td>\n",
       "      <td>88.212007</td>\n",
       "      <td>55.806917</td>\n",
       "      <td>72.891810</td>\n",
       "      <td>78.428787</td>\n",
       "      <td>65.402346</td>\n",
       "      <td>65.388186</td>\n",
       "      <td>62.286285</td>\n",
       "      <td>70.887517</td>\n",
       "      <td>89.045199</td>\n",
       "      <td>130.264870</td>\n",
       "      <td>74.654570</td>\n",
       "      <td>90.584136</td>\n",
       "      <td>150.715122</td>\n",
       "      <td>89.042851</td>\n",
       "      <td>103.588006</td>\n",
       "      <td>132.122010</td>\n",
       "      <td>73.202080</td>\n",
       "      <td>77.221133</td>\n",
       "      <td>72.062545</td>\n",
       "      <td>72.610926</td>\n",
       "      <td>98.850501</td>\n",
       "      <td>133.926426</td>\n",
       "      <td>139.189989</td>\n",
       "      <td>147.246007</td>\n",
       "      <td>167.854917</td>\n",
       "      <td>101.213376</td>\n",
       "      <td>80.851303</td>\n",
       "      <td>79.803030</td>\n",
       "      <td>69.438063</td>\n",
       "      <td>137.882958</td>\n",
       "      <td>138.069295</td>\n",
       "      <td>76.778658</td>\n",
       "      <td>89.513063</td>\n",
       "      <td>84.084514</td>\n",
       "      <td>79.927148</td>\n",
       "      <td>83.020362</td>\n",
       "      <td>87.391143</td>\n",
       "      <td>72.615471</td>\n",
       "      <td>106.236940</td>\n",
       "      <td>85.939824</td>\n",
       "      <td>74.291575</td>\n",
       "      <td>82.117994</td>\n",
       "      <td>76.163001</td>\n",
       "      <td>74.682005</td>\n",
       "      <td>79.668349</td>\n",
       "      <td>85.130261</td>\n",
       "      <td>102.217528</td>\n",
       "      <td>142.649378</td>\n",
       "      <td>143.900749</td>\n",
       "      <td>101.467644</td>\n",
       "      <td>139.854194</td>\n",
       "      <td>92.597784</td>\n",
       "      <td>91.399259</td>\n",
       "      <td>99.643722</td>\n",
       "      <td>89.795626</td>\n",
       "      <td>91.018836</td>\n",
       "      <td>93.238040</td>\n",
       "      <td>93.238040</td>\n",
       "      <td>82.007698</td>\n",
       "      <td>97.684681</td>\n",
       "      <td>105.653252</td>\n",
       "      <td>73.899360</td>\n",
       "      <td>100.342263</td>\n",
       "      <td>52.807012</td>\n",
       "      <td>97.666687</td>\n",
       "      <td>125.508865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Dayot Upamecano</td>\n",
       "      <td>Bayern Munich</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>22</td>\n",
       "      <td>80.088676</td>\n",
       "      <td>93.703385</td>\n",
       "      <td>98.807412</td>\n",
       "      <td>97.193807</td>\n",
       "      <td>96.857369</td>\n",
       "      <td>90.265651</td>\n",
       "      <td>101.727537</td>\n",
       "      <td>90.087227</td>\n",
       "      <td>86.680854</td>\n",
       "      <td>74.666349</td>\n",
       "      <td>70.995026</td>\n",
       "      <td>82.736386</td>\n",
       "      <td>72.300462</td>\n",
       "      <td>93.605222</td>\n",
       "      <td>133.765141</td>\n",
       "      <td>90.526541</td>\n",
       "      <td>86.356753</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>83.665826</td>\n",
       "      <td>83.726565</td>\n",
       "      <td>84.609857</td>\n",
       "      <td>96.394083</td>\n",
       "      <td>96.447039</td>\n",
       "      <td>132.010789</td>\n",
       "      <td>130.304719</td>\n",
       "      <td>110.582960</td>\n",
       "      <td>135.588289</td>\n",
       "      <td>131.043658</td>\n",
       "      <td>116.092277</td>\n",
       "      <td>115.269349</td>\n",
       "      <td>108.518665</td>\n",
       "      <td>134.386161</td>\n",
       "      <td>135.174761</td>\n",
       "      <td>102.146546</td>\n",
       "      <td>138.139546</td>\n",
       "      <td>127.794372</td>\n",
       "      <td>118.326643</td>\n",
       "      <td>213.737662</td>\n",
       "      <td>127.103790</td>\n",
       "      <td>218.825171</td>\n",
       "      <td>114.181613</td>\n",
       "      <td>147.996827</td>\n",
       "      <td>114.054834</td>\n",
       "      <td>79.753578</td>\n",
       "      <td>136.944800</td>\n",
       "      <td>132.251121</td>\n",
       "      <td>81.983357</td>\n",
       "      <td>87.350192</td>\n",
       "      <td>115.267999</td>\n",
       "      <td>143.215360</td>\n",
       "      <td>112.466810</td>\n",
       "      <td>86.067475</td>\n",
       "      <td>86.660166</td>\n",
       "      <td>87.184756</td>\n",
       "      <td>87.493464</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>132.021848</td>\n",
       "      <td>112.947007</td>\n",
       "      <td>102.962209</td>\n",
       "      <td>85.027283</td>\n",
       "      <td>137.711083</td>\n",
       "      <td>90.642481</td>\n",
       "      <td>83.655025</td>\n",
       "      <td>85.558847</td>\n",
       "      <td>95.555039</td>\n",
       "      <td>99.186289</td>\n",
       "      <td>133.434507</td>\n",
       "      <td>97.566579</td>\n",
       "      <td>108.159698</td>\n",
       "      <td>105.068541</td>\n",
       "      <td>111.186340</td>\n",
       "      <td>78.505902</td>\n",
       "      <td>81.715994</td>\n",
       "      <td>89.841906</td>\n",
       "      <td>79.444722</td>\n",
       "      <td>122.417660</td>\n",
       "      <td>149.660440</td>\n",
       "      <td>142.161680</td>\n",
       "      <td>167.411861</td>\n",
       "      <td>86.747</td>\n",
       "      <td>87.098095</td>\n",
       "      <td>81.475792</td>\n",
       "      <td>85.096561</td>\n",
       "      <td>85.852193</td>\n",
       "      <td>109.757962</td>\n",
       "      <td>105.440275</td>\n",
       "      <td>112.336945</td>\n",
       "      <td>106.541078</td>\n",
       "      <td>78.852948</td>\n",
       "      <td>95.059260</td>\n",
       "      <td>93.239394</td>\n",
       "      <td>95.361179</td>\n",
       "      <td>90.780064</td>\n",
       "      <td>117.114650</td>\n",
       "      <td>127.205995</td>\n",
       "      <td>112.892454</td>\n",
       "      <td>109.667409</td>\n",
       "      <td>123.235262</td>\n",
       "      <td>103.485807</td>\n",
       "      <td>83.612902</td>\n",
       "      <td>74.502487</td>\n",
       "      <td>77.369974</td>\n",
       "      <td>92.760127</td>\n",
       "      <td>109.887451</td>\n",
       "      <td>111.677824</td>\n",
       "      <td>83.539582</td>\n",
       "      <td>137.263238</td>\n",
       "      <td>126.366919</td>\n",
       "      <td>96.067840</td>\n",
       "      <td>111.663672</td>\n",
       "      <td>137.277727</td>\n",
       "      <td>105.957319</td>\n",
       "      <td>95.995810</td>\n",
       "      <td>127.934778</td>\n",
       "      <td>99.678753</td>\n",
       "      <td>90.495201</td>\n",
       "      <td>113.951835</td>\n",
       "      <td>97.843848</td>\n",
       "      <td>102.793764</td>\n",
       "      <td>137.195582</td>\n",
       "      <td>136.816029</td>\n",
       "      <td>129.363157</td>\n",
       "      <td>125.989193</td>\n",
       "      <td>127.352069</td>\n",
       "      <td>100.314948</td>\n",
       "      <td>85.676912</td>\n",
       "      <td>116.170476</td>\n",
       "      <td>131.349716</td>\n",
       "      <td>131.484049</td>\n",
       "      <td>101.316636</td>\n",
       "      <td>91.508912</td>\n",
       "      <td>85.124491</td>\n",
       "      <td>79.478864</td>\n",
       "      <td>82.396244</td>\n",
       "      <td>102.238481</td>\n",
       "      <td>86.620540</td>\n",
       "      <td>93.384200</td>\n",
       "      <td>85.762864</td>\n",
       "      <td>101.164524</td>\n",
       "      <td>81.475792</td>\n",
       "      <td>122.517204</td>\n",
       "      <td>101.456539</td>\n",
       "      <td>110.093084</td>\n",
       "      <td>84.171874</td>\n",
       "      <td>89.357188</td>\n",
       "      <td>98.965247</td>\n",
       "      <td>89.225932</td>\n",
       "      <td>82.515250</td>\n",
       "      <td>72.485285</td>\n",
       "      <td>76.076256</td>\n",
       "      <td>81.006822</td>\n",
       "      <td>76.445685</td>\n",
       "      <td>89.982445</td>\n",
       "      <td>117.854850</td>\n",
       "      <td>82.090319</td>\n",
       "      <td>86.55337</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>80.856503</td>\n",
       "      <td>80.892602</td>\n",
       "      <td>80.199481</td>\n",
       "      <td>95.800434</td>\n",
       "      <td>95.833939</td>\n",
       "      <td>143.572571</td>\n",
       "      <td>146.039004</td>\n",
       "      <td>81.598632</td>\n",
       "      <td>151.573598</td>\n",
       "      <td>145.088369</td>\n",
       "      <td>114.551312</td>\n",
       "      <td>113.906374</td>\n",
       "      <td>80.552952</td>\n",
       "      <td>146.876843</td>\n",
       "      <td>150.861669</td>\n",
       "      <td>80.175825</td>\n",
       "      <td>151.946979</td>\n",
       "      <td>142.309553</td>\n",
       "      <td>86.661355</td>\n",
       "      <td>200.970341</td>\n",
       "      <td>120.432129</td>\n",
       "      <td>200.617688</td>\n",
       "      <td>109.168310</td>\n",
       "      <td>153.811128</td>\n",
       "      <td>108.784224</td>\n",
       "      <td>80.135482</td>\n",
       "      <td>139.688306</td>\n",
       "      <td>148.074169</td>\n",
       "      <td>79.056936</td>\n",
       "      <td>81.987660</td>\n",
       "      <td>112.093330</td>\n",
       "      <td>157.018077</td>\n",
       "      <td>113.422850</td>\n",
       "      <td>84.580067</td>\n",
       "      <td>87.518405</td>\n",
       "      <td>87.746617</td>\n",
       "      <td>87.819515</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>140.923759</td>\n",
       "      <td>107.823429</td>\n",
       "      <td>100.691437</td>\n",
       "      <td>83.066830</td>\n",
       "      <td>141.184108</td>\n",
       "      <td>82.571915</td>\n",
       "      <td>82.618157</td>\n",
       "      <td>82.442081</td>\n",
       "      <td>94.158816</td>\n",
       "      <td>95.892564</td>\n",
       "      <td>136.453386</td>\n",
       "      <td>92.349156</td>\n",
       "      <td>104.856689</td>\n",
       "      <td>91.628344</td>\n",
       "      <td>108.114847</td>\n",
       "      <td>80.844765</td>\n",
       "      <td>82.462738</td>\n",
       "      <td>88.326012</td>\n",
       "      <td>79.722415</td>\n",
       "      <td>112.888532</td>\n",
       "      <td>143.305511</td>\n",
       "      <td>118.979643</td>\n",
       "      <td>157.644367</td>\n",
       "      <td>87.162749</td>\n",
       "      <td>87.117718</td>\n",
       "      <td>81.895725</td>\n",
       "      <td>85.414136</td>\n",
       "      <td>85.954131</td>\n",
       "      <td>106.777608</td>\n",
       "      <td>101.048139</td>\n",
       "      <td>109.964662</td>\n",
       "      <td>101.994759</td>\n",
       "      <td>77.918062</td>\n",
       "      <td>89.931148</td>\n",
       "      <td>87.126665</td>\n",
       "      <td>81.968405</td>\n",
       "      <td>85.010559</td>\n",
       "      <td>115.203641</td>\n",
       "      <td>128.805052</td>\n",
       "      <td>84.067327</td>\n",
       "      <td>106.465519</td>\n",
       "      <td>120.837141</td>\n",
       "      <td>97.382858</td>\n",
       "      <td>70.778783</td>\n",
       "      <td>67.976893</td>\n",
       "      <td>78.428787</td>\n",
       "      <td>86.394420</td>\n",
       "      <td>112.035259</td>\n",
       "      <td>114.568200</td>\n",
       "      <td>73.106308</td>\n",
       "      <td>128.168617</td>\n",
       "      <td>146.855349</td>\n",
       "      <td>93.285622</td>\n",
       "      <td>123.180016</td>\n",
       "      <td>148.950806</td>\n",
       "      <td>98.999267</td>\n",
       "      <td>92.120390</td>\n",
       "      <td>148.916227</td>\n",
       "      <td>95.324783</td>\n",
       "      <td>87.486393</td>\n",
       "      <td>94.935428</td>\n",
       "      <td>93.509773</td>\n",
       "      <td>100.324690</td>\n",
       "      <td>150.189171</td>\n",
       "      <td>150.139926</td>\n",
       "      <td>136.188674</td>\n",
       "      <td>124.846629</td>\n",
       "      <td>121.644415</td>\n",
       "      <td>95.407429</td>\n",
       "      <td>83.465485</td>\n",
       "      <td>108.724368</td>\n",
       "      <td>141.820751</td>\n",
       "      <td>141.815102</td>\n",
       "      <td>79.487000</td>\n",
       "      <td>88.797701</td>\n",
       "      <td>79.828095</td>\n",
       "      <td>79.927148</td>\n",
       "      <td>83.020362</td>\n",
       "      <td>97.840034</td>\n",
       "      <td>82.635924</td>\n",
       "      <td>92.037934</td>\n",
       "      <td>85.939824</td>\n",
       "      <td>95.927972</td>\n",
       "      <td>82.117994</td>\n",
       "      <td>138.165168</td>\n",
       "      <td>97.949758</td>\n",
       "      <td>106.349614</td>\n",
       "      <td>84.171874</td>\n",
       "      <td>96.857369</td>\n",
       "      <td>131.688266</td>\n",
       "      <td>123.399727</td>\n",
       "      <td>55.119251</td>\n",
       "      <td>140.247914</td>\n",
       "      <td>148.117187</td>\n",
       "      <td>159.789539</td>\n",
       "      <td>94.071184</td>\n",
       "      <td>77.091945</td>\n",
       "      <td>141.709555</td>\n",
       "      <td>132.986523</td>\n",
       "      <td>132.986523</td>\n",
       "      <td>99.124330</td>\n",
       "      <td>119.695897</td>\n",
       "      <td>132.803370</td>\n",
       "      <td>104.772867</td>\n",
       "      <td>122.282686</td>\n",
       "      <td>85.981980</td>\n",
       "      <td>128.937705</td>\n",
       "      <td>130.968472</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Player            Squad Main Position                Comp  Age  \\\n",
       "0      William Saliba        Marseille   Centre-Back          fr Ligue 1   20   \n",
       "14   Presnel Kimpembe        Paris S-G   Centre-Back          fr Ligue 1   25   \n",
       "18  Jean-Clair Todibo             Nice   Centre-Back          fr Ligue 1   21   \n",
       "20         Rúben Dias  Manchester City   Centre-Back  eng Premier League   24   \n",
       "24    Dayot Upamecano    Bayern Munich   Centre-Back       de Bundesliga   22   \n",
       "\n",
       "           Age        Born          MP      Starts         Min     npGoals  \\\n",
       "0    61.237725  121.336333  121.780695  123.892215  125.734874   73.086911   \n",
       "14  108.365101   66.070437  104.550733  106.902319  107.100605   90.265651   \n",
       "18   70.663201  102.914367  121.780695  121.465087  122.226916   90.265651   \n",
       "20   98.939626   84.492402  101.679072  102.048063  102.217528  107.444390   \n",
       "24   80.088676   93.703385   98.807412   97.193807   96.857369   90.265651   \n",
       "\n",
       "       npxG+xA       Goals       Shots         SoT       SoT%       Sh/90  \\\n",
       "0   107.652387   73.165279  103.551974   89.071813  81.283034   85.030159   \n",
       "14   80.003089   90.087227   78.245294   74.666349  76.022121   69.738341   \n",
       "18  123.451986   90.087227  114.799387  110.680008  94.376863   95.734432   \n",
       "20  151.101284  107.009174  109.175680   96.274545  85.257947  102.615750   \n",
       "24  101.727537   90.087227   86.680854   74.666349  70.995026   82.736386   \n",
       "\n",
       "       SoT/90        G/Sh       G/SoT  AvgShotDistance    FKShots         PK  \\\n",
       "0   79.340360   74.230898   72.533081        81.526629  86.356753  88.560368   \n",
       "14  70.540487  101.354952  133.765141        76.126682  86.356753  88.560368   \n",
       "18  95.180131   83.918060   82.942532        76.126682  86.356753  88.560368   \n",
       "20  91.660182   95.542655  103.149111        82.876616  86.356753  88.560368   \n",
       "24  72.300462   93.605222  133.765141        90.526541  86.356753  88.560368   \n",
       "\n",
       "       PKsAtt          xG        npxG     npxG/Sh       G-xG     npG-xG  \\\n",
       "0   88.560368  101.256437  101.775982   93.251904  54.134192  54.091791   \n",
       "14  88.560368   86.178770   86.305053  101.893951  93.908207  93.955554   \n",
       "18  88.560368  123.872936  124.982374  106.214975  56.620068  56.583276   \n",
       "20  88.560368  118.847047  119.825398  101.893951  86.450579  86.481098   \n",
       "24  88.560368   83.665826   83.726565   84.609857  96.394083  96.447039   \n",
       "\n",
       "    PassesCompleted  PassesAttempted     TotCmp%  TotalPassDist  ProgPassDist  \\\n",
       "0        165.082176       159.998601  121.212610     155.766667    147.628876   \n",
       "14       136.949234       129.558642  131.510083     124.705610    123.436194   \n",
       "18       134.237137       135.303438  101.614193     134.618157    130.653835   \n",
       "20       133.994263       128.887172  123.205669     133.857379    116.643815   \n",
       "24       132.010789       130.304719  110.582960     135.588289    131.043658   \n",
       "\n",
       "    ShortPassCmp  ShortPassAtt  ShortPassCmp%  MedPassCmp  MedPassAtt  \\\n",
       "0     169.121724    167.765049     114.137988  167.921913  165.770042   \n",
       "14    159.480006    154.852314     127.718020  131.276886  128.097816   \n",
       "18    120.913136    121.786057      98.684848  142.233379  141.608348   \n",
       "20    123.577295    121.544697     116.947650  139.346195  136.675932   \n",
       "24    116.092277    115.269349     108.518665  134.386161  135.174761   \n",
       "\n",
       "    MedPassCmp%  LongPassCmp  LongPassAtt  LongPassCmp%     Assists  \\\n",
       "0    115.696326   126.058761   114.695617    122.960012   78.370521   \n",
       "14   120.623519    98.147981    86.740956    136.087890   78.370521   \n",
       "18   109.126736   120.643236   126.037222     88.016687   78.370521   \n",
       "20   117.749323   123.350998   111.660539    124.697525  168.615281   \n",
       "24   102.146546   138.139546   127.794372    118.326643  213.737662   \n",
       "\n",
       "            xA        A-xA   KeyPasses  Final1/3Cmp  PenAreaCmp  \\\n",
       "0   103.464594   65.690882   94.532470   147.996827  130.009150   \n",
       "14   75.885531   85.541623   79.795612   134.705465   90.123358   \n",
       "18  103.464594   65.690882  133.830757   140.612737  106.077675   \n",
       "20  166.502450  133.750566  124.006185   147.012282   86.134779   \n",
       "24  127.103790  218.825171  114.181613   147.996827  114.054834   \n",
       "\n",
       "    CrsPenAreaCmp  ProgPasses    LivePass    DeadPass    FKPasses   ThruBalls  \\\n",
       "0       98.775643  150.395497  160.964328  102.924882  130.367993  115.267999   \n",
       "14      98.775643  113.552284  130.137029   96.941589  111.009983   76.052065   \n",
       "18      89.264611  128.757420  136.325552   93.949943  123.915323  134.875966   \n",
       "20      79.753578  115.306723  130.598285   84.120247   92.727417  134.875966   \n",
       "24      79.753578  136.944800  132.251121   81.983357   87.350192  115.267999   \n",
       "\n",
       "    PassUnderPress    Switches        Crs         CK  InSwingCK  OutSwingCK  \\\n",
       "0       150.101988  103.459657  91.119858  86.660166  87.184756   87.493464   \n",
       "14      100.083323   82.743206  81.015092  86.660166  87.184756   87.493464   \n",
       "18      122.555477  103.459657  86.067475  86.660166  87.184756   87.493464   \n",
       "20      101.895594  101.658227  88.593667  86.660166  87.184756   87.493464   \n",
       "24      143.215360  112.466810  86.067475  86.660166  87.184756   87.493464   \n",
       "\n",
       "        StrCK      Ground         Low        High        Left       Right  \\\n",
       "0   88.560368  171.479112  109.013003   83.275887   79.486735  174.438342   \n",
       "14  88.560368  140.561434   99.964793   65.247361  160.080752   72.667388   \n",
       "18  88.560368  135.875610  100.751594  118.918491   79.812650  146.121906   \n",
       "20  88.560368  135.744232   89.342981   89.907069   88.798580  132.904899   \n",
       "24  88.560368  132.021848  112.947007  102.962209   85.027283  137.711083   \n",
       "\n",
       "          Head    ThrowIn       Other  PassesToOff   PassesOOB   PassesInt  \\\n",
       "0    84.038965  87.699686  107.841185    86.018069   97.223580  125.438403   \n",
       "14   84.038965  89.497313   78.131401    66.944129   67.782939   72.664117   \n",
       "18  123.660062  81.407992  122.696077   124.165950  132.552349  119.041520   \n",
       "20   97.245998  83.655025   92.986293    86.018069   77.596486   82.259442   \n",
       "24   90.642481  83.655025   85.558847    95.555039   99.186289  133.434507   \n",
       "\n",
       "    PassesBlocked         SCA       SCA90  SCAPassLive  SCAPassDead  \\\n",
       "0      110.614723  103.766953   84.728632   108.580031    78.505902   \n",
       "14      75.819671   97.177836   87.553619   100.761102   122.228549   \n",
       "18     106.265342  123.534306  101.113559   124.217887   100.367226   \n",
       "20      82.343743  123.534306  115.238496   126.824197    78.505902   \n",
       "24      97.566579  108.159698  105.068541   111.186340    78.505902   \n",
       "\n",
       "      SCADrib       SCASh     SCAFld      SCADef         GCA       GCA90  \\\n",
       "0   81.715994  105.177036  79.444722   74.773523  109.932321   93.772602   \n",
       "14  81.715994   74.506776  79.444722   74.773523  109.932321   99.821237   \n",
       "18  81.715994  135.847296  79.444722   74.773523  123.175028  105.869872   \n",
       "20  81.715994  120.512166  79.444722   98.595592  149.660440  136.113045   \n",
       "24  81.715994   89.841906  79.444722  122.417660  149.660440  142.161680   \n",
       "\n",
       "    GCAPassLive  GCAPassDead    GCADrib       GCASh     GCAFld     GCADef  \\\n",
       "0    103.573812       86.747  87.098095  123.878264  85.096561  85.852193   \n",
       "14   119.533324       86.747  87.098095   81.475792  85.096561  85.852193   \n",
       "18   103.573812       86.747  87.098095  166.280736  85.096561  85.852193   \n",
       "20   135.492836       86.747  87.098095  166.280736  85.096561  85.852193   \n",
       "24   167.411861       86.747  87.098095   81.475792  85.096561  85.852193   \n",
       "\n",
       "        DrbTkl  TklWinPoss  Def3rdPress  Mid3rdPress  Att3rdPress    DrbTkl.1  \\\n",
       "0   117.393509  120.978442   127.500360    95.542041    98.075420   88.031839   \n",
       "14   89.032906   84.722719    87.064585    92.792281    88.464184   85.689365   \n",
       "18  130.483018  129.610756   139.294128   112.040596    88.464184  139.566261   \n",
       "20   83.578944   95.081497    68.531521   103.791318   107.686655   69.292049   \n",
       "24  109.757962  105.440275   112.336945   106.541078    78.852948   95.059260   \n",
       "\n",
       "    DrpPastAtt    DrbTkl%     DrbPast       Press   PressSucc  PressSucc%  \\\n",
       "0    93.239394  77.266331   98.607603  104.580969  122.148251  138.102741   \n",
       "14   82.699479  99.211147   80.343346   84.239421   74.380666   48.720812   \n",
       "18  139.351523  93.243697  132.526937  121.634994  128.891910  105.558552   \n",
       "20   72.159564  71.298880   77.734166   74.993263   82.248268  127.101889   \n",
       "24   93.239394  95.361179   90.780064  117.114650  127.205995  112.892454   \n",
       "\n",
       "    Def3rdPress.1  Mid3rdPress.1  Att3rdPress.1      Blocks    ShBlocks  \\\n",
       "0      106.586995     101.873418      93.062514  102.993981   91.338985   \n",
       "14      81.173583      86.420169      94.799729   74.568398   88.933771   \n",
       "18     128.149890     115.054130      89.588083  110.746413  103.365055   \n",
       "20      65.001411      85.056647      94.799729   75.860470   81.718129   \n",
       "24     109.667409     123.235262     103.485807   83.612902   74.502487   \n",
       "\n",
       "    ShSvBlocks  PassBlocks         Int     Tkl+Int         Clr         Err  \\\n",
       "0    77.369974  107.480803  119.965774  121.477043   90.887745  115.380020   \n",
       "14   77.369974   68.839028   96.144282   93.168189   87.213664   93.496803   \n",
       "18   77.369974  109.320887  119.049563  127.465454  110.635934   71.613585   \n",
       "20   77.369974   76.199366   81.484903   81.735768   84.917363   93.496803   \n",
       "24   77.369974   92.760127  109.887451  111.677824   83.539582  137.263238   \n",
       "\n",
       "       Touches  DefPenTouch  Def3rdTouch  Mid3rdTouch  Att3rdTouch  \\\n",
       "0   154.790291   111.461155   134.381253   167.155896   118.134920   \n",
       "14  124.995910   108.895602   103.737483   142.427071    94.069662   \n",
       "18  134.860492   111.033563   122.335942   143.624593    90.010462   \n",
       "20  123.892414    88.157387    99.680773   146.319017    96.099262   \n",
       "24  126.366919    96.067840   111.663672   137.277727   105.957319   \n",
       "\n",
       "    AttPenTouch   LiveTouch     SuccDrb      AttDrb    DrbSucc%   PlDrbPast  \\\n",
       "0    119.908613  155.680371  153.965367  142.532602   98.891514  149.894171   \n",
       "14    80.623293  125.737107   93.292093   94.498078   89.215888   94.782064   \n",
       "18   107.952211  135.660964   96.485423   98.500955   87.953850   97.843848   \n",
       "20   111.368326  125.222028   74.132112   78.486570   71.126676   73.349578   \n",
       "24    95.995810  127.934778   99.678753   90.495201  113.951835   97.843848   \n",
       "\n",
       "          Megs     Carries  TotCarryDist  PrgCarryDist  ProgCarries  \\\n",
       "0   166.434536  166.427467    163.446227    168.655740   176.944973   \n",
       "14   81.580173  133.691444    129.566872    129.118428   125.027763   \n",
       "18   81.580173  139.915899    141.233360    132.408672   144.256359   \n",
       "20  102.793764  132.308232    135.735360    145.039402   175.022114   \n",
       "24  102.793764  137.195582    136.816029    129.363157   125.989193   \n",
       "\n",
       "    CarriesToFinal3rd  CarriesToPenArea  CarryMistakes  Disposesed  \\\n",
       "0          113.139654        110.791911     105.410538  142.633250   \n",
       "14          94.866549        100.314948      88.965850   82.146909   \n",
       "18         105.018274         79.361022      92.254787   93.488098   \n",
       "20         109.078964         79.361022      82.387974   70.805720   \n",
       "24         127.352069        100.314948      85.676912  116.170476   \n",
       "\n",
       "    PassTarget  ReceivedPass    Receive%  ProgPassesRec    Yellows       Reds  \\\n",
       "0   165.026322    164.713762   99.546130      99.212307  92.344711  79.478864   \n",
       "14  135.446102    135.795637  103.972395      99.212307  99.564931  79.478864   \n",
       "18  135.791061    136.405357  106.628154      94.076711  99.564931  79.478864   \n",
       "20  135.359863    135.577880  102.201889      94.076711  92.344711  79.478864   \n",
       "24  131.349716    131.484049  101.316636      91.508912  85.124491  79.478864   \n",
       "\n",
       "      Yellow2         Fls         Fld         Off      PKwon       PKcon  \\\n",
       "0   82.396244   76.862232   84.768520   93.384200  85.762864   73.396349   \n",
       "14  82.396244   97.480434  110.696805   75.147122  85.762864  128.932698   \n",
       "18  82.396244   91.136372   79.212458   75.147122  85.762864  101.164524   \n",
       "20  82.396244   97.480434   79.212458  111.621278  85.762864   73.396349   \n",
       "24  82.396244  102.238481   86.620540   93.384200  85.762864  101.164524   \n",
       "\n",
       "           OG       Recov  AerialWins  AerialLoss  AerialWin%  npGoalsPer90  \\\n",
       "0   81.475792  117.484826   92.292761   93.866777   89.922193     73.863828   \n",
       "14  81.475792   90.058365   87.358419   73.895937  112.683870     87.161894   \n",
       "18  81.475792  121.007491  101.456539  113.837616   80.817522     84.860881   \n",
       "20  81.475792   93.581030   86.653513   91.370422   85.130261    102.386575   \n",
       "24  81.475792  122.517204  101.456539  110.093084   84.171874     89.357188   \n",
       "\n",
       "    npxG+xAPer90  GoalsPer90  ShotsPer90   SoTPer90  SoT%Per90  Sh/90Per90  \\\n",
       "0      89.498419   73.858010   85.376268  79.982417  77.661255   77.120396   \n",
       "14     73.533993   87.048412   70.081367  71.470899  77.350075   73.782021   \n",
       "18    102.474324   84.766028   95.584489  95.814874  82.403200   81.066281   \n",
       "20    142.676493  102.149830  102.975537  91.685408  81.921963   88.327856   \n",
       "24     98.965247   89.225932   82.515250  72.485285  76.076256   81.006822   \n",
       "\n",
       "    SoT/90Per90  G/ShPer90  G/SoTPer90  AvgShotDistancePer90  FKShotsPer90  \\\n",
       "0     77.806959  79.072788   75.969988             70.581753      86.55337   \n",
       "14    75.116296  92.182164  111.920077             72.288652      86.55337   \n",
       "18    83.970503  82.944579   81.024005             69.337943      86.55337   \n",
       "20    85.594407  90.119156   95.247138             76.538473      86.55337   \n",
       "24    76.445685  89.982445  117.854850             82.090319      86.55337   \n",
       "\n",
       "      PKPer90  PKsAttPer90     xGPer90   npxGPer90  npxG/ShPer90  G-xGPer90  \\\n",
       "0   88.560368    88.560368   86.903466   87.052317     77.123303  71.134928   \n",
       "14  88.560368    88.560368   80.112210   80.134430     86.215390  93.499014   \n",
       "18  88.560368    88.560368  105.289214  105.780888     83.410020  71.737717   \n",
       "20  88.560368    88.560368  113.985029  114.638846     88.167173  88.057830   \n",
       "24  88.560368    88.560368   80.856503   80.892602     80.199481  95.800434   \n",
       "\n",
       "    npG-xGPer90  PassesCompletedPer90  PassesAttemptedPer90  TotCmp%Per90  \\\n",
       "0     71.144356            138.155880            135.571133     70.809433   \n",
       "14    93.530273            132.758589            125.863362     78.585992   \n",
       "18    71.747734            111.195323            112.499641     70.150548   \n",
       "20    88.083777            136.707322            133.202226     80.096155   \n",
       "24    95.833939            143.572571            146.039004     81.598632   \n",
       "\n",
       "    TotalPassDistPer90  ProgPassDistPer90  ShortPassCmpPer90  \\\n",
       "0           131.320863         122.742185         133.029621   \n",
       "14          119.330576         117.597395         147.528860   \n",
       "18          113.176404         108.600698          96.677379   \n",
       "20          138.947580         115.148265         116.632772   \n",
       "24          151.573598         145.088369         114.551312   \n",
       "\n",
       "    ShortPassAttPer90  ShortPassCmp%Per90  MedPassCmpPer90  MedPassAttPer90  \\\n",
       "0          132.079507           69.536428       141.915342       141.193216   \n",
       "14         143.739418           76.841156       126.379798       123.419703   \n",
       "18          96.570796           69.632167       120.562803       120.216934   \n",
       "20         114.601004           78.348589       143.981835       142.661275   \n",
       "24         113.906374           80.552952       146.876843       150.861669   \n",
       "\n",
       "    MedPassCmp%Per90  LongPassCmpPer90  LongPassAttPer90  LongPassCmp%Per90  \\\n",
       "0          69.793491        102.770063         89.276737          74.516372   \n",
       "14         76.627433         87.151313         69.616293          84.758607   \n",
       "18         70.365942        100.178520        104.708959          69.361929   \n",
       "20         78.688934        123.485346        109.240234          84.909693   \n",
       "24         80.175825        151.946979        142.309553          86.661355   \n",
       "\n",
       "    AssistsPer90     xAPer90   A-xAPer90  KeyPassesPer90  Final1/3CmpPer90  \\\n",
       "0      78.002641   90.706807   75.242806       82.263507        119.989435   \n",
       "14     78.002641   74.693585   86.452524       75.340798        125.309102   \n",
       "18     78.002641   91.469267   74.709062      108.881650        116.743553   \n",
       "20    153.462420  148.594221  124.426200      113.932792        144.277542   \n",
       "24    200.970341  120.432129  200.617688      109.168310        153.811128   \n",
       "\n",
       "    PenAreaCmpPer90  CrsPenAreaCmpPer90  ProgPassesPer90  LivePassPer90  \\\n",
       "0        106.080756           90.697257       119.289870     136.371241   \n",
       "14        85.042404           93.419702       102.217743     126.342219   \n",
       "18        92.462396           85.628283       104.384819     113.899710   \n",
       "20        82.884958           80.135482       108.508457     135.091448   \n",
       "24       108.784224           80.135482       139.688306     148.074169   \n",
       "\n",
       "    DeadPassPer90  FKPassesPer90  ThruBallsPer90  PassUnderPressPer90  \\\n",
       "0       86.644165     105.434999      100.468473           118.374904   \n",
       "14      88.336879     101.457049       75.490282            83.701622   \n",
       "18      81.826530     102.325215      114.461071            94.529153   \n",
       "20      79.487155      84.859485      126.029003            91.132709   \n",
       "24      79.056936      81.987660      112.093330           157.018077   \n",
       "\n",
       "    SwitchesPer90   CrsPer90    CKPer90  InSwingCKPer90  OutSwingCKPer90  \\\n",
       "0       86.297674  84.770125  87.518405       87.746617        87.819515   \n",
       "14      74.158104  79.985040  87.518405       87.746617        87.819515   \n",
       "18      87.710028  82.244032  87.518405       87.746617        87.819515   \n",
       "20      96.598547  85.792352  87.518405       87.746617        87.819515   \n",
       "24     113.422850  84.580067  87.518405       87.746617        87.819515   \n",
       "\n",
       "    StrCKPer90  GroundPer90    LowPer90   HighPer90   LeftPer90  RightPer90  \\\n",
       "0    88.560368   142.752718   83.668912   58.518139   75.497791  142.375277   \n",
       "14   88.560368   135.388553   86.568634   45.535768  145.306300   64.575976   \n",
       "18   88.560368   112.937783   79.215846   94.670215   75.905850  122.780804   \n",
       "20   88.560368   136.885855   79.591628   78.210380   85.557084  129.165734   \n",
       "24   88.560368   140.923759  107.823429  100.691437   83.066830  141.184108   \n",
       "\n",
       "    HeadPer90  ThrowInPer90  OtherPer90  PassesToOffPer90  PassesOOBPer90  \\\n",
       "0   57.638007     83.491442   90.265952         77.195370       74.903623   \n",
       "14  66.694882     86.162055   73.267527         63.036751       52.589626   \n",
       "18  95.594246     79.983393  101.588703        107.217095      108.785844   \n",
       "20  85.694395     82.260606   87.317017         82.134971       65.478796   \n",
       "24  82.571915     82.618157   82.442081         94.158816       95.892564   \n",
       "\n",
       "    PassesIntPer90  PassesBlockedPer90    SCAPer90  SCA90Per90  \\\n",
       "0        99.339141           88.902003   84.915910   75.286313   \n",
       "14       60.076000           68.690857   87.489697   79.638675   \n",
       "18       96.247730           87.282003  100.932083   81.944464   \n",
       "20       72.136613           75.615780  115.470574   94.359231   \n",
       "24      136.453386           92.349156  104.856689   91.628344   \n",
       "\n",
       "    GCAPassLivePer90  GCAPassDeadPer90  GCADribPer90  GCAShPer90  GCAFldPer90  \\\n",
       "0          89.139109         80.844765     82.462738   93.657659    79.722415   \n",
       "14         91.208663        106.888443     82.462738   73.711348    79.722415   \n",
       "18        102.031136         91.613387     82.462738  115.204797    79.722415   \n",
       "20        118.723378         80.844765     82.462738  114.068996    79.722415   \n",
       "24        108.114847         80.844765     82.462738   88.326012    79.722415   \n",
       "\n",
       "    GCADefPer90    GCAPer90  GCA90Per90  GCAPassLive.1Per90  \\\n",
       "0     76.130904   94.709254   83.826180           91.033739   \n",
       "14    76.130904  101.196907   89.748972          108.423772   \n",
       "18    76.130904  104.445564   89.624635           91.820789   \n",
       "20    93.048288  137.439916  111.870785          124.332217   \n",
       "24   112.888532  143.305511  118.979643          157.644367   \n",
       "\n",
       "    GCAPassDead.1Per90  GCADrib.1Per90  GCASh.1Per90  GCAFld.1Per90  \\\n",
       "0            87.162749       87.117718    108.828674      85.414136   \n",
       "14           87.162749       87.117718     81.895725      85.414136   \n",
       "18           87.162749       87.117718    137.923177      85.414136   \n",
       "20           87.162749       87.117718    154.554139      85.414136   \n",
       "24           87.162749       87.117718     81.895725      85.414136   \n",
       "\n",
       "    GCADef.1Per90  DrbTklPer90  TklWinPossPer90  Def3rdPressPer90  \\\n",
       "0       85.954131    88.413200        92.258366         97.879989   \n",
       "14      85.954131    73.765182        70.710502         72.735254   \n",
       "18      85.954131   102.273745       101.777822        110.634936   \n",
       "20      85.954131    70.834135        84.543927         55.005846   \n",
       "24      85.954131   106.777608       101.048139        109.964662   \n",
       "\n",
       "    Mid3rdPressPer90  Att3rdPressPer90  DrbTkl.1Per90  DrpPastAttPer90  \\\n",
       "0          76.820730         86.338053      69.161648        72.185054   \n",
       "14         81.934286         83.679868      73.923916        70.365446   \n",
       "18         90.233759         81.291637     112.033912       109.997159   \n",
       "20         95.010896         99.481625      59.015557        61.732930   \n",
       "24        101.994759         77.918062      89.931148        87.126665   \n",
       "\n",
       "    DrbTkl%Per90  DrbPastPer90  PressPer90  PressSuccPer90  PressSucc%Per90  \\\n",
       "0      68.001136     78.804104   75.303155       90.692995        75.849699   \n",
       "14     78.369138     70.996858   66.895314       55.907943        68.385489   \n",
       "18     72.126379    103.879619   92.526115       99.530787        72.551574   \n",
       "20     72.779853     70.224042   59.417171       67.557148        83.689453   \n",
       "24     81.968405     85.010559  115.203641      128.805052        84.067327   \n",
       "\n",
       "    Def3rdPress.1Per90  Mid3rdPress.1Per90  Att3rdPress.1Per90  BlocksPer90  \\\n",
       "0            76.495671           77.730679           81.128121    69.755897   \n",
       "14           62.789172           73.109528           86.616121    51.076437   \n",
       "18           98.459315           89.979379           79.767666    79.948697   \n",
       "20           46.661318           74.283539           88.212007    55.806917   \n",
       "24          106.465519          120.837141           97.382858    70.778783   \n",
       "\n",
       "    ShBlocksPer90  ShSvBlocksPer90  PassBlocksPer90    IntPer90  Tkl+IntPer90  \\\n",
       "0       71.978574        78.428787        81.939778   92.281266     90.417511   \n",
       "14      77.307713        78.428787        56.410814   80.977934     73.950401   \n",
       "18      82.013193        78.428787        85.206318   94.311759    100.558204   \n",
       "20      72.891810        78.428787        65.402346   65.388186     62.286285   \n",
       "24      67.976893        78.428787        86.394420  112.035259    114.568200   \n",
       "\n",
       "     ClrPer90    ErrPer90  TouchesPer90  DefPenTouchPer90  Def3rdTouchPer90  \\\n",
       "0   64.167677   97.404728    133.541803         86.311248        111.833425   \n",
       "14  70.500793   87.875448    122.648083        100.946714         90.741313   \n",
       "18  87.041282   71.727506    112.956742         88.656646         99.660110   \n",
       "20  70.887517   89.045199    130.264870         74.654570         90.584136   \n",
       "24  73.106308  128.168617    146.855349         93.285622        123.180016   \n",
       "\n",
       "    Mid3rdTouchPer90  Att3rdTouchPer90  AttPenTouchPer90  LiveTouchPer90  \\\n",
       "0         138.025442         94.956428         96.115697      134.543353   \n",
       "14        137.535810         86.041580         72.608703      123.663690   \n",
       "18        119.211439         80.140517         89.089351      114.237262   \n",
       "20        150.715122         89.042851        103.588006      132.122010   \n",
       "24        148.950806         98.999267         92.120390      148.916227   \n",
       "\n",
       "    SuccDrbPer90  AttDrbPer90  DrbSucc%Per90  PlDrbPastPer90   MegsPer90  \\\n",
       "0     118.168635   110.349777      77.559252      115.089875  132.390784   \n",
       "14     86.828387    87.739907      78.815455       87.681909   81.785407   \n",
       "18     85.531405    86.919777      74.502132       86.076263   81.785407   \n",
       "20     73.202080    77.221133      72.062545       72.610926   98.850501   \n",
       "24     95.324783    87.486393      94.935428       93.509773  100.324690   \n",
       "\n",
       "    CarriesPer90  TotCarryDistPer90  PrgCarryDistPer90  ProgCarriesPer90  \\\n",
       "0     139.054057         137.687194         140.300314        139.783765   \n",
       "14    128.319798         124.343050         122.203616        113.897829   \n",
       "18    116.881667         119.733556         110.913438        118.220647   \n",
       "20    133.926426         139.189989         147.246007        167.854917   \n",
       "24    150.189171         150.139926         136.188674        124.846629   \n",
       "\n",
       "    CarriesToFinal3rdPer90  CarriesToPenAreaPer90  CarryMistakesPer90  \\\n",
       "0                93.852364              95.751115           89.201599   \n",
       "14               87.193993              93.344934           83.486848   \n",
       "18               89.705190              80.851303           82.622531   \n",
       "20              101.213376              80.851303           79.803030   \n",
       "24              121.644415              95.407429           83.465485   \n",
       "\n",
       "    DisposesedPer90  PassTargetPer90  ReceivedPassPer90  Receive%Per90  \\\n",
       "0        109.792405       137.752886         137.567984      68.493260   \n",
       "14        77.355953       130.470803         130.905631      74.693707   \n",
       "18        81.836736       112.843849         113.729422      69.634026   \n",
       "20        69.438063       137.882958         138.069295      76.778658   \n",
       "24       108.724368       141.820751         141.815102      79.487000   \n",
       "\n",
       "    ProgPassesRecPer90  YellowsPer90  RedsPer90  Yellow2Per90   FlsPer90  \\\n",
       "0            88.451827     75.673787  79.927148     83.020362  56.321867   \n",
       "14           91.910056     87.952433  79.927148     83.020362  83.772185   \n",
       "18           86.199273     81.656304  79.927148     83.020362  69.619215   \n",
       "20           89.513063     84.084514  79.927148     83.020362  87.391143   \n",
       "24           88.797701     79.828095  79.927148     83.020362  97.840034   \n",
       "\n",
       "      FldPer90    OffPer90  PKwonPer90  PKconPer90    OGPer90  RecovPer90  \\\n",
       "0    71.918488   86.675648   85.939824   74.291575  82.117994   82.335462   \n",
       "14  101.807433   75.153769   85.939824  111.432937  82.117994   64.204492   \n",
       "18   68.212655   75.153769   85.939824   89.648902  82.117994   90.999420   \n",
       "20   72.615471  106.236940   85.939824   74.291575  82.117994   76.163001   \n",
       "24   82.635924   92.037934   85.939824   95.927972  82.117994  138.165168   \n",
       "\n",
       "    AerialWinsPer90  AerialLossPer90  AerialWin%Per90    90sPer90  \\\n",
       "0         68.075945        68.904940        89.922193  125.734874   \n",
       "14        72.433158        58.376319       112.683870  107.100605   \n",
       "18        78.132306        87.422628        80.817522  122.226916   \n",
       "20        74.682005        79.668349        85.130261  102.217528   \n",
       "24        97.949758       106.349614        84.171874   96.857369   \n",
       "\n",
       "    AvgTeamPoss  OppTouches    TeamMins  TeamTouches90  pAdjTkl+IntPer90  \\\n",
       "0    123.393370  126.446832  101.467644     122.433965        111.053709   \n",
       "14   127.540818  141.338121  101.467644     137.296512         95.439628   \n",
       "18    92.583756   98.831648  101.467644      94.872084         99.382557   \n",
       "20   142.649378  143.900749  101.467644     139.854194         92.597784   \n",
       "24   131.688266  123.399727   55.119251     140.247914        148.117187   \n",
       "\n",
       "    pAdjPressSuccPer90  pAdjClrPer90  pAdjShBlocksPer90  pAdjIntPer90  \\\n",
       "0           107.100705     75.453630          79.903015    110.478036   \n",
       "14           69.171157     87.162309          89.176896    100.320134   \n",
       "18           98.411316     87.863139          82.203275     93.889182   \n",
       "20           91.399259     99.643722          89.795626     91.018836   \n",
       "24          159.789539     94.071184          77.091945    141.709555   \n",
       "\n",
       "    pAdjDrbTklPer90  pAdjTklWinPossPer90  pAdjDrbPastPer90  \\\n",
       "0        103.794374           103.794374         87.380606   \n",
       "14        88.441220            88.441220         78.388923   \n",
       "18       101.481713           101.481713        104.488806   \n",
       "20        93.238040            93.238040         82.007698   \n",
       "24       132.986523           132.986523         99.124330   \n",
       "\n",
       "    pAdjAerialWinsPer90  pAdjAerialLossPer90  pAdjDrpPastAttPer90  \\\n",
       "0             79.658700            80.371370            81.388812   \n",
       "14            86.455114            68.982414            80.561337   \n",
       "18            79.252084            87.862668           109.910117   \n",
       "20            97.684681           105.653252            73.899360   \n",
       "24           119.695897           132.803370           104.772867   \n",
       "\n",
       "    TouchCentrality  Tkl+IntOppTouch  pAdjTouchesPer90  pAdjCarriesPer90  \n",
       "0        123.257864        75.976294        119.985291        130.090871  \n",
       "14        92.395181        60.813106        101.273964        126.117742  \n",
       "18       125.238884        95.081718        125.284548        118.060967  \n",
       "20       100.342263        52.807012         97.666687        125.508865  \n",
       "24       122.282686        85.981980        128.937705        130.968472  "
      ]
     },
     "execution_count": 315,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newdf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 316,
   "id": "80fe836f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Player',\n",
       " 'Squad',\n",
       " 'Main Position',\n",
       " 'Comp',\n",
       " 'Age',\n",
       " 'Age',\n",
       " 'Born',\n",
       " 'MP',\n",
       " 'Starts',\n",
       " 'Min',\n",
       " 'npGoals',\n",
       " 'npxG+xA',\n",
       " 'Goals',\n",
       " 'Shots',\n",
       " 'SoT',\n",
       " 'SoT%',\n",
       " 'Sh/90',\n",
       " 'SoT/90',\n",
       " 'G/Sh',\n",
       " 'G/SoT',\n",
       " 'AvgShotDistance',\n",
       " 'FKShots',\n",
       " 'PK',\n",
       " 'PKsAtt',\n",
       " 'xG',\n",
       " 'npxG',\n",
       " 'npxG/Sh',\n",
       " 'G-xG',\n",
       " 'npG-xG',\n",
       " 'PassesCompleted',\n",
       " 'PassesAttempted',\n",
       " 'TotCmp%',\n",
       " 'TotalPassDist',\n",
       " 'ProgPassDist',\n",
       " 'ShortPassCmp',\n",
       " 'ShortPassAtt',\n",
       " 'ShortPassCmp%',\n",
       " 'MedPassCmp',\n",
       " 'MedPassAtt',\n",
       " 'MedPassCmp%',\n",
       " 'LongPassCmp',\n",
       " 'LongPassAtt',\n",
       " 'LongPassCmp%',\n",
       " 'Assists',\n",
       " 'xA',\n",
       " 'A-xA',\n",
       " 'KeyPasses',\n",
       " 'Final1/3Cmp',\n",
       " 'PenAreaCmp',\n",
       " 'CrsPenAreaCmp',\n",
       " 'ProgPasses',\n",
       " 'LivePass',\n",
       " 'DeadPass',\n",
       " 'FKPasses',\n",
       " 'ThruBalls',\n",
       " 'PassUnderPress',\n",
       " 'Switches',\n",
       " 'Crs',\n",
       " 'CK',\n",
       " 'InSwingCK',\n",
       " 'OutSwingCK',\n",
       " 'StrCK',\n",
       " 'Ground',\n",
       " 'Low',\n",
       " 'High',\n",
       " 'Left',\n",
       " 'Right',\n",
       " 'Head',\n",
       " 'ThrowIn',\n",
       " 'Other',\n",
       " 'PassesToOff',\n",
       " 'PassesOOB',\n",
       " 'PassesInt',\n",
       " 'PassesBlocked',\n",
       " 'SCA',\n",
       " 'SCA90',\n",
       " 'SCAPassLive',\n",
       " 'SCAPassDead',\n",
       " 'SCADrib',\n",
       " 'SCASh',\n",
       " 'SCAFld',\n",
       " 'SCADef',\n",
       " 'GCA',\n",
       " 'GCA90',\n",
       " 'GCAPassLive',\n",
       " 'GCAPassDead',\n",
       " 'GCADrib',\n",
       " 'GCASh',\n",
       " 'GCAFld',\n",
       " 'GCADef',\n",
       " 'DrbTkl',\n",
       " 'TklWinPoss',\n",
       " 'Def3rdPress',\n",
       " 'Mid3rdPress',\n",
       " 'Att3rdPress',\n",
       " 'DrbTkl.1',\n",
       " 'DrpPastAtt',\n",
       " 'DrbTkl%',\n",
       " 'DrbPast',\n",
       " 'Press',\n",
       " 'PressSucc',\n",
       " 'PressSucc%',\n",
       " 'Def3rdPress.1',\n",
       " 'Mid3rdPress.1',\n",
       " 'Att3rdPress.1',\n",
       " 'Blocks',\n",
       " 'ShBlocks',\n",
       " 'ShSvBlocks',\n",
       " 'PassBlocks',\n",
       " 'Int',\n",
       " 'Tkl+Int',\n",
       " 'Clr',\n",
       " 'Err',\n",
       " 'Touches',\n",
       " 'DefPenTouch',\n",
       " 'Def3rdTouch',\n",
       " 'Mid3rdTouch',\n",
       " 'Att3rdTouch',\n",
       " 'AttPenTouch',\n",
       " 'LiveTouch',\n",
       " 'SuccDrb',\n",
       " 'AttDrb',\n",
       " 'DrbSucc%',\n",
       " 'PlDrbPast',\n",
       " 'Megs',\n",
       " 'Carries',\n",
       " 'TotCarryDist',\n",
       " 'PrgCarryDist',\n",
       " 'ProgCarries',\n",
       " 'CarriesToFinal3rd',\n",
       " 'CarriesToPenArea',\n",
       " 'CarryMistakes',\n",
       " 'Disposesed',\n",
       " 'PassTarget',\n",
       " 'ReceivedPass',\n",
       " 'Receive%',\n",
       " 'ProgPassesRec',\n",
       " 'Yellows',\n",
       " 'Reds',\n",
       " 'Yellow2',\n",
       " 'Fls',\n",
       " 'Fld',\n",
       " 'Off',\n",
       " 'PKwon',\n",
       " 'PKcon',\n",
       " 'OG',\n",
       " 'Recov',\n",
       " 'AerialWins',\n",
       " 'AerialLoss',\n",
       " 'AerialWin%',\n",
       " 'npGoalsPer90',\n",
       " 'npxG+xAPer90',\n",
       " 'GoalsPer90',\n",
       " 'ShotsPer90',\n",
       " 'SoTPer90',\n",
       " 'SoT%Per90',\n",
       " 'Sh/90Per90',\n",
       " 'SoT/90Per90',\n",
       " 'G/ShPer90',\n",
       " 'G/SoTPer90',\n",
       " 'AvgShotDistancePer90',\n",
       " 'FKShotsPer90',\n",
       " 'PKPer90',\n",
       " 'PKsAttPer90',\n",
       " 'xGPer90',\n",
       " 'npxGPer90',\n",
       " 'npxG/ShPer90',\n",
       " 'G-xGPer90',\n",
       " 'npG-xGPer90',\n",
       " 'PassesCompletedPer90',\n",
       " 'PassesAttemptedPer90',\n",
       " 'TotCmp%Per90',\n",
       " 'TotalPassDistPer90',\n",
       " 'ProgPassDistPer90',\n",
       " 'ShortPassCmpPer90',\n",
       " 'ShortPassAttPer90',\n",
       " 'ShortPassCmp%Per90',\n",
       " 'MedPassCmpPer90',\n",
       " 'MedPassAttPer90',\n",
       " 'MedPassCmp%Per90',\n",
       " 'LongPassCmpPer90',\n",
       " 'LongPassAttPer90',\n",
       " 'LongPassCmp%Per90',\n",
       " 'AssistsPer90',\n",
       " 'xAPer90',\n",
       " 'A-xAPer90',\n",
       " 'KeyPassesPer90',\n",
       " 'Final1/3CmpPer90',\n",
       " 'PenAreaCmpPer90',\n",
       " 'CrsPenAreaCmpPer90',\n",
       " 'ProgPassesPer90',\n",
       " 'LivePassPer90',\n",
       " 'DeadPassPer90',\n",
       " 'FKPassesPer90',\n",
       " 'ThruBallsPer90',\n",
       " 'PassUnderPressPer90',\n",
       " 'SwitchesPer90',\n",
       " 'CrsPer90',\n",
       " 'CKPer90',\n",
       " 'InSwingCKPer90',\n",
       " 'OutSwingCKPer90',\n",
       " 'StrCKPer90',\n",
       " 'GroundPer90',\n",
       " 'LowPer90',\n",
       " 'HighPer90',\n",
       " 'LeftPer90',\n",
       " 'RightPer90',\n",
       " 'HeadPer90',\n",
       " 'ThrowInPer90',\n",
       " 'OtherPer90',\n",
       " 'PassesToOffPer90',\n",
       " 'PassesOOBPer90',\n",
       " 'PassesIntPer90',\n",
       " 'PassesBlockedPer90',\n",
       " 'SCAPer90',\n",
       " 'SCA90Per90',\n",
       " 'GCAPassLivePer90',\n",
       " 'GCAPassDeadPer90',\n",
       " 'GCADribPer90',\n",
       " 'GCAShPer90',\n",
       " 'GCAFldPer90',\n",
       " 'GCADefPer90',\n",
       " 'GCAPer90',\n",
       " 'GCA90Per90',\n",
       " 'GCAPassLive.1Per90',\n",
       " 'GCAPassDead.1Per90',\n",
       " 'GCADrib.1Per90',\n",
       " 'GCASh.1Per90',\n",
       " 'GCAFld.1Per90',\n",
       " 'GCADef.1Per90',\n",
       " 'DrbTklPer90',\n",
       " 'TklWinPossPer90',\n",
       " 'Def3rdPressPer90',\n",
       " 'Mid3rdPressPer90',\n",
       " 'Att3rdPressPer90',\n",
       " 'DrbTkl.1Per90',\n",
       " 'DrpPastAttPer90',\n",
       " 'DrbTkl%Per90',\n",
       " 'DrbPastPer90',\n",
       " 'PressPer90',\n",
       " 'PressSuccPer90',\n",
       " 'PressSucc%Per90',\n",
       " 'Def3rdPress.1Per90',\n",
       " 'Mid3rdPress.1Per90',\n",
       " 'Att3rdPress.1Per90',\n",
       " 'BlocksPer90',\n",
       " 'ShBlocksPer90',\n",
       " 'ShSvBlocksPer90',\n",
       " 'PassBlocksPer90',\n",
       " 'IntPer90',\n",
       " 'Tkl+IntPer90',\n",
       " 'ClrPer90',\n",
       " 'ErrPer90',\n",
       " 'TouchesPer90',\n",
       " 'DefPenTouchPer90',\n",
       " 'Def3rdTouchPer90',\n",
       " 'Mid3rdTouchPer90',\n",
       " 'Att3rdTouchPer90',\n",
       " 'AttPenTouchPer90',\n",
       " 'LiveTouchPer90',\n",
       " 'SuccDrbPer90',\n",
       " 'AttDrbPer90',\n",
       " 'DrbSucc%Per90',\n",
       " 'PlDrbPastPer90',\n",
       " 'MegsPer90',\n",
       " 'CarriesPer90',\n",
       " 'TotCarryDistPer90',\n",
       " 'PrgCarryDistPer90',\n",
       " 'ProgCarriesPer90',\n",
       " 'CarriesToFinal3rdPer90',\n",
       " 'CarriesToPenAreaPer90',\n",
       " 'CarryMistakesPer90',\n",
       " 'DisposesedPer90',\n",
       " 'PassTargetPer90',\n",
       " 'ReceivedPassPer90',\n",
       " 'Receive%Per90',\n",
       " 'ProgPassesRecPer90',\n",
       " 'YellowsPer90',\n",
       " 'RedsPer90',\n",
       " 'Yellow2Per90',\n",
       " 'FlsPer90',\n",
       " 'FldPer90',\n",
       " 'OffPer90',\n",
       " 'PKwonPer90',\n",
       " 'PKconPer90',\n",
       " 'OGPer90',\n",
       " 'RecovPer90',\n",
       " 'AerialWinsPer90',\n",
       " 'AerialLossPer90',\n",
       " 'AerialWin%Per90',\n",
       " '90sPer90',\n",
       " 'AvgTeamPoss',\n",
       " 'OppTouches',\n",
       " 'TeamMins',\n",
       " 'TeamTouches90',\n",
       " 'pAdjTkl+IntPer90',\n",
       " 'pAdjPressSuccPer90',\n",
       " 'pAdjClrPer90',\n",
       " 'pAdjShBlocksPer90',\n",
       " 'pAdjIntPer90',\n",
       " 'pAdjDrbTklPer90',\n",
       " 'pAdjTklWinPossPer90',\n",
       " 'pAdjDrbPastPer90',\n",
       " 'pAdjAerialWinsPer90',\n",
       " 'pAdjAerialLossPer90',\n",
       " 'pAdjDrpPastAttPer90',\n",
       " 'TouchCentrality',\n",
       " 'Tkl+IntOppTouch',\n",
       " 'pAdjTouchesPer90',\n",
       " 'pAdjCarriesPer90']"
      ]
     },
     "execution_count": 316,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#List of all metrics, to create attributes and weightings\n",
    "newdf.columns.values.tolist()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 317,
   "id": "672cb9c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Weight and Ratings for metrics\n",
    "\n",
    "#Minutes Played\n",
    "newdf['Minutes (12.5%)'] = newdf['Min']\n",
    "\n",
    "#Defending\n",
    "newdf['ClearancesPer90'] = newdf['ClrPer90'] *0.2\n",
    "newdf['DribblersTackledPer90'] = newdf['DrbTkl%Per90'] *0.3\n",
    "newdf['ShotBlocksPer90'] = newdf['ShBlocksPer90'] *0.3\n",
    "newdf['PAdjInterceptionsPer90'] = newdf['pAdjIntPer90'] *0.2\n",
    "\n",
    "newdf['Defending (20%)'] = newdf['AerialWinsPer90'] + newdf['DribblersTackledPer90'] + newdf['ShotBlocksPer90'] + newdf['PAdjInterceptionsPer90']\n",
    "\n",
    "\n",
    "#Aerial Ability\n",
    "newdf['AerialWinsPer90'] = newdf['AerialWinsPer90'] *0.35\n",
    "newdf['AerialDuelSuccessPer90'] = newdf['AerialWin%Per90'] *0.65\n",
    "\n",
    "newdf['Aerial (20%)'] = newdf['AerialWinsPer90'] + newdf['AerialDuelSuccessPer90']\n",
    "\n",
    "\n",
    "#Front Foot\n",
    "newdf['MiddlesThirsPressures'] = newdf['Mid3rdPressPer90'] *0.15\n",
    "newdf['PressuresPer90'] = newdf['PressSuccPer90'] *0.40\n",
    "newdf['PressureSuccess'] = newdf['PressSucc%Per90'] *0.45\n",
    "\n",
    "newdf['Front Foot (5%)'] = newdf['MiddlesThirsPressures'] + newdf['PressuresPer90'] + newdf['PressureSuccess']\n",
    "\n",
    "\n",
    "#Ball Carrying\n",
    "newdf['ProgressiveCarriePer90'] = newdf['ProgCarriesPer90'] *0.4\n",
    "newdf['CarriesToFinal3rdPer90'] = newdf['CarriesToFinal3rdPer90'] *0.2\n",
    "newdf['TotalCarryDistancePer90'] = newdf['TotCarryDistPer90'] *0.2\n",
    "newdf['ProgressiveCarryDistancePer90'] = newdf['PrgCarryDistPer90'] *0.2\n",
    "\n",
    "newdf['Ball Carrying (15%)'] = newdf['ProgressiveCarriePer90'] + newdf['CarriesToFinal3rdPer90'] + newdf['TotalCarryDistancePer90'] + newdf['ProgressiveCarryDistancePer90']\n",
    "\n",
    "\n",
    "#Ball Playing\n",
    "newdf['ProgressivePassesPer90'] = newdf['ProgPassesPer90'] *0.55\n",
    "newdf['FinalThirdCompletedPassesPer90'] = newdf['Final1/3CmpPer90'] *0.25\n",
    "newdf['PenaltyAreaCompletedPassesPer90'] = newdf['PenAreaCmpPer90'] *0.2\n",
    "\n",
    "newdf['Ball Playing (15%)'] = newdf['ProgressivePassesPer90'] + newdf['FinalThirdCompletedPassesPer90'] + newdf['PenaltyAreaCompletedPassesPer90']\n",
    "\n",
    "\n",
    "#Ball Retention\n",
    "newdf['ShortPassCompletion'] = newdf['ShortPassCmp%Per90'] *0.4\n",
    "newdf['MediumPassCompletion'] = newdf['MedPassCmp%Per90'] *0.35\n",
    "newdf['LongPassCompletion'] = newdf['LongPassCmp%Per90'] *0.15\n",
    "\n",
    "newdf['Ball Retention (10%)'] = newdf['ShortPassCompletion'] + newdf['MediumPassCompletion'] + newdf['LongPassCompletion']\n",
    "\n",
    "\n",
    "#Attacking Threat\n",
    "newdf['NPxGPer90'] = newdf['npxGPer90'] *0.4\n",
    "newdf['ShotsPer90'] = newdf['ShotsPer90'] *0.15\n",
    "newdf['AttackingBoxTouchesPer90'] = newdf['AttPenTouchPer90'] *0.3\n",
    "\n",
    "newdf['Attacking Threat (2.5%)'] = newdf['NPxGPer90'] + newdf['ShotsPer90'] + newdf['AttackingBoxTouchesPer90']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 318,
   "id": "14158eff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Squad</th>\n",
       "      <th>Main Position</th>\n",
       "      <th>Comp</th>\n",
       "      <th>Age</th>\n",
       "      <th>Age</th>\n",
       "      <th>Born</th>\n",
       "      <th>MP</th>\n",
       "      <th>Starts</th>\n",
       "      <th>Min</th>\n",
       "      <th>npGoals</th>\n",
       "      <th>npxG+xA</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Shots</th>\n",
       "      <th>SoT</th>\n",
       "      <th>SoT%</th>\n",
       "      <th>Sh/90</th>\n",
       "      <th>SoT/90</th>\n",
       "      <th>G/Sh</th>\n",
       "      <th>G/SoT</th>\n",
       "      <th>AvgShotDistance</th>\n",
       "      <th>FKShots</th>\n",
       "      <th>PK</th>\n",
       "      <th>PKsAtt</th>\n",
       "      <th>xG</th>\n",
       "      <th>npxG</th>\n",
       "      <th>npxG/Sh</th>\n",
       "      <th>G-xG</th>\n",
       "      <th>npG-xG</th>\n",
       "      <th>PassesCompleted</th>\n",
       "      <th>PassesAttempted</th>\n",
       "      <th>TotCmp%</th>\n",
       "      <th>TotalPassDist</th>\n",
       "      <th>ProgPassDist</th>\n",
       "      <th>ShortPassCmp</th>\n",
       "      <th>ShortPassAtt</th>\n",
       "      <th>ShortPassCmp%</th>\n",
       "      <th>MedPassCmp</th>\n",
       "      <th>MedPassAtt</th>\n",
       "      <th>MedPassCmp%</th>\n",
       "      <th>LongPassCmp</th>\n",
       "      <th>LongPassAtt</th>\n",
       "      <th>LongPassCmp%</th>\n",
       "      <th>Assists</th>\n",
       "      <th>xA</th>\n",
       "      <th>A-xA</th>\n",
       "      <th>KeyPasses</th>\n",
       "      <th>Final1/3Cmp</th>\n",
       "      <th>PenAreaCmp</th>\n",
       "      <th>CrsPenAreaCmp</th>\n",
       "      <th>ProgPasses</th>\n",
       "      <th>LivePass</th>\n",
       "      <th>DeadPass</th>\n",
       "      <th>FKPasses</th>\n",
       "      <th>ThruBalls</th>\n",
       "      <th>PassUnderPress</th>\n",
       "      <th>Switches</th>\n",
       "      <th>Crs</th>\n",
       "      <th>CK</th>\n",
       "      <th>InSwingCK</th>\n",
       "      <th>OutSwingCK</th>\n",
       "      <th>StrCK</th>\n",
       "      <th>Ground</th>\n",
       "      <th>Low</th>\n",
       "      <th>High</th>\n",
       "      <th>Left</th>\n",
       "      <th>Right</th>\n",
       "      <th>Head</th>\n",
       "      <th>ThrowIn</th>\n",
       "      <th>Other</th>\n",
       "      <th>PassesToOff</th>\n",
       "      <th>PassesOOB</th>\n",
       "      <th>PassesInt</th>\n",
       "      <th>PassesBlocked</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>SCAPassLive</th>\n",
       "      <th>SCAPassDead</th>\n",
       "      <th>SCADrib</th>\n",
       "      <th>SCASh</th>\n",
       "      <th>SCAFld</th>\n",
       "      <th>SCADef</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>GCAPassLive</th>\n",
       "      <th>GCAPassDead</th>\n",
       "      <th>GCADrib</th>\n",
       "      <th>GCASh</th>\n",
       "      <th>GCAFld</th>\n",
       "      <th>GCADef</th>\n",
       "      <th>DrbTkl</th>\n",
       "      <th>TklWinPoss</th>\n",
       "      <th>Def3rdPress</th>\n",
       "      <th>Mid3rdPress</th>\n",
       "      <th>Att3rdPress</th>\n",
       "      <th>DrbTkl.1</th>\n",
       "      <th>DrpPastAtt</th>\n",
       "      <th>DrbTkl%</th>\n",
       "      <th>DrbPast</th>\n",
       "      <th>Press</th>\n",
       "      <th>PressSucc</th>\n",
       "      <th>PressSucc%</th>\n",
       "      <th>Def3rdPress.1</th>\n",
       "      <th>Mid3rdPress.1</th>\n",
       "      <th>Att3rdPress.1</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>ShBlocks</th>\n",
       "      <th>ShSvBlocks</th>\n",
       "      <th>PassBlocks</th>\n",
       "      <th>Int</th>\n",
       "      <th>Tkl+Int</th>\n",
       "      <th>Clr</th>\n",
       "      <th>Err</th>\n",
       "      <th>Touches</th>\n",
       "      <th>DefPenTouch</th>\n",
       "      <th>Def3rdTouch</th>\n",
       "      <th>Mid3rdTouch</th>\n",
       "      <th>Att3rdTouch</th>\n",
       "      <th>AttPenTouch</th>\n",
       "      <th>LiveTouch</th>\n",
       "      <th>SuccDrb</th>\n",
       "      <th>AttDrb</th>\n",
       "      <th>DrbSucc%</th>\n",
       "      <th>PlDrbPast</th>\n",
       "      <th>Megs</th>\n",
       "      <th>Carries</th>\n",
       "      <th>TotCarryDist</th>\n",
       "      <th>PrgCarryDist</th>\n",
       "      <th>ProgCarries</th>\n",
       "      <th>CarriesToFinal3rd</th>\n",
       "      <th>CarriesToPenArea</th>\n",
       "      <th>CarryMistakes</th>\n",
       "      <th>Disposesed</th>\n",
       "      <th>PassTarget</th>\n",
       "      <th>ReceivedPass</th>\n",
       "      <th>Receive%</th>\n",
       "      <th>ProgPassesRec</th>\n",
       "      <th>Yellows</th>\n",
       "      <th>Reds</th>\n",
       "      <th>Yellow2</th>\n",
       "      <th>Fls</th>\n",
       "      <th>Fld</th>\n",
       "      <th>Off</th>\n",
       "      <th>PKwon</th>\n",
       "      <th>PKcon</th>\n",
       "      <th>OG</th>\n",
       "      <th>Recov</th>\n",
       "      <th>AerialWins</th>\n",
       "      <th>AerialLoss</th>\n",
       "      <th>AerialWin%</th>\n",
       "      <th>npGoalsPer90</th>\n",
       "      <th>npxG+xAPer90</th>\n",
       "      <th>GoalsPer90</th>\n",
       "      <th>ShotsPer90</th>\n",
       "      <th>SoTPer90</th>\n",
       "      <th>SoT%Per90</th>\n",
       "      <th>Sh/90Per90</th>\n",
       "      <th>SoT/90Per90</th>\n",
       "      <th>G/ShPer90</th>\n",
       "      <th>G/SoTPer90</th>\n",
       "      <th>AvgShotDistancePer90</th>\n",
       "      <th>FKShotsPer90</th>\n",
       "      <th>PKPer90</th>\n",
       "      <th>PKsAttPer90</th>\n",
       "      <th>xGPer90</th>\n",
       "      <th>npxGPer90</th>\n",
       "      <th>npxG/ShPer90</th>\n",
       "      <th>G-xGPer90</th>\n",
       "      <th>npG-xGPer90</th>\n",
       "      <th>PassesCompletedPer90</th>\n",
       "      <th>PassesAttemptedPer90</th>\n",
       "      <th>TotCmp%Per90</th>\n",
       "      <th>TotalPassDistPer90</th>\n",
       "      <th>ProgPassDistPer90</th>\n",
       "      <th>ShortPassCmpPer90</th>\n",
       "      <th>ShortPassAttPer90</th>\n",
       "      <th>ShortPassCmp%Per90</th>\n",
       "      <th>MedPassCmpPer90</th>\n",
       "      <th>MedPassAttPer90</th>\n",
       "      <th>MedPassCmp%Per90</th>\n",
       "      <th>LongPassCmpPer90</th>\n",
       "      <th>LongPassAttPer90</th>\n",
       "      <th>LongPassCmp%Per90</th>\n",
       "      <th>AssistsPer90</th>\n",
       "      <th>xAPer90</th>\n",
       "      <th>A-xAPer90</th>\n",
       "      <th>KeyPassesPer90</th>\n",
       "      <th>Final1/3CmpPer90</th>\n",
       "      <th>PenAreaCmpPer90</th>\n",
       "      <th>CrsPenAreaCmpPer90</th>\n",
       "      <th>ProgPassesPer90</th>\n",
       "      <th>LivePassPer90</th>\n",
       "      <th>DeadPassPer90</th>\n",
       "      <th>FKPassesPer90</th>\n",
       "      <th>ThruBallsPer90</th>\n",
       "      <th>PassUnderPressPer90</th>\n",
       "      <th>SwitchesPer90</th>\n",
       "      <th>CrsPer90</th>\n",
       "      <th>CKPer90</th>\n",
       "      <th>InSwingCKPer90</th>\n",
       "      <th>OutSwingCKPer90</th>\n",
       "      <th>StrCKPer90</th>\n",
       "      <th>GroundPer90</th>\n",
       "      <th>LowPer90</th>\n",
       "      <th>HighPer90</th>\n",
       "      <th>LeftPer90</th>\n",
       "      <th>RightPer90</th>\n",
       "      <th>HeadPer90</th>\n",
       "      <th>ThrowInPer90</th>\n",
       "      <th>OtherPer90</th>\n",
       "      <th>PassesToOffPer90</th>\n",
       "      <th>PassesOOBPer90</th>\n",
       "      <th>PassesIntPer90</th>\n",
       "      <th>PassesBlockedPer90</th>\n",
       "      <th>SCAPer90</th>\n",
       "      <th>SCA90Per90</th>\n",
       "      <th>GCAPassLivePer90</th>\n",
       "      <th>GCAPassDeadPer90</th>\n",
       "      <th>GCADribPer90</th>\n",
       "      <th>GCAShPer90</th>\n",
       "      <th>GCAFldPer90</th>\n",
       "      <th>GCADefPer90</th>\n",
       "      <th>GCAPer90</th>\n",
       "      <th>GCA90Per90</th>\n",
       "      <th>GCAPassLive.1Per90</th>\n",
       "      <th>GCAPassDead.1Per90</th>\n",
       "      <th>GCADrib.1Per90</th>\n",
       "      <th>GCASh.1Per90</th>\n",
       "      <th>GCAFld.1Per90</th>\n",
       "      <th>GCADef.1Per90</th>\n",
       "      <th>DrbTklPer90</th>\n",
       "      <th>TklWinPossPer90</th>\n",
       "      <th>Def3rdPressPer90</th>\n",
       "      <th>Mid3rdPressPer90</th>\n",
       "      <th>Att3rdPressPer90</th>\n",
       "      <th>DrbTkl.1Per90</th>\n",
       "      <th>DrpPastAttPer90</th>\n",
       "      <th>DrbTkl%Per90</th>\n",
       "      <th>DrbPastPer90</th>\n",
       "      <th>PressPer90</th>\n",
       "      <th>PressSuccPer90</th>\n",
       "      <th>PressSucc%Per90</th>\n",
       "      <th>Def3rdPress.1Per90</th>\n",
       "      <th>Mid3rdPress.1Per90</th>\n",
       "      <th>Att3rdPress.1Per90</th>\n",
       "      <th>BlocksPer90</th>\n",
       "      <th>ShBlocksPer90</th>\n",
       "      <th>ShSvBlocksPer90</th>\n",
       "      <th>PassBlocksPer90</th>\n",
       "      <th>IntPer90</th>\n",
       "      <th>Tkl+IntPer90</th>\n",
       "      <th>ClrPer90</th>\n",
       "      <th>ErrPer90</th>\n",
       "      <th>TouchesPer90</th>\n",
       "      <th>DefPenTouchPer90</th>\n",
       "      <th>Def3rdTouchPer90</th>\n",
       "      <th>Mid3rdTouchPer90</th>\n",
       "      <th>Att3rdTouchPer90</th>\n",
       "      <th>AttPenTouchPer90</th>\n",
       "      <th>LiveTouchPer90</th>\n",
       "      <th>SuccDrbPer90</th>\n",
       "      <th>AttDrbPer90</th>\n",
       "      <th>DrbSucc%Per90</th>\n",
       "      <th>PlDrbPastPer90</th>\n",
       "      <th>MegsPer90</th>\n",
       "      <th>CarriesPer90</th>\n",
       "      <th>TotCarryDistPer90</th>\n",
       "      <th>PrgCarryDistPer90</th>\n",
       "      <th>ProgCarriesPer90</th>\n",
       "      <th>CarriesToFinal3rdPer90</th>\n",
       "      <th>CarriesToPenAreaPer90</th>\n",
       "      <th>CarryMistakesPer90</th>\n",
       "      <th>DisposesedPer90</th>\n",
       "      <th>PassTargetPer90</th>\n",
       "      <th>ReceivedPassPer90</th>\n",
       "      <th>Receive%Per90</th>\n",
       "      <th>ProgPassesRecPer90</th>\n",
       "      <th>YellowsPer90</th>\n",
       "      <th>RedsPer90</th>\n",
       "      <th>Yellow2Per90</th>\n",
       "      <th>FlsPer90</th>\n",
       "      <th>FldPer90</th>\n",
       "      <th>OffPer90</th>\n",
       "      <th>PKwonPer90</th>\n",
       "      <th>PKconPer90</th>\n",
       "      <th>OGPer90</th>\n",
       "      <th>RecovPer90</th>\n",
       "      <th>AerialWinsPer90</th>\n",
       "      <th>AerialLossPer90</th>\n",
       "      <th>AerialWin%Per90</th>\n",
       "      <th>90sPer90</th>\n",
       "      <th>AvgTeamPoss</th>\n",
       "      <th>OppTouches</th>\n",
       "      <th>TeamMins</th>\n",
       "      <th>TeamTouches90</th>\n",
       "      <th>pAdjTkl+IntPer90</th>\n",
       "      <th>pAdjPressSuccPer90</th>\n",
       "      <th>pAdjClrPer90</th>\n",
       "      <th>pAdjShBlocksPer90</th>\n",
       "      <th>pAdjIntPer90</th>\n",
       "      <th>pAdjDrbTklPer90</th>\n",
       "      <th>pAdjTklWinPossPer90</th>\n",
       "      <th>pAdjDrbPastPer90</th>\n",
       "      <th>pAdjAerialWinsPer90</th>\n",
       "      <th>pAdjAerialLossPer90</th>\n",
       "      <th>pAdjDrpPastAttPer90</th>\n",
       "      <th>TouchCentrality</th>\n",
       "      <th>Tkl+IntOppTouch</th>\n",
       "      <th>pAdjTouchesPer90</th>\n",
       "      <th>pAdjCarriesPer90</th>\n",
       "      <th>Minutes (12.5%)</th>\n",
       "      <th>ClearancesPer90</th>\n",
       "      <th>DribblersTackledPer90</th>\n",
       "      <th>ShotBlocksPer90</th>\n",
       "      <th>PAdjInterceptionsPer90</th>\n",
       "      <th>Defending (20%)</th>\n",
       "      <th>AerialDuelSuccessPer90</th>\n",
       "      <th>Aerial (20%)</th>\n",
       "      <th>MiddlesThirsPressures</th>\n",
       "      <th>PressuresPer90</th>\n",
       "      <th>PressureSuccess</th>\n",
       "      <th>Front Foot (5%)</th>\n",
       "      <th>ProgressiveCarriePer90</th>\n",
       "      <th>TotalCarryDistancePer90</th>\n",
       "      <th>ProgressiveCarryDistancePer90</th>\n",
       "      <th>Ball Carrying (15%)</th>\n",
       "      <th>ProgressivePassesPer90</th>\n",
       "      <th>FinalThirdCompletedPassesPer90</th>\n",
       "      <th>PenaltyAreaCompletedPassesPer90</th>\n",
       "      <th>Ball Playing (15%)</th>\n",
       "      <th>ShortPassCompletion</th>\n",
       "      <th>MediumPassCompletion</th>\n",
       "      <th>LongPassCompletion</th>\n",
       "      <th>Ball Retention (10%)</th>\n",
       "      <th>NPxGPer90</th>\n",
       "      <th>AttackingBoxTouchesPer90</th>\n",
       "      <th>Attacking Threat (2.5%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>William Saliba</td>\n",
       "      <td>Marseille</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>20</td>\n",
       "      <td>61.237725</td>\n",
       "      <td>121.336333</td>\n",
       "      <td>121.780695</td>\n",
       "      <td>123.892215</td>\n",
       "      <td>125.734874</td>\n",
       "      <td>73.086911</td>\n",
       "      <td>107.652387</td>\n",
       "      <td>73.165279</td>\n",
       "      <td>103.551974</td>\n",
       "      <td>89.071813</td>\n",
       "      <td>81.283034</td>\n",
       "      <td>85.030159</td>\n",
       "      <td>79.340360</td>\n",
       "      <td>74.230898</td>\n",
       "      <td>72.533081</td>\n",
       "      <td>81.526629</td>\n",
       "      <td>86.356753</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>101.256437</td>\n",
       "      <td>101.775982</td>\n",
       "      <td>93.251904</td>\n",
       "      <td>54.134192</td>\n",
       "      <td>54.091791</td>\n",
       "      <td>165.082176</td>\n",
       "      <td>159.998601</td>\n",
       "      <td>121.212610</td>\n",
       "      <td>155.766667</td>\n",
       "      <td>147.628876</td>\n",
       "      <td>169.121724</td>\n",
       "      <td>167.765049</td>\n",
       "      <td>114.137988</td>\n",
       "      <td>167.921913</td>\n",
       "      <td>165.770042</td>\n",
       "      <td>115.696326</td>\n",
       "      <td>126.058761</td>\n",
       "      <td>114.695617</td>\n",
       "      <td>122.960012</td>\n",
       "      <td>78.370521</td>\n",
       "      <td>103.464594</td>\n",
       "      <td>65.690882</td>\n",
       "      <td>94.532470</td>\n",
       "      <td>147.996827</td>\n",
       "      <td>130.009150</td>\n",
       "      <td>98.775643</td>\n",
       "      <td>150.395497</td>\n",
       "      <td>160.964328</td>\n",
       "      <td>102.924882</td>\n",
       "      <td>130.367993</td>\n",
       "      <td>115.267999</td>\n",
       "      <td>150.101988</td>\n",
       "      <td>103.459657</td>\n",
       "      <td>91.119858</td>\n",
       "      <td>86.660166</td>\n",
       "      <td>87.184756</td>\n",
       "      <td>87.493464</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>171.479112</td>\n",
       "      <td>109.013003</td>\n",
       "      <td>83.275887</td>\n",
       "      <td>79.486735</td>\n",
       "      <td>174.438342</td>\n",
       "      <td>84.038965</td>\n",
       "      <td>87.699686</td>\n",
       "      <td>107.841185</td>\n",
       "      <td>86.018069</td>\n",
       "      <td>97.223580</td>\n",
       "      <td>125.438403</td>\n",
       "      <td>110.614723</td>\n",
       "      <td>103.766953</td>\n",
       "      <td>84.728632</td>\n",
       "      <td>108.580031</td>\n",
       "      <td>78.505902</td>\n",
       "      <td>81.715994</td>\n",
       "      <td>105.177036</td>\n",
       "      <td>79.444722</td>\n",
       "      <td>74.773523</td>\n",
       "      <td>109.932321</td>\n",
       "      <td>93.772602</td>\n",
       "      <td>103.573812</td>\n",
       "      <td>86.747</td>\n",
       "      <td>87.098095</td>\n",
       "      <td>123.878264</td>\n",
       "      <td>85.096561</td>\n",
       "      <td>85.852193</td>\n",
       "      <td>117.393509</td>\n",
       "      <td>120.978442</td>\n",
       "      <td>127.500360</td>\n",
       "      <td>95.542041</td>\n",
       "      <td>98.075420</td>\n",
       "      <td>88.031839</td>\n",
       "      <td>93.239394</td>\n",
       "      <td>77.266331</td>\n",
       "      <td>98.607603</td>\n",
       "      <td>104.580969</td>\n",
       "      <td>122.148251</td>\n",
       "      <td>138.102741</td>\n",
       "      <td>106.586995</td>\n",
       "      <td>101.873418</td>\n",
       "      <td>93.062514</td>\n",
       "      <td>102.993981</td>\n",
       "      <td>91.338985</td>\n",
       "      <td>77.369974</td>\n",
       "      <td>107.480803</td>\n",
       "      <td>119.965774</td>\n",
       "      <td>121.477043</td>\n",
       "      <td>90.887745</td>\n",
       "      <td>115.380020</td>\n",
       "      <td>154.790291</td>\n",
       "      <td>111.461155</td>\n",
       "      <td>134.381253</td>\n",
       "      <td>167.155896</td>\n",
       "      <td>118.134920</td>\n",
       "      <td>119.908613</td>\n",
       "      <td>155.680371</td>\n",
       "      <td>153.965367</td>\n",
       "      <td>142.532602</td>\n",
       "      <td>98.891514</td>\n",
       "      <td>149.894171</td>\n",
       "      <td>166.434536</td>\n",
       "      <td>166.427467</td>\n",
       "      <td>163.446227</td>\n",
       "      <td>168.655740</td>\n",
       "      <td>176.944973</td>\n",
       "      <td>113.139654</td>\n",
       "      <td>110.791911</td>\n",
       "      <td>105.410538</td>\n",
       "      <td>142.633250</td>\n",
       "      <td>165.026322</td>\n",
       "      <td>164.713762</td>\n",
       "      <td>99.546130</td>\n",
       "      <td>99.212307</td>\n",
       "      <td>92.344711</td>\n",
       "      <td>79.478864</td>\n",
       "      <td>82.396244</td>\n",
       "      <td>76.862232</td>\n",
       "      <td>84.768520</td>\n",
       "      <td>93.384200</td>\n",
       "      <td>85.762864</td>\n",
       "      <td>73.396349</td>\n",
       "      <td>81.475792</td>\n",
       "      <td>117.484826</td>\n",
       "      <td>92.292761</td>\n",
       "      <td>93.866777</td>\n",
       "      <td>89.922193</td>\n",
       "      <td>73.863828</td>\n",
       "      <td>89.498419</td>\n",
       "      <td>73.858010</td>\n",
       "      <td>12.806440</td>\n",
       "      <td>79.982417</td>\n",
       "      <td>77.661255</td>\n",
       "      <td>77.120396</td>\n",
       "      <td>77.806959</td>\n",
       "      <td>79.072788</td>\n",
       "      <td>75.969988</td>\n",
       "      <td>70.581753</td>\n",
       "      <td>86.55337</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>86.903466</td>\n",
       "      <td>87.052317</td>\n",
       "      <td>77.123303</td>\n",
       "      <td>71.134928</td>\n",
       "      <td>71.144356</td>\n",
       "      <td>138.155880</td>\n",
       "      <td>135.571133</td>\n",
       "      <td>70.809433</td>\n",
       "      <td>131.320863</td>\n",
       "      <td>122.742185</td>\n",
       "      <td>133.029621</td>\n",
       "      <td>132.079507</td>\n",
       "      <td>69.536428</td>\n",
       "      <td>141.915342</td>\n",
       "      <td>141.193216</td>\n",
       "      <td>69.793491</td>\n",
       "      <td>102.770063</td>\n",
       "      <td>89.276737</td>\n",
       "      <td>74.516372</td>\n",
       "      <td>78.002641</td>\n",
       "      <td>90.706807</td>\n",
       "      <td>75.242806</td>\n",
       "      <td>82.263507</td>\n",
       "      <td>119.989435</td>\n",
       "      <td>106.080756</td>\n",
       "      <td>90.697257</td>\n",
       "      <td>119.289870</td>\n",
       "      <td>136.371241</td>\n",
       "      <td>86.644165</td>\n",
       "      <td>105.434999</td>\n",
       "      <td>100.468473</td>\n",
       "      <td>118.374904</td>\n",
       "      <td>86.297674</td>\n",
       "      <td>84.770125</td>\n",
       "      <td>87.518405</td>\n",
       "      <td>87.746617</td>\n",
       "      <td>87.819515</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>142.752718</td>\n",
       "      <td>83.668912</td>\n",
       "      <td>58.518139</td>\n",
       "      <td>75.497791</td>\n",
       "      <td>142.375277</td>\n",
       "      <td>57.638007</td>\n",
       "      <td>83.491442</td>\n",
       "      <td>90.265952</td>\n",
       "      <td>77.195370</td>\n",
       "      <td>74.903623</td>\n",
       "      <td>99.339141</td>\n",
       "      <td>88.902003</td>\n",
       "      <td>84.915910</td>\n",
       "      <td>75.286313</td>\n",
       "      <td>89.139109</td>\n",
       "      <td>80.844765</td>\n",
       "      <td>82.462738</td>\n",
       "      <td>93.657659</td>\n",
       "      <td>79.722415</td>\n",
       "      <td>76.130904</td>\n",
       "      <td>94.709254</td>\n",
       "      <td>83.826180</td>\n",
       "      <td>91.033739</td>\n",
       "      <td>87.162749</td>\n",
       "      <td>87.117718</td>\n",
       "      <td>108.828674</td>\n",
       "      <td>85.414136</td>\n",
       "      <td>85.954131</td>\n",
       "      <td>88.413200</td>\n",
       "      <td>92.258366</td>\n",
       "      <td>97.879989</td>\n",
       "      <td>76.820730</td>\n",
       "      <td>86.338053</td>\n",
       "      <td>69.161648</td>\n",
       "      <td>72.185054</td>\n",
       "      <td>68.001136</td>\n",
       "      <td>78.804104</td>\n",
       "      <td>75.303155</td>\n",
       "      <td>90.692995</td>\n",
       "      <td>75.849699</td>\n",
       "      <td>76.495671</td>\n",
       "      <td>77.730679</td>\n",
       "      <td>81.128121</td>\n",
       "      <td>69.755897</td>\n",
       "      <td>71.978574</td>\n",
       "      <td>78.428787</td>\n",
       "      <td>81.939778</td>\n",
       "      <td>92.281266</td>\n",
       "      <td>90.417511</td>\n",
       "      <td>64.167677</td>\n",
       "      <td>97.404728</td>\n",
       "      <td>133.541803</td>\n",
       "      <td>86.311248</td>\n",
       "      <td>111.833425</td>\n",
       "      <td>138.025442</td>\n",
       "      <td>94.956428</td>\n",
       "      <td>96.115697</td>\n",
       "      <td>134.543353</td>\n",
       "      <td>118.168635</td>\n",
       "      <td>110.349777</td>\n",
       "      <td>77.559252</td>\n",
       "      <td>115.089875</td>\n",
       "      <td>132.390784</td>\n",
       "      <td>139.054057</td>\n",
       "      <td>137.687194</td>\n",
       "      <td>140.300314</td>\n",
       "      <td>139.783765</td>\n",
       "      <td>18.770473</td>\n",
       "      <td>95.751115</td>\n",
       "      <td>89.201599</td>\n",
       "      <td>109.792405</td>\n",
       "      <td>137.752886</td>\n",
       "      <td>137.567984</td>\n",
       "      <td>68.493260</td>\n",
       "      <td>88.451827</td>\n",
       "      <td>75.673787</td>\n",
       "      <td>79.927148</td>\n",
       "      <td>83.020362</td>\n",
       "      <td>56.321867</td>\n",
       "      <td>71.918488</td>\n",
       "      <td>86.675648</td>\n",
       "      <td>85.939824</td>\n",
       "      <td>74.291575</td>\n",
       "      <td>82.117994</td>\n",
       "      <td>82.335462</td>\n",
       "      <td>23.826581</td>\n",
       "      <td>68.904940</td>\n",
       "      <td>89.922193</td>\n",
       "      <td>125.734874</td>\n",
       "      <td>123.393370</td>\n",
       "      <td>126.446832</td>\n",
       "      <td>101.467644</td>\n",
       "      <td>122.433965</td>\n",
       "      <td>111.053709</td>\n",
       "      <td>107.100705</td>\n",
       "      <td>75.453630</td>\n",
       "      <td>79.903015</td>\n",
       "      <td>110.478036</td>\n",
       "      <td>103.794374</td>\n",
       "      <td>103.794374</td>\n",
       "      <td>87.380606</td>\n",
       "      <td>79.658700</td>\n",
       "      <td>80.371370</td>\n",
       "      <td>81.388812</td>\n",
       "      <td>123.257864</td>\n",
       "      <td>75.976294</td>\n",
       "      <td>119.985291</td>\n",
       "      <td>130.090871</td>\n",
       "      <td>125.734874</td>\n",
       "      <td>12.833535</td>\n",
       "      <td>20.400341</td>\n",
       "      <td>21.593572</td>\n",
       "      <td>22.095607</td>\n",
       "      <td>132.165465</td>\n",
       "      <td>58.449425</td>\n",
       "      <td>82.276006</td>\n",
       "      <td>11.523109</td>\n",
       "      <td>36.277198</td>\n",
       "      <td>34.132365</td>\n",
       "      <td>81.932672</td>\n",
       "      <td>55.913506</td>\n",
       "      <td>27.537439</td>\n",
       "      <td>28.060063</td>\n",
       "      <td>130.281481</td>\n",
       "      <td>65.609428</td>\n",
       "      <td>29.997359</td>\n",
       "      <td>21.216151</td>\n",
       "      <td>116.822938</td>\n",
       "      <td>27.814571</td>\n",
       "      <td>24.427722</td>\n",
       "      <td>11.177456</td>\n",
       "      <td>63.419749</td>\n",
       "      <td>34.820927</td>\n",
       "      <td>28.834709</td>\n",
       "      <td>76.462076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Presnel Kimpembe</td>\n",
       "      <td>Paris S-G</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>25</td>\n",
       "      <td>108.365101</td>\n",
       "      <td>66.070437</td>\n",
       "      <td>104.550733</td>\n",
       "      <td>106.902319</td>\n",
       "      <td>107.100605</td>\n",
       "      <td>90.265651</td>\n",
       "      <td>80.003089</td>\n",
       "      <td>90.087227</td>\n",
       "      <td>78.245294</td>\n",
       "      <td>74.666349</td>\n",
       "      <td>76.022121</td>\n",
       "      <td>69.738341</td>\n",
       "      <td>70.540487</td>\n",
       "      <td>101.354952</td>\n",
       "      <td>133.765141</td>\n",
       "      <td>76.126682</td>\n",
       "      <td>86.356753</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>86.178770</td>\n",
       "      <td>86.305053</td>\n",
       "      <td>101.893951</td>\n",
       "      <td>93.908207</td>\n",
       "      <td>93.955554</td>\n",
       "      <td>136.949234</td>\n",
       "      <td>129.558642</td>\n",
       "      <td>131.510083</td>\n",
       "      <td>124.705610</td>\n",
       "      <td>123.436194</td>\n",
       "      <td>159.480006</td>\n",
       "      <td>154.852314</td>\n",
       "      <td>127.718020</td>\n",
       "      <td>131.276886</td>\n",
       "      <td>128.097816</td>\n",
       "      <td>120.623519</td>\n",
       "      <td>98.147981</td>\n",
       "      <td>86.740956</td>\n",
       "      <td>136.087890</td>\n",
       "      <td>78.370521</td>\n",
       "      <td>75.885531</td>\n",
       "      <td>85.541623</td>\n",
       "      <td>79.795612</td>\n",
       "      <td>134.705465</td>\n",
       "      <td>90.123358</td>\n",
       "      <td>98.775643</td>\n",
       "      <td>113.552284</td>\n",
       "      <td>130.137029</td>\n",
       "      <td>96.941589</td>\n",
       "      <td>111.009983</td>\n",
       "      <td>76.052065</td>\n",
       "      <td>100.083323</td>\n",
       "      <td>82.743206</td>\n",
       "      <td>81.015092</td>\n",
       "      <td>86.660166</td>\n",
       "      <td>87.184756</td>\n",
       "      <td>87.493464</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>140.561434</td>\n",
       "      <td>99.964793</td>\n",
       "      <td>65.247361</td>\n",
       "      <td>160.080752</td>\n",
       "      <td>72.667388</td>\n",
       "      <td>84.038965</td>\n",
       "      <td>89.497313</td>\n",
       "      <td>78.131401</td>\n",
       "      <td>66.944129</td>\n",
       "      <td>67.782939</td>\n",
       "      <td>72.664117</td>\n",
       "      <td>75.819671</td>\n",
       "      <td>97.177836</td>\n",
       "      <td>87.553619</td>\n",
       "      <td>100.761102</td>\n",
       "      <td>122.228549</td>\n",
       "      <td>81.715994</td>\n",
       "      <td>74.506776</td>\n",
       "      <td>79.444722</td>\n",
       "      <td>74.773523</td>\n",
       "      <td>109.932321</td>\n",
       "      <td>99.821237</td>\n",
       "      <td>119.533324</td>\n",
       "      <td>86.747</td>\n",
       "      <td>87.098095</td>\n",
       "      <td>81.475792</td>\n",
       "      <td>85.096561</td>\n",
       "      <td>85.852193</td>\n",
       "      <td>89.032906</td>\n",
       "      <td>84.722719</td>\n",
       "      <td>87.064585</td>\n",
       "      <td>92.792281</td>\n",
       "      <td>88.464184</td>\n",
       "      <td>85.689365</td>\n",
       "      <td>82.699479</td>\n",
       "      <td>99.211147</td>\n",
       "      <td>80.343346</td>\n",
       "      <td>84.239421</td>\n",
       "      <td>74.380666</td>\n",
       "      <td>48.720812</td>\n",
       "      <td>81.173583</td>\n",
       "      <td>86.420169</td>\n",
       "      <td>94.799729</td>\n",
       "      <td>74.568398</td>\n",
       "      <td>88.933771</td>\n",
       "      <td>77.369974</td>\n",
       "      <td>68.839028</td>\n",
       "      <td>96.144282</td>\n",
       "      <td>93.168189</td>\n",
       "      <td>87.213664</td>\n",
       "      <td>93.496803</td>\n",
       "      <td>124.995910</td>\n",
       "      <td>108.895602</td>\n",
       "      <td>103.737483</td>\n",
       "      <td>142.427071</td>\n",
       "      <td>94.069662</td>\n",
       "      <td>80.623293</td>\n",
       "      <td>125.737107</td>\n",
       "      <td>93.292093</td>\n",
       "      <td>94.498078</td>\n",
       "      <td>89.215888</td>\n",
       "      <td>94.782064</td>\n",
       "      <td>81.580173</td>\n",
       "      <td>133.691444</td>\n",
       "      <td>129.566872</td>\n",
       "      <td>129.118428</td>\n",
       "      <td>125.027763</td>\n",
       "      <td>94.866549</td>\n",
       "      <td>100.314948</td>\n",
       "      <td>88.965850</td>\n",
       "      <td>82.146909</td>\n",
       "      <td>135.446102</td>\n",
       "      <td>135.795637</td>\n",
       "      <td>103.972395</td>\n",
       "      <td>99.212307</td>\n",
       "      <td>99.564931</td>\n",
       "      <td>79.478864</td>\n",
       "      <td>82.396244</td>\n",
       "      <td>97.480434</td>\n",
       "      <td>110.696805</td>\n",
       "      <td>75.147122</td>\n",
       "      <td>85.762864</td>\n",
       "      <td>128.932698</td>\n",
       "      <td>81.475792</td>\n",
       "      <td>90.058365</td>\n",
       "      <td>87.358419</td>\n",
       "      <td>73.895937</td>\n",
       "      <td>112.683870</td>\n",
       "      <td>87.161894</td>\n",
       "      <td>73.533993</td>\n",
       "      <td>87.048412</td>\n",
       "      <td>10.512205</td>\n",
       "      <td>71.470899</td>\n",
       "      <td>77.350075</td>\n",
       "      <td>73.782021</td>\n",
       "      <td>75.116296</td>\n",
       "      <td>92.182164</td>\n",
       "      <td>111.920077</td>\n",
       "      <td>72.288652</td>\n",
       "      <td>86.55337</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>80.112210</td>\n",
       "      <td>80.134430</td>\n",
       "      <td>86.215390</td>\n",
       "      <td>93.499014</td>\n",
       "      <td>93.530273</td>\n",
       "      <td>132.758589</td>\n",
       "      <td>125.863362</td>\n",
       "      <td>78.585992</td>\n",
       "      <td>119.330576</td>\n",
       "      <td>117.597395</td>\n",
       "      <td>147.528860</td>\n",
       "      <td>143.739418</td>\n",
       "      <td>76.841156</td>\n",
       "      <td>126.379798</td>\n",
       "      <td>123.419703</td>\n",
       "      <td>76.627433</td>\n",
       "      <td>87.151313</td>\n",
       "      <td>69.616293</td>\n",
       "      <td>84.758607</td>\n",
       "      <td>78.002641</td>\n",
       "      <td>74.693585</td>\n",
       "      <td>86.452524</td>\n",
       "      <td>75.340798</td>\n",
       "      <td>125.309102</td>\n",
       "      <td>85.042404</td>\n",
       "      <td>93.419702</td>\n",
       "      <td>102.217743</td>\n",
       "      <td>126.342219</td>\n",
       "      <td>88.336879</td>\n",
       "      <td>101.457049</td>\n",
       "      <td>75.490282</td>\n",
       "      <td>83.701622</td>\n",
       "      <td>74.158104</td>\n",
       "      <td>79.985040</td>\n",
       "      <td>87.518405</td>\n",
       "      <td>87.746617</td>\n",
       "      <td>87.819515</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>135.388553</td>\n",
       "      <td>86.568634</td>\n",
       "      <td>45.535768</td>\n",
       "      <td>145.306300</td>\n",
       "      <td>64.575976</td>\n",
       "      <td>66.694882</td>\n",
       "      <td>86.162055</td>\n",
       "      <td>73.267527</td>\n",
       "      <td>63.036751</td>\n",
       "      <td>52.589626</td>\n",
       "      <td>60.076000</td>\n",
       "      <td>68.690857</td>\n",
       "      <td>87.489697</td>\n",
       "      <td>79.638675</td>\n",
       "      <td>91.208663</td>\n",
       "      <td>106.888443</td>\n",
       "      <td>82.462738</td>\n",
       "      <td>73.711348</td>\n",
       "      <td>79.722415</td>\n",
       "      <td>76.130904</td>\n",
       "      <td>101.196907</td>\n",
       "      <td>89.748972</td>\n",
       "      <td>108.423772</td>\n",
       "      <td>87.162749</td>\n",
       "      <td>87.117718</td>\n",
       "      <td>81.895725</td>\n",
       "      <td>85.414136</td>\n",
       "      <td>85.954131</td>\n",
       "      <td>73.765182</td>\n",
       "      <td>70.710502</td>\n",
       "      <td>72.735254</td>\n",
       "      <td>81.934286</td>\n",
       "      <td>83.679868</td>\n",
       "      <td>73.923916</td>\n",
       "      <td>70.365446</td>\n",
       "      <td>78.369138</td>\n",
       "      <td>70.996858</td>\n",
       "      <td>66.895314</td>\n",
       "      <td>55.907943</td>\n",
       "      <td>68.385489</td>\n",
       "      <td>62.789172</td>\n",
       "      <td>73.109528</td>\n",
       "      <td>86.616121</td>\n",
       "      <td>51.076437</td>\n",
       "      <td>77.307713</td>\n",
       "      <td>78.428787</td>\n",
       "      <td>56.410814</td>\n",
       "      <td>80.977934</td>\n",
       "      <td>73.950401</td>\n",
       "      <td>70.500793</td>\n",
       "      <td>87.875448</td>\n",
       "      <td>122.648083</td>\n",
       "      <td>100.946714</td>\n",
       "      <td>90.741313</td>\n",
       "      <td>137.535810</td>\n",
       "      <td>86.041580</td>\n",
       "      <td>72.608703</td>\n",
       "      <td>123.663690</td>\n",
       "      <td>86.828387</td>\n",
       "      <td>87.739907</td>\n",
       "      <td>78.815455</td>\n",
       "      <td>87.681909</td>\n",
       "      <td>81.785407</td>\n",
       "      <td>128.319798</td>\n",
       "      <td>124.343050</td>\n",
       "      <td>122.203616</td>\n",
       "      <td>113.897829</td>\n",
       "      <td>17.438799</td>\n",
       "      <td>93.344934</td>\n",
       "      <td>83.486848</td>\n",
       "      <td>77.355953</td>\n",
       "      <td>130.470803</td>\n",
       "      <td>130.905631</td>\n",
       "      <td>74.693707</td>\n",
       "      <td>91.910056</td>\n",
       "      <td>87.952433</td>\n",
       "      <td>79.927148</td>\n",
       "      <td>83.020362</td>\n",
       "      <td>83.772185</td>\n",
       "      <td>101.807433</td>\n",
       "      <td>75.153769</td>\n",
       "      <td>85.939824</td>\n",
       "      <td>111.432937</td>\n",
       "      <td>82.117994</td>\n",
       "      <td>64.204492</td>\n",
       "      <td>25.351605</td>\n",
       "      <td>58.376319</td>\n",
       "      <td>112.683870</td>\n",
       "      <td>107.100605</td>\n",
       "      <td>127.540818</td>\n",
       "      <td>141.338121</td>\n",
       "      <td>101.467644</td>\n",
       "      <td>137.296512</td>\n",
       "      <td>95.439628</td>\n",
       "      <td>69.171157</td>\n",
       "      <td>87.162309</td>\n",
       "      <td>89.176896</td>\n",
       "      <td>100.320134</td>\n",
       "      <td>88.441220</td>\n",
       "      <td>88.441220</td>\n",
       "      <td>78.388923</td>\n",
       "      <td>86.455114</td>\n",
       "      <td>68.982414</td>\n",
       "      <td>80.561337</td>\n",
       "      <td>92.395181</td>\n",
       "      <td>60.813106</td>\n",
       "      <td>101.273964</td>\n",
       "      <td>126.117742</td>\n",
       "      <td>107.100605</td>\n",
       "      <td>14.100159</td>\n",
       "      <td>23.510741</td>\n",
       "      <td>23.192314</td>\n",
       "      <td>20.064027</td>\n",
       "      <td>139.200240</td>\n",
       "      <td>73.244516</td>\n",
       "      <td>98.596121</td>\n",
       "      <td>12.290143</td>\n",
       "      <td>22.363177</td>\n",
       "      <td>30.773470</td>\n",
       "      <td>65.426790</td>\n",
       "      <td>45.559131</td>\n",
       "      <td>24.868610</td>\n",
       "      <td>24.440723</td>\n",
       "      <td>112.307263</td>\n",
       "      <td>56.219759</td>\n",
       "      <td>31.327276</td>\n",
       "      <td>17.008481</td>\n",
       "      <td>104.555515</td>\n",
       "      <td>30.736463</td>\n",
       "      <td>26.819601</td>\n",
       "      <td>12.713791</td>\n",
       "      <td>70.269855</td>\n",
       "      <td>32.053772</td>\n",
       "      <td>21.782611</td>\n",
       "      <td>64.348588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Jean-Clair Todibo</td>\n",
       "      <td>Nice</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>21</td>\n",
       "      <td>70.663201</td>\n",
       "      <td>102.914367</td>\n",
       "      <td>121.780695</td>\n",
       "      <td>121.465087</td>\n",
       "      <td>122.226916</td>\n",
       "      <td>90.265651</td>\n",
       "      <td>123.451986</td>\n",
       "      <td>90.087227</td>\n",
       "      <td>114.799387</td>\n",
       "      <td>110.680008</td>\n",
       "      <td>94.376863</td>\n",
       "      <td>95.734432</td>\n",
       "      <td>95.180131</td>\n",
       "      <td>83.918060</td>\n",
       "      <td>82.942532</td>\n",
       "      <td>76.126682</td>\n",
       "      <td>86.356753</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>123.872936</td>\n",
       "      <td>124.982374</td>\n",
       "      <td>106.214975</td>\n",
       "      <td>56.620068</td>\n",
       "      <td>56.583276</td>\n",
       "      <td>134.237137</td>\n",
       "      <td>135.303438</td>\n",
       "      <td>101.614193</td>\n",
       "      <td>134.618157</td>\n",
       "      <td>130.653835</td>\n",
       "      <td>120.913136</td>\n",
       "      <td>121.786057</td>\n",
       "      <td>98.684848</td>\n",
       "      <td>142.233379</td>\n",
       "      <td>141.608348</td>\n",
       "      <td>109.126736</td>\n",
       "      <td>120.643236</td>\n",
       "      <td>126.037222</td>\n",
       "      <td>88.016687</td>\n",
       "      <td>78.370521</td>\n",
       "      <td>103.464594</td>\n",
       "      <td>65.690882</td>\n",
       "      <td>133.830757</td>\n",
       "      <td>140.612737</td>\n",
       "      <td>106.077675</td>\n",
       "      <td>89.264611</td>\n",
       "      <td>128.757420</td>\n",
       "      <td>136.325552</td>\n",
       "      <td>93.949943</td>\n",
       "      <td>123.915323</td>\n",
       "      <td>134.875966</td>\n",
       "      <td>122.555477</td>\n",
       "      <td>103.459657</td>\n",
       "      <td>86.067475</td>\n",
       "      <td>86.660166</td>\n",
       "      <td>87.184756</td>\n",
       "      <td>87.493464</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>135.875610</td>\n",
       "      <td>100.751594</td>\n",
       "      <td>118.918491</td>\n",
       "      <td>79.812650</td>\n",
       "      <td>146.121906</td>\n",
       "      <td>123.660062</td>\n",
       "      <td>81.407992</td>\n",
       "      <td>122.696077</td>\n",
       "      <td>124.165950</td>\n",
       "      <td>132.552349</td>\n",
       "      <td>119.041520</td>\n",
       "      <td>106.265342</td>\n",
       "      <td>123.534306</td>\n",
       "      <td>101.113559</td>\n",
       "      <td>124.217887</td>\n",
       "      <td>100.367226</td>\n",
       "      <td>81.715994</td>\n",
       "      <td>135.847296</td>\n",
       "      <td>79.444722</td>\n",
       "      <td>74.773523</td>\n",
       "      <td>123.175028</td>\n",
       "      <td>105.869872</td>\n",
       "      <td>103.573812</td>\n",
       "      <td>86.747</td>\n",
       "      <td>87.098095</td>\n",
       "      <td>166.280736</td>\n",
       "      <td>85.096561</td>\n",
       "      <td>85.852193</td>\n",
       "      <td>130.483018</td>\n",
       "      <td>129.610756</td>\n",
       "      <td>139.294128</td>\n",
       "      <td>112.040596</td>\n",
       "      <td>88.464184</td>\n",
       "      <td>139.566261</td>\n",
       "      <td>139.351523</td>\n",
       "      <td>93.243697</td>\n",
       "      <td>132.526937</td>\n",
       "      <td>121.634994</td>\n",
       "      <td>128.891910</td>\n",
       "      <td>105.558552</td>\n",
       "      <td>128.149890</td>\n",
       "      <td>115.054130</td>\n",
       "      <td>89.588083</td>\n",
       "      <td>110.746413</td>\n",
       "      <td>103.365055</td>\n",
       "      <td>77.369974</td>\n",
       "      <td>109.320887</td>\n",
       "      <td>119.049563</td>\n",
       "      <td>127.465454</td>\n",
       "      <td>110.635934</td>\n",
       "      <td>71.613585</td>\n",
       "      <td>134.860492</td>\n",
       "      <td>111.033563</td>\n",
       "      <td>122.335942</td>\n",
       "      <td>143.624593</td>\n",
       "      <td>90.010462</td>\n",
       "      <td>107.952211</td>\n",
       "      <td>135.660964</td>\n",
       "      <td>96.485423</td>\n",
       "      <td>98.500955</td>\n",
       "      <td>87.953850</td>\n",
       "      <td>97.843848</td>\n",
       "      <td>81.580173</td>\n",
       "      <td>139.915899</td>\n",
       "      <td>141.233360</td>\n",
       "      <td>132.408672</td>\n",
       "      <td>144.256359</td>\n",
       "      <td>105.018274</td>\n",
       "      <td>79.361022</td>\n",
       "      <td>92.254787</td>\n",
       "      <td>93.488098</td>\n",
       "      <td>135.791061</td>\n",
       "      <td>136.405357</td>\n",
       "      <td>106.628154</td>\n",
       "      <td>94.076711</td>\n",
       "      <td>99.564931</td>\n",
       "      <td>79.478864</td>\n",
       "      <td>82.396244</td>\n",
       "      <td>91.136372</td>\n",
       "      <td>79.212458</td>\n",
       "      <td>75.147122</td>\n",
       "      <td>85.762864</td>\n",
       "      <td>101.164524</td>\n",
       "      <td>81.475792</td>\n",
       "      <td>121.007491</td>\n",
       "      <td>101.456539</td>\n",
       "      <td>113.837616</td>\n",
       "      <td>80.817522</td>\n",
       "      <td>84.860881</td>\n",
       "      <td>102.474324</td>\n",
       "      <td>84.766028</td>\n",
       "      <td>14.337673</td>\n",
       "      <td>95.814874</td>\n",
       "      <td>82.403200</td>\n",
       "      <td>81.066281</td>\n",
       "      <td>83.970503</td>\n",
       "      <td>82.944579</td>\n",
       "      <td>81.024005</td>\n",
       "      <td>69.337943</td>\n",
       "      <td>86.55337</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>105.289214</td>\n",
       "      <td>105.780888</td>\n",
       "      <td>83.410020</td>\n",
       "      <td>71.737717</td>\n",
       "      <td>71.747734</td>\n",
       "      <td>111.195323</td>\n",
       "      <td>112.499641</td>\n",
       "      <td>70.150548</td>\n",
       "      <td>113.176404</td>\n",
       "      <td>108.600698</td>\n",
       "      <td>96.677379</td>\n",
       "      <td>96.570796</td>\n",
       "      <td>69.632167</td>\n",
       "      <td>120.562803</td>\n",
       "      <td>120.216934</td>\n",
       "      <td>70.365942</td>\n",
       "      <td>100.178520</td>\n",
       "      <td>104.708959</td>\n",
       "      <td>69.361929</td>\n",
       "      <td>78.002641</td>\n",
       "      <td>91.469267</td>\n",
       "      <td>74.709062</td>\n",
       "      <td>108.881650</td>\n",
       "      <td>116.743553</td>\n",
       "      <td>92.462396</td>\n",
       "      <td>85.628283</td>\n",
       "      <td>104.384819</td>\n",
       "      <td>113.899710</td>\n",
       "      <td>81.826530</td>\n",
       "      <td>102.325215</td>\n",
       "      <td>114.461071</td>\n",
       "      <td>94.529153</td>\n",
       "      <td>87.710028</td>\n",
       "      <td>82.244032</td>\n",
       "      <td>87.518405</td>\n",
       "      <td>87.746617</td>\n",
       "      <td>87.819515</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>112.937783</td>\n",
       "      <td>79.215846</td>\n",
       "      <td>94.670215</td>\n",
       "      <td>75.905850</td>\n",
       "      <td>122.780804</td>\n",
       "      <td>95.594246</td>\n",
       "      <td>79.983393</td>\n",
       "      <td>101.588703</td>\n",
       "      <td>107.217095</td>\n",
       "      <td>108.785844</td>\n",
       "      <td>96.247730</td>\n",
       "      <td>87.282003</td>\n",
       "      <td>100.932083</td>\n",
       "      <td>81.944464</td>\n",
       "      <td>102.031136</td>\n",
       "      <td>91.613387</td>\n",
       "      <td>82.462738</td>\n",
       "      <td>115.204797</td>\n",
       "      <td>79.722415</td>\n",
       "      <td>76.130904</td>\n",
       "      <td>104.445564</td>\n",
       "      <td>89.624635</td>\n",
       "      <td>91.820789</td>\n",
       "      <td>87.162749</td>\n",
       "      <td>87.117718</td>\n",
       "      <td>137.923177</td>\n",
       "      <td>85.414136</td>\n",
       "      <td>85.954131</td>\n",
       "      <td>102.273745</td>\n",
       "      <td>101.777822</td>\n",
       "      <td>110.634936</td>\n",
       "      <td>90.233759</td>\n",
       "      <td>81.291637</td>\n",
       "      <td>112.033912</td>\n",
       "      <td>109.997159</td>\n",
       "      <td>72.126379</td>\n",
       "      <td>103.879619</td>\n",
       "      <td>92.526115</td>\n",
       "      <td>99.530787</td>\n",
       "      <td>72.551574</td>\n",
       "      <td>98.459315</td>\n",
       "      <td>89.979379</td>\n",
       "      <td>79.767666</td>\n",
       "      <td>79.948697</td>\n",
       "      <td>82.013193</td>\n",
       "      <td>78.428787</td>\n",
       "      <td>85.206318</td>\n",
       "      <td>94.311759</td>\n",
       "      <td>100.558204</td>\n",
       "      <td>87.041282</td>\n",
       "      <td>71.727506</td>\n",
       "      <td>112.956742</td>\n",
       "      <td>88.656646</td>\n",
       "      <td>99.660110</td>\n",
       "      <td>119.211439</td>\n",
       "      <td>80.140517</td>\n",
       "      <td>89.089351</td>\n",
       "      <td>114.237262</td>\n",
       "      <td>85.531405</td>\n",
       "      <td>86.919777</td>\n",
       "      <td>74.502132</td>\n",
       "      <td>86.076263</td>\n",
       "      <td>81.785407</td>\n",
       "      <td>116.881667</td>\n",
       "      <td>119.733556</td>\n",
       "      <td>110.913438</td>\n",
       "      <td>118.220647</td>\n",
       "      <td>17.941038</td>\n",
       "      <td>80.851303</td>\n",
       "      <td>82.622531</td>\n",
       "      <td>81.836736</td>\n",
       "      <td>112.843849</td>\n",
       "      <td>113.729422</td>\n",
       "      <td>69.634026</td>\n",
       "      <td>86.199273</td>\n",
       "      <td>81.656304</td>\n",
       "      <td>79.927148</td>\n",
       "      <td>83.020362</td>\n",
       "      <td>69.619215</td>\n",
       "      <td>68.212655</td>\n",
       "      <td>75.153769</td>\n",
       "      <td>85.939824</td>\n",
       "      <td>89.648902</td>\n",
       "      <td>82.117994</td>\n",
       "      <td>90.999420</td>\n",
       "      <td>27.346307</td>\n",
       "      <td>87.422628</td>\n",
       "      <td>80.817522</td>\n",
       "      <td>122.226916</td>\n",
       "      <td>92.583756</td>\n",
       "      <td>98.831648</td>\n",
       "      <td>101.467644</td>\n",
       "      <td>94.872084</td>\n",
       "      <td>99.382557</td>\n",
       "      <td>98.411316</td>\n",
       "      <td>87.863139</td>\n",
       "      <td>82.203275</td>\n",
       "      <td>93.889182</td>\n",
       "      <td>101.481713</td>\n",
       "      <td>101.481713</td>\n",
       "      <td>104.488806</td>\n",
       "      <td>79.252084</td>\n",
       "      <td>87.862668</td>\n",
       "      <td>109.910117</td>\n",
       "      <td>125.238884</td>\n",
       "      <td>95.081718</td>\n",
       "      <td>125.284548</td>\n",
       "      <td>118.060967</td>\n",
       "      <td>122.226916</td>\n",
       "      <td>17.408256</td>\n",
       "      <td>21.637914</td>\n",
       "      <td>24.603958</td>\n",
       "      <td>18.777836</td>\n",
       "      <td>143.152014</td>\n",
       "      <td>52.531389</td>\n",
       "      <td>79.877696</td>\n",
       "      <td>13.535064</td>\n",
       "      <td>39.812315</td>\n",
       "      <td>32.648208</td>\n",
       "      <td>85.995587</td>\n",
       "      <td>47.288259</td>\n",
       "      <td>23.946711</td>\n",
       "      <td>22.182688</td>\n",
       "      <td>111.358696</td>\n",
       "      <td>57.411651</td>\n",
       "      <td>29.185888</td>\n",
       "      <td>18.492479</td>\n",
       "      <td>105.090018</td>\n",
       "      <td>27.852867</td>\n",
       "      <td>24.628080</td>\n",
       "      <td>10.404289</td>\n",
       "      <td>62.885236</td>\n",
       "      <td>42.312355</td>\n",
       "      <td>26.726805</td>\n",
       "      <td>83.376834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Rúben Dias</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>24</td>\n",
       "      <td>98.939626</td>\n",
       "      <td>84.492402</td>\n",
       "      <td>101.679072</td>\n",
       "      <td>102.048063</td>\n",
       "      <td>102.217528</td>\n",
       "      <td>107.444390</td>\n",
       "      <td>151.101284</td>\n",
       "      <td>107.009174</td>\n",
       "      <td>109.175680</td>\n",
       "      <td>96.274545</td>\n",
       "      <td>85.257947</td>\n",
       "      <td>102.615750</td>\n",
       "      <td>91.660182</td>\n",
       "      <td>95.542655</td>\n",
       "      <td>103.149111</td>\n",
       "      <td>82.876616</td>\n",
       "      <td>86.356753</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>118.847047</td>\n",
       "      <td>119.825398</td>\n",
       "      <td>101.893951</td>\n",
       "      <td>86.450579</td>\n",
       "      <td>86.481098</td>\n",
       "      <td>133.994263</td>\n",
       "      <td>128.887172</td>\n",
       "      <td>123.205669</td>\n",
       "      <td>133.857379</td>\n",
       "      <td>116.643815</td>\n",
       "      <td>123.577295</td>\n",
       "      <td>121.544697</td>\n",
       "      <td>116.947650</td>\n",
       "      <td>139.346195</td>\n",
       "      <td>136.675932</td>\n",
       "      <td>117.749323</td>\n",
       "      <td>123.350998</td>\n",
       "      <td>111.660539</td>\n",
       "      <td>124.697525</td>\n",
       "      <td>168.615281</td>\n",
       "      <td>166.502450</td>\n",
       "      <td>133.750566</td>\n",
       "      <td>124.006185</td>\n",
       "      <td>147.012282</td>\n",
       "      <td>86.134779</td>\n",
       "      <td>79.753578</td>\n",
       "      <td>115.306723</td>\n",
       "      <td>130.598285</td>\n",
       "      <td>84.120247</td>\n",
       "      <td>92.727417</td>\n",
       "      <td>134.875966</td>\n",
       "      <td>101.895594</td>\n",
       "      <td>101.658227</td>\n",
       "      <td>88.593667</td>\n",
       "      <td>86.660166</td>\n",
       "      <td>87.184756</td>\n",
       "      <td>87.493464</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>135.744232</td>\n",
       "      <td>89.342981</td>\n",
       "      <td>89.907069</td>\n",
       "      <td>88.798580</td>\n",
       "      <td>132.904899</td>\n",
       "      <td>97.245998</td>\n",
       "      <td>83.655025</td>\n",
       "      <td>92.986293</td>\n",
       "      <td>86.018069</td>\n",
       "      <td>77.596486</td>\n",
       "      <td>82.259442</td>\n",
       "      <td>82.343743</td>\n",
       "      <td>123.534306</td>\n",
       "      <td>115.238496</td>\n",
       "      <td>126.824197</td>\n",
       "      <td>78.505902</td>\n",
       "      <td>81.715994</td>\n",
       "      <td>120.512166</td>\n",
       "      <td>79.444722</td>\n",
       "      <td>98.595592</td>\n",
       "      <td>149.660440</td>\n",
       "      <td>136.113045</td>\n",
       "      <td>135.492836</td>\n",
       "      <td>86.747</td>\n",
       "      <td>87.098095</td>\n",
       "      <td>166.280736</td>\n",
       "      <td>85.096561</td>\n",
       "      <td>85.852193</td>\n",
       "      <td>83.578944</td>\n",
       "      <td>95.081497</td>\n",
       "      <td>68.531521</td>\n",
       "      <td>103.791318</td>\n",
       "      <td>107.686655</td>\n",
       "      <td>69.292049</td>\n",
       "      <td>72.159564</td>\n",
       "      <td>71.298880</td>\n",
       "      <td>77.734166</td>\n",
       "      <td>74.993263</td>\n",
       "      <td>82.248268</td>\n",
       "      <td>127.101889</td>\n",
       "      <td>65.001411</td>\n",
       "      <td>85.056647</td>\n",
       "      <td>94.799729</td>\n",
       "      <td>75.860470</td>\n",
       "      <td>81.718129</td>\n",
       "      <td>77.369974</td>\n",
       "      <td>76.199366</td>\n",
       "      <td>81.484903</td>\n",
       "      <td>81.735768</td>\n",
       "      <td>84.917363</td>\n",
       "      <td>93.496803</td>\n",
       "      <td>123.892414</td>\n",
       "      <td>88.157387</td>\n",
       "      <td>99.680773</td>\n",
       "      <td>146.319017</td>\n",
       "      <td>96.099262</td>\n",
       "      <td>111.368326</td>\n",
       "      <td>125.222028</td>\n",
       "      <td>74.132112</td>\n",
       "      <td>78.486570</td>\n",
       "      <td>71.126676</td>\n",
       "      <td>73.349578</td>\n",
       "      <td>102.793764</td>\n",
       "      <td>132.308232</td>\n",
       "      <td>135.735360</td>\n",
       "      <td>145.039402</td>\n",
       "      <td>175.022114</td>\n",
       "      <td>109.078964</td>\n",
       "      <td>79.361022</td>\n",
       "      <td>82.387974</td>\n",
       "      <td>70.805720</td>\n",
       "      <td>135.359863</td>\n",
       "      <td>135.577880</td>\n",
       "      <td>102.201889</td>\n",
       "      <td>94.076711</td>\n",
       "      <td>92.344711</td>\n",
       "      <td>79.478864</td>\n",
       "      <td>82.396244</td>\n",
       "      <td>97.480434</td>\n",
       "      <td>79.212458</td>\n",
       "      <td>111.621278</td>\n",
       "      <td>85.762864</td>\n",
       "      <td>73.396349</td>\n",
       "      <td>81.475792</td>\n",
       "      <td>93.581030</td>\n",
       "      <td>86.653513</td>\n",
       "      <td>91.370422</td>\n",
       "      <td>85.130261</td>\n",
       "      <td>102.386575</td>\n",
       "      <td>142.676493</td>\n",
       "      <td>102.149830</td>\n",
       "      <td>15.446331</td>\n",
       "      <td>91.685408</td>\n",
       "      <td>81.921963</td>\n",
       "      <td>88.327856</td>\n",
       "      <td>85.594407</td>\n",
       "      <td>90.119156</td>\n",
       "      <td>95.247138</td>\n",
       "      <td>76.538473</td>\n",
       "      <td>86.55337</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>113.985029</td>\n",
       "      <td>114.638846</td>\n",
       "      <td>88.167173</td>\n",
       "      <td>88.057830</td>\n",
       "      <td>88.083777</td>\n",
       "      <td>136.707322</td>\n",
       "      <td>133.202226</td>\n",
       "      <td>80.096155</td>\n",
       "      <td>138.947580</td>\n",
       "      <td>115.148265</td>\n",
       "      <td>116.632772</td>\n",
       "      <td>114.601004</td>\n",
       "      <td>78.348589</td>\n",
       "      <td>143.981835</td>\n",
       "      <td>142.661275</td>\n",
       "      <td>78.688934</td>\n",
       "      <td>123.485346</td>\n",
       "      <td>109.240234</td>\n",
       "      <td>84.909693</td>\n",
       "      <td>153.462420</td>\n",
       "      <td>148.594221</td>\n",
       "      <td>124.426200</td>\n",
       "      <td>113.932792</td>\n",
       "      <td>144.277542</td>\n",
       "      <td>82.884958</td>\n",
       "      <td>80.135482</td>\n",
       "      <td>108.508457</td>\n",
       "      <td>135.091448</td>\n",
       "      <td>79.487155</td>\n",
       "      <td>84.859485</td>\n",
       "      <td>126.029003</td>\n",
       "      <td>91.132709</td>\n",
       "      <td>96.598547</td>\n",
       "      <td>85.792352</td>\n",
       "      <td>87.518405</td>\n",
       "      <td>87.746617</td>\n",
       "      <td>87.819515</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>136.885855</td>\n",
       "      <td>79.591628</td>\n",
       "      <td>78.210380</td>\n",
       "      <td>85.557084</td>\n",
       "      <td>129.165734</td>\n",
       "      <td>85.694395</td>\n",
       "      <td>82.260606</td>\n",
       "      <td>87.317017</td>\n",
       "      <td>82.134971</td>\n",
       "      <td>65.478796</td>\n",
       "      <td>72.136613</td>\n",
       "      <td>75.615780</td>\n",
       "      <td>115.470574</td>\n",
       "      <td>94.359231</td>\n",
       "      <td>118.723378</td>\n",
       "      <td>80.844765</td>\n",
       "      <td>82.462738</td>\n",
       "      <td>114.068996</td>\n",
       "      <td>79.722415</td>\n",
       "      <td>93.048288</td>\n",
       "      <td>137.439916</td>\n",
       "      <td>111.870785</td>\n",
       "      <td>124.332217</td>\n",
       "      <td>87.162749</td>\n",
       "      <td>87.117718</td>\n",
       "      <td>154.554139</td>\n",
       "      <td>85.414136</td>\n",
       "      <td>85.954131</td>\n",
       "      <td>70.834135</td>\n",
       "      <td>84.543927</td>\n",
       "      <td>55.005846</td>\n",
       "      <td>95.010896</td>\n",
       "      <td>99.481625</td>\n",
       "      <td>59.015557</td>\n",
       "      <td>61.732930</td>\n",
       "      <td>72.779853</td>\n",
       "      <td>70.224042</td>\n",
       "      <td>59.417171</td>\n",
       "      <td>67.557148</td>\n",
       "      <td>83.689453</td>\n",
       "      <td>46.661318</td>\n",
       "      <td>74.283539</td>\n",
       "      <td>88.212007</td>\n",
       "      <td>55.806917</td>\n",
       "      <td>72.891810</td>\n",
       "      <td>78.428787</td>\n",
       "      <td>65.402346</td>\n",
       "      <td>65.388186</td>\n",
       "      <td>62.286285</td>\n",
       "      <td>70.887517</td>\n",
       "      <td>89.045199</td>\n",
       "      <td>130.264870</td>\n",
       "      <td>74.654570</td>\n",
       "      <td>90.584136</td>\n",
       "      <td>150.715122</td>\n",
       "      <td>89.042851</td>\n",
       "      <td>103.588006</td>\n",
       "      <td>132.122010</td>\n",
       "      <td>73.202080</td>\n",
       "      <td>77.221133</td>\n",
       "      <td>72.062545</td>\n",
       "      <td>72.610926</td>\n",
       "      <td>98.850501</td>\n",
       "      <td>133.926426</td>\n",
       "      <td>139.189989</td>\n",
       "      <td>147.246007</td>\n",
       "      <td>167.854917</td>\n",
       "      <td>20.242675</td>\n",
       "      <td>80.851303</td>\n",
       "      <td>79.803030</td>\n",
       "      <td>69.438063</td>\n",
       "      <td>137.882958</td>\n",
       "      <td>138.069295</td>\n",
       "      <td>76.778658</td>\n",
       "      <td>89.513063</td>\n",
       "      <td>84.084514</td>\n",
       "      <td>79.927148</td>\n",
       "      <td>83.020362</td>\n",
       "      <td>87.391143</td>\n",
       "      <td>72.615471</td>\n",
       "      <td>106.236940</td>\n",
       "      <td>85.939824</td>\n",
       "      <td>74.291575</td>\n",
       "      <td>82.117994</td>\n",
       "      <td>76.163001</td>\n",
       "      <td>26.138702</td>\n",
       "      <td>79.668349</td>\n",
       "      <td>85.130261</td>\n",
       "      <td>102.217528</td>\n",
       "      <td>142.649378</td>\n",
       "      <td>143.900749</td>\n",
       "      <td>101.467644</td>\n",
       "      <td>139.854194</td>\n",
       "      <td>92.597784</td>\n",
       "      <td>91.399259</td>\n",
       "      <td>99.643722</td>\n",
       "      <td>89.795626</td>\n",
       "      <td>91.018836</td>\n",
       "      <td>93.238040</td>\n",
       "      <td>93.238040</td>\n",
       "      <td>82.007698</td>\n",
       "      <td>97.684681</td>\n",
       "      <td>105.653252</td>\n",
       "      <td>73.899360</td>\n",
       "      <td>100.342263</td>\n",
       "      <td>52.807012</td>\n",
       "      <td>97.666687</td>\n",
       "      <td>125.508865</td>\n",
       "      <td>102.217528</td>\n",
       "      <td>14.177503</td>\n",
       "      <td>21.833956</td>\n",
       "      <td>21.867543</td>\n",
       "      <td>18.203767</td>\n",
       "      <td>136.587271</td>\n",
       "      <td>55.334670</td>\n",
       "      <td>81.473371</td>\n",
       "      <td>14.251634</td>\n",
       "      <td>27.022859</td>\n",
       "      <td>37.660254</td>\n",
       "      <td>78.934747</td>\n",
       "      <td>67.141967</td>\n",
       "      <td>27.837998</td>\n",
       "      <td>29.449201</td>\n",
       "      <td>144.671841</td>\n",
       "      <td>59.679651</td>\n",
       "      <td>36.069386</td>\n",
       "      <td>16.576992</td>\n",
       "      <td>112.326028</td>\n",
       "      <td>31.339436</td>\n",
       "      <td>27.541127</td>\n",
       "      <td>12.736454</td>\n",
       "      <td>71.617017</td>\n",
       "      <td>45.855538</td>\n",
       "      <td>31.076402</td>\n",
       "      <td>92.378271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Dayot Upamecano</td>\n",
       "      <td>Bayern Munich</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>22</td>\n",
       "      <td>80.088676</td>\n",
       "      <td>93.703385</td>\n",
       "      <td>98.807412</td>\n",
       "      <td>97.193807</td>\n",
       "      <td>96.857369</td>\n",
       "      <td>90.265651</td>\n",
       "      <td>101.727537</td>\n",
       "      <td>90.087227</td>\n",
       "      <td>86.680854</td>\n",
       "      <td>74.666349</td>\n",
       "      <td>70.995026</td>\n",
       "      <td>82.736386</td>\n",
       "      <td>72.300462</td>\n",
       "      <td>93.605222</td>\n",
       "      <td>133.765141</td>\n",
       "      <td>90.526541</td>\n",
       "      <td>86.356753</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>83.665826</td>\n",
       "      <td>83.726565</td>\n",
       "      <td>84.609857</td>\n",
       "      <td>96.394083</td>\n",
       "      <td>96.447039</td>\n",
       "      <td>132.010789</td>\n",
       "      <td>130.304719</td>\n",
       "      <td>110.582960</td>\n",
       "      <td>135.588289</td>\n",
       "      <td>131.043658</td>\n",
       "      <td>116.092277</td>\n",
       "      <td>115.269349</td>\n",
       "      <td>108.518665</td>\n",
       "      <td>134.386161</td>\n",
       "      <td>135.174761</td>\n",
       "      <td>102.146546</td>\n",
       "      <td>138.139546</td>\n",
       "      <td>127.794372</td>\n",
       "      <td>118.326643</td>\n",
       "      <td>213.737662</td>\n",
       "      <td>127.103790</td>\n",
       "      <td>218.825171</td>\n",
       "      <td>114.181613</td>\n",
       "      <td>147.996827</td>\n",
       "      <td>114.054834</td>\n",
       "      <td>79.753578</td>\n",
       "      <td>136.944800</td>\n",
       "      <td>132.251121</td>\n",
       "      <td>81.983357</td>\n",
       "      <td>87.350192</td>\n",
       "      <td>115.267999</td>\n",
       "      <td>143.215360</td>\n",
       "      <td>112.466810</td>\n",
       "      <td>86.067475</td>\n",
       "      <td>86.660166</td>\n",
       "      <td>87.184756</td>\n",
       "      <td>87.493464</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>132.021848</td>\n",
       "      <td>112.947007</td>\n",
       "      <td>102.962209</td>\n",
       "      <td>85.027283</td>\n",
       "      <td>137.711083</td>\n",
       "      <td>90.642481</td>\n",
       "      <td>83.655025</td>\n",
       "      <td>85.558847</td>\n",
       "      <td>95.555039</td>\n",
       "      <td>99.186289</td>\n",
       "      <td>133.434507</td>\n",
       "      <td>97.566579</td>\n",
       "      <td>108.159698</td>\n",
       "      <td>105.068541</td>\n",
       "      <td>111.186340</td>\n",
       "      <td>78.505902</td>\n",
       "      <td>81.715994</td>\n",
       "      <td>89.841906</td>\n",
       "      <td>79.444722</td>\n",
       "      <td>122.417660</td>\n",
       "      <td>149.660440</td>\n",
       "      <td>142.161680</td>\n",
       "      <td>167.411861</td>\n",
       "      <td>86.747</td>\n",
       "      <td>87.098095</td>\n",
       "      <td>81.475792</td>\n",
       "      <td>85.096561</td>\n",
       "      <td>85.852193</td>\n",
       "      <td>109.757962</td>\n",
       "      <td>105.440275</td>\n",
       "      <td>112.336945</td>\n",
       "      <td>106.541078</td>\n",
       "      <td>78.852948</td>\n",
       "      <td>95.059260</td>\n",
       "      <td>93.239394</td>\n",
       "      <td>95.361179</td>\n",
       "      <td>90.780064</td>\n",
       "      <td>117.114650</td>\n",
       "      <td>127.205995</td>\n",
       "      <td>112.892454</td>\n",
       "      <td>109.667409</td>\n",
       "      <td>123.235262</td>\n",
       "      <td>103.485807</td>\n",
       "      <td>83.612902</td>\n",
       "      <td>74.502487</td>\n",
       "      <td>77.369974</td>\n",
       "      <td>92.760127</td>\n",
       "      <td>109.887451</td>\n",
       "      <td>111.677824</td>\n",
       "      <td>83.539582</td>\n",
       "      <td>137.263238</td>\n",
       "      <td>126.366919</td>\n",
       "      <td>96.067840</td>\n",
       "      <td>111.663672</td>\n",
       "      <td>137.277727</td>\n",
       "      <td>105.957319</td>\n",
       "      <td>95.995810</td>\n",
       "      <td>127.934778</td>\n",
       "      <td>99.678753</td>\n",
       "      <td>90.495201</td>\n",
       "      <td>113.951835</td>\n",
       "      <td>97.843848</td>\n",
       "      <td>102.793764</td>\n",
       "      <td>137.195582</td>\n",
       "      <td>136.816029</td>\n",
       "      <td>129.363157</td>\n",
       "      <td>125.989193</td>\n",
       "      <td>127.352069</td>\n",
       "      <td>100.314948</td>\n",
       "      <td>85.676912</td>\n",
       "      <td>116.170476</td>\n",
       "      <td>131.349716</td>\n",
       "      <td>131.484049</td>\n",
       "      <td>101.316636</td>\n",
       "      <td>91.508912</td>\n",
       "      <td>85.124491</td>\n",
       "      <td>79.478864</td>\n",
       "      <td>82.396244</td>\n",
       "      <td>102.238481</td>\n",
       "      <td>86.620540</td>\n",
       "      <td>93.384200</td>\n",
       "      <td>85.762864</td>\n",
       "      <td>101.164524</td>\n",
       "      <td>81.475792</td>\n",
       "      <td>122.517204</td>\n",
       "      <td>101.456539</td>\n",
       "      <td>110.093084</td>\n",
       "      <td>84.171874</td>\n",
       "      <td>89.357188</td>\n",
       "      <td>98.965247</td>\n",
       "      <td>89.225932</td>\n",
       "      <td>12.377287</td>\n",
       "      <td>72.485285</td>\n",
       "      <td>76.076256</td>\n",
       "      <td>81.006822</td>\n",
       "      <td>76.445685</td>\n",
       "      <td>89.982445</td>\n",
       "      <td>117.854850</td>\n",
       "      <td>82.090319</td>\n",
       "      <td>86.55337</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>80.856503</td>\n",
       "      <td>80.892602</td>\n",
       "      <td>80.199481</td>\n",
       "      <td>95.800434</td>\n",
       "      <td>95.833939</td>\n",
       "      <td>143.572571</td>\n",
       "      <td>146.039004</td>\n",
       "      <td>81.598632</td>\n",
       "      <td>151.573598</td>\n",
       "      <td>145.088369</td>\n",
       "      <td>114.551312</td>\n",
       "      <td>113.906374</td>\n",
       "      <td>80.552952</td>\n",
       "      <td>146.876843</td>\n",
       "      <td>150.861669</td>\n",
       "      <td>80.175825</td>\n",
       "      <td>151.946979</td>\n",
       "      <td>142.309553</td>\n",
       "      <td>86.661355</td>\n",
       "      <td>200.970341</td>\n",
       "      <td>120.432129</td>\n",
       "      <td>200.617688</td>\n",
       "      <td>109.168310</td>\n",
       "      <td>153.811128</td>\n",
       "      <td>108.784224</td>\n",
       "      <td>80.135482</td>\n",
       "      <td>139.688306</td>\n",
       "      <td>148.074169</td>\n",
       "      <td>79.056936</td>\n",
       "      <td>81.987660</td>\n",
       "      <td>112.093330</td>\n",
       "      <td>157.018077</td>\n",
       "      <td>113.422850</td>\n",
       "      <td>84.580067</td>\n",
       "      <td>87.518405</td>\n",
       "      <td>87.746617</td>\n",
       "      <td>87.819515</td>\n",
       "      <td>88.560368</td>\n",
       "      <td>140.923759</td>\n",
       "      <td>107.823429</td>\n",
       "      <td>100.691437</td>\n",
       "      <td>83.066830</td>\n",
       "      <td>141.184108</td>\n",
       "      <td>82.571915</td>\n",
       "      <td>82.618157</td>\n",
       "      <td>82.442081</td>\n",
       "      <td>94.158816</td>\n",
       "      <td>95.892564</td>\n",
       "      <td>136.453386</td>\n",
       "      <td>92.349156</td>\n",
       "      <td>104.856689</td>\n",
       "      <td>91.628344</td>\n",
       "      <td>108.114847</td>\n",
       "      <td>80.844765</td>\n",
       "      <td>82.462738</td>\n",
       "      <td>88.326012</td>\n",
       "      <td>79.722415</td>\n",
       "      <td>112.888532</td>\n",
       "      <td>143.305511</td>\n",
       "      <td>118.979643</td>\n",
       "      <td>157.644367</td>\n",
       "      <td>87.162749</td>\n",
       "      <td>87.117718</td>\n",
       "      <td>81.895725</td>\n",
       "      <td>85.414136</td>\n",
       "      <td>85.954131</td>\n",
       "      <td>106.777608</td>\n",
       "      <td>101.048139</td>\n",
       "      <td>109.964662</td>\n",
       "      <td>101.994759</td>\n",
       "      <td>77.918062</td>\n",
       "      <td>89.931148</td>\n",
       "      <td>87.126665</td>\n",
       "      <td>81.968405</td>\n",
       "      <td>85.010559</td>\n",
       "      <td>115.203641</td>\n",
       "      <td>128.805052</td>\n",
       "      <td>84.067327</td>\n",
       "      <td>106.465519</td>\n",
       "      <td>120.837141</td>\n",
       "      <td>97.382858</td>\n",
       "      <td>70.778783</td>\n",
       "      <td>67.976893</td>\n",
       "      <td>78.428787</td>\n",
       "      <td>86.394420</td>\n",
       "      <td>112.035259</td>\n",
       "      <td>114.568200</td>\n",
       "      <td>73.106308</td>\n",
       "      <td>128.168617</td>\n",
       "      <td>146.855349</td>\n",
       "      <td>93.285622</td>\n",
       "      <td>123.180016</td>\n",
       "      <td>148.950806</td>\n",
       "      <td>98.999267</td>\n",
       "      <td>92.120390</td>\n",
       "      <td>148.916227</td>\n",
       "      <td>95.324783</td>\n",
       "      <td>87.486393</td>\n",
       "      <td>94.935428</td>\n",
       "      <td>93.509773</td>\n",
       "      <td>100.324690</td>\n",
       "      <td>150.189171</td>\n",
       "      <td>150.139926</td>\n",
       "      <td>136.188674</td>\n",
       "      <td>124.846629</td>\n",
       "      <td>24.328883</td>\n",
       "      <td>95.407429</td>\n",
       "      <td>83.465485</td>\n",
       "      <td>108.724368</td>\n",
       "      <td>141.820751</td>\n",
       "      <td>141.815102</td>\n",
       "      <td>79.487000</td>\n",
       "      <td>88.797701</td>\n",
       "      <td>79.828095</td>\n",
       "      <td>79.927148</td>\n",
       "      <td>83.020362</td>\n",
       "      <td>97.840034</td>\n",
       "      <td>82.635924</td>\n",
       "      <td>92.037934</td>\n",
       "      <td>85.939824</td>\n",
       "      <td>95.927972</td>\n",
       "      <td>82.117994</td>\n",
       "      <td>138.165168</td>\n",
       "      <td>34.282415</td>\n",
       "      <td>106.349614</td>\n",
       "      <td>84.171874</td>\n",
       "      <td>96.857369</td>\n",
       "      <td>131.688266</td>\n",
       "      <td>123.399727</td>\n",
       "      <td>55.119251</td>\n",
       "      <td>140.247914</td>\n",
       "      <td>148.117187</td>\n",
       "      <td>159.789539</td>\n",
       "      <td>94.071184</td>\n",
       "      <td>77.091945</td>\n",
       "      <td>141.709555</td>\n",
       "      <td>132.986523</td>\n",
       "      <td>132.986523</td>\n",
       "      <td>99.124330</td>\n",
       "      <td>119.695897</td>\n",
       "      <td>132.803370</td>\n",
       "      <td>104.772867</td>\n",
       "      <td>122.282686</td>\n",
       "      <td>85.981980</td>\n",
       "      <td>128.937705</td>\n",
       "      <td>130.968472</td>\n",
       "      <td>96.857369</td>\n",
       "      <td>14.621262</td>\n",
       "      <td>24.590522</td>\n",
       "      <td>20.393068</td>\n",
       "      <td>28.341911</td>\n",
       "      <td>171.275258</td>\n",
       "      <td>54.711718</td>\n",
       "      <td>88.994134</td>\n",
       "      <td>15.299214</td>\n",
       "      <td>51.522021</td>\n",
       "      <td>37.830297</td>\n",
       "      <td>104.651532</td>\n",
       "      <td>49.938652</td>\n",
       "      <td>30.027985</td>\n",
       "      <td>27.237735</td>\n",
       "      <td>131.533255</td>\n",
       "      <td>76.828568</td>\n",
       "      <td>38.452782</td>\n",
       "      <td>21.756845</td>\n",
       "      <td>137.038195</td>\n",
       "      <td>32.221181</td>\n",
       "      <td>28.061539</td>\n",
       "      <td>12.999203</td>\n",
       "      <td>73.281923</td>\n",
       "      <td>32.357041</td>\n",
       "      <td>27.636117</td>\n",
       "      <td>72.370445</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Player            Squad Main Position                Comp  Age  \\\n",
       "0      William Saliba        Marseille   Centre-Back          fr Ligue 1   20   \n",
       "14   Presnel Kimpembe        Paris S-G   Centre-Back          fr Ligue 1   25   \n",
       "18  Jean-Clair Todibo             Nice   Centre-Back          fr Ligue 1   21   \n",
       "20         Rúben Dias  Manchester City   Centre-Back  eng Premier League   24   \n",
       "24    Dayot Upamecano    Bayern Munich   Centre-Back       de Bundesliga   22   \n",
       "\n",
       "           Age        Born          MP      Starts         Min     npGoals  \\\n",
       "0    61.237725  121.336333  121.780695  123.892215  125.734874   73.086911   \n",
       "14  108.365101   66.070437  104.550733  106.902319  107.100605   90.265651   \n",
       "18   70.663201  102.914367  121.780695  121.465087  122.226916   90.265651   \n",
       "20   98.939626   84.492402  101.679072  102.048063  102.217528  107.444390   \n",
       "24   80.088676   93.703385   98.807412   97.193807   96.857369   90.265651   \n",
       "\n",
       "       npxG+xA       Goals       Shots         SoT       SoT%       Sh/90  \\\n",
       "0   107.652387   73.165279  103.551974   89.071813  81.283034   85.030159   \n",
       "14   80.003089   90.087227   78.245294   74.666349  76.022121   69.738341   \n",
       "18  123.451986   90.087227  114.799387  110.680008  94.376863   95.734432   \n",
       "20  151.101284  107.009174  109.175680   96.274545  85.257947  102.615750   \n",
       "24  101.727537   90.087227   86.680854   74.666349  70.995026   82.736386   \n",
       "\n",
       "       SoT/90        G/Sh       G/SoT  AvgShotDistance    FKShots         PK  \\\n",
       "0   79.340360   74.230898   72.533081        81.526629  86.356753  88.560368   \n",
       "14  70.540487  101.354952  133.765141        76.126682  86.356753  88.560368   \n",
       "18  95.180131   83.918060   82.942532        76.126682  86.356753  88.560368   \n",
       "20  91.660182   95.542655  103.149111        82.876616  86.356753  88.560368   \n",
       "24  72.300462   93.605222  133.765141        90.526541  86.356753  88.560368   \n",
       "\n",
       "       PKsAtt          xG        npxG     npxG/Sh       G-xG     npG-xG  \\\n",
       "0   88.560368  101.256437  101.775982   93.251904  54.134192  54.091791   \n",
       "14  88.560368   86.178770   86.305053  101.893951  93.908207  93.955554   \n",
       "18  88.560368  123.872936  124.982374  106.214975  56.620068  56.583276   \n",
       "20  88.560368  118.847047  119.825398  101.893951  86.450579  86.481098   \n",
       "24  88.560368   83.665826   83.726565   84.609857  96.394083  96.447039   \n",
       "\n",
       "    PassesCompleted  PassesAttempted     TotCmp%  TotalPassDist  ProgPassDist  \\\n",
       "0        165.082176       159.998601  121.212610     155.766667    147.628876   \n",
       "14       136.949234       129.558642  131.510083     124.705610    123.436194   \n",
       "18       134.237137       135.303438  101.614193     134.618157    130.653835   \n",
       "20       133.994263       128.887172  123.205669     133.857379    116.643815   \n",
       "24       132.010789       130.304719  110.582960     135.588289    131.043658   \n",
       "\n",
       "    ShortPassCmp  ShortPassAtt  ShortPassCmp%  MedPassCmp  MedPassAtt  \\\n",
       "0     169.121724    167.765049     114.137988  167.921913  165.770042   \n",
       "14    159.480006    154.852314     127.718020  131.276886  128.097816   \n",
       "18    120.913136    121.786057      98.684848  142.233379  141.608348   \n",
       "20    123.577295    121.544697     116.947650  139.346195  136.675932   \n",
       "24    116.092277    115.269349     108.518665  134.386161  135.174761   \n",
       "\n",
       "    MedPassCmp%  LongPassCmp  LongPassAtt  LongPassCmp%     Assists  \\\n",
       "0    115.696326   126.058761   114.695617    122.960012   78.370521   \n",
       "14   120.623519    98.147981    86.740956    136.087890   78.370521   \n",
       "18   109.126736   120.643236   126.037222     88.016687   78.370521   \n",
       "20   117.749323   123.350998   111.660539    124.697525  168.615281   \n",
       "24   102.146546   138.139546   127.794372    118.326643  213.737662   \n",
       "\n",
       "            xA        A-xA   KeyPasses  Final1/3Cmp  PenAreaCmp  \\\n",
       "0   103.464594   65.690882   94.532470   147.996827  130.009150   \n",
       "14   75.885531   85.541623   79.795612   134.705465   90.123358   \n",
       "18  103.464594   65.690882  133.830757   140.612737  106.077675   \n",
       "20  166.502450  133.750566  124.006185   147.012282   86.134779   \n",
       "24  127.103790  218.825171  114.181613   147.996827  114.054834   \n",
       "\n",
       "    CrsPenAreaCmp  ProgPasses    LivePass    DeadPass    FKPasses   ThruBalls  \\\n",
       "0       98.775643  150.395497  160.964328  102.924882  130.367993  115.267999   \n",
       "14      98.775643  113.552284  130.137029   96.941589  111.009983   76.052065   \n",
       "18      89.264611  128.757420  136.325552   93.949943  123.915323  134.875966   \n",
       "20      79.753578  115.306723  130.598285   84.120247   92.727417  134.875966   \n",
       "24      79.753578  136.944800  132.251121   81.983357   87.350192  115.267999   \n",
       "\n",
       "    PassUnderPress    Switches        Crs         CK  InSwingCK  OutSwingCK  \\\n",
       "0       150.101988  103.459657  91.119858  86.660166  87.184756   87.493464   \n",
       "14      100.083323   82.743206  81.015092  86.660166  87.184756   87.493464   \n",
       "18      122.555477  103.459657  86.067475  86.660166  87.184756   87.493464   \n",
       "20      101.895594  101.658227  88.593667  86.660166  87.184756   87.493464   \n",
       "24      143.215360  112.466810  86.067475  86.660166  87.184756   87.493464   \n",
       "\n",
       "        StrCK      Ground         Low        High        Left       Right  \\\n",
       "0   88.560368  171.479112  109.013003   83.275887   79.486735  174.438342   \n",
       "14  88.560368  140.561434   99.964793   65.247361  160.080752   72.667388   \n",
       "18  88.560368  135.875610  100.751594  118.918491   79.812650  146.121906   \n",
       "20  88.560368  135.744232   89.342981   89.907069   88.798580  132.904899   \n",
       "24  88.560368  132.021848  112.947007  102.962209   85.027283  137.711083   \n",
       "\n",
       "          Head    ThrowIn       Other  PassesToOff   PassesOOB   PassesInt  \\\n",
       "0    84.038965  87.699686  107.841185    86.018069   97.223580  125.438403   \n",
       "14   84.038965  89.497313   78.131401    66.944129   67.782939   72.664117   \n",
       "18  123.660062  81.407992  122.696077   124.165950  132.552349  119.041520   \n",
       "20   97.245998  83.655025   92.986293    86.018069   77.596486   82.259442   \n",
       "24   90.642481  83.655025   85.558847    95.555039   99.186289  133.434507   \n",
       "\n",
       "    PassesBlocked         SCA       SCA90  SCAPassLive  SCAPassDead  \\\n",
       "0      110.614723  103.766953   84.728632   108.580031    78.505902   \n",
       "14      75.819671   97.177836   87.553619   100.761102   122.228549   \n",
       "18     106.265342  123.534306  101.113559   124.217887   100.367226   \n",
       "20      82.343743  123.534306  115.238496   126.824197    78.505902   \n",
       "24      97.566579  108.159698  105.068541   111.186340    78.505902   \n",
       "\n",
       "      SCADrib       SCASh     SCAFld      SCADef         GCA       GCA90  \\\n",
       "0   81.715994  105.177036  79.444722   74.773523  109.932321   93.772602   \n",
       "14  81.715994   74.506776  79.444722   74.773523  109.932321   99.821237   \n",
       "18  81.715994  135.847296  79.444722   74.773523  123.175028  105.869872   \n",
       "20  81.715994  120.512166  79.444722   98.595592  149.660440  136.113045   \n",
       "24  81.715994   89.841906  79.444722  122.417660  149.660440  142.161680   \n",
       "\n",
       "    GCAPassLive  GCAPassDead    GCADrib       GCASh     GCAFld     GCADef  \\\n",
       "0    103.573812       86.747  87.098095  123.878264  85.096561  85.852193   \n",
       "14   119.533324       86.747  87.098095   81.475792  85.096561  85.852193   \n",
       "18   103.573812       86.747  87.098095  166.280736  85.096561  85.852193   \n",
       "20   135.492836       86.747  87.098095  166.280736  85.096561  85.852193   \n",
       "24   167.411861       86.747  87.098095   81.475792  85.096561  85.852193   \n",
       "\n",
       "        DrbTkl  TklWinPoss  Def3rdPress  Mid3rdPress  Att3rdPress    DrbTkl.1  \\\n",
       "0   117.393509  120.978442   127.500360    95.542041    98.075420   88.031839   \n",
       "14   89.032906   84.722719    87.064585    92.792281    88.464184   85.689365   \n",
       "18  130.483018  129.610756   139.294128   112.040596    88.464184  139.566261   \n",
       "20   83.578944   95.081497    68.531521   103.791318   107.686655   69.292049   \n",
       "24  109.757962  105.440275   112.336945   106.541078    78.852948   95.059260   \n",
       "\n",
       "    DrpPastAtt    DrbTkl%     DrbPast       Press   PressSucc  PressSucc%  \\\n",
       "0    93.239394  77.266331   98.607603  104.580969  122.148251  138.102741   \n",
       "14   82.699479  99.211147   80.343346   84.239421   74.380666   48.720812   \n",
       "18  139.351523  93.243697  132.526937  121.634994  128.891910  105.558552   \n",
       "20   72.159564  71.298880   77.734166   74.993263   82.248268  127.101889   \n",
       "24   93.239394  95.361179   90.780064  117.114650  127.205995  112.892454   \n",
       "\n",
       "    Def3rdPress.1  Mid3rdPress.1  Att3rdPress.1      Blocks    ShBlocks  \\\n",
       "0      106.586995     101.873418      93.062514  102.993981   91.338985   \n",
       "14      81.173583      86.420169      94.799729   74.568398   88.933771   \n",
       "18     128.149890     115.054130      89.588083  110.746413  103.365055   \n",
       "20      65.001411      85.056647      94.799729   75.860470   81.718129   \n",
       "24     109.667409     123.235262     103.485807   83.612902   74.502487   \n",
       "\n",
       "    ShSvBlocks  PassBlocks         Int     Tkl+Int         Clr         Err  \\\n",
       "0    77.369974  107.480803  119.965774  121.477043   90.887745  115.380020   \n",
       "14   77.369974   68.839028   96.144282   93.168189   87.213664   93.496803   \n",
       "18   77.369974  109.320887  119.049563  127.465454  110.635934   71.613585   \n",
       "20   77.369974   76.199366   81.484903   81.735768   84.917363   93.496803   \n",
       "24   77.369974   92.760127  109.887451  111.677824   83.539582  137.263238   \n",
       "\n",
       "       Touches  DefPenTouch  Def3rdTouch  Mid3rdTouch  Att3rdTouch  \\\n",
       "0   154.790291   111.461155   134.381253   167.155896   118.134920   \n",
       "14  124.995910   108.895602   103.737483   142.427071    94.069662   \n",
       "18  134.860492   111.033563   122.335942   143.624593    90.010462   \n",
       "20  123.892414    88.157387    99.680773   146.319017    96.099262   \n",
       "24  126.366919    96.067840   111.663672   137.277727   105.957319   \n",
       "\n",
       "    AttPenTouch   LiveTouch     SuccDrb      AttDrb    DrbSucc%   PlDrbPast  \\\n",
       "0    119.908613  155.680371  153.965367  142.532602   98.891514  149.894171   \n",
       "14    80.623293  125.737107   93.292093   94.498078   89.215888   94.782064   \n",
       "18   107.952211  135.660964   96.485423   98.500955   87.953850   97.843848   \n",
       "20   111.368326  125.222028   74.132112   78.486570   71.126676   73.349578   \n",
       "24    95.995810  127.934778   99.678753   90.495201  113.951835   97.843848   \n",
       "\n",
       "          Megs     Carries  TotCarryDist  PrgCarryDist  ProgCarries  \\\n",
       "0   166.434536  166.427467    163.446227    168.655740   176.944973   \n",
       "14   81.580173  133.691444    129.566872    129.118428   125.027763   \n",
       "18   81.580173  139.915899    141.233360    132.408672   144.256359   \n",
       "20  102.793764  132.308232    135.735360    145.039402   175.022114   \n",
       "24  102.793764  137.195582    136.816029    129.363157   125.989193   \n",
       "\n",
       "    CarriesToFinal3rd  CarriesToPenArea  CarryMistakes  Disposesed  \\\n",
       "0          113.139654        110.791911     105.410538  142.633250   \n",
       "14          94.866549        100.314948      88.965850   82.146909   \n",
       "18         105.018274         79.361022      92.254787   93.488098   \n",
       "20         109.078964         79.361022      82.387974   70.805720   \n",
       "24         127.352069        100.314948      85.676912  116.170476   \n",
       "\n",
       "    PassTarget  ReceivedPass    Receive%  ProgPassesRec    Yellows       Reds  \\\n",
       "0   165.026322    164.713762   99.546130      99.212307  92.344711  79.478864   \n",
       "14  135.446102    135.795637  103.972395      99.212307  99.564931  79.478864   \n",
       "18  135.791061    136.405357  106.628154      94.076711  99.564931  79.478864   \n",
       "20  135.359863    135.577880  102.201889      94.076711  92.344711  79.478864   \n",
       "24  131.349716    131.484049  101.316636      91.508912  85.124491  79.478864   \n",
       "\n",
       "      Yellow2         Fls         Fld         Off      PKwon       PKcon  \\\n",
       "0   82.396244   76.862232   84.768520   93.384200  85.762864   73.396349   \n",
       "14  82.396244   97.480434  110.696805   75.147122  85.762864  128.932698   \n",
       "18  82.396244   91.136372   79.212458   75.147122  85.762864  101.164524   \n",
       "20  82.396244   97.480434   79.212458  111.621278  85.762864   73.396349   \n",
       "24  82.396244  102.238481   86.620540   93.384200  85.762864  101.164524   \n",
       "\n",
       "           OG       Recov  AerialWins  AerialLoss  AerialWin%  npGoalsPer90  \\\n",
       "0   81.475792  117.484826   92.292761   93.866777   89.922193     73.863828   \n",
       "14  81.475792   90.058365   87.358419   73.895937  112.683870     87.161894   \n",
       "18  81.475792  121.007491  101.456539  113.837616   80.817522     84.860881   \n",
       "20  81.475792   93.581030   86.653513   91.370422   85.130261    102.386575   \n",
       "24  81.475792  122.517204  101.456539  110.093084   84.171874     89.357188   \n",
       "\n",
       "    npxG+xAPer90  GoalsPer90  ShotsPer90   SoTPer90  SoT%Per90  Sh/90Per90  \\\n",
       "0      89.498419   73.858010   12.806440  79.982417  77.661255   77.120396   \n",
       "14     73.533993   87.048412   10.512205  71.470899  77.350075   73.782021   \n",
       "18    102.474324   84.766028   14.337673  95.814874  82.403200   81.066281   \n",
       "20    142.676493  102.149830   15.446331  91.685408  81.921963   88.327856   \n",
       "24     98.965247   89.225932   12.377287  72.485285  76.076256   81.006822   \n",
       "\n",
       "    SoT/90Per90  G/ShPer90  G/SoTPer90  AvgShotDistancePer90  FKShotsPer90  \\\n",
       "0     77.806959  79.072788   75.969988             70.581753      86.55337   \n",
       "14    75.116296  92.182164  111.920077             72.288652      86.55337   \n",
       "18    83.970503  82.944579   81.024005             69.337943      86.55337   \n",
       "20    85.594407  90.119156   95.247138             76.538473      86.55337   \n",
       "24    76.445685  89.982445  117.854850             82.090319      86.55337   \n",
       "\n",
       "      PKPer90  PKsAttPer90     xGPer90   npxGPer90  npxG/ShPer90  G-xGPer90  \\\n",
       "0   88.560368    88.560368   86.903466   87.052317     77.123303  71.134928   \n",
       "14  88.560368    88.560368   80.112210   80.134430     86.215390  93.499014   \n",
       "18  88.560368    88.560368  105.289214  105.780888     83.410020  71.737717   \n",
       "20  88.560368    88.560368  113.985029  114.638846     88.167173  88.057830   \n",
       "24  88.560368    88.560368   80.856503   80.892602     80.199481  95.800434   \n",
       "\n",
       "    npG-xGPer90  PassesCompletedPer90  PassesAttemptedPer90  TotCmp%Per90  \\\n",
       "0     71.144356            138.155880            135.571133     70.809433   \n",
       "14    93.530273            132.758589            125.863362     78.585992   \n",
       "18    71.747734            111.195323            112.499641     70.150548   \n",
       "20    88.083777            136.707322            133.202226     80.096155   \n",
       "24    95.833939            143.572571            146.039004     81.598632   \n",
       "\n",
       "    TotalPassDistPer90  ProgPassDistPer90  ShortPassCmpPer90  \\\n",
       "0           131.320863         122.742185         133.029621   \n",
       "14          119.330576         117.597395         147.528860   \n",
       "18          113.176404         108.600698          96.677379   \n",
       "20          138.947580         115.148265         116.632772   \n",
       "24          151.573598         145.088369         114.551312   \n",
       "\n",
       "    ShortPassAttPer90  ShortPassCmp%Per90  MedPassCmpPer90  MedPassAttPer90  \\\n",
       "0          132.079507           69.536428       141.915342       141.193216   \n",
       "14         143.739418           76.841156       126.379798       123.419703   \n",
       "18          96.570796           69.632167       120.562803       120.216934   \n",
       "20         114.601004           78.348589       143.981835       142.661275   \n",
       "24         113.906374           80.552952       146.876843       150.861669   \n",
       "\n",
       "    MedPassCmp%Per90  LongPassCmpPer90  LongPassAttPer90  LongPassCmp%Per90  \\\n",
       "0          69.793491        102.770063         89.276737          74.516372   \n",
       "14         76.627433         87.151313         69.616293          84.758607   \n",
       "18         70.365942        100.178520        104.708959          69.361929   \n",
       "20         78.688934        123.485346        109.240234          84.909693   \n",
       "24         80.175825        151.946979        142.309553          86.661355   \n",
       "\n",
       "    AssistsPer90     xAPer90   A-xAPer90  KeyPassesPer90  Final1/3CmpPer90  \\\n",
       "0      78.002641   90.706807   75.242806       82.263507        119.989435   \n",
       "14     78.002641   74.693585   86.452524       75.340798        125.309102   \n",
       "18     78.002641   91.469267   74.709062      108.881650        116.743553   \n",
       "20    153.462420  148.594221  124.426200      113.932792        144.277542   \n",
       "24    200.970341  120.432129  200.617688      109.168310        153.811128   \n",
       "\n",
       "    PenAreaCmpPer90  CrsPenAreaCmpPer90  ProgPassesPer90  LivePassPer90  \\\n",
       "0        106.080756           90.697257       119.289870     136.371241   \n",
       "14        85.042404           93.419702       102.217743     126.342219   \n",
       "18        92.462396           85.628283       104.384819     113.899710   \n",
       "20        82.884958           80.135482       108.508457     135.091448   \n",
       "24       108.784224           80.135482       139.688306     148.074169   \n",
       "\n",
       "    DeadPassPer90  FKPassesPer90  ThruBallsPer90  PassUnderPressPer90  \\\n",
       "0       86.644165     105.434999      100.468473           118.374904   \n",
       "14      88.336879     101.457049       75.490282            83.701622   \n",
       "18      81.826530     102.325215      114.461071            94.529153   \n",
       "20      79.487155      84.859485      126.029003            91.132709   \n",
       "24      79.056936      81.987660      112.093330           157.018077   \n",
       "\n",
       "    SwitchesPer90   CrsPer90    CKPer90  InSwingCKPer90  OutSwingCKPer90  \\\n",
       "0       86.297674  84.770125  87.518405       87.746617        87.819515   \n",
       "14      74.158104  79.985040  87.518405       87.746617        87.819515   \n",
       "18      87.710028  82.244032  87.518405       87.746617        87.819515   \n",
       "20      96.598547  85.792352  87.518405       87.746617        87.819515   \n",
       "24     113.422850  84.580067  87.518405       87.746617        87.819515   \n",
       "\n",
       "    StrCKPer90  GroundPer90    LowPer90   HighPer90   LeftPer90  RightPer90  \\\n",
       "0    88.560368   142.752718   83.668912   58.518139   75.497791  142.375277   \n",
       "14   88.560368   135.388553   86.568634   45.535768  145.306300   64.575976   \n",
       "18   88.560368   112.937783   79.215846   94.670215   75.905850  122.780804   \n",
       "20   88.560368   136.885855   79.591628   78.210380   85.557084  129.165734   \n",
       "24   88.560368   140.923759  107.823429  100.691437   83.066830  141.184108   \n",
       "\n",
       "    HeadPer90  ThrowInPer90  OtherPer90  PassesToOffPer90  PassesOOBPer90  \\\n",
       "0   57.638007     83.491442   90.265952         77.195370       74.903623   \n",
       "14  66.694882     86.162055   73.267527         63.036751       52.589626   \n",
       "18  95.594246     79.983393  101.588703        107.217095      108.785844   \n",
       "20  85.694395     82.260606   87.317017         82.134971       65.478796   \n",
       "24  82.571915     82.618157   82.442081         94.158816       95.892564   \n",
       "\n",
       "    PassesIntPer90  PassesBlockedPer90    SCAPer90  SCA90Per90  \\\n",
       "0        99.339141           88.902003   84.915910   75.286313   \n",
       "14       60.076000           68.690857   87.489697   79.638675   \n",
       "18       96.247730           87.282003  100.932083   81.944464   \n",
       "20       72.136613           75.615780  115.470574   94.359231   \n",
       "24      136.453386           92.349156  104.856689   91.628344   \n",
       "\n",
       "    GCAPassLivePer90  GCAPassDeadPer90  GCADribPer90  GCAShPer90  GCAFldPer90  \\\n",
       "0          89.139109         80.844765     82.462738   93.657659    79.722415   \n",
       "14         91.208663        106.888443     82.462738   73.711348    79.722415   \n",
       "18        102.031136         91.613387     82.462738  115.204797    79.722415   \n",
       "20        118.723378         80.844765     82.462738  114.068996    79.722415   \n",
       "24        108.114847         80.844765     82.462738   88.326012    79.722415   \n",
       "\n",
       "    GCADefPer90    GCAPer90  GCA90Per90  GCAPassLive.1Per90  \\\n",
       "0     76.130904   94.709254   83.826180           91.033739   \n",
       "14    76.130904  101.196907   89.748972          108.423772   \n",
       "18    76.130904  104.445564   89.624635           91.820789   \n",
       "20    93.048288  137.439916  111.870785          124.332217   \n",
       "24   112.888532  143.305511  118.979643          157.644367   \n",
       "\n",
       "    GCAPassDead.1Per90  GCADrib.1Per90  GCASh.1Per90  GCAFld.1Per90  \\\n",
       "0            87.162749       87.117718    108.828674      85.414136   \n",
       "14           87.162749       87.117718     81.895725      85.414136   \n",
       "18           87.162749       87.117718    137.923177      85.414136   \n",
       "20           87.162749       87.117718    154.554139      85.414136   \n",
       "24           87.162749       87.117718     81.895725      85.414136   \n",
       "\n",
       "    GCADef.1Per90  DrbTklPer90  TklWinPossPer90  Def3rdPressPer90  \\\n",
       "0       85.954131    88.413200        92.258366         97.879989   \n",
       "14      85.954131    73.765182        70.710502         72.735254   \n",
       "18      85.954131   102.273745       101.777822        110.634936   \n",
       "20      85.954131    70.834135        84.543927         55.005846   \n",
       "24      85.954131   106.777608       101.048139        109.964662   \n",
       "\n",
       "    Mid3rdPressPer90  Att3rdPressPer90  DrbTkl.1Per90  DrpPastAttPer90  \\\n",
       "0          76.820730         86.338053      69.161648        72.185054   \n",
       "14         81.934286         83.679868      73.923916        70.365446   \n",
       "18         90.233759         81.291637     112.033912       109.997159   \n",
       "20         95.010896         99.481625      59.015557        61.732930   \n",
       "24        101.994759         77.918062      89.931148        87.126665   \n",
       "\n",
       "    DrbTkl%Per90  DrbPastPer90  PressPer90  PressSuccPer90  PressSucc%Per90  \\\n",
       "0      68.001136     78.804104   75.303155       90.692995        75.849699   \n",
       "14     78.369138     70.996858   66.895314       55.907943        68.385489   \n",
       "18     72.126379    103.879619   92.526115       99.530787        72.551574   \n",
       "20     72.779853     70.224042   59.417171       67.557148        83.689453   \n",
       "24     81.968405     85.010559  115.203641      128.805052        84.067327   \n",
       "\n",
       "    Def3rdPress.1Per90  Mid3rdPress.1Per90  Att3rdPress.1Per90  BlocksPer90  \\\n",
       "0            76.495671           77.730679           81.128121    69.755897   \n",
       "14           62.789172           73.109528           86.616121    51.076437   \n",
       "18           98.459315           89.979379           79.767666    79.948697   \n",
       "20           46.661318           74.283539           88.212007    55.806917   \n",
       "24          106.465519          120.837141           97.382858    70.778783   \n",
       "\n",
       "    ShBlocksPer90  ShSvBlocksPer90  PassBlocksPer90    IntPer90  Tkl+IntPer90  \\\n",
       "0       71.978574        78.428787        81.939778   92.281266     90.417511   \n",
       "14      77.307713        78.428787        56.410814   80.977934     73.950401   \n",
       "18      82.013193        78.428787        85.206318   94.311759    100.558204   \n",
       "20      72.891810        78.428787        65.402346   65.388186     62.286285   \n",
       "24      67.976893        78.428787        86.394420  112.035259    114.568200   \n",
       "\n",
       "     ClrPer90    ErrPer90  TouchesPer90  DefPenTouchPer90  Def3rdTouchPer90  \\\n",
       "0   64.167677   97.404728    133.541803         86.311248        111.833425   \n",
       "14  70.500793   87.875448    122.648083        100.946714         90.741313   \n",
       "18  87.041282   71.727506    112.956742         88.656646         99.660110   \n",
       "20  70.887517   89.045199    130.264870         74.654570         90.584136   \n",
       "24  73.106308  128.168617    146.855349         93.285622        123.180016   \n",
       "\n",
       "    Mid3rdTouchPer90  Att3rdTouchPer90  AttPenTouchPer90  LiveTouchPer90  \\\n",
       "0         138.025442         94.956428         96.115697      134.543353   \n",
       "14        137.535810         86.041580         72.608703      123.663690   \n",
       "18        119.211439         80.140517         89.089351      114.237262   \n",
       "20        150.715122         89.042851        103.588006      132.122010   \n",
       "24        148.950806         98.999267         92.120390      148.916227   \n",
       "\n",
       "    SuccDrbPer90  AttDrbPer90  DrbSucc%Per90  PlDrbPastPer90   MegsPer90  \\\n",
       "0     118.168635   110.349777      77.559252      115.089875  132.390784   \n",
       "14     86.828387    87.739907      78.815455       87.681909   81.785407   \n",
       "18     85.531405    86.919777      74.502132       86.076263   81.785407   \n",
       "20     73.202080    77.221133      72.062545       72.610926   98.850501   \n",
       "24     95.324783    87.486393      94.935428       93.509773  100.324690   \n",
       "\n",
       "    CarriesPer90  TotCarryDistPer90  PrgCarryDistPer90  ProgCarriesPer90  \\\n",
       "0     139.054057         137.687194         140.300314        139.783765   \n",
       "14    128.319798         124.343050         122.203616        113.897829   \n",
       "18    116.881667         119.733556         110.913438        118.220647   \n",
       "20    133.926426         139.189989         147.246007        167.854917   \n",
       "24    150.189171         150.139926         136.188674        124.846629   \n",
       "\n",
       "    CarriesToFinal3rdPer90  CarriesToPenAreaPer90  CarryMistakesPer90  \\\n",
       "0                18.770473              95.751115           89.201599   \n",
       "14               17.438799              93.344934           83.486848   \n",
       "18               17.941038              80.851303           82.622531   \n",
       "20               20.242675              80.851303           79.803030   \n",
       "24               24.328883              95.407429           83.465485   \n",
       "\n",
       "    DisposesedPer90  PassTargetPer90  ReceivedPassPer90  Receive%Per90  \\\n",
       "0        109.792405       137.752886         137.567984      68.493260   \n",
       "14        77.355953       130.470803         130.905631      74.693707   \n",
       "18        81.836736       112.843849         113.729422      69.634026   \n",
       "20        69.438063       137.882958         138.069295      76.778658   \n",
       "24       108.724368       141.820751         141.815102      79.487000   \n",
       "\n",
       "    ProgPassesRecPer90  YellowsPer90  RedsPer90  Yellow2Per90   FlsPer90  \\\n",
       "0            88.451827     75.673787  79.927148     83.020362  56.321867   \n",
       "14           91.910056     87.952433  79.927148     83.020362  83.772185   \n",
       "18           86.199273     81.656304  79.927148     83.020362  69.619215   \n",
       "20           89.513063     84.084514  79.927148     83.020362  87.391143   \n",
       "24           88.797701     79.828095  79.927148     83.020362  97.840034   \n",
       "\n",
       "      FldPer90    OffPer90  PKwonPer90  PKconPer90    OGPer90  RecovPer90  \\\n",
       "0    71.918488   86.675648   85.939824   74.291575  82.117994   82.335462   \n",
       "14  101.807433   75.153769   85.939824  111.432937  82.117994   64.204492   \n",
       "18   68.212655   75.153769   85.939824   89.648902  82.117994   90.999420   \n",
       "20   72.615471  106.236940   85.939824   74.291575  82.117994   76.163001   \n",
       "24   82.635924   92.037934   85.939824   95.927972  82.117994  138.165168   \n",
       "\n",
       "    AerialWinsPer90  AerialLossPer90  AerialWin%Per90    90sPer90  \\\n",
       "0         23.826581        68.904940        89.922193  125.734874   \n",
       "14        25.351605        58.376319       112.683870  107.100605   \n",
       "18        27.346307        87.422628        80.817522  122.226916   \n",
       "20        26.138702        79.668349        85.130261  102.217528   \n",
       "24        34.282415       106.349614        84.171874   96.857369   \n",
       "\n",
       "    AvgTeamPoss  OppTouches    TeamMins  TeamTouches90  pAdjTkl+IntPer90  \\\n",
       "0    123.393370  126.446832  101.467644     122.433965        111.053709   \n",
       "14   127.540818  141.338121  101.467644     137.296512         95.439628   \n",
       "18    92.583756   98.831648  101.467644      94.872084         99.382557   \n",
       "20   142.649378  143.900749  101.467644     139.854194         92.597784   \n",
       "24   131.688266  123.399727   55.119251     140.247914        148.117187   \n",
       "\n",
       "    pAdjPressSuccPer90  pAdjClrPer90  pAdjShBlocksPer90  pAdjIntPer90  \\\n",
       "0           107.100705     75.453630          79.903015    110.478036   \n",
       "14           69.171157     87.162309          89.176896    100.320134   \n",
       "18           98.411316     87.863139          82.203275     93.889182   \n",
       "20           91.399259     99.643722          89.795626     91.018836   \n",
       "24          159.789539     94.071184          77.091945    141.709555   \n",
       "\n",
       "    pAdjDrbTklPer90  pAdjTklWinPossPer90  pAdjDrbPastPer90  \\\n",
       "0        103.794374           103.794374         87.380606   \n",
       "14        88.441220            88.441220         78.388923   \n",
       "18       101.481713           101.481713        104.488806   \n",
       "20        93.238040            93.238040         82.007698   \n",
       "24       132.986523           132.986523         99.124330   \n",
       "\n",
       "    pAdjAerialWinsPer90  pAdjAerialLossPer90  pAdjDrpPastAttPer90  \\\n",
       "0             79.658700            80.371370            81.388812   \n",
       "14            86.455114            68.982414            80.561337   \n",
       "18            79.252084            87.862668           109.910117   \n",
       "20            97.684681           105.653252            73.899360   \n",
       "24           119.695897           132.803370           104.772867   \n",
       "\n",
       "    TouchCentrality  Tkl+IntOppTouch  pAdjTouchesPer90  pAdjCarriesPer90  \\\n",
       "0        123.257864        75.976294        119.985291        130.090871   \n",
       "14        92.395181        60.813106        101.273964        126.117742   \n",
       "18       125.238884        95.081718        125.284548        118.060967   \n",
       "20       100.342263        52.807012         97.666687        125.508865   \n",
       "24       122.282686        85.981980        128.937705        130.968472   \n",
       "\n",
       "    Minutes (12.5%)  ClearancesPer90  DribblersTackledPer90  ShotBlocksPer90  \\\n",
       "0        125.734874        12.833535              20.400341        21.593572   \n",
       "14       107.100605        14.100159              23.510741        23.192314   \n",
       "18       122.226916        17.408256              21.637914        24.603958   \n",
       "20       102.217528        14.177503              21.833956        21.867543   \n",
       "24        96.857369        14.621262              24.590522        20.393068   \n",
       "\n",
       "    PAdjInterceptionsPer90  Defending (20%)  AerialDuelSuccessPer90  \\\n",
       "0                22.095607       132.165465               58.449425   \n",
       "14               20.064027       139.200240               73.244516   \n",
       "18               18.777836       143.152014               52.531389   \n",
       "20               18.203767       136.587271               55.334670   \n",
       "24               28.341911       171.275258               54.711718   \n",
       "\n",
       "    Aerial (20%)  MiddlesThirsPressures  PressuresPer90  PressureSuccess  \\\n",
       "0      82.276006              11.523109       36.277198        34.132365   \n",
       "14     98.596121              12.290143       22.363177        30.773470   \n",
       "18     79.877696              13.535064       39.812315        32.648208   \n",
       "20     81.473371              14.251634       27.022859        37.660254   \n",
       "24     88.994134              15.299214       51.522021        37.830297   \n",
       "\n",
       "    Front Foot (5%)  ProgressiveCarriePer90  TotalCarryDistancePer90  \\\n",
       "0         81.932672               55.913506                27.537439   \n",
       "14        65.426790               45.559131                24.868610   \n",
       "18        85.995587               47.288259                23.946711   \n",
       "20        78.934747               67.141967                27.837998   \n",
       "24       104.651532               49.938652                30.027985   \n",
       "\n",
       "    ProgressiveCarryDistancePer90  Ball Carrying (15%)  \\\n",
       "0                       28.060063           130.281481   \n",
       "14                      24.440723           112.307263   \n",
       "18                      22.182688           111.358696   \n",
       "20                      29.449201           144.671841   \n",
       "24                      27.237735           131.533255   \n",
       "\n",
       "    ProgressivePassesPer90  FinalThirdCompletedPassesPer90  \\\n",
       "0                65.609428                       29.997359   \n",
       "14               56.219759                       31.327276   \n",
       "18               57.411651                       29.185888   \n",
       "20               59.679651                       36.069386   \n",
       "24               76.828568                       38.452782   \n",
       "\n",
       "    PenaltyAreaCompletedPassesPer90  Ball Playing (15%)  ShortPassCompletion  \\\n",
       "0                         21.216151          116.822938            27.814571   \n",
       "14                        17.008481          104.555515            30.736463   \n",
       "18                        18.492479          105.090018            27.852867   \n",
       "20                        16.576992          112.326028            31.339436   \n",
       "24                        21.756845          137.038195            32.221181   \n",
       "\n",
       "    MediumPassCompletion  LongPassCompletion  Ball Retention (10%)  NPxGPer90  \\\n",
       "0              24.427722           11.177456             63.419749  34.820927   \n",
       "14             26.819601           12.713791             70.269855  32.053772   \n",
       "18             24.628080           10.404289             62.885236  42.312355   \n",
       "20             27.541127           12.736454             71.617017  45.855538   \n",
       "24             28.061539           12.999203             73.281923  32.357041   \n",
       "\n",
       "    AttackingBoxTouchesPer90  Attacking Threat (2.5%)  \n",
       "0                  28.834709                76.462076  \n",
       "14                 21.782611                64.348588  \n",
       "18                 26.726805                83.376834  \n",
       "20                 31.076402                92.378271  \n",
       "24                 27.636117                72.370445  "
      ]
     },
     "execution_count": 318,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newdf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 319,
   "id": "875c451a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Filter the df to just see the attribute weightings and player info\n",
    "\n",
    "newdf.drop(newdf.columns.difference(['Player','Squad','Main Position','Comp','Mins','Minutes (12.5%)','Defending (20%)','Aerial (20%)','Front Foot (5%)','Ball Carrying (15%)','Ball Playing (15%)','Ball Retention (10%)','Attacking Threat (2.5%)']), 1, inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 320,
   "id": "7e6c3cd5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Squad</th>\n",
       "      <th>Main Position</th>\n",
       "      <th>Comp</th>\n",
       "      <th>Minutes (12.5%)</th>\n",
       "      <th>Defending (20%)</th>\n",
       "      <th>Aerial (20%)</th>\n",
       "      <th>Front Foot (5%)</th>\n",
       "      <th>Ball Carrying (15%)</th>\n",
       "      <th>Ball Playing (15%)</th>\n",
       "      <th>Ball Retention (10%)</th>\n",
       "      <th>Attacking Threat (2.5%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>William Saliba</td>\n",
       "      <td>Marseille</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>125.734874</td>\n",
       "      <td>132.165465</td>\n",
       "      <td>82.276006</td>\n",
       "      <td>81.932672</td>\n",
       "      <td>130.281481</td>\n",
       "      <td>116.822938</td>\n",
       "      <td>63.419749</td>\n",
       "      <td>76.462076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Presnel Kimpembe</td>\n",
       "      <td>Paris S-G</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>107.100605</td>\n",
       "      <td>139.200240</td>\n",
       "      <td>98.596121</td>\n",
       "      <td>65.426790</td>\n",
       "      <td>112.307263</td>\n",
       "      <td>104.555515</td>\n",
       "      <td>70.269855</td>\n",
       "      <td>64.348588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Jean-Clair Todibo</td>\n",
       "      <td>Nice</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>122.226916</td>\n",
       "      <td>143.152014</td>\n",
       "      <td>79.877696</td>\n",
       "      <td>85.995587</td>\n",
       "      <td>111.358696</td>\n",
       "      <td>105.090018</td>\n",
       "      <td>62.885236</td>\n",
       "      <td>83.376834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Rúben Dias</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>102.217528</td>\n",
       "      <td>136.587271</td>\n",
       "      <td>81.473371</td>\n",
       "      <td>78.934747</td>\n",
       "      <td>144.671841</td>\n",
       "      <td>112.326028</td>\n",
       "      <td>71.617017</td>\n",
       "      <td>92.378271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Dayot Upamecano</td>\n",
       "      <td>Bayern Munich</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>96.857369</td>\n",
       "      <td>171.275258</td>\n",
       "      <td>88.994134</td>\n",
       "      <td>104.651532</td>\n",
       "      <td>131.533255</td>\n",
       "      <td>137.038195</td>\n",
       "      <td>73.281923</td>\n",
       "      <td>72.370445</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Player            Squad Main Position                Comp  \\\n",
       "0      William Saliba        Marseille   Centre-Back          fr Ligue 1   \n",
       "14   Presnel Kimpembe        Paris S-G   Centre-Back          fr Ligue 1   \n",
       "18  Jean-Clair Todibo             Nice   Centre-Back          fr Ligue 1   \n",
       "20         Rúben Dias  Manchester City   Centre-Back  eng Premier League   \n",
       "24    Dayot Upamecano    Bayern Munich   Centre-Back       de Bundesliga   \n",
       "\n",
       "    Minutes (12.5%)  Defending (20%)  Aerial (20%)  Front Foot (5%)  \\\n",
       "0        125.734874       132.165465     82.276006        81.932672   \n",
       "14       107.100605       139.200240     98.596121        65.426790   \n",
       "18       122.226916       143.152014     79.877696        85.995587   \n",
       "20       102.217528       136.587271     81.473371        78.934747   \n",
       "24        96.857369       171.275258     88.994134       104.651532   \n",
       "\n",
       "    Ball Carrying (15%)  Ball Playing (15%)  Ball Retention (10%)  \\\n",
       "0            130.281481          116.822938             63.419749   \n",
       "14           112.307263          104.555515             70.269855   \n",
       "18           111.358696          105.090018             62.885236   \n",
       "20           144.671841          112.326028             71.617017   \n",
       "24           131.533255          137.038195             73.281923   \n",
       "\n",
       "    Attacking Threat (2.5%)  \n",
       "0                 76.462076  \n",
       "14                64.348588  \n",
       "18                83.376834  \n",
       "20                92.378271  \n",
       "24                72.370445  "
      ]
     },
     "execution_count": 320,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newdf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 321,
   "id": "e34b34b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Weight the overall ratings\n",
    "newdf['Minutes (12.5%)'] = newdf['Minutes (12.5%)'] *0.125\n",
    "newdf['Defending (20%)'] = newdf['Defending (20%)'] *0.2\n",
    "newdf['Aerial (20%)'] = newdf['Aerial (20%)'] *0.2\n",
    "newdf['Front Foot (5%)'] = newdf['Front Foot (5%)'] *0.05\n",
    "newdf['Ball Carrying (15%)'] = newdf['Ball Carrying (15%)'] *0.15\n",
    "newdf['Ball Playing (15%)'] = newdf['Ball Playing (15%)'] *0.15\n",
    "newdf['Ball Retention (10%)'] = newdf['Ball Retention (10%)'] *0.1\n",
    "newdf['Attacking Threat (2.5%)'] = newdf['Attacking Threat (2.5%)'] *0.025\n",
    "\n",
    "\n",
    "newdf['CB_Rating'] = newdf['Minutes (12.5%)'] + newdf['Defending (20%)'] + newdf['Aerial (20%)'] + newdf['Front Foot (5%)'] + newdf['Ball Carrying (15%)'] + newdf['Ball Playing (15%)'] + newdf['Ball Retention (10%)'] + newdf['Attacking Threat (2.5%)']\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "id": "d1613ed4",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Squad</th>\n",
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       "      <th>Ball Playing (15%)</th>\n",
       "      <th>Ball Retention (10%)</th>\n",
       "      <th>Attacking Threat (2.5%)</th>\n",
       "      <th>CB_Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>William Saliba</td>\n",
       "      <td>Marseille</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>15.716859</td>\n",
       "      <td>26.433093</td>\n",
       "      <td>16.455201</td>\n",
       "      <td>4.096634</td>\n",
       "      <td>19.542222</td>\n",
       "      <td>17.523441</td>\n",
       "      <td>6.341975</td>\n",
       "      <td>1.911552</td>\n",
       "      <td>108.020977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Presnel Kimpembe</td>\n",
       "      <td>Paris S-G</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.387576</td>\n",
       "      <td>27.840048</td>\n",
       "      <td>19.719224</td>\n",
       "      <td>3.271340</td>\n",
       "      <td>16.846090</td>\n",
       "      <td>15.683327</td>\n",
       "      <td>7.026986</td>\n",
       "      <td>1.608715</td>\n",
       "      <td>105.383304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Jean-Clair Todibo</td>\n",
       "      <td>Nice</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>15.278365</td>\n",
       "      <td>28.630403</td>\n",
       "      <td>15.975539</td>\n",
       "      <td>4.299779</td>\n",
       "      <td>16.703804</td>\n",
       "      <td>15.763503</td>\n",
       "      <td>6.288524</td>\n",
       "      <td>2.084421</td>\n",
       "      <td>105.024337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Rúben Dias</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>12.777191</td>\n",
       "      <td>27.317454</td>\n",
       "      <td>16.294674</td>\n",
       "      <td>3.946737</td>\n",
       "      <td>21.700776</td>\n",
       "      <td>16.848904</td>\n",
       "      <td>7.161702</td>\n",
       "      <td>2.309457</td>\n",
       "      <td>108.356896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Dayot Upamecano</td>\n",
       "      <td>Bayern Munich</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>12.107171</td>\n",
       "      <td>34.255052</td>\n",
       "      <td>17.798827</td>\n",
       "      <td>5.232577</td>\n",
       "      <td>19.729988</td>\n",
       "      <td>20.555729</td>\n",
       "      <td>7.328192</td>\n",
       "      <td>1.809261</td>\n",
       "      <td>118.816797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Facundo Medina</td>\n",
       "      <td>Lens</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.447211</td>\n",
       "      <td>24.115748</td>\n",
       "      <td>12.706187</td>\n",
       "      <td>4.592747</td>\n",
       "      <td>19.341411</td>\n",
       "      <td>18.880905</td>\n",
       "      <td>6.818244</td>\n",
       "      <td>1.787078</td>\n",
       "      <td>101.689531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Marc Guéhi</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>15.653716</td>\n",
       "      <td>29.694058</td>\n",
       "      <td>16.848821</td>\n",
       "      <td>3.466560</td>\n",
       "      <td>14.086131</td>\n",
       "      <td>13.091757</td>\n",
       "      <td>6.209951</td>\n",
       "      <td>1.943363</td>\n",
       "      <td>100.994358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Milan Škriniar</td>\n",
       "      <td>Inter</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>15.401143</td>\n",
       "      <td>26.891602</td>\n",
       "      <td>15.931936</td>\n",
       "      <td>3.579735</td>\n",
       "      <td>13.985972</td>\n",
       "      <td>12.571144</td>\n",
       "      <td>6.399427</td>\n",
       "      <td>2.208200</td>\n",
       "      <td>96.969160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Nayef Aguerd</td>\n",
       "      <td>Rennes</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.945341</td>\n",
       "      <td>33.636712</td>\n",
       "      <td>22.053565</td>\n",
       "      <td>3.430595</td>\n",
       "      <td>13.535603</td>\n",
       "      <td>13.490352</td>\n",
       "      <td>6.694817</td>\n",
       "      <td>2.201796</td>\n",
       "      <td>108.988781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Jules Koundé</td>\n",
       "      <td>Sevilla</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>13.948849</td>\n",
       "      <td>32.626703</td>\n",
       "      <td>19.419828</td>\n",
       "      <td>3.587328</td>\n",
       "      <td>16.982721</td>\n",
       "      <td>15.563235</td>\n",
       "      <td>6.657644</td>\n",
       "      <td>2.081727</td>\n",
       "      <td>110.868036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Robin Le Normand</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>16.032575</td>\n",
       "      <td>35.599374</td>\n",
       "      <td>23.450266</td>\n",
       "      <td>3.466105</td>\n",
       "      <td>13.896387</td>\n",
       "      <td>12.135661</td>\n",
       "      <td>6.180854</td>\n",
       "      <td>1.843785</td>\n",
       "      <td>112.605008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Nikola Milenković</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>14.615361</td>\n",
       "      <td>36.787933</td>\n",
       "      <td>24.570948</td>\n",
       "      <td>3.681472</td>\n",
       "      <td>13.263461</td>\n",
       "      <td>13.137054</td>\n",
       "      <td>6.485420</td>\n",
       "      <td>2.067530</td>\n",
       "      <td>114.609178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Warmed Omari</td>\n",
       "      <td>Rennes</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>14.159326</td>\n",
       "      <td>28.128638</td>\n",
       "      <td>20.499039</td>\n",
       "      <td>3.518381</td>\n",
       "      <td>14.049861</td>\n",
       "      <td>13.295942</td>\n",
       "      <td>6.714624</td>\n",
       "      <td>1.457000</td>\n",
       "      <td>101.822812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Joachim Andersen</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>14.580281</td>\n",
       "      <td>30.140148</td>\n",
       "      <td>19.282114</td>\n",
       "      <td>3.231593</td>\n",
       "      <td>12.929163</td>\n",
       "      <td>14.872614</td>\n",
       "      <td>6.385955</td>\n",
       "      <td>1.695190</td>\n",
       "      <td>103.117059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Manuel Akanji</td>\n",
       "      <td>Dortmund</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>12.282569</td>\n",
       "      <td>31.444636</td>\n",
       "      <td>17.964726</td>\n",
       "      <td>4.693285</td>\n",
       "      <td>17.068106</td>\n",
       "      <td>17.067667</td>\n",
       "      <td>7.247872</td>\n",
       "      <td>2.097063</td>\n",
       "      <td>109.865924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Gabriel Dos Santos</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>15.095951</td>\n",
       "      <td>27.640316</td>\n",
       "      <td>17.746816</td>\n",
       "      <td>3.544714</td>\n",
       "      <td>15.904865</td>\n",
       "      <td>12.505276</td>\n",
       "      <td>6.368592</td>\n",
       "      <td>2.359393</td>\n",
       "      <td>101.165924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Éder Militão</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>14.983696</td>\n",
       "      <td>32.456461</td>\n",
       "      <td>21.747197</td>\n",
       "      <td>3.628726</td>\n",
       "      <td>13.693620</td>\n",
       "      <td>13.004264</td>\n",
       "      <td>6.420798</td>\n",
       "      <td>2.408475</td>\n",
       "      <td>108.343237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Lucas Hernández</td>\n",
       "      <td>Bayern Munich</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>11.472231</td>\n",
       "      <td>29.532163</td>\n",
       "      <td>18.731862</td>\n",
       "      <td>4.974879</td>\n",
       "      <td>20.204177</td>\n",
       "      <td>22.279606</td>\n",
       "      <td>7.558836</td>\n",
       "      <td>1.540685</td>\n",
       "      <td>116.294439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Joško Gvardiol</td>\n",
       "      <td>RB Leipzig</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>12.801747</td>\n",
       "      <td>32.185168</td>\n",
       "      <td>18.193658</td>\n",
       "      <td>4.684021</td>\n",
       "      <td>18.376047</td>\n",
       "      <td>19.860577</td>\n",
       "      <td>6.841540</td>\n",
       "      <td>2.460039</td>\n",
       "      <td>115.402798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Pau Torres</td>\n",
       "      <td>Villarreal</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>14.366296</td>\n",
       "      <td>29.392613</td>\n",
       "      <td>18.296843</td>\n",
       "      <td>3.238139</td>\n",
       "      <td>19.181368</td>\n",
       "      <td>18.004611</td>\n",
       "      <td>6.488391</td>\n",
       "      <td>2.456209</td>\n",
       "      <td>111.424470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Jonathan Tah</td>\n",
       "      <td>Leverkusen</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>14.446979</td>\n",
       "      <td>34.392444</td>\n",
       "      <td>22.632803</td>\n",
       "      <td>3.735318</td>\n",
       "      <td>13.494624</td>\n",
       "      <td>13.243570</td>\n",
       "      <td>6.532724</td>\n",
       "      <td>1.829866</td>\n",
       "      <td>110.308329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Roger Ibanez</td>\n",
       "      <td>Roma</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>14.485566</td>\n",
       "      <td>29.261345</td>\n",
       "      <td>20.046387</td>\n",
       "      <td>3.822280</td>\n",
       "      <td>15.915563</td>\n",
       "      <td>13.039665</td>\n",
       "      <td>6.463605</td>\n",
       "      <td>2.173931</td>\n",
       "      <td>105.208343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Luiz Felipe</td>\n",
       "      <td>Lazio</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>13.089399</td>\n",
       "      <td>30.024717</td>\n",
       "      <td>15.232774</td>\n",
       "      <td>3.795639</td>\n",
       "      <td>13.100037</td>\n",
       "      <td>13.032799</td>\n",
       "      <td>6.973087</td>\n",
       "      <td>1.385443</td>\n",
       "      <td>96.633895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Duje Ćaleta-Car</td>\n",
       "      <td>Marseille</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>11.566946</td>\n",
       "      <td>26.501669</td>\n",
       "      <td>21.067088</td>\n",
       "      <td>3.339784</td>\n",
       "      <td>17.092462</td>\n",
       "      <td>15.040239</td>\n",
       "      <td>7.649963</td>\n",
       "      <td>2.090786</td>\n",
       "      <td>104.348936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Kevin Danso</td>\n",
       "      <td>Lens</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>14.138278</td>\n",
       "      <td>32.628596</td>\n",
       "      <td>21.169927</td>\n",
       "      <td>4.142805</td>\n",
       "      <td>14.858010</td>\n",
       "      <td>11.224935</td>\n",
       "      <td>6.566369</td>\n",
       "      <td>1.814754</td>\n",
       "      <td>106.543675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Alessandro Bastoni</td>\n",
       "      <td>Inter</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>12.457967</td>\n",
       "      <td>29.768506</td>\n",
       "      <td>18.127429</td>\n",
       "      <td>4.657726</td>\n",
       "      <td>16.141220</td>\n",
       "      <td>16.962895</td>\n",
       "      <td>7.134390</td>\n",
       "      <td>1.678426</td>\n",
       "      <td>106.928558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Nico Elvedi</td>\n",
       "      <td>M'Gladbach</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>12.875414</td>\n",
       "      <td>35.501174</td>\n",
       "      <td>20.018010</td>\n",
       "      <td>3.864365</td>\n",
       "      <td>12.452584</td>\n",
       "      <td>10.714605</td>\n",
       "      <td>7.093725</td>\n",
       "      <td>1.969216</td>\n",
       "      <td>104.489092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Obite N'Dicka</td>\n",
       "      <td>Eint Frankfurt</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>14.373312</td>\n",
       "      <td>39.136129</td>\n",
       "      <td>21.313221</td>\n",
       "      <td>4.610146</td>\n",
       "      <td>13.163875</td>\n",
       "      <td>12.857885</td>\n",
       "      <td>6.413137</td>\n",
       "      <td>2.355787</td>\n",
       "      <td>114.223491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Niklas Süle</td>\n",
       "      <td>Bayern Munich</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>10.795195</td>\n",
       "      <td>33.230609</td>\n",
       "      <td>21.686631</td>\n",
       "      <td>4.162750</td>\n",
       "      <td>18.642950</td>\n",
       "      <td>20.289471</td>\n",
       "      <td>8.005998</td>\n",
       "      <td>2.223577</td>\n",
       "      <td>119.037181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Çağlar Söyüncü</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>13.110447</td>\n",
       "      <td>36.577024</td>\n",
       "      <td>20.518961</td>\n",
       "      <td>4.018093</td>\n",
       "      <td>12.888439</td>\n",
       "      <td>11.581759</td>\n",
       "      <td>6.790443</td>\n",
       "      <td>1.766829</td>\n",
       "      <td>107.251996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Eric García</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>11.503803</td>\n",
       "      <td>26.365709</td>\n",
       "      <td>14.294599</td>\n",
       "      <td>4.374772</td>\n",
       "      <td>18.824901</td>\n",
       "      <td>18.736696</td>\n",
       "      <td>7.689267</td>\n",
       "      <td>1.460303</td>\n",
       "      <td>103.250050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Igor</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>12.215918</td>\n",
       "      <td>31.967718</td>\n",
       "      <td>14.693123</td>\n",
       "      <td>4.369614</td>\n",
       "      <td>14.739520</td>\n",
       "      <td>13.834983</td>\n",
       "      <td>7.331462</td>\n",
       "      <td>1.538892</td>\n",
       "      <td>100.691229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Waldemar Anton</td>\n",
       "      <td>Stuttgart</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>13.454227</td>\n",
       "      <td>32.807830</td>\n",
       "      <td>17.457085</td>\n",
       "      <td>4.434074</td>\n",
       "      <td>14.985923</td>\n",
       "      <td>14.142541</td>\n",
       "      <td>6.711572</td>\n",
       "      <td>2.168148</td>\n",
       "      <td>106.161401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Ben White</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>14.453995</td>\n",
       "      <td>28.860857</td>\n",
       "      <td>16.702385</td>\n",
       "      <td>3.462523</td>\n",
       "      <td>14.250578</td>\n",
       "      <td>13.714672</td>\n",
       "      <td>6.421569</td>\n",
       "      <td>1.699529</td>\n",
       "      <td>99.566109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Axel Disasi</td>\n",
       "      <td>Monaco</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.896229</td>\n",
       "      <td>32.846646</td>\n",
       "      <td>19.773649</td>\n",
       "      <td>4.122689</td>\n",
       "      <td>15.392975</td>\n",
       "      <td>15.009886</td>\n",
       "      <td>6.657106</td>\n",
       "      <td>2.116367</td>\n",
       "      <td>109.815547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Gianluca Mancini</td>\n",
       "      <td>Roma</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>14.446979</td>\n",
       "      <td>29.176499</td>\n",
       "      <td>18.552994</td>\n",
       "      <td>4.367871</td>\n",
       "      <td>14.627451</td>\n",
       "      <td>15.751006</td>\n",
       "      <td>6.448410</td>\n",
       "      <td>2.225298</td>\n",
       "      <td>105.596507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Castello Lukeba</td>\n",
       "      <td>Lyon</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>11.700248</td>\n",
       "      <td>31.503535</td>\n",
       "      <td>16.966864</td>\n",
       "      <td>4.330517</td>\n",
       "      <td>14.133492</td>\n",
       "      <td>13.938231</td>\n",
       "      <td>7.517130</td>\n",
       "      <td>1.874443</td>\n",
       "      <td>101.964461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Fikayo Tomori</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>13.885706</td>\n",
       "      <td>28.951420</td>\n",
       "      <td>13.864707</td>\n",
       "      <td>4.718894</td>\n",
       "      <td>11.950488</td>\n",
       "      <td>11.884750</td>\n",
       "      <td>6.652956</td>\n",
       "      <td>1.958232</td>\n",
       "      <td>93.867152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Matthijs de Ligt</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>13.731355</td>\n",
       "      <td>35.706630</td>\n",
       "      <td>21.612680</td>\n",
       "      <td>4.056626</td>\n",
       "      <td>13.105808</td>\n",
       "      <td>11.346136</td>\n",
       "      <td>6.727030</td>\n",
       "      <td>2.152877</td>\n",
       "      <td>108.439143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Hiroki Ito</td>\n",
       "      <td>Stuttgart</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>12.587761</td>\n",
       "      <td>31.257929</td>\n",
       "      <td>16.388019</td>\n",
       "      <td>4.200921</td>\n",
       "      <td>14.187271</td>\n",
       "      <td>17.130047</td>\n",
       "      <td>6.925842</td>\n",
       "      <td>1.628915</td>\n",
       "      <td>104.306705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Philipp Lienhart</td>\n",
       "      <td>Freiburg</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>14.418915</td>\n",
       "      <td>33.114410</td>\n",
       "      <td>18.662083</td>\n",
       "      <td>3.132023</td>\n",
       "      <td>13.376509</td>\n",
       "      <td>12.702525</td>\n",
       "      <td>6.458779</td>\n",
       "      <td>2.196297</td>\n",
       "      <td>104.061541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Ronald Araújo</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>12.321157</td>\n",
       "      <td>33.490562</td>\n",
       "      <td>21.998866</td>\n",
       "      <td>4.043771</td>\n",
       "      <td>16.250626</td>\n",
       "      <td>13.852010</td>\n",
       "      <td>7.216454</td>\n",
       "      <td>2.132918</td>\n",
       "      <td>111.306364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Konstantinos Mavropanos</td>\n",
       "      <td>Stuttgart</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>13.840102</td>\n",
       "      <td>39.937172</td>\n",
       "      <td>26.446764</td>\n",
       "      <td>4.386967</td>\n",
       "      <td>14.063059</td>\n",
       "      <td>15.359827</td>\n",
       "      <td>6.513724</td>\n",
       "      <td>2.579430</td>\n",
       "      <td>123.127045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Pietro Ceccaroni</td>\n",
       "      <td>Venezia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>15.302920</td>\n",
       "      <td>27.717338</td>\n",
       "      <td>16.556832</td>\n",
       "      <td>3.655985</td>\n",
       "      <td>12.378391</td>\n",
       "      <td>11.862545</td>\n",
       "      <td>6.179307</td>\n",
       "      <td>1.977821</td>\n",
       "      <td>95.631140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Nico Schlotterbeck</td>\n",
       "      <td>Freiburg</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>14.120739</td>\n",
       "      <td>39.999562</td>\n",
       "      <td>24.275143</td>\n",
       "      <td>4.473484</td>\n",
       "      <td>15.670643</td>\n",
       "      <td>17.384120</td>\n",
       "      <td>6.443620</td>\n",
       "      <td>3.049170</td>\n",
       "      <td>125.416481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Catena</td>\n",
       "      <td>Rayo Vallecano</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>15.716859</td>\n",
       "      <td>34.585195</td>\n",
       "      <td>22.349405</td>\n",
       "      <td>3.253493</td>\n",
       "      <td>10.518959</td>\n",
       "      <td>11.536535</td>\n",
       "      <td>6.149861</td>\n",
       "      <td>1.987267</td>\n",
       "      <td>106.097576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Mohammed Salisu</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>14.776727</td>\n",
       "      <td>37.806127</td>\n",
       "      <td>21.723955</td>\n",
       "      <td>4.462757</td>\n",
       "      <td>13.775680</td>\n",
       "      <td>15.226593</td>\n",
       "      <td>6.131913</td>\n",
       "      <td>2.088765</td>\n",
       "      <td>115.992518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Alexander Djiku</td>\n",
       "      <td>Strasbourg</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.801515</td>\n",
       "      <td>29.789821</td>\n",
       "      <td>20.679525</td>\n",
       "      <td>3.874064</td>\n",
       "      <td>14.170459</td>\n",
       "      <td>17.545926</td>\n",
       "      <td>6.596303</td>\n",
       "      <td>2.024769</td>\n",
       "      <td>108.482381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Dimitris Nikolaou</td>\n",
       "      <td>Spezia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>15.716859</td>\n",
       "      <td>25.446230</td>\n",
       "      <td>11.773046</td>\n",
       "      <td>3.826233</td>\n",
       "      <td>12.990062</td>\n",
       "      <td>11.877846</td>\n",
       "      <td>6.109579</td>\n",
       "      <td>1.281095</td>\n",
       "      <td>89.020950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Daniel Amartey</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>11.798471</td>\n",
       "      <td>28.229341</td>\n",
       "      <td>14.488662</td>\n",
       "      <td>3.539288</td>\n",
       "      <td>13.691045</td>\n",
       "      <td>12.019610</td>\n",
       "      <td>7.492279</td>\n",
       "      <td>1.273232</td>\n",
       "      <td>92.531928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Jean-Kevin Duverne</td>\n",
       "      <td>Brest</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>14.899505</td>\n",
       "      <td>22.637288</td>\n",
       "      <td>13.784031</td>\n",
       "      <td>4.558038</td>\n",
       "      <td>15.670891</td>\n",
       "      <td>18.134471</td>\n",
       "      <td>6.097696</td>\n",
       "      <td>1.920797</td>\n",
       "      <td>97.702718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Tiago Djaló</td>\n",
       "      <td>Lille</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>12.521110</td>\n",
       "      <td>22.095522</td>\n",
       "      <td>10.999051</td>\n",
       "      <td>4.314026</td>\n",
       "      <td>14.062256</td>\n",
       "      <td>12.318633</td>\n",
       "      <td>7.083545</td>\n",
       "      <td>1.863075</td>\n",
       "      <td>85.257217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Sven Botman</td>\n",
       "      <td>Lille</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>12.243982</td>\n",
       "      <td>32.406781</td>\n",
       "      <td>22.107778</td>\n",
       "      <td>3.918409</td>\n",
       "      <td>12.538233</td>\n",
       "      <td>13.026307</td>\n",
       "      <td>7.225174</td>\n",
       "      <td>2.017910</td>\n",
       "      <td>105.484574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>Max Kilman</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>13.776959</td>\n",
       "      <td>32.343870</td>\n",
       "      <td>19.925937</td>\n",
       "      <td>3.823547</td>\n",
       "      <td>14.533584</td>\n",
       "      <td>13.453087</td>\n",
       "      <td>6.624035</td>\n",
       "      <td>1.758450</td>\n",
       "      <td>106.239469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Joseph Aidoo</td>\n",
       "      <td>Celta Vigo</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>13.601561</td>\n",
       "      <td>30.939041</td>\n",
       "      <td>17.500575</td>\n",
       "      <td>4.164740</td>\n",
       "      <td>14.053441</td>\n",
       "      <td>14.440202</td>\n",
       "      <td>6.604786</td>\n",
       "      <td>1.439677</td>\n",
       "      <td>102.744022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Edmond Tapsoba</td>\n",
       "      <td>Leverkusen</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>10.714512</td>\n",
       "      <td>31.772960</td>\n",
       "      <td>17.574875</td>\n",
       "      <td>4.512106</td>\n",
       "      <td>16.225454</td>\n",
       "      <td>13.291590</td>\n",
       "      <td>7.969325</td>\n",
       "      <td>1.691911</td>\n",
       "      <td>103.752733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Wout Faes</td>\n",
       "      <td>Reims</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>16.032575</td>\n",
       "      <td>26.044732</td>\n",
       "      <td>14.415663</td>\n",
       "      <td>3.297669</td>\n",
       "      <td>11.390601</td>\n",
       "      <td>10.636223</td>\n",
       "      <td>6.173301</td>\n",
       "      <td>2.056616</td>\n",
       "      <td>90.047379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Maxence Lacroix</td>\n",
       "      <td>Wolfsburg</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>13.089399</td>\n",
       "      <td>37.495454</td>\n",
       "      <td>20.527640</td>\n",
       "      <td>4.148045</td>\n",
       "      <td>13.960636</td>\n",
       "      <td>14.400285</td>\n",
       "      <td>6.741857</td>\n",
       "      <td>1.953135</td>\n",
       "      <td>112.316450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>Arthur Theate</td>\n",
       "      <td>Bologna</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>12.854366</td>\n",
       "      <td>25.948114</td>\n",
       "      <td>11.173983</td>\n",
       "      <td>3.900427</td>\n",
       "      <td>15.013535</td>\n",
       "      <td>14.742907</td>\n",
       "      <td>6.827858</td>\n",
       "      <td>2.033632</td>\n",
       "      <td>92.494822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Moussa Niakhate</td>\n",
       "      <td>Mainz 05</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>13.356004</td>\n",
       "      <td>29.784024</td>\n",
       "      <td>18.806703</td>\n",
       "      <td>4.583265</td>\n",
       "      <td>12.327730</td>\n",
       "      <td>16.149345</td>\n",
       "      <td>6.503980</td>\n",
       "      <td>2.006909</td>\n",
       "      <td>103.517960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>Lucas Perrin</td>\n",
       "      <td>Strasbourg</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.127987</td>\n",
       "      <td>27.177144</td>\n",
       "      <td>18.618954</td>\n",
       "      <td>4.059844</td>\n",
       "      <td>15.915557</td>\n",
       "      <td>17.984241</td>\n",
       "      <td>6.803427</td>\n",
       "      <td>1.484633</td>\n",
       "      <td>105.171787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>Gerzino Nyamsi</td>\n",
       "      <td>Strasbourg</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>14.818822</td>\n",
       "      <td>30.897031</td>\n",
       "      <td>20.275501</td>\n",
       "      <td>3.580602</td>\n",
       "      <td>12.308260</td>\n",
       "      <td>11.333519</td>\n",
       "      <td>6.340264</td>\n",
       "      <td>2.221608</td>\n",
       "      <td>101.775607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>Mohamed Simakan</td>\n",
       "      <td>RB Leipzig</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>11.398564</td>\n",
       "      <td>32.970236</td>\n",
       "      <td>22.382861</td>\n",
       "      <td>4.560271</td>\n",
       "      <td>14.758192</td>\n",
       "      <td>14.124348</td>\n",
       "      <td>7.493044</td>\n",
       "      <td>1.973989</td>\n",
       "      <td>109.661506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Benoît Badiashile</td>\n",
       "      <td>Monaco</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>10.798703</td>\n",
       "      <td>36.719311</td>\n",
       "      <td>24.562662</td>\n",
       "      <td>4.579034</td>\n",
       "      <td>12.592597</td>\n",
       "      <td>16.119535</td>\n",
       "      <td>7.937538</td>\n",
       "      <td>2.163928</td>\n",
       "      <td>115.473308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Gleison Bremer</td>\n",
       "      <td>Torino</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>14.489074</td>\n",
       "      <td>43.095735</td>\n",
       "      <td>18.791576</td>\n",
       "      <td>5.328428</td>\n",
       "      <td>11.002032</td>\n",
       "      <td>10.635605</td>\n",
       "      <td>6.396376</td>\n",
       "      <td>2.830339</td>\n",
       "      <td>112.569164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>Jan Bednarek</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>13.573497</td>\n",
       "      <td>39.026030</td>\n",
       "      <td>21.174121</td>\n",
       "      <td>3.567034</td>\n",
       "      <td>10.009396</td>\n",
       "      <td>11.184073</td>\n",
       "      <td>6.580709</td>\n",
       "      <td>2.244442</td>\n",
       "      <td>107.359302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>Andreas Christensen</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>9.598982</td>\n",
       "      <td>39.104087</td>\n",
       "      <td>19.587848</td>\n",
       "      <td>4.100308</td>\n",
       "      <td>15.491279</td>\n",
       "      <td>17.185164</td>\n",
       "      <td>8.909534</td>\n",
       "      <td>1.532960</td>\n",
       "      <td>115.510161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>Luca Kilian</td>\n",
       "      <td>Köln</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>12.352728</td>\n",
       "      <td>32.046638</td>\n",
       "      <td>16.342027</td>\n",
       "      <td>4.501243</td>\n",
       "      <td>11.821678</td>\n",
       "      <td>12.494273</td>\n",
       "      <td>7.025124</td>\n",
       "      <td>1.683860</td>\n",
       "      <td>98.267570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>Thilo Kehrer</td>\n",
       "      <td>Paris S-G</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>9.658617</td>\n",
       "      <td>28.759734</td>\n",
       "      <td>17.939416</td>\n",
       "      <td>4.679439</td>\n",
       "      <td>14.567748</td>\n",
       "      <td>12.309349</td>\n",
       "      <td>8.996904</td>\n",
       "      <td>2.091743</td>\n",
       "      <td>99.002950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Trevoh Chalobah</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>9.434108</td>\n",
       "      <td>31.092471</td>\n",
       "      <td>16.188201</td>\n",
       "      <td>4.886599</td>\n",
       "      <td>16.718658</td>\n",
       "      <td>16.345935</td>\n",
       "      <td>8.987556</td>\n",
       "      <td>1.949681</td>\n",
       "      <td>105.603209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>Stefan Posch</td>\n",
       "      <td>Hoffenheim</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>12.065076</td>\n",
       "      <td>29.719436</td>\n",
       "      <td>12.063887</td>\n",
       "      <td>4.952963</td>\n",
       "      <td>14.423304</td>\n",
       "      <td>15.533270</td>\n",
       "      <td>7.053046</td>\n",
       "      <td>1.919511</td>\n",
       "      <td>97.730493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>Nicolas Cozza</td>\n",
       "      <td>Montpellier</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>14.068119</td>\n",
       "      <td>25.036395</td>\n",
       "      <td>13.801977</td>\n",
       "      <td>4.269358</td>\n",
       "      <td>13.626068</td>\n",
       "      <td>12.127502</td>\n",
       "      <td>6.431421</td>\n",
       "      <td>1.880354</td>\n",
       "      <td>91.241195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>Mario Hermoso</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>10.893418</td>\n",
       "      <td>30.133749</td>\n",
       "      <td>20.586828</td>\n",
       "      <td>4.098120</td>\n",
       "      <td>15.470264</td>\n",
       "      <td>16.636253</td>\n",
       "      <td>7.775186</td>\n",
       "      <td>2.512253</td>\n",
       "      <td>108.106070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>Cristian Romero</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>10.819751</td>\n",
       "      <td>33.479567</td>\n",
       "      <td>17.919203</td>\n",
       "      <td>5.446110</td>\n",
       "      <td>15.741264</td>\n",
       "      <td>13.228069</td>\n",
       "      <td>7.828130</td>\n",
       "      <td>1.768431</td>\n",
       "      <td>106.230526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>Rodrigo Becão</td>\n",
       "      <td>Udinese</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>15.330984</td>\n",
       "      <td>27.331659</td>\n",
       "      <td>18.405454</td>\n",
       "      <td>4.907179</td>\n",
       "      <td>11.520100</td>\n",
       "      <td>10.340645</td>\n",
       "      <td>6.102945</td>\n",
       "      <td>1.941153</td>\n",
       "      <td>95.880119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>Martin Valjent</td>\n",
       "      <td>Mallorca</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>15.509890</td>\n",
       "      <td>28.432812</td>\n",
       "      <td>18.905413</td>\n",
       "      <td>3.274789</td>\n",
       "      <td>12.084950</td>\n",
       "      <td>10.848701</td>\n",
       "      <td>6.199259</td>\n",
       "      <td>1.377735</td>\n",
       "      <td>96.633550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>Tuta</td>\n",
       "      <td>Eint Frankfurt</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>12.008948</td>\n",
       "      <td>31.714585</td>\n",
       "      <td>17.395910</td>\n",
       "      <td>5.075000</td>\n",
       "      <td>13.712856</td>\n",
       "      <td>13.225559</td>\n",
       "      <td>7.076190</td>\n",
       "      <td>2.309572</td>\n",
       "      <td>102.518621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>Pascal Struijk</td>\n",
       "      <td>Leeds United</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>11.559930</td>\n",
       "      <td>31.651441</td>\n",
       "      <td>15.475376</td>\n",
       "      <td>5.324431</td>\n",
       "      <td>11.503198</td>\n",
       "      <td>13.313083</td>\n",
       "      <td>7.446744</td>\n",
       "      <td>1.904198</td>\n",
       "      <td>98.178401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>Jean-Charles Castelletto</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.156050</td>\n",
       "      <td>30.643276</td>\n",
       "      <td>20.215396</td>\n",
       "      <td>3.721145</td>\n",
       "      <td>11.046502</td>\n",
       "      <td>13.096615</td>\n",
       "      <td>6.816295</td>\n",
       "      <td>1.867915</td>\n",
       "      <td>100.563194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>Brendan Chardonnet</td>\n",
       "      <td>Brest</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.773451</td>\n",
       "      <td>34.801443</td>\n",
       "      <td>20.140329</td>\n",
       "      <td>3.774123</td>\n",
       "      <td>12.007840</td>\n",
       "      <td>12.415188</td>\n",
       "      <td>6.628863</td>\n",
       "      <td>1.817212</td>\n",
       "      <td>105.358449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>Timo Hübers</td>\n",
       "      <td>Köln</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>10.454923</td>\n",
       "      <td>41.818180</td>\n",
       "      <td>20.720843</td>\n",
       "      <td>5.473952</td>\n",
       "      <td>13.188416</td>\n",
       "      <td>13.303136</td>\n",
       "      <td>8.020724</td>\n",
       "      <td>2.020771</td>\n",
       "      <td>115.000946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>Koray Günter</td>\n",
       "      <td>Hellas Verona</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>12.808763</td>\n",
       "      <td>39.795914</td>\n",
       "      <td>20.790492</td>\n",
       "      <td>3.770139</td>\n",
       "      <td>11.555260</td>\n",
       "      <td>13.255613</td>\n",
       "      <td>6.830481</td>\n",
       "      <td>1.501192</td>\n",
       "      <td>110.307854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>Lucas Martínez Quarta</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>9.370964</td>\n",
       "      <td>35.848414</td>\n",
       "      <td>20.519892</td>\n",
       "      <td>4.756569</td>\n",
       "      <td>18.775452</td>\n",
       "      <td>15.060016</td>\n",
       "      <td>9.146225</td>\n",
       "      <td>2.459191</td>\n",
       "      <td>115.936724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>Lilian Brassier</td>\n",
       "      <td>Brest</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>12.289585</td>\n",
       "      <td>28.683291</td>\n",
       "      <td>18.230053</td>\n",
       "      <td>4.211084</td>\n",
       "      <td>13.946986</td>\n",
       "      <td>14.964261</td>\n",
       "      <td>7.034724</td>\n",
       "      <td>1.927435</td>\n",
       "      <td>101.287418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>Sebastiaan Bornauw</td>\n",
       "      <td>Wolfsburg</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>11.391548</td>\n",
       "      <td>35.532743</td>\n",
       "      <td>19.806146</td>\n",
       "      <td>4.304308</td>\n",
       "      <td>9.684306</td>\n",
       "      <td>9.487634</td>\n",
       "      <td>7.445881</td>\n",
       "      <td>2.094371</td>\n",
       "      <td>99.746938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>Juan Foyth</td>\n",
       "      <td>Villarreal</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>11.100387</td>\n",
       "      <td>28.691300</td>\n",
       "      <td>19.509719</td>\n",
       "      <td>4.974252</td>\n",
       "      <td>16.512417</td>\n",
       "      <td>15.852662</td>\n",
       "      <td>7.547831</td>\n",
       "      <td>1.695367</td>\n",
       "      <td>105.883934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>Piero Hincapié</td>\n",
       "      <td>Leverkusen</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>10.504035</td>\n",
       "      <td>35.000784</td>\n",
       "      <td>17.348548</td>\n",
       "      <td>5.467242</td>\n",
       "      <td>17.720149</td>\n",
       "      <td>14.435930</td>\n",
       "      <td>7.859769</td>\n",
       "      <td>1.809943</td>\n",
       "      <td>110.146398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>Mickael Nade</td>\n",
       "      <td>Saint-Étienne</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.341972</td>\n",
       "      <td>31.010904</td>\n",
       "      <td>18.993182</td>\n",
       "      <td>4.611683</td>\n",
       "      <td>12.472368</td>\n",
       "      <td>12.103190</td>\n",
       "      <td>6.627284</td>\n",
       "      <td>1.578035</td>\n",
       "      <td>100.738619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Odilon Kossonou</td>\n",
       "      <td>Leverkusen</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>10.640845</td>\n",
       "      <td>28.521069</td>\n",
       "      <td>13.827007</td>\n",
       "      <td>4.512062</td>\n",
       "      <td>12.991078</td>\n",
       "      <td>12.054413</td>\n",
       "      <td>7.890313</td>\n",
       "      <td>1.405096</td>\n",
       "      <td>91.841885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Davinson Sánchez</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>10.072556</td>\n",
       "      <td>35.416318</td>\n",
       "      <td>18.047064</td>\n",
       "      <td>4.615017</td>\n",
       "      <td>16.683720</td>\n",
       "      <td>14.734986</td>\n",
       "      <td>8.391907</td>\n",
       "      <td>2.553029</td>\n",
       "      <td>110.514597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>Nicolò Casale</td>\n",
       "      <td>Hellas Verona</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>13.422655</td>\n",
       "      <td>32.137434</td>\n",
       "      <td>17.152518</td>\n",
       "      <td>4.728785</td>\n",
       "      <td>13.035082</td>\n",
       "      <td>13.017418</td>\n",
       "      <td>6.586329</td>\n",
       "      <td>1.702365</td>\n",
       "      <td>101.782586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>Dylan Bronn</td>\n",
       "      <td>Metz</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.278829</td>\n",
       "      <td>24.442242</td>\n",
       "      <td>12.503434</td>\n",
       "      <td>4.073558</td>\n",
       "      <td>11.778920</td>\n",
       "      <td>11.331249</td>\n",
       "      <td>6.695227</td>\n",
       "      <td>1.874387</td>\n",
       "      <td>85.977846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>Timo Baumgartl</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>11.949313</td>\n",
       "      <td>34.215618</td>\n",
       "      <td>18.522723</td>\n",
       "      <td>5.359793</td>\n",
       "      <td>11.490573</td>\n",
       "      <td>14.181491</td>\n",
       "      <td>7.038935</td>\n",
       "      <td>2.135915</td>\n",
       "      <td>104.894362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>Boubakar Kouyaté</td>\n",
       "      <td>Metz</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.699784</td>\n",
       "      <td>38.547907</td>\n",
       "      <td>22.357439</td>\n",
       "      <td>4.641085</td>\n",
       "      <td>10.719144</td>\n",
       "      <td>9.898477</td>\n",
       "      <td>6.572527</td>\n",
       "      <td>2.121819</td>\n",
       "      <td>108.558182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>Adam Webster</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>9.381488</td>\n",
       "      <td>40.297614</td>\n",
       "      <td>25.441689</td>\n",
       "      <td>4.239445</td>\n",
       "      <td>17.903479</td>\n",
       "      <td>17.147010</td>\n",
       "      <td>8.648600</td>\n",
       "      <td>2.123608</td>\n",
       "      <td>125.182932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>Reece Oxford</td>\n",
       "      <td>Augsburg</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>13.798007</td>\n",
       "      <td>37.120966</td>\n",
       "      <td>19.967089</td>\n",
       "      <td>3.640767</td>\n",
       "      <td>10.065776</td>\n",
       "      <td>10.224729</td>\n",
       "      <td>6.464715</td>\n",
       "      <td>2.190515</td>\n",
       "      <td>103.472563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>Florian Grillitsch</td>\n",
       "      <td>Hoffenheim</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>9.598982</td>\n",
       "      <td>26.681047</td>\n",
       "      <td>14.138540</td>\n",
       "      <td>5.141156</td>\n",
       "      <td>16.710560</td>\n",
       "      <td>19.852708</td>\n",
       "      <td>8.874288</td>\n",
       "      <td>1.645153</td>\n",
       "      <td>102.642433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>Paul Jaeckel</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>11.531866</td>\n",
       "      <td>31.337291</td>\n",
       "      <td>15.149262</td>\n",
       "      <td>4.708857</td>\n",
       "      <td>12.099800</td>\n",
       "      <td>12.678109</td>\n",
       "      <td>7.270897</td>\n",
       "      <td>1.333987</td>\n",
       "      <td>96.110070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>Amos Pieper</td>\n",
       "      <td>Arminia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>12.696508</td>\n",
       "      <td>34.692781</td>\n",
       "      <td>18.490891</td>\n",
       "      <td>4.241931</td>\n",
       "      <td>10.353086</td>\n",
       "      <td>11.868419</td>\n",
       "      <td>6.761276</td>\n",
       "      <td>1.746159</td>\n",
       "      <td>100.851051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>Hugo Guillamón</td>\n",
       "      <td>Valencia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>12.633365</td>\n",
       "      <td>27.133738</td>\n",
       "      <td>14.784808</td>\n",
       "      <td>4.417726</td>\n",
       "      <td>11.913831</td>\n",
       "      <td>16.117460</td>\n",
       "      <td>6.859506</td>\n",
       "      <td>1.456853</td>\n",
       "      <td>95.317286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>Takehiro Tomiyasu</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>10.240938</td>\n",
       "      <td>31.762454</td>\n",
       "      <td>15.873903</td>\n",
       "      <td>4.371856</td>\n",
       "      <td>14.973144</td>\n",
       "      <td>15.890046</td>\n",
       "      <td>7.895978</td>\n",
       "      <td>1.993485</td>\n",
       "      <td>103.001804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>Alessio Romagnoli</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>9.293789</td>\n",
       "      <td>35.736977</td>\n",
       "      <td>20.368610</td>\n",
       "      <td>4.479934</td>\n",
       "      <td>12.256256</td>\n",
       "      <td>14.868803</td>\n",
       "      <td>9.048647</td>\n",
       "      <td>2.106315</td>\n",
       "      <td>108.159332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>Atakan Karazor</td>\n",
       "      <td>Stuttgart</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>11.009181</td>\n",
       "      <td>33.043301</td>\n",
       "      <td>17.808724</td>\n",
       "      <td>5.471192</td>\n",
       "      <td>11.540118</td>\n",
       "      <td>15.033220</td>\n",
       "      <td>7.593610</td>\n",
       "      <td>1.634801</td>\n",
       "      <td>103.134149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>Martin Erlic</td>\n",
       "      <td>Spezia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>13.387576</td>\n",
       "      <td>33.315558</td>\n",
       "      <td>16.799458</td>\n",
       "      <td>3.810521</td>\n",
       "      <td>9.521136</td>\n",
       "      <td>9.292547</td>\n",
       "      <td>6.603722</td>\n",
       "      <td>2.178477</td>\n",
       "      <td>94.908994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>Ezri Konsa</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>13.040288</td>\n",
       "      <td>28.756222</td>\n",
       "      <td>16.197950</td>\n",
       "      <td>3.527675</td>\n",
       "      <td>10.158820</td>\n",
       "      <td>9.468765</td>\n",
       "      <td>6.841113</td>\n",
       "      <td>2.107104</td>\n",
       "      <td>90.097936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>Rober</td>\n",
       "      <td>Levante</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>11.402072</td>\n",
       "      <td>26.875586</td>\n",
       "      <td>11.203422</td>\n",
       "      <td>4.437315</td>\n",
       "      <td>13.273751</td>\n",
       "      <td>13.282203</td>\n",
       "      <td>7.375291</td>\n",
       "      <td>1.883177</td>\n",
       "      <td>89.732817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>Kurt Zouma</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>11.640613</td>\n",
       "      <td>31.708675</td>\n",
       "      <td>19.789064</td>\n",
       "      <td>3.152019</td>\n",
       "      <td>10.772730</td>\n",
       "      <td>9.855120</td>\n",
       "      <td>7.447427</td>\n",
       "      <td>1.743249</td>\n",
       "      <td>96.108896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>Niklas Stark</td>\n",
       "      <td>Hertha BSC</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>11.475739</td>\n",
       "      <td>35.991394</td>\n",
       "      <td>21.417478</td>\n",
       "      <td>4.429206</td>\n",
       "      <td>11.276147</td>\n",
       "      <td>11.666991</td>\n",
       "      <td>7.370437</td>\n",
       "      <td>1.746694</td>\n",
       "      <td>105.374086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>619</th>\n",
       "      <td>Chris Richards</td>\n",
       "      <td>Hoffenheim</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>8.925454</td>\n",
       "      <td>44.607179</td>\n",
       "      <td>22.600588</td>\n",
       "      <td>5.690145</td>\n",
       "      <td>13.847462</td>\n",
       "      <td>14.739260</td>\n",
       "      <td>9.328075</td>\n",
       "      <td>2.377509</td>\n",
       "      <td>122.115672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>Johan Vásquez</td>\n",
       "      <td>Genoa</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>12.345712</td>\n",
       "      <td>31.729509</td>\n",
       "      <td>16.066928</td>\n",
       "      <td>5.208792</td>\n",
       "      <td>11.715333</td>\n",
       "      <td>12.192596</td>\n",
       "      <td>6.663108</td>\n",
       "      <td>1.965515</td>\n",
       "      <td>97.887493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>627</th>\n",
       "      <td>Louis Beyer</td>\n",
       "      <td>M'Gladbach</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>9.206090</td>\n",
       "      <td>25.436121</td>\n",
       "      <td>11.872542</td>\n",
       "      <td>4.833949</td>\n",
       "      <td>14.553405</td>\n",
       "      <td>12.655251</td>\n",
       "      <td>9.134561</td>\n",
       "      <td>1.815725</td>\n",
       "      <td>89.507644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630</th>\n",
       "      <td>Harold Moukoudi</td>\n",
       "      <td>Saint-Étienne</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>10.177795</td>\n",
       "      <td>28.295519</td>\n",
       "      <td>17.125842</td>\n",
       "      <td>5.098715</td>\n",
       "      <td>12.415621</td>\n",
       "      <td>11.529241</td>\n",
       "      <td>8.442855</td>\n",
       "      <td>1.781848</td>\n",
       "      <td>94.867435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637</th>\n",
       "      <td>Sebastiano Luperto</td>\n",
       "      <td>Empoli</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>11.219658</td>\n",
       "      <td>33.770637</td>\n",
       "      <td>14.320736</td>\n",
       "      <td>3.864979</td>\n",
       "      <td>12.719905</td>\n",
       "      <td>13.007442</td>\n",
       "      <td>7.529174</td>\n",
       "      <td>1.714759</td>\n",
       "      <td>98.147290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>638</th>\n",
       "      <td>Yeray Álvarez</td>\n",
       "      <td>Athletic Club</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>10.875878</td>\n",
       "      <td>36.046106</td>\n",
       "      <td>18.736356</td>\n",
       "      <td>4.345827</td>\n",
       "      <td>13.180952</td>\n",
       "      <td>13.352606</td>\n",
       "      <td>7.702986</td>\n",
       "      <td>1.613594</td>\n",
       "      <td>105.854305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642</th>\n",
       "      <td>José María Giménez</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>11.514326</td>\n",
       "      <td>28.248623</td>\n",
       "      <td>18.206009</td>\n",
       "      <td>3.544316</td>\n",
       "      <td>10.067548</td>\n",
       "      <td>10.535768</td>\n",
       "      <td>7.567705</td>\n",
       "      <td>2.083011</td>\n",
       "      <td>91.767306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>648</th>\n",
       "      <td>Dan-Axel Zagadou</td>\n",
       "      <td>Dortmund</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>7.690653</td>\n",
       "      <td>46.013899</td>\n",
       "      <td>26.383880</td>\n",
       "      <td>4.686887</td>\n",
       "      <td>15.790944</td>\n",
       "      <td>15.248704</td>\n",
       "      <td>11.440162</td>\n",
       "      <td>1.593677</td>\n",
       "      <td>128.848805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663</th>\n",
       "      <td>Andrea Carboni</td>\n",
       "      <td>Cagliari</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>12.121203</td>\n",
       "      <td>29.185793</td>\n",
       "      <td>16.044319</td>\n",
       "      <td>4.383020</td>\n",
       "      <td>13.823148</td>\n",
       "      <td>14.791316</td>\n",
       "      <td>6.880455</td>\n",
       "      <td>1.633413</td>\n",
       "      <td>98.862668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>Daniel Vivian</td>\n",
       "      <td>Athletic Club</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>11.317881</td>\n",
       "      <td>25.851591</td>\n",
       "      <td>9.047421</td>\n",
       "      <td>3.993928</td>\n",
       "      <td>11.153679</td>\n",
       "      <td>10.708528</td>\n",
       "      <td>7.507273</td>\n",
       "      <td>2.235381</td>\n",
       "      <td>81.815682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>Kaan Ayhan</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>9.100852</td>\n",
       "      <td>29.649553</td>\n",
       "      <td>14.206732</td>\n",
       "      <td>4.007950</td>\n",
       "      <td>14.873445</td>\n",
       "      <td>16.903859</td>\n",
       "      <td>9.418207</td>\n",
       "      <td>1.504744</td>\n",
       "      <td>99.665341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>Stian Rode Gregersen</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>11.202118</td>\n",
       "      <td>30.789953</td>\n",
       "      <td>17.016467</td>\n",
       "      <td>4.906325</td>\n",
       "      <td>12.412027</td>\n",
       "      <td>11.366069</td>\n",
       "      <td>7.542203</td>\n",
       "      <td>1.877672</td>\n",
       "      <td>97.112834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>710</th>\n",
       "      <td>Nathan Aké</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>7.588922</td>\n",
       "      <td>40.385415</td>\n",
       "      <td>26.994063</td>\n",
       "      <td>4.644321</td>\n",
       "      <td>20.162675</td>\n",
       "      <td>15.020448</td>\n",
       "      <td>11.868488</td>\n",
       "      <td>2.318636</td>\n",
       "      <td>128.982969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>719</th>\n",
       "      <td>Flavius Daniliuc</td>\n",
       "      <td>Nice</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>8.886866</td>\n",
       "      <td>27.979350</td>\n",
       "      <td>13.568696</td>\n",
       "      <td>5.202229</td>\n",
       "      <td>13.626837</td>\n",
       "      <td>13.924718</td>\n",
       "      <td>9.556505</td>\n",
       "      <td>1.522011</td>\n",
       "      <td>94.267213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>Anel Ahmedhodzic</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>9.086820</td>\n",
       "      <td>27.238952</td>\n",
       "      <td>19.463581</td>\n",
       "      <td>4.393142</td>\n",
       "      <td>15.865445</td>\n",
       "      <td>14.635659</td>\n",
       "      <td>9.302797</td>\n",
       "      <td>1.850969</td>\n",
       "      <td>101.837365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>752</th>\n",
       "      <td>Leonardo Balerdi</td>\n",
       "      <td>Marseille</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>7.683637</td>\n",
       "      <td>31.330187</td>\n",
       "      <td>17.478640</td>\n",
       "      <td>4.949218</td>\n",
       "      <td>16.049572</td>\n",
       "      <td>12.886833</td>\n",
       "      <td>11.779167</td>\n",
       "      <td>1.377155</td>\n",
       "      <td>103.534410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>753</th>\n",
       "      <td>Jorge Cuenca</td>\n",
       "      <td>Getafe</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>13.762927</td>\n",
       "      <td>32.598207</td>\n",
       "      <td>19.504602</td>\n",
       "      <td>3.535382</td>\n",
       "      <td>9.605625</td>\n",
       "      <td>10.967448</td>\n",
       "      <td>6.209650</td>\n",
       "      <td>1.785986</td>\n",
       "      <td>97.969826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>Clément Lenglet</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>7.248650</td>\n",
       "      <td>33.431754</td>\n",
       "      <td>12.088267</td>\n",
       "      <td>6.494039</td>\n",
       "      <td>24.638687</td>\n",
       "      <td>22.464947</td>\n",
       "      <td>12.846648</td>\n",
       "      <td>1.480232</td>\n",
       "      <td>120.693224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>783</th>\n",
       "      <td>Andrew Gravillon</td>\n",
       "      <td>Reims</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>11.840566</td>\n",
       "      <td>25.130108</td>\n",
       "      <td>15.590854</td>\n",
       "      <td>3.663191</td>\n",
       "      <td>12.010053</td>\n",
       "      <td>13.586607</td>\n",
       "      <td>6.984696</td>\n",
       "      <td>1.752046</td>\n",
       "      <td>90.558121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>785</th>\n",
       "      <td>Maximilian Bauer</td>\n",
       "      <td>Greuther Fürth</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>10.279525</td>\n",
       "      <td>35.909959</td>\n",
       "      <td>18.823340</td>\n",
       "      <td>4.683575</td>\n",
       "      <td>9.982383</td>\n",
       "      <td>9.170085</td>\n",
       "      <td>8.026687</td>\n",
       "      <td>1.592052</td>\n",
       "      <td>98.467605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>787</th>\n",
       "      <td>Kevin Akpoguma</td>\n",
       "      <td>Hoffenheim</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>9.707728</td>\n",
       "      <td>24.477289</td>\n",
       "      <td>12.646994</td>\n",
       "      <td>4.660334</td>\n",
       "      <td>14.726727</td>\n",
       "      <td>17.501073</td>\n",
       "      <td>8.142356</td>\n",
       "      <td>2.522420</td>\n",
       "      <td>94.384920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>Merih Demiral</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>11.075832</td>\n",
       "      <td>41.493220</td>\n",
       "      <td>24.338016</td>\n",
       "      <td>5.449278</td>\n",
       "      <td>9.870867</td>\n",
       "      <td>9.366811</td>\n",
       "      <td>7.683529</td>\n",
       "      <td>2.739242</td>\n",
       "      <td>112.016795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>813</th>\n",
       "      <td>Maxime Estève</td>\n",
       "      <td>Montpellier</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>10.865354</td>\n",
       "      <td>29.215022</td>\n",
       "      <td>14.323554</td>\n",
       "      <td>4.299900</td>\n",
       "      <td>11.234573</td>\n",
       "      <td>10.050548</td>\n",
       "      <td>7.762762</td>\n",
       "      <td>1.704859</td>\n",
       "      <td>89.456572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>816</th>\n",
       "      <td>Víctor Chust</td>\n",
       "      <td>Cádiz</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>10.770639</td>\n",
       "      <td>25.240048</td>\n",
       "      <td>9.240105</td>\n",
       "      <td>4.259092</td>\n",
       "      <td>12.347235</td>\n",
       "      <td>10.506189</td>\n",
       "      <td>7.885204</td>\n",
       "      <td>1.815380</td>\n",
       "      <td>82.063893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>Jason Denayer</td>\n",
       "      <td>Lyon</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>7.866051</td>\n",
       "      <td>31.127341</td>\n",
       "      <td>11.535210</td>\n",
       "      <td>4.217519</td>\n",
       "      <td>11.325274</td>\n",
       "      <td>10.705983</td>\n",
       "      <td>11.529459</td>\n",
       "      <td>2.467243</td>\n",
       "      <td>90.774080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>Luca Ranieri</td>\n",
       "      <td>Salernitana</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>11.728312</td>\n",
       "      <td>22.578238</td>\n",
       "      <td>12.267148</td>\n",
       "      <td>3.652020</td>\n",
       "      <td>12.892418</td>\n",
       "      <td>15.753565</td>\n",
       "      <td>6.825698</td>\n",
       "      <td>1.800126</td>\n",
       "      <td>87.497525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>827</th>\n",
       "      <td>Karim Rekik</td>\n",
       "      <td>Sevilla</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>8.202815</td>\n",
       "      <td>30.275007</td>\n",
       "      <td>16.785403</td>\n",
       "      <td>5.312960</td>\n",
       "      <td>12.568103</td>\n",
       "      <td>12.384291</td>\n",
       "      <td>10.594634</td>\n",
       "      <td>1.884036</td>\n",
       "      <td>98.007249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846</th>\n",
       "      <td>Maxim Leitsch</td>\n",
       "      <td>Bochum</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>9.746316</td>\n",
       "      <td>34.589247</td>\n",
       "      <td>17.447277</td>\n",
       "      <td>4.664815</td>\n",
       "      <td>12.276874</td>\n",
       "      <td>12.565730</td>\n",
       "      <td>8.458565</td>\n",
       "      <td>1.798838</td>\n",
       "      <td>101.547663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>879</th>\n",
       "      <td>Óscar Mingueza</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>7.487191</td>\n",
       "      <td>24.515804</td>\n",
       "      <td>14.491705</td>\n",
       "      <td>5.936294</td>\n",
       "      <td>15.871025</td>\n",
       "      <td>17.577118</td>\n",
       "      <td>11.793413</td>\n",
       "      <td>1.656232</td>\n",
       "      <td>99.328783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>Ibrahima Konaté</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>7.823955</td>\n",
       "      <td>40.098126</td>\n",
       "      <td>22.889298</td>\n",
       "      <td>4.136037</td>\n",
       "      <td>14.804313</td>\n",
       "      <td>16.976386</td>\n",
       "      <td>11.239402</td>\n",
       "      <td>1.633089</td>\n",
       "      <td>119.600606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>Loïc Bade</td>\n",
       "      <td>Rennes</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>7.806416</td>\n",
       "      <td>34.772877</td>\n",
       "      <td>19.994685</td>\n",
       "      <td>3.673546</td>\n",
       "      <td>17.380911</td>\n",
       "      <td>13.789754</td>\n",
       "      <td>11.510346</td>\n",
       "      <td>1.803837</td>\n",
       "      <td>110.732372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>930</th>\n",
       "      <td>Kristoffer Ajer</td>\n",
       "      <td>Brentford</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>11.349452</td>\n",
       "      <td>31.985852</td>\n",
       "      <td>18.525606</td>\n",
       "      <td>4.106609</td>\n",
       "      <td>13.876729</td>\n",
       "      <td>14.334974</td>\n",
       "      <td>7.018935</td>\n",
       "      <td>1.958235</td>\n",
       "      <td>103.156392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>937</th>\n",
       "      <td>Abdou Diallo</td>\n",
       "      <td>Paris S-G</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>7.427556</td>\n",
       "      <td>27.329398</td>\n",
       "      <td>21.597591</td>\n",
       "      <td>5.821752</td>\n",
       "      <td>20.012184</td>\n",
       "      <td>19.117025</td>\n",
       "      <td>12.064824</td>\n",
       "      <td>1.665741</td>\n",
       "      <td>115.036071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>964</th>\n",
       "      <td>Ardian Ismajli</td>\n",
       "      <td>Empoli</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>8.813199</td>\n",
       "      <td>33.727031</td>\n",
       "      <td>21.366491</td>\n",
       "      <td>4.229688</td>\n",
       "      <td>13.513178</td>\n",
       "      <td>14.304754</td>\n",
       "      <td>9.493237</td>\n",
       "      <td>1.572920</td>\n",
       "      <td>107.020499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>966</th>\n",
       "      <td>Ben Godfrey</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>11.468723</td>\n",
       "      <td>30.077308</td>\n",
       "      <td>16.421744</td>\n",
       "      <td>4.442894</td>\n",
       "      <td>12.005027</td>\n",
       "      <td>12.224582</td>\n",
       "      <td>7.077249</td>\n",
       "      <td>2.145981</td>\n",
       "      <td>95.863508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>Nehuén Pérez</td>\n",
       "      <td>Udinese</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>10.286541</td>\n",
       "      <td>27.570084</td>\n",
       "      <td>12.889473</td>\n",
       "      <td>5.066554</td>\n",
       "      <td>12.405383</td>\n",
       "      <td>11.272290</td>\n",
       "      <td>7.821229</td>\n",
       "      <td>2.115846</td>\n",
       "      <td>89.427399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>Diego González</td>\n",
       "      <td>Elche</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>10.640845</td>\n",
       "      <td>27.546833</td>\n",
       "      <td>12.861433</td>\n",
       "      <td>3.718288</td>\n",
       "      <td>9.460091</td>\n",
       "      <td>9.631553</td>\n",
       "      <td>7.831395</td>\n",
       "      <td>1.422635</td>\n",
       "      <td>83.113073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>Moritz Jenz</td>\n",
       "      <td>Lorient</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>9.195567</td>\n",
       "      <td>30.375655</td>\n",
       "      <td>16.680739</td>\n",
       "      <td>4.746650</td>\n",
       "      <td>12.698829</td>\n",
       "      <td>10.808441</td>\n",
       "      <td>9.049895</td>\n",
       "      <td>2.076239</td>\n",
       "      <td>95.632015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>Armel Bella Kotchap</td>\n",
       "      <td>Bochum</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>10.553146</td>\n",
       "      <td>36.169394</td>\n",
       "      <td>22.438481</td>\n",
       "      <td>4.642010</td>\n",
       "      <td>11.221910</td>\n",
       "      <td>10.603965</td>\n",
       "      <td>7.637691</td>\n",
       "      <td>1.783874</td>\n",
       "      <td>105.050471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1009</th>\n",
       "      <td>Omar Alderete</td>\n",
       "      <td>Valencia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>12.780699</td>\n",
       "      <td>35.615999</td>\n",
       "      <td>21.997811</td>\n",
       "      <td>4.230891</td>\n",
       "      <td>11.675954</td>\n",
       "      <td>13.458222</td>\n",
       "      <td>6.420594</td>\n",
       "      <td>1.882930</td>\n",
       "      <td>108.063100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1018</th>\n",
       "      <td>Mattia Viti</td>\n",
       "      <td>Empoli</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>9.581442</td>\n",
       "      <td>32.408968</td>\n",
       "      <td>11.100376</td>\n",
       "      <td>4.765763</td>\n",
       "      <td>12.376448</td>\n",
       "      <td>11.853666</td>\n",
       "      <td>8.612624</td>\n",
       "      <td>1.560155</td>\n",
       "      <td>92.259443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1023</th>\n",
       "      <td>Mason Holgate</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>11.837058</td>\n",
       "      <td>33.354624</td>\n",
       "      <td>21.001880</td>\n",
       "      <td>4.003468</td>\n",
       "      <td>9.705001</td>\n",
       "      <td>10.645970</td>\n",
       "      <td>6.820762</td>\n",
       "      <td>1.757564</td>\n",
       "      <td>99.126327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1026</th>\n",
       "      <td>Giorgio Altare</td>\n",
       "      <td>Cagliari</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>9.493743</td>\n",
       "      <td>32.437375</td>\n",
       "      <td>15.845370</td>\n",
       "      <td>5.029320</td>\n",
       "      <td>12.438920</td>\n",
       "      <td>15.504574</td>\n",
       "      <td>8.078997</td>\n",
       "      <td>2.545275</td>\n",
       "      <td>101.373573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>Kevin Bonifazi</td>\n",
       "      <td>Bologna</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>8.595706</td>\n",
       "      <td>32.495271</td>\n",
       "      <td>19.977805</td>\n",
       "      <td>4.998402</td>\n",
       "      <td>13.920557</td>\n",
       "      <td>14.606069</td>\n",
       "      <td>9.599287</td>\n",
       "      <td>1.953538</td>\n",
       "      <td>106.146634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1060</th>\n",
       "      <td>Pascal Stenzel</td>\n",
       "      <td>Stuttgart</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>7.504731</td>\n",
       "      <td>26.024586</td>\n",
       "      <td>12.377301</td>\n",
       "      <td>5.868517</td>\n",
       "      <td>14.165446</td>\n",
       "      <td>19.430042</td>\n",
       "      <td>11.587014</td>\n",
       "      <td>1.766586</td>\n",
       "      <td>98.724224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1064</th>\n",
       "      <td>Jakub Kiwior</td>\n",
       "      <td>Spezia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>11.240706</td>\n",
       "      <td>27.316420</td>\n",
       "      <td>15.024245</td>\n",
       "      <td>5.471208</td>\n",
       "      <td>9.537635</td>\n",
       "      <td>10.622435</td>\n",
       "      <td>7.309197</td>\n",
       "      <td>1.678017</td>\n",
       "      <td>88.199864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1066</th>\n",
       "      <td>Domingos Duarte</td>\n",
       "      <td>Granada</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>10.269002</td>\n",
       "      <td>32.397151</td>\n",
       "      <td>18.857826</td>\n",
       "      <td>3.751167</td>\n",
       "      <td>10.124534</td>\n",
       "      <td>11.289637</td>\n",
       "      <td>7.835548</td>\n",
       "      <td>1.719760</td>\n",
       "      <td>96.244625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1069</th>\n",
       "      <td>Marin Pongračić</td>\n",
       "      <td>Dortmund</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>7.252158</td>\n",
       "      <td>33.186823</td>\n",
       "      <td>15.784682</td>\n",
       "      <td>6.308213</td>\n",
       "      <td>14.947683</td>\n",
       "      <td>12.007578</td>\n",
       "      <td>12.637670</td>\n",
       "      <td>1.165650</td>\n",
       "      <td>103.290458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1073</th>\n",
       "      <td>Marash Kumbulla</td>\n",
       "      <td>Roma</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>7.946734</td>\n",
       "      <td>33.894229</td>\n",
       "      <td>19.313603</td>\n",
       "      <td>6.053579</td>\n",
       "      <td>12.788080</td>\n",
       "      <td>11.042732</td>\n",
       "      <td>10.846333</td>\n",
       "      <td>2.076032</td>\n",
       "      <td>103.961322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083</th>\n",
       "      <td>Erik Palmer-Brown</td>\n",
       "      <td>Troyes</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>10.433876</td>\n",
       "      <td>30.723854</td>\n",
       "      <td>18.380165</td>\n",
       "      <td>4.734613</td>\n",
       "      <td>10.194522</td>\n",
       "      <td>10.425763</td>\n",
       "      <td>7.917331</td>\n",
       "      <td>1.502775</td>\n",
       "      <td>94.312898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1084</th>\n",
       "      <td>Mouctar Diakhaby</td>\n",
       "      <td>Valencia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>11.184578</td>\n",
       "      <td>30.498439</td>\n",
       "      <td>16.088945</td>\n",
       "      <td>4.450333</td>\n",
       "      <td>11.019335</td>\n",
       "      <td>11.934016</td>\n",
       "      <td>7.320262</td>\n",
       "      <td>1.715356</td>\n",
       "      <td>94.211263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1100</th>\n",
       "      <td>Christopher Wooh</td>\n",
       "      <td>Lens</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>8.034433</td>\n",
       "      <td>32.994356</td>\n",
       "      <td>18.361825</td>\n",
       "      <td>6.123841</td>\n",
       "      <td>15.406241</td>\n",
       "      <td>11.738479</td>\n",
       "      <td>10.763402</td>\n",
       "      <td>2.252968</td>\n",
       "      <td>105.675545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1107</th>\n",
       "      <td>Robin Koch</td>\n",
       "      <td>Leeds United</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>9.872602</td>\n",
       "      <td>32.808280</td>\n",
       "      <td>16.143168</td>\n",
       "      <td>5.159055</td>\n",
       "      <td>9.886927</td>\n",
       "      <td>12.141029</td>\n",
       "      <td>8.049806</td>\n",
       "      <td>1.951562</td>\n",
       "      <td>96.012429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1110</th>\n",
       "      <td>Fernando Calero</td>\n",
       "      <td>Espanyol</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>8.174751</td>\n",
       "      <td>30.444883</td>\n",
       "      <td>13.174307</td>\n",
       "      <td>5.247619</td>\n",
       "      <td>12.297243</td>\n",
       "      <td>12.151674</td>\n",
       "      <td>10.310201</td>\n",
       "      <td>1.299270</td>\n",
       "      <td>93.099949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1116</th>\n",
       "      <td>Paweł Dawidowicz</td>\n",
       "      <td>Hellas Verona</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>8.553610</td>\n",
       "      <td>32.181754</td>\n",
       "      <td>16.153793</td>\n",
       "      <td>5.481804</td>\n",
       "      <td>14.888225</td>\n",
       "      <td>12.582280</td>\n",
       "      <td>9.869213</td>\n",
       "      <td>1.870217</td>\n",
       "      <td>101.580895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1126</th>\n",
       "      <td>David Zima</td>\n",
       "      <td>Torino</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>8.960533</td>\n",
       "      <td>40.239499</td>\n",
       "      <td>20.988293</td>\n",
       "      <td>4.759080</td>\n",
       "      <td>11.713106</td>\n",
       "      <td>10.183220</td>\n",
       "      <td>9.287396</td>\n",
       "      <td>1.877053</td>\n",
       "      <td>108.008181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1139</th>\n",
       "      <td>Michael Svoboda</td>\n",
       "      <td>Venezia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>8.686913</td>\n",
       "      <td>33.862896</td>\n",
       "      <td>15.064578</td>\n",
       "      <td>4.835119</td>\n",
       "      <td>13.481383</td>\n",
       "      <td>13.033460</td>\n",
       "      <td>9.659847</td>\n",
       "      <td>2.062289</td>\n",
       "      <td>100.686485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1155</th>\n",
       "      <td>Erhan Mašović</td>\n",
       "      <td>Bochum</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>9.795427</td>\n",
       "      <td>32.250547</td>\n",
       "      <td>14.527884</td>\n",
       "      <td>4.460860</td>\n",
       "      <td>9.676336</td>\n",
       "      <td>9.872383</td>\n",
       "      <td>8.107428</td>\n",
       "      <td>1.500726</td>\n",
       "      <td>90.191591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>Petko Hristov</td>\n",
       "      <td>Spezia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>8.729008</td>\n",
       "      <td>36.782223</td>\n",
       "      <td>20.701646</td>\n",
       "      <td>4.174271</td>\n",
       "      <td>10.659464</td>\n",
       "      <td>11.016302</td>\n",
       "      <td>9.456716</td>\n",
       "      <td>1.422661</td>\n",
       "      <td>102.942292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1172</th>\n",
       "      <td>Franco Russo</td>\n",
       "      <td>Mallorca</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>9.486727</td>\n",
       "      <td>30.497559</td>\n",
       "      <td>15.947160</td>\n",
       "      <td>3.964905</td>\n",
       "      <td>10.327746</td>\n",
       "      <td>11.526537</td>\n",
       "      <td>8.306229</td>\n",
       "      <td>1.716880</td>\n",
       "      <td>91.773744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1197</th>\n",
       "      <td>Matteo Lovato</td>\n",
       "      <td>Cagliari</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>8.693929</td>\n",
       "      <td>33.741738</td>\n",
       "      <td>16.321652</td>\n",
       "      <td>4.910963</td>\n",
       "      <td>9.551871</td>\n",
       "      <td>10.839899</td>\n",
       "      <td>9.448760</td>\n",
       "      <td>1.585713</td>\n",
       "      <td>95.094525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1206</th>\n",
       "      <td>Saidou Sow</td>\n",
       "      <td>Saint-Étienne</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>7.820447</td>\n",
       "      <td>34.612281</td>\n",
       "      <td>19.486049</td>\n",
       "      <td>6.478290</td>\n",
       "      <td>13.259905</td>\n",
       "      <td>13.458639</td>\n",
       "      <td>10.841643</td>\n",
       "      <td>1.698817</td>\n",
       "      <td>107.656072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1209</th>\n",
       "      <td>Marc-Oliver Kempf</td>\n",
       "      <td>Stuttgart</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>7.297762</td>\n",
       "      <td>43.400517</td>\n",
       "      <td>21.099373</td>\n",
       "      <td>6.276848</td>\n",
       "      <td>15.493244</td>\n",
       "      <td>16.633145</td>\n",
       "      <td>12.000770</td>\n",
       "      <td>2.886563</td>\n",
       "      <td>125.088221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1217</th>\n",
       "      <td>Marvin Friedrich</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>8.451880</td>\n",
       "      <td>38.544432</td>\n",
       "      <td>18.049350</td>\n",
       "      <td>4.709653</td>\n",
       "      <td>11.728402</td>\n",
       "      <td>12.982012</td>\n",
       "      <td>9.359762</td>\n",
       "      <td>2.599315</td>\n",
       "      <td>106.424804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1227</th>\n",
       "      <td>Nathan Collins</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>10.209366</td>\n",
       "      <td>41.649420</td>\n",
       "      <td>22.048188</td>\n",
       "      <td>3.900314</td>\n",
       "      <td>10.458903</td>\n",
       "      <td>12.551625</td>\n",
       "      <td>7.589830</td>\n",
       "      <td>2.651434</td>\n",
       "      <td>111.059080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1231</th>\n",
       "      <td>Timothee Pembele</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>9.311329</td>\n",
       "      <td>21.650164</td>\n",
       "      <td>12.197752</td>\n",
       "      <td>4.707981</td>\n",
       "      <td>16.840310</td>\n",
       "      <td>13.217451</td>\n",
       "      <td>8.172951</td>\n",
       "      <td>3.108631</td>\n",
       "      <td>89.206569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1260</th>\n",
       "      <td>Raúl Torrente</td>\n",
       "      <td>Granada</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>8.848279</td>\n",
       "      <td>29.047529</td>\n",
       "      <td>12.351265</td>\n",
       "      <td>4.823804</td>\n",
       "      <td>11.631615</td>\n",
       "      <td>10.992529</td>\n",
       "      <td>8.949569</td>\n",
       "      <td>1.503643</td>\n",
       "      <td>88.148233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1266</th>\n",
       "      <td>Alessandro Buongiorno</td>\n",
       "      <td>Torino</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>8.493975</td>\n",
       "      <td>41.544495</td>\n",
       "      <td>21.656152</td>\n",
       "      <td>5.121135</td>\n",
       "      <td>12.380122</td>\n",
       "      <td>11.739631</td>\n",
       "      <td>9.527609</td>\n",
       "      <td>1.832158</td>\n",
       "      <td>112.295279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1325</th>\n",
       "      <td>Rob Holding</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>7.315302</td>\n",
       "      <td>40.705942</td>\n",
       "      <td>17.097179</td>\n",
       "      <td>4.235484</td>\n",
       "      <td>11.283095</td>\n",
       "      <td>10.336805</td>\n",
       "      <td>12.294315</td>\n",
       "      <td>1.713300</td>\n",
       "      <td>104.981422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1331</th>\n",
       "      <td>Giorgio Scalvini</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>7.027649</td>\n",
       "      <td>36.053557</td>\n",
       "      <td>20.066743</td>\n",
       "      <td>5.909271</td>\n",
       "      <td>13.667563</td>\n",
       "      <td>19.265420</td>\n",
       "      <td>12.589352</td>\n",
       "      <td>4.145224</td>\n",
       "      <td>118.724778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1354</th>\n",
       "      <td>Issa Diop</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>7.729240</td>\n",
       "      <td>29.062900</td>\n",
       "      <td>12.566112</td>\n",
       "      <td>4.817995</td>\n",
       "      <td>11.432247</td>\n",
       "      <td>10.044518</td>\n",
       "      <td>11.082595</td>\n",
       "      <td>1.435478</td>\n",
       "      <td>88.171085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1362</th>\n",
       "      <td>Leo Skiri Østigård</td>\n",
       "      <td>Genoa</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>8.462404</td>\n",
       "      <td>46.991569</td>\n",
       "      <td>26.877978</td>\n",
       "      <td>4.224490</td>\n",
       "      <td>11.346076</td>\n",
       "      <td>12.575785</td>\n",
       "      <td>9.238683</td>\n",
       "      <td>1.800850</td>\n",
       "      <td>121.517834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1389</th>\n",
       "      <td>Mads Bech Sørensen</td>\n",
       "      <td>Brentford</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>7.280222</td>\n",
       "      <td>30.336154</td>\n",
       "      <td>15.133021</td>\n",
       "      <td>5.176276</td>\n",
       "      <td>12.761651</td>\n",
       "      <td>11.877560</td>\n",
       "      <td>11.638209</td>\n",
       "      <td>1.547398</td>\n",
       "      <td>95.750491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1401</th>\n",
       "      <td>Bosko Sutalo</td>\n",
       "      <td>Hellas Verona</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>7.578398</td>\n",
       "      <td>38.580102</td>\n",
       "      <td>17.736757</td>\n",
       "      <td>5.538200</td>\n",
       "      <td>12.859797</td>\n",
       "      <td>13.495585</td>\n",
       "      <td>10.915616</td>\n",
       "      <td>1.824803</td>\n",
       "      <td>108.529258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1405</th>\n",
       "      <td>Nikola Maraš</td>\n",
       "      <td>Rayo Vallecano</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>8.013385</td>\n",
       "      <td>37.826372</td>\n",
       "      <td>18.646555</td>\n",
       "      <td>5.072564</td>\n",
       "      <td>10.380656</td>\n",
       "      <td>11.298366</td>\n",
       "      <td>10.540153</td>\n",
       "      <td>1.583840</td>\n",
       "      <td>103.361891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>Andrés Andrade Cedeño</td>\n",
       "      <td>Arminia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>8.020401</td>\n",
       "      <td>33.708648</td>\n",
       "      <td>15.444934</td>\n",
       "      <td>5.620179</td>\n",
       "      <td>13.703138</td>\n",
       "      <td>13.629569</td>\n",
       "      <td>9.293727</td>\n",
       "      <td>1.991916</td>\n",
       "      <td>101.412511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1491</th>\n",
       "      <td>Ozan Kabak</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>7.585414</td>\n",
       "      <td>35.491352</td>\n",
       "      <td>17.510948</td>\n",
       "      <td>5.415056</td>\n",
       "      <td>11.287634</td>\n",
       "      <td>10.626094</td>\n",
       "      <td>11.077482</td>\n",
       "      <td>1.569556</td>\n",
       "      <td>100.563536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1514</th>\n",
       "      <td>Zinho Vanheusden</td>\n",
       "      <td>Genoa</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>7.820447</td>\n",
       "      <td>35.835666</td>\n",
       "      <td>16.337328</td>\n",
       "      <td>4.745372</td>\n",
       "      <td>12.138514</td>\n",
       "      <td>10.847832</td>\n",
       "      <td>10.594680</td>\n",
       "      <td>1.773131</td>\n",
       "      <td>100.092970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1518</th>\n",
       "      <td>Ohis Felix Uduokhai</td>\n",
       "      <td>Augsburg</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>7.111840</td>\n",
       "      <td>37.563185</td>\n",
       "      <td>22.263007</td>\n",
       "      <td>5.998028</td>\n",
       "      <td>11.920613</td>\n",
       "      <td>13.893504</td>\n",
       "      <td>12.202213</td>\n",
       "      <td>1.420961</td>\n",
       "      <td>112.373351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1557</th>\n",
       "      <td>Marc-Oliver Kempf</td>\n",
       "      <td>Hertha BSC</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>8.037941</td>\n",
       "      <td>38.947397</td>\n",
       "      <td>21.013979</td>\n",
       "      <td>4.583755</td>\n",
       "      <td>10.517192</td>\n",
       "      <td>13.240122</td>\n",
       "      <td>9.841686</td>\n",
       "      <td>2.130352</td>\n",
       "      <td>108.312424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1565</th>\n",
       "      <td>Guilherme Ramos</td>\n",
       "      <td>Arminia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>7.529287</td>\n",
       "      <td>40.228413</td>\n",
       "      <td>18.415329</td>\n",
       "      <td>5.465007</td>\n",
       "      <td>12.512782</td>\n",
       "      <td>14.686474</td>\n",
       "      <td>10.413659</td>\n",
       "      <td>1.759746</td>\n",
       "      <td>111.010697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1618</th>\n",
       "      <td>Yerry Mina</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>7.318809</td>\n",
       "      <td>41.950024</td>\n",
       "      <td>22.517486</td>\n",
       "      <td>5.223504</td>\n",
       "      <td>9.673101</td>\n",
       "      <td>9.923798</td>\n",
       "      <td>11.875790</td>\n",
       "      <td>2.017445</td>\n",
       "      <td>110.499957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1648</th>\n",
       "      <td>Thuler</td>\n",
       "      <td>Montpellier</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>7.350381</td>\n",
       "      <td>32.037448</td>\n",
       "      <td>19.681073</td>\n",
       "      <td>5.200998</td>\n",
       "      <td>10.019660</td>\n",
       "      <td>9.447145</td>\n",
       "      <td>11.930146</td>\n",
       "      <td>1.404903</td>\n",
       "      <td>97.071754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1653</th>\n",
       "      <td>Lyanco</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>7.546827</td>\n",
       "      <td>34.285118</td>\n",
       "      <td>16.030670</td>\n",
       "      <td>5.775505</td>\n",
       "      <td>10.776942</td>\n",
       "      <td>11.582455</td>\n",
       "      <td>10.999401</td>\n",
       "      <td>1.695802</td>\n",
       "      <td>98.692719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1673</th>\n",
       "      <td>Márton Dárdai</td>\n",
       "      <td>Hertha BSC</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>6.999585</td>\n",
       "      <td>29.800904</td>\n",
       "      <td>16.884119</td>\n",
       "      <td>5.593371</td>\n",
       "      <td>11.297267</td>\n",
       "      <td>13.158769</td>\n",
       "      <td>12.275611</td>\n",
       "      <td>1.578228</td>\n",
       "      <td>97.587854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1769</th>\n",
       "      <td>Matt Miazga</td>\n",
       "      <td>Alavés</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>7.273206</td>\n",
       "      <td>42.049392</td>\n",
       "      <td>25.763505</td>\n",
       "      <td>5.561516</td>\n",
       "      <td>8.534530</td>\n",
       "      <td>9.446319</td>\n",
       "      <td>11.716991</td>\n",
       "      <td>2.026379</td>\n",
       "      <td>112.371838</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Player            Squad Main Position  \\\n",
       "0               William Saliba        Marseille   Centre-Back   \n",
       "14            Presnel Kimpembe        Paris S-G   Centre-Back   \n",
       "18           Jean-Clair Todibo             Nice   Centre-Back   \n",
       "20                  Rúben Dias  Manchester City   Centre-Back   \n",
       "24             Dayot Upamecano    Bayern Munich   Centre-Back   \n",
       "25              Facundo Medina             Lens   Centre-Back   \n",
       "30                  Marc Guéhi   Crystal Palace   Centre-Back   \n",
       "31              Milan Škriniar            Inter   Centre-Back   \n",
       "35                Nayef Aguerd           Rennes   Centre-Back   \n",
       "39                Jules Koundé          Sevilla   Centre-Back   \n",
       "43            Robin Le Normand    Real Sociedad   Centre-Back   \n",
       "44           Nikola Milenković       Fiorentina   Centre-Back   \n",
       "47                Warmed Omari           Rennes   Centre-Back   \n",
       "53            Joachim Andersen   Crystal Palace   Centre-Back   \n",
       "58               Manuel Akanji         Dortmund   Centre-Back   \n",
       "60          Gabriel Dos Santos          Arsenal   Centre-Back   \n",
       "61                Éder Militão      Real Madrid   Centre-Back   \n",
       "62             Lucas Hernández    Bayern Munich   Centre-Back   \n",
       "64              Joško Gvardiol       RB Leipzig   Centre-Back   \n",
       "68                  Pau Torres       Villarreal   Centre-Back   \n",
       "73                Jonathan Tah       Leverkusen   Centre-Back   \n",
       "75                Roger Ibanez             Roma   Centre-Back   \n",
       "77                 Luiz Felipe            Lazio   Centre-Back   \n",
       "80             Duje Ćaleta-Car        Marseille   Centre-Back   \n",
       "87                 Kevin Danso             Lens   Centre-Back   \n",
       "89          Alessandro Bastoni            Inter   Centre-Back   \n",
       "93                 Nico Elvedi       M'Gladbach   Centre-Back   \n",
       "94               Obite N'Dicka   Eint Frankfurt   Centre-Back   \n",
       "95                 Niklas Süle    Bayern Munich   Centre-Back   \n",
       "96              Çağlar Söyüncü   Leicester City   Centre-Back   \n",
       "100                Eric García        Barcelona   Centre-Back   \n",
       "102                       Igor       Fiorentina   Centre-Back   \n",
       "105             Waldemar Anton        Stuttgart   Centre-Back   \n",
       "106                  Ben White          Arsenal   Centre-Back   \n",
       "107                Axel Disasi           Monaco   Centre-Back   \n",
       "108           Gianluca Mancini             Roma   Centre-Back   \n",
       "115            Castello Lukeba             Lyon   Centre-Back   \n",
       "119              Fikayo Tomori            Milan   Centre-Back   \n",
       "121           Matthijs de Ligt         Juventus   Centre-Back   \n",
       "122                 Hiroki Ito        Stuttgart   Centre-Back   \n",
       "124           Philipp Lienhart         Freiburg   Centre-Back   \n",
       "125              Ronald Araújo        Barcelona   Centre-Back   \n",
       "127    Konstantinos Mavropanos        Stuttgart   Centre-Back   \n",
       "156           Pietro Ceccaroni          Venezia   Centre-Back   \n",
       "159         Nico Schlotterbeck         Freiburg   Centre-Back   \n",
       "166                     Catena   Rayo Vallecano   Centre-Back   \n",
       "170            Mohammed Salisu      Southampton   Centre-Back   \n",
       "175            Alexander Djiku       Strasbourg   Centre-Back   \n",
       "182          Dimitris Nikolaou           Spezia   Centre-Back   \n",
       "184             Daniel Amartey   Leicester City   Centre-Back   \n",
       "185         Jean-Kevin Duverne            Brest   Centre-Back   \n",
       "196                Tiago Djaló            Lille   Centre-Back   \n",
       "197                Sven Botman            Lille   Centre-Back   \n",
       "215                 Max Kilman           Wolves   Centre-Back   \n",
       "220               Joseph Aidoo       Celta Vigo   Centre-Back   \n",
       "223             Edmond Tapsoba       Leverkusen   Centre-Back   \n",
       "226                  Wout Faes            Reims   Centre-Back   \n",
       "236            Maxence Lacroix        Wolfsburg   Centre-Back   \n",
       "240              Arthur Theate          Bologna   Centre-Back   \n",
       "244            Moussa Niakhate         Mainz 05   Centre-Back   \n",
       "254               Lucas Perrin       Strasbourg   Centre-Back   \n",
       "256             Gerzino Nyamsi       Strasbourg   Centre-Back   \n",
       "259            Mohamed Simakan       RB Leipzig   Centre-Back   \n",
       "260          Benoît Badiashile           Monaco   Centre-Back   \n",
       "268             Gleison Bremer           Torino   Centre-Back   \n",
       "273               Jan Bednarek      Southampton   Centre-Back   \n",
       "285        Andreas Christensen          Chelsea   Centre-Back   \n",
       "294                Luca Kilian             Köln   Centre-Back   \n",
       "295               Thilo Kehrer        Paris S-G   Centre-Back   \n",
       "303            Trevoh Chalobah          Chelsea   Centre-Back   \n",
       "306               Stefan Posch       Hoffenheim   Centre-Back   \n",
       "307              Nicolas Cozza      Montpellier   Centre-Back   \n",
       "311              Mario Hermoso  Atlético Madrid   Centre-Back   \n",
       "320            Cristian Romero        Tottenham   Centre-Back   \n",
       "323              Rodrigo Becão          Udinese   Centre-Back   \n",
       "325             Martin Valjent         Mallorca   Centre-Back   \n",
       "341                       Tuta   Eint Frankfurt   Centre-Back   \n",
       "365             Pascal Struijk     Leeds United   Centre-Back   \n",
       "375   Jean-Charles Castelletto           Nantes   Centre-Back   \n",
       "379         Brendan Chardonnet            Brest   Centre-Back   \n",
       "385                Timo Hübers             Köln   Centre-Back   \n",
       "396               Koray Günter    Hellas Verona   Centre-Back   \n",
       "399      Lucas Martínez Quarta       Fiorentina   Centre-Back   \n",
       "406            Lilian Brassier            Brest   Centre-Back   \n",
       "415         Sebastiaan Bornauw        Wolfsburg   Centre-Back   \n",
       "418                 Juan Foyth       Villarreal   Centre-Back   \n",
       "419             Piero Hincapié       Leverkusen   Centre-Back   \n",
       "427               Mickael Nade    Saint-Étienne   Centre-Back   \n",
       "445            Odilon Kossonou       Leverkusen   Centre-Back   \n",
       "452           Davinson Sánchez        Tottenham   Centre-Back   \n",
       "460              Nicolò Casale    Hellas Verona   Centre-Back   \n",
       "467                Dylan Bronn             Metz   Centre-Back   \n",
       "489             Timo Baumgartl     Union Berlin   Centre-Back   \n",
       "491           Boubakar Kouyaté             Metz   Centre-Back   \n",
       "493               Adam Webster         Brighton   Centre-Back   \n",
       "502               Reece Oxford         Augsburg   Centre-Back   \n",
       "504         Florian Grillitsch       Hoffenheim   Centre-Back   \n",
       "525               Paul Jaeckel     Union Berlin   Centre-Back   \n",
       "533                Amos Pieper          Arminia   Centre-Back   \n",
       "544             Hugo Guillamón         Valencia   Centre-Back   \n",
       "566          Takehiro Tomiyasu          Arsenal   Centre-Back   \n",
       "573          Alessio Romagnoli            Milan   Centre-Back   \n",
       "582             Atakan Karazor        Stuttgart   Centre-Back   \n",
       "598               Martin Erlic           Spezia   Centre-Back   \n",
       "604                 Ezri Konsa      Aston Villa   Centre-Back   \n",
       "610                      Rober          Levante   Centre-Back   \n",
       "612                 Kurt Zouma         West Ham   Centre-Back   \n",
       "614               Niklas Stark       Hertha BSC   Centre-Back   \n",
       "619             Chris Richards       Hoffenheim   Centre-Back   \n",
       "622              Johan Vásquez            Genoa   Centre-Back   \n",
       "627                Louis Beyer       M'Gladbach   Centre-Back   \n",
       "630            Harold Moukoudi    Saint-Étienne   Centre-Back   \n",
       "637         Sebastiano Luperto           Empoli   Centre-Back   \n",
       "638              Yeray Álvarez    Athletic Club   Centre-Back   \n",
       "642         José María Giménez  Atlético Madrid   Centre-Back   \n",
       "648           Dan-Axel Zagadou         Dortmund   Centre-Back   \n",
       "663             Andrea Carboni         Cagliari   Centre-Back   \n",
       "673              Daniel Vivian    Athletic Club   Centre-Back   \n",
       "689                 Kaan Ayhan         Sassuolo   Centre-Back   \n",
       "693       Stian Rode Gregersen         Bordeaux   Centre-Back   \n",
       "710                 Nathan Aké  Manchester City   Centre-Back   \n",
       "719           Flavius Daniliuc             Nice   Centre-Back   \n",
       "722           Anel Ahmedhodzic         Bordeaux   Centre-Back   \n",
       "752           Leonardo Balerdi        Marseille   Centre-Back   \n",
       "753               Jorge Cuenca           Getafe   Centre-Back   \n",
       "762            Clément Lenglet        Barcelona   Centre-Back   \n",
       "783           Andrew Gravillon            Reims   Centre-Back   \n",
       "785           Maximilian Bauer   Greuther Fürth   Centre-Back   \n",
       "787             Kevin Akpoguma       Hoffenheim   Centre-Back   \n",
       "811              Merih Demiral         Atalanta   Centre-Back   \n",
       "813              Maxime Estève      Montpellier   Centre-Back   \n",
       "816               Víctor Chust            Cádiz   Centre-Back   \n",
       "817              Jason Denayer             Lyon   Centre-Back   \n",
       "824               Luca Ranieri      Salernitana   Centre-Back   \n",
       "827                Karim Rekik          Sevilla   Centre-Back   \n",
       "846              Maxim Leitsch           Bochum   Centre-Back   \n",
       "879             Óscar Mingueza        Barcelona   Centre-Back   \n",
       "886            Ibrahima Konaté        Liverpool   Centre-Back   \n",
       "889                  Loïc Bade           Rennes   Centre-Back   \n",
       "930            Kristoffer Ajer        Brentford   Centre-Back   \n",
       "937               Abdou Diallo        Paris S-G   Centre-Back   \n",
       "964             Ardian Ismajli           Empoli   Centre-Back   \n",
       "966                Ben Godfrey          Everton   Centre-Back   \n",
       "972               Nehuén Pérez          Udinese   Centre-Back   \n",
       "989             Diego González            Elche   Centre-Back   \n",
       "996                Moritz Jenz          Lorient   Centre-Back   \n",
       "998        Armel Bella Kotchap           Bochum   Centre-Back   \n",
       "1009             Omar Alderete         Valencia   Centre-Back   \n",
       "1018               Mattia Viti           Empoli   Centre-Back   \n",
       "1023             Mason Holgate          Everton   Centre-Back   \n",
       "1026            Giorgio Altare         Cagliari   Centre-Back   \n",
       "1050            Kevin Bonifazi          Bologna   Centre-Back   \n",
       "1060            Pascal Stenzel        Stuttgart   Centre-Back   \n",
       "1064              Jakub Kiwior           Spezia   Centre-Back   \n",
       "1066           Domingos Duarte          Granada   Centre-Back   \n",
       "1069           Marin Pongračić         Dortmund   Centre-Back   \n",
       "1073           Marash Kumbulla             Roma   Centre-Back   \n",
       "1083         Erik Palmer-Brown           Troyes   Centre-Back   \n",
       "1084          Mouctar Diakhaby         Valencia   Centre-Back   \n",
       "1100          Christopher Wooh             Lens   Centre-Back   \n",
       "1107                Robin Koch     Leeds United   Centre-Back   \n",
       "1110           Fernando Calero         Espanyol   Centre-Back   \n",
       "1116          Paweł Dawidowicz    Hellas Verona   Centre-Back   \n",
       "1126                David Zima           Torino   Centre-Back   \n",
       "1139           Michael Svoboda          Venezia   Centre-Back   \n",
       "1155             Erhan Mašović           Bochum   Centre-Back   \n",
       "1162             Petko Hristov           Spezia   Centre-Back   \n",
       "1172              Franco Russo         Mallorca   Centre-Back   \n",
       "1197             Matteo Lovato         Cagliari   Centre-Back   \n",
       "1206                Saidou Sow    Saint-Étienne   Centre-Back   \n",
       "1209         Marc-Oliver Kempf        Stuttgart   Centre-Back   \n",
       "1217          Marvin Friedrich     Union Berlin   Centre-Back   \n",
       "1227            Nathan Collins          Burnley   Centre-Back   \n",
       "1231          Timothee Pembele         Bordeaux   Centre-Back   \n",
       "1260             Raúl Torrente          Granada   Centre-Back   \n",
       "1266     Alessandro Buongiorno           Torino   Centre-Back   \n",
       "1325               Rob Holding          Arsenal   Centre-Back   \n",
       "1331          Giorgio Scalvini         Atalanta   Centre-Back   \n",
       "1354                 Issa Diop         West Ham   Centre-Back   \n",
       "1362        Leo Skiri Østigård            Genoa   Centre-Back   \n",
       "1389        Mads Bech Sørensen        Brentford   Centre-Back   \n",
       "1401              Bosko Sutalo    Hellas Verona   Centre-Back   \n",
       "1405              Nikola Maraš   Rayo Vallecano   Centre-Back   \n",
       "1458     Andrés Andrade Cedeño          Arminia   Centre-Back   \n",
       "1491                Ozan Kabak     Norwich City   Centre-Back   \n",
       "1514          Zinho Vanheusden            Genoa   Centre-Back   \n",
       "1518       Ohis Felix Uduokhai         Augsburg   Centre-Back   \n",
       "1557         Marc-Oliver Kempf       Hertha BSC   Centre-Back   \n",
       "1565           Guilherme Ramos          Arminia   Centre-Back   \n",
       "1618                Yerry Mina          Everton   Centre-Back   \n",
       "1648                    Thuler      Montpellier   Centre-Back   \n",
       "1653                    Lyanco      Southampton   Centre-Back   \n",
       "1673             Márton Dárdai       Hertha BSC   Centre-Back   \n",
       "1769               Matt Miazga           Alavés   Centre-Back   \n",
       "\n",
       "                    Comp  Minutes (12.5%)  Defending (20%)  Aerial (20%)  \\\n",
       "0             fr Ligue 1        15.716859        26.433093     16.455201   \n",
       "14            fr Ligue 1        13.387576        27.840048     19.719224   \n",
       "18            fr Ligue 1        15.278365        28.630403     15.975539   \n",
       "20    eng Premier League        12.777191        27.317454     16.294674   \n",
       "24         de Bundesliga        12.107171        34.255052     17.798827   \n",
       "25            fr Ligue 1        13.447211        24.115748     12.706187   \n",
       "30    eng Premier League        15.653716        29.694058     16.848821   \n",
       "31            it Serie A        15.401143        26.891602     15.931936   \n",
       "35            fr Ligue 1        13.945341        33.636712     22.053565   \n",
       "39            es La Liga        13.948849        32.626703     19.419828   \n",
       "43            es La Liga        16.032575        35.599374     23.450266   \n",
       "44            it Serie A        14.615361        36.787933     24.570948   \n",
       "47            fr Ligue 1        14.159326        28.128638     20.499039   \n",
       "53    eng Premier League        14.580281        30.140148     19.282114   \n",
       "58         de Bundesliga        12.282569        31.444636     17.964726   \n",
       "60    eng Premier League        15.095951        27.640316     17.746816   \n",
       "61            es La Liga        14.983696        32.456461     21.747197   \n",
       "62         de Bundesliga        11.472231        29.532163     18.731862   \n",
       "64         de Bundesliga        12.801747        32.185168     18.193658   \n",
       "68            es La Liga        14.366296        29.392613     18.296843   \n",
       "73         de Bundesliga        14.446979        34.392444     22.632803   \n",
       "75            it Serie A        14.485566        29.261345     20.046387   \n",
       "77            it Serie A        13.089399        30.024717     15.232774   \n",
       "80            fr Ligue 1        11.566946        26.501669     21.067088   \n",
       "87            fr Ligue 1        14.138278        32.628596     21.169927   \n",
       "89            it Serie A        12.457967        29.768506     18.127429   \n",
       "93         de Bundesliga        12.875414        35.501174     20.018010   \n",
       "94         de Bundesliga        14.373312        39.136129     21.313221   \n",
       "95         de Bundesliga        10.795195        33.230609     21.686631   \n",
       "96    eng Premier League        13.110447        36.577024     20.518961   \n",
       "100           es La Liga        11.503803        26.365709     14.294599   \n",
       "102           it Serie A        12.215918        31.967718     14.693123   \n",
       "105        de Bundesliga        13.454227        32.807830     17.457085   \n",
       "106   eng Premier League        14.453995        28.860857     16.702385   \n",
       "107           fr Ligue 1        13.896229        32.846646     19.773649   \n",
       "108           it Serie A        14.446979        29.176499     18.552994   \n",
       "115           fr Ligue 1        11.700248        31.503535     16.966864   \n",
       "119           it Serie A        13.885706        28.951420     13.864707   \n",
       "121           it Serie A        13.731355        35.706630     21.612680   \n",
       "122        de Bundesliga        12.587761        31.257929     16.388019   \n",
       "124        de Bundesliga        14.418915        33.114410     18.662083   \n",
       "125           es La Liga        12.321157        33.490562     21.998866   \n",
       "127        de Bundesliga        13.840102        39.937172     26.446764   \n",
       "156           it Serie A        15.302920        27.717338     16.556832   \n",
       "159        de Bundesliga        14.120739        39.999562     24.275143   \n",
       "166           es La Liga        15.716859        34.585195     22.349405   \n",
       "170   eng Premier League        14.776727        37.806127     21.723955   \n",
       "175           fr Ligue 1        13.801515        29.789821     20.679525   \n",
       "182           it Serie A        15.716859        25.446230     11.773046   \n",
       "184   eng Premier League        11.798471        28.229341     14.488662   \n",
       "185           fr Ligue 1        14.899505        22.637288     13.784031   \n",
       "196           fr Ligue 1        12.521110        22.095522     10.999051   \n",
       "197           fr Ligue 1        12.243982        32.406781     22.107778   \n",
       "215   eng Premier League        13.776959        32.343870     19.925937   \n",
       "220           es La Liga        13.601561        30.939041     17.500575   \n",
       "223        de Bundesliga        10.714512        31.772960     17.574875   \n",
       "226           fr Ligue 1        16.032575        26.044732     14.415663   \n",
       "236        de Bundesliga        13.089399        37.495454     20.527640   \n",
       "240           it Serie A        12.854366        25.948114     11.173983   \n",
       "244        de Bundesliga        13.356004        29.784024     18.806703   \n",
       "254           fr Ligue 1        13.127987        27.177144     18.618954   \n",
       "256           fr Ligue 1        14.818822        30.897031     20.275501   \n",
       "259        de Bundesliga        11.398564        32.970236     22.382861   \n",
       "260           fr Ligue 1        10.798703        36.719311     24.562662   \n",
       "268           it Serie A        14.489074        43.095735     18.791576   \n",
       "273   eng Premier League        13.573497        39.026030     21.174121   \n",
       "285   eng Premier League         9.598982        39.104087     19.587848   \n",
       "294        de Bundesliga        12.352728        32.046638     16.342027   \n",
       "295           fr Ligue 1         9.658617        28.759734     17.939416   \n",
       "303   eng Premier League         9.434108        31.092471     16.188201   \n",
       "306        de Bundesliga        12.065076        29.719436     12.063887   \n",
       "307           fr Ligue 1        14.068119        25.036395     13.801977   \n",
       "311           es La Liga        10.893418        30.133749     20.586828   \n",
       "320   eng Premier League        10.819751        33.479567     17.919203   \n",
       "323           it Serie A        15.330984        27.331659     18.405454   \n",
       "325           es La Liga        15.509890        28.432812     18.905413   \n",
       "341        de Bundesliga        12.008948        31.714585     17.395910   \n",
       "365   eng Premier League        11.559930        31.651441     15.475376   \n",
       "375           fr Ligue 1        13.156050        30.643276     20.215396   \n",
       "379           fr Ligue 1        13.773451        34.801443     20.140329   \n",
       "385        de Bundesliga        10.454923        41.818180     20.720843   \n",
       "396           it Serie A        12.808763        39.795914     20.790492   \n",
       "399           it Serie A         9.370964        35.848414     20.519892   \n",
       "406           fr Ligue 1        12.289585        28.683291     18.230053   \n",
       "415        de Bundesliga        11.391548        35.532743     19.806146   \n",
       "418           es La Liga        11.100387        28.691300     19.509719   \n",
       "419        de Bundesliga        10.504035        35.000784     17.348548   \n",
       "427           fr Ligue 1        13.341972        31.010904     18.993182   \n",
       "445        de Bundesliga        10.640845        28.521069     13.827007   \n",
       "452   eng Premier League        10.072556        35.416318     18.047064   \n",
       "460           it Serie A        13.422655        32.137434     17.152518   \n",
       "467           fr Ligue 1        13.278829        24.442242     12.503434   \n",
       "489        de Bundesliga        11.949313        34.215618     18.522723   \n",
       "491           fr Ligue 1        13.699784        38.547907     22.357439   \n",
       "493   eng Premier League         9.381488        40.297614     25.441689   \n",
       "502        de Bundesliga        13.798007        37.120966     19.967089   \n",
       "504        de Bundesliga         9.598982        26.681047     14.138540   \n",
       "525        de Bundesliga        11.531866        31.337291     15.149262   \n",
       "533        de Bundesliga        12.696508        34.692781     18.490891   \n",
       "544           es La Liga        12.633365        27.133738     14.784808   \n",
       "566   eng Premier League        10.240938        31.762454     15.873903   \n",
       "573           it Serie A         9.293789        35.736977     20.368610   \n",
       "582        de Bundesliga        11.009181        33.043301     17.808724   \n",
       "598           it Serie A        13.387576        33.315558     16.799458   \n",
       "604   eng Premier League        13.040288        28.756222     16.197950   \n",
       "610           es La Liga        11.402072        26.875586     11.203422   \n",
       "612   eng Premier League        11.640613        31.708675     19.789064   \n",
       "614        de Bundesliga        11.475739        35.991394     21.417478   \n",
       "619        de Bundesliga         8.925454        44.607179     22.600588   \n",
       "622           it Serie A        12.345712        31.729509     16.066928   \n",
       "627        de Bundesliga         9.206090        25.436121     11.872542   \n",
       "630           fr Ligue 1        10.177795        28.295519     17.125842   \n",
       "637           it Serie A        11.219658        33.770637     14.320736   \n",
       "638           es La Liga        10.875878        36.046106     18.736356   \n",
       "642           es La Liga        11.514326        28.248623     18.206009   \n",
       "648        de Bundesliga         7.690653        46.013899     26.383880   \n",
       "663           it Serie A        12.121203        29.185793     16.044319   \n",
       "673           es La Liga        11.317881        25.851591      9.047421   \n",
       "689           it Serie A         9.100852        29.649553     14.206732   \n",
       "693           fr Ligue 1        11.202118        30.789953     17.016467   \n",
       "710   eng Premier League         7.588922        40.385415     26.994063   \n",
       "719           fr Ligue 1         8.886866        27.979350     13.568696   \n",
       "722           fr Ligue 1         9.086820        27.238952     19.463581   \n",
       "752           fr Ligue 1         7.683637        31.330187     17.478640   \n",
       "753           es La Liga        13.762927        32.598207     19.504602   \n",
       "762           es La Liga         7.248650        33.431754     12.088267   \n",
       "783           fr Ligue 1        11.840566        25.130108     15.590854   \n",
       "785        de Bundesliga        10.279525        35.909959     18.823340   \n",
       "787        de Bundesliga         9.707728        24.477289     12.646994   \n",
       "811           it Serie A        11.075832        41.493220     24.338016   \n",
       "813           fr Ligue 1        10.865354        29.215022     14.323554   \n",
       "816           es La Liga        10.770639        25.240048      9.240105   \n",
       "817           fr Ligue 1         7.866051        31.127341     11.535210   \n",
       "824           it Serie A        11.728312        22.578238     12.267148   \n",
       "827           es La Liga         8.202815        30.275007     16.785403   \n",
       "846        de Bundesliga         9.746316        34.589247     17.447277   \n",
       "879           es La Liga         7.487191        24.515804     14.491705   \n",
       "886   eng Premier League         7.823955        40.098126     22.889298   \n",
       "889           fr Ligue 1         7.806416        34.772877     19.994685   \n",
       "930   eng Premier League        11.349452        31.985852     18.525606   \n",
       "937           fr Ligue 1         7.427556        27.329398     21.597591   \n",
       "964           it Serie A         8.813199        33.727031     21.366491   \n",
       "966   eng Premier League        11.468723        30.077308     16.421744   \n",
       "972           it Serie A        10.286541        27.570084     12.889473   \n",
       "989           es La Liga        10.640845        27.546833     12.861433   \n",
       "996           fr Ligue 1         9.195567        30.375655     16.680739   \n",
       "998        de Bundesliga        10.553146        36.169394     22.438481   \n",
       "1009          es La Liga        12.780699        35.615999     21.997811   \n",
       "1018          it Serie A         9.581442        32.408968     11.100376   \n",
       "1023  eng Premier League        11.837058        33.354624     21.001880   \n",
       "1026          it Serie A         9.493743        32.437375     15.845370   \n",
       "1050          it Serie A         8.595706        32.495271     19.977805   \n",
       "1060       de Bundesliga         7.504731        26.024586     12.377301   \n",
       "1064          it Serie A        11.240706        27.316420     15.024245   \n",
       "1066          es La Liga        10.269002        32.397151     18.857826   \n",
       "1069       de Bundesliga         7.252158        33.186823     15.784682   \n",
       "1073          it Serie A         7.946734        33.894229     19.313603   \n",
       "1083          fr Ligue 1        10.433876        30.723854     18.380165   \n",
       "1084          es La Liga        11.184578        30.498439     16.088945   \n",
       "1100          fr Ligue 1         8.034433        32.994356     18.361825   \n",
       "1107  eng Premier League         9.872602        32.808280     16.143168   \n",
       "1110          es La Liga         8.174751        30.444883     13.174307   \n",
       "1116          it Serie A         8.553610        32.181754     16.153793   \n",
       "1126          it Serie A         8.960533        40.239499     20.988293   \n",
       "1139          it Serie A         8.686913        33.862896     15.064578   \n",
       "1155       de Bundesliga         9.795427        32.250547     14.527884   \n",
       "1162          it Serie A         8.729008        36.782223     20.701646   \n",
       "1172          es La Liga         9.486727        30.497559     15.947160   \n",
       "1197          it Serie A         8.693929        33.741738     16.321652   \n",
       "1206          fr Ligue 1         7.820447        34.612281     19.486049   \n",
       "1209       de Bundesliga         7.297762        43.400517     21.099373   \n",
       "1217       de Bundesliga         8.451880        38.544432     18.049350   \n",
       "1227  eng Premier League        10.209366        41.649420     22.048188   \n",
       "1231          fr Ligue 1         9.311329        21.650164     12.197752   \n",
       "1260          es La Liga         8.848279        29.047529     12.351265   \n",
       "1266          it Serie A         8.493975        41.544495     21.656152   \n",
       "1325  eng Premier League         7.315302        40.705942     17.097179   \n",
       "1331          it Serie A         7.027649        36.053557     20.066743   \n",
       "1354  eng Premier League         7.729240        29.062900     12.566112   \n",
       "1362          it Serie A         8.462404        46.991569     26.877978   \n",
       "1389  eng Premier League         7.280222        30.336154     15.133021   \n",
       "1401          it Serie A         7.578398        38.580102     17.736757   \n",
       "1405          es La Liga         8.013385        37.826372     18.646555   \n",
       "1458       de Bundesliga         8.020401        33.708648     15.444934   \n",
       "1491  eng Premier League         7.585414        35.491352     17.510948   \n",
       "1514          it Serie A         7.820447        35.835666     16.337328   \n",
       "1518       de Bundesliga         7.111840        37.563185     22.263007   \n",
       "1557       de Bundesliga         8.037941        38.947397     21.013979   \n",
       "1565       de Bundesliga         7.529287        40.228413     18.415329   \n",
       "1618  eng Premier League         7.318809        41.950024     22.517486   \n",
       "1648          fr Ligue 1         7.350381        32.037448     19.681073   \n",
       "1653  eng Premier League         7.546827        34.285118     16.030670   \n",
       "1673       de Bundesliga         6.999585        29.800904     16.884119   \n",
       "1769          es La Liga         7.273206        42.049392     25.763505   \n",
       "\n",
       "      Front Foot (5%)  Ball Carrying (15%)  Ball Playing (15%)  \\\n",
       "0            4.096634            19.542222           17.523441   \n",
       "14           3.271340            16.846090           15.683327   \n",
       "18           4.299779            16.703804           15.763503   \n",
       "20           3.946737            21.700776           16.848904   \n",
       "24           5.232577            19.729988           20.555729   \n",
       "25           4.592747            19.341411           18.880905   \n",
       "30           3.466560            14.086131           13.091757   \n",
       "31           3.579735            13.985972           12.571144   \n",
       "35           3.430595            13.535603           13.490352   \n",
       "39           3.587328            16.982721           15.563235   \n",
       "43           3.466105            13.896387           12.135661   \n",
       "44           3.681472            13.263461           13.137054   \n",
       "47           3.518381            14.049861           13.295942   \n",
       "53           3.231593            12.929163           14.872614   \n",
       "58           4.693285            17.068106           17.067667   \n",
       "60           3.544714            15.904865           12.505276   \n",
       "61           3.628726            13.693620           13.004264   \n",
       "62           4.974879            20.204177           22.279606   \n",
       "64           4.684021            18.376047           19.860577   \n",
       "68           3.238139            19.181368           18.004611   \n",
       "73           3.735318            13.494624           13.243570   \n",
       "75           3.822280            15.915563           13.039665   \n",
       "77           3.795639            13.100037           13.032799   \n",
       "80           3.339784            17.092462           15.040239   \n",
       "87           4.142805            14.858010           11.224935   \n",
       "89           4.657726            16.141220           16.962895   \n",
       "93           3.864365            12.452584           10.714605   \n",
       "94           4.610146            13.163875           12.857885   \n",
       "95           4.162750            18.642950           20.289471   \n",
       "96           4.018093            12.888439           11.581759   \n",
       "100          4.374772            18.824901           18.736696   \n",
       "102          4.369614            14.739520           13.834983   \n",
       "105          4.434074            14.985923           14.142541   \n",
       "106          3.462523            14.250578           13.714672   \n",
       "107          4.122689            15.392975           15.009886   \n",
       "108          4.367871            14.627451           15.751006   \n",
       "115          4.330517            14.133492           13.938231   \n",
       "119          4.718894            11.950488           11.884750   \n",
       "121          4.056626            13.105808           11.346136   \n",
       "122          4.200921            14.187271           17.130047   \n",
       "124          3.132023            13.376509           12.702525   \n",
       "125          4.043771            16.250626           13.852010   \n",
       "127          4.386967            14.063059           15.359827   \n",
       "156          3.655985            12.378391           11.862545   \n",
       "159          4.473484            15.670643           17.384120   \n",
       "166          3.253493            10.518959           11.536535   \n",
       "170          4.462757            13.775680           15.226593   \n",
       "175          3.874064            14.170459           17.545926   \n",
       "182          3.826233            12.990062           11.877846   \n",
       "184          3.539288            13.691045           12.019610   \n",
       "185          4.558038            15.670891           18.134471   \n",
       "196          4.314026            14.062256           12.318633   \n",
       "197          3.918409            12.538233           13.026307   \n",
       "215          3.823547            14.533584           13.453087   \n",
       "220          4.164740            14.053441           14.440202   \n",
       "223          4.512106            16.225454           13.291590   \n",
       "226          3.297669            11.390601           10.636223   \n",
       "236          4.148045            13.960636           14.400285   \n",
       "240          3.900427            15.013535           14.742907   \n",
       "244          4.583265            12.327730           16.149345   \n",
       "254          4.059844            15.915557           17.984241   \n",
       "256          3.580602            12.308260           11.333519   \n",
       "259          4.560271            14.758192           14.124348   \n",
       "260          4.579034            12.592597           16.119535   \n",
       "268          5.328428            11.002032           10.635605   \n",
       "273          3.567034            10.009396           11.184073   \n",
       "285          4.100308            15.491279           17.185164   \n",
       "294          4.501243            11.821678           12.494273   \n",
       "295          4.679439            14.567748           12.309349   \n",
       "303          4.886599            16.718658           16.345935   \n",
       "306          4.952963            14.423304           15.533270   \n",
       "307          4.269358            13.626068           12.127502   \n",
       "311          4.098120            15.470264           16.636253   \n",
       "320          5.446110            15.741264           13.228069   \n",
       "323          4.907179            11.520100           10.340645   \n",
       "325          3.274789            12.084950           10.848701   \n",
       "341          5.075000            13.712856           13.225559   \n",
       "365          5.324431            11.503198           13.313083   \n",
       "375          3.721145            11.046502           13.096615   \n",
       "379          3.774123            12.007840           12.415188   \n",
       "385          5.473952            13.188416           13.303136   \n",
       "396          3.770139            11.555260           13.255613   \n",
       "399          4.756569            18.775452           15.060016   \n",
       "406          4.211084            13.946986           14.964261   \n",
       "415          4.304308             9.684306            9.487634   \n",
       "418          4.974252            16.512417           15.852662   \n",
       "419          5.467242            17.720149           14.435930   \n",
       "427          4.611683            12.472368           12.103190   \n",
       "445          4.512062            12.991078           12.054413   \n",
       "452          4.615017            16.683720           14.734986   \n",
       "460          4.728785            13.035082           13.017418   \n",
       "467          4.073558            11.778920           11.331249   \n",
       "489          5.359793            11.490573           14.181491   \n",
       "491          4.641085            10.719144            9.898477   \n",
       "493          4.239445            17.903479           17.147010   \n",
       "502          3.640767            10.065776           10.224729   \n",
       "504          5.141156            16.710560           19.852708   \n",
       "525          4.708857            12.099800           12.678109   \n",
       "533          4.241931            10.353086           11.868419   \n",
       "544          4.417726            11.913831           16.117460   \n",
       "566          4.371856            14.973144           15.890046   \n",
       "573          4.479934            12.256256           14.868803   \n",
       "582          5.471192            11.540118           15.033220   \n",
       "598          3.810521             9.521136            9.292547   \n",
       "604          3.527675            10.158820            9.468765   \n",
       "610          4.437315            13.273751           13.282203   \n",
       "612          3.152019            10.772730            9.855120   \n",
       "614          4.429206            11.276147           11.666991   \n",
       "619          5.690145            13.847462           14.739260   \n",
       "622          5.208792            11.715333           12.192596   \n",
       "627          4.833949            14.553405           12.655251   \n",
       "630          5.098715            12.415621           11.529241   \n",
       "637          3.864979            12.719905           13.007442   \n",
       "638          4.345827            13.180952           13.352606   \n",
       "642          3.544316            10.067548           10.535768   \n",
       "648          4.686887            15.790944           15.248704   \n",
       "663          4.383020            13.823148           14.791316   \n",
       "673          3.993928            11.153679           10.708528   \n",
       "689          4.007950            14.873445           16.903859   \n",
       "693          4.906325            12.412027           11.366069   \n",
       "710          4.644321            20.162675           15.020448   \n",
       "719          5.202229            13.626837           13.924718   \n",
       "722          4.393142            15.865445           14.635659   \n",
       "752          4.949218            16.049572           12.886833   \n",
       "753          3.535382             9.605625           10.967448   \n",
       "762          6.494039            24.638687           22.464947   \n",
       "783          3.663191            12.010053           13.586607   \n",
       "785          4.683575             9.982383            9.170085   \n",
       "787          4.660334            14.726727           17.501073   \n",
       "811          5.449278             9.870867            9.366811   \n",
       "813          4.299900            11.234573           10.050548   \n",
       "816          4.259092            12.347235           10.506189   \n",
       "817          4.217519            11.325274           10.705983   \n",
       "824          3.652020            12.892418           15.753565   \n",
       "827          5.312960            12.568103           12.384291   \n",
       "846          4.664815            12.276874           12.565730   \n",
       "879          5.936294            15.871025           17.577118   \n",
       "886          4.136037            14.804313           16.976386   \n",
       "889          3.673546            17.380911           13.789754   \n",
       "930          4.106609            13.876729           14.334974   \n",
       "937          5.821752            20.012184           19.117025   \n",
       "964          4.229688            13.513178           14.304754   \n",
       "966          4.442894            12.005027           12.224582   \n",
       "972          5.066554            12.405383           11.272290   \n",
       "989          3.718288             9.460091            9.631553   \n",
       "996          4.746650            12.698829           10.808441   \n",
       "998          4.642010            11.221910           10.603965   \n",
       "1009         4.230891            11.675954           13.458222   \n",
       "1018         4.765763            12.376448           11.853666   \n",
       "1023         4.003468             9.705001           10.645970   \n",
       "1026         5.029320            12.438920           15.504574   \n",
       "1050         4.998402            13.920557           14.606069   \n",
       "1060         5.868517            14.165446           19.430042   \n",
       "1064         5.471208             9.537635           10.622435   \n",
       "1066         3.751167            10.124534           11.289637   \n",
       "1069         6.308213            14.947683           12.007578   \n",
       "1073         6.053579            12.788080           11.042732   \n",
       "1083         4.734613            10.194522           10.425763   \n",
       "1084         4.450333            11.019335           11.934016   \n",
       "1100         6.123841            15.406241           11.738479   \n",
       "1107         5.159055             9.886927           12.141029   \n",
       "1110         5.247619            12.297243           12.151674   \n",
       "1116         5.481804            14.888225           12.582280   \n",
       "1126         4.759080            11.713106           10.183220   \n",
       "1139         4.835119            13.481383           13.033460   \n",
       "1155         4.460860             9.676336            9.872383   \n",
       "1162         4.174271            10.659464           11.016302   \n",
       "1172         3.964905            10.327746           11.526537   \n",
       "1197         4.910963             9.551871           10.839899   \n",
       "1206         6.478290            13.259905           13.458639   \n",
       "1209         6.276848            15.493244           16.633145   \n",
       "1217         4.709653            11.728402           12.982012   \n",
       "1227         3.900314            10.458903           12.551625   \n",
       "1231         4.707981            16.840310           13.217451   \n",
       "1260         4.823804            11.631615           10.992529   \n",
       "1266         5.121135            12.380122           11.739631   \n",
       "1325         4.235484            11.283095           10.336805   \n",
       "1331         5.909271            13.667563           19.265420   \n",
       "1354         4.817995            11.432247           10.044518   \n",
       "1362         4.224490            11.346076           12.575785   \n",
       "1389         5.176276            12.761651           11.877560   \n",
       "1401         5.538200            12.859797           13.495585   \n",
       "1405         5.072564            10.380656           11.298366   \n",
       "1458         5.620179            13.703138           13.629569   \n",
       "1491         5.415056            11.287634           10.626094   \n",
       "1514         4.745372            12.138514           10.847832   \n",
       "1518         5.998028            11.920613           13.893504   \n",
       "1557         4.583755            10.517192           13.240122   \n",
       "1565         5.465007            12.512782           14.686474   \n",
       "1618         5.223504             9.673101            9.923798   \n",
       "1648         5.200998            10.019660            9.447145   \n",
       "1653         5.775505            10.776942           11.582455   \n",
       "1673         5.593371            11.297267           13.158769   \n",
       "1769         5.561516             8.534530            9.446319   \n",
       "\n",
       "      Ball Retention (10%)  Attacking Threat (2.5%)   CB_Rating  \n",
       "0                 6.341975                 1.911552  108.020977  \n",
       "14                7.026986                 1.608715  105.383304  \n",
       "18                6.288524                 2.084421  105.024337  \n",
       "20                7.161702                 2.309457  108.356896  \n",
       "24                7.328192                 1.809261  118.816797  \n",
       "25                6.818244                 1.787078  101.689531  \n",
       "30                6.209951                 1.943363  100.994358  \n",
       "31                6.399427                 2.208200   96.969160  \n",
       "35                6.694817                 2.201796  108.988781  \n",
       "39                6.657644                 2.081727  110.868036  \n",
       "43                6.180854                 1.843785  112.605008  \n",
       "44                6.485420                 2.067530  114.609178  \n",
       "47                6.714624                 1.457000  101.822812  \n",
       "53                6.385955                 1.695190  103.117059  \n",
       "58                7.247872                 2.097063  109.865924  \n",
       "60                6.368592                 2.359393  101.165924  \n",
       "61                6.420798                 2.408475  108.343237  \n",
       "62                7.558836                 1.540685  116.294439  \n",
       "64                6.841540                 2.460039  115.402798  \n",
       "68                6.488391                 2.456209  111.424470  \n",
       "73                6.532724                 1.829866  110.308329  \n",
       "75                6.463605                 2.173931  105.208343  \n",
       "77                6.973087                 1.385443   96.633895  \n",
       "80                7.649963                 2.090786  104.348936  \n",
       "87                6.566369                 1.814754  106.543675  \n",
       "89                7.134390                 1.678426  106.928558  \n",
       "93                7.093725                 1.969216  104.489092  \n",
       "94                6.413137                 2.355787  114.223491  \n",
       "95                8.005998                 2.223577  119.037181  \n",
       "96                6.790443                 1.766829  107.251996  \n",
       "100               7.689267                 1.460303  103.250050  \n",
       "102               7.331462                 1.538892  100.691229  \n",
       "105               6.711572                 2.168148  106.161401  \n",
       "106               6.421569                 1.699529   99.566109  \n",
       "107               6.657106                 2.116367  109.815547  \n",
       "108               6.448410                 2.225298  105.596507  \n",
       "115               7.517130                 1.874443  101.964461  \n",
       "119               6.652956                 1.958232   93.867152  \n",
       "121               6.727030                 2.152877  108.439143  \n",
       "122               6.925842                 1.628915  104.306705  \n",
       "124               6.458779                 2.196297  104.061541  \n",
       "125               7.216454                 2.132918  111.306364  \n",
       "127               6.513724                 2.579430  123.127045  \n",
       "156               6.179307                 1.977821   95.631140  \n",
       "159               6.443620                 3.049170  125.416481  \n",
       "166               6.149861                 1.987267  106.097576  \n",
       "170               6.131913                 2.088765  115.992518  \n",
       "175               6.596303                 2.024769  108.482381  \n",
       "182               6.109579                 1.281095   89.020950  \n",
       "184               7.492279                 1.273232   92.531928  \n",
       "185               6.097696                 1.920797   97.702718  \n",
       "196               7.083545                 1.863075   85.257217  \n",
       "197               7.225174                 2.017910  105.484574  \n",
       "215               6.624035                 1.758450  106.239469  \n",
       "220               6.604786                 1.439677  102.744022  \n",
       "223               7.969325                 1.691911  103.752733  \n",
       "226               6.173301                 2.056616   90.047379  \n",
       "236               6.741857                 1.953135  112.316450  \n",
       "240               6.827858                 2.033632   92.494822  \n",
       "244               6.503980                 2.006909  103.517960  \n",
       "254               6.803427                 1.484633  105.171787  \n",
       "256               6.340264                 2.221608  101.775607  \n",
       "259               7.493044                 1.973989  109.661506  \n",
       "260               7.937538                 2.163928  115.473308  \n",
       "268               6.396376                 2.830339  112.569164  \n",
       "273               6.580709                 2.244442  107.359302  \n",
       "285               8.909534                 1.532960  115.510161  \n",
       "294               7.025124                 1.683860   98.267570  \n",
       "295               8.996904                 2.091743   99.002950  \n",
       "303               8.987556                 1.949681  105.603209  \n",
       "306               7.053046                 1.919511   97.730493  \n",
       "307               6.431421                 1.880354   91.241195  \n",
       "311               7.775186                 2.512253  108.106070  \n",
       "320               7.828130                 1.768431  106.230526  \n",
       "323               6.102945                 1.941153   95.880119  \n",
       "325               6.199259                 1.377735   96.633550  \n",
       "341               7.076190                 2.309572  102.518621  \n",
       "365               7.446744                 1.904198   98.178401  \n",
       "375               6.816295                 1.867915  100.563194  \n",
       "379               6.628863                 1.817212  105.358449  \n",
       "385               8.020724                 2.020771  115.000946  \n",
       "396               6.830481                 1.501192  110.307854  \n",
       "399               9.146225                 2.459191  115.936724  \n",
       "406               7.034724                 1.927435  101.287418  \n",
       "415               7.445881                 2.094371   99.746938  \n",
       "418               7.547831                 1.695367  105.883934  \n",
       "419               7.859769                 1.809943  110.146398  \n",
       "427               6.627284                 1.578035  100.738619  \n",
       "445               7.890313                 1.405096   91.841885  \n",
       "452               8.391907                 2.553029  110.514597  \n",
       "460               6.586329                 1.702365  101.782586  \n",
       "467               6.695227                 1.874387   85.977846  \n",
       "489               7.038935                 2.135915  104.894362  \n",
       "491               6.572527                 2.121819  108.558182  \n",
       "493               8.648600                 2.123608  125.182932  \n",
       "502               6.464715                 2.190515  103.472563  \n",
       "504               8.874288                 1.645153  102.642433  \n",
       "525               7.270897                 1.333987   96.110070  \n",
       "533               6.761276                 1.746159  100.851051  \n",
       "544               6.859506                 1.456853   95.317286  \n",
       "566               7.895978                 1.993485  103.001804  \n",
       "573               9.048647                 2.106315  108.159332  \n",
       "582               7.593610                 1.634801  103.134149  \n",
       "598               6.603722                 2.178477   94.908994  \n",
       "604               6.841113                 2.107104   90.097936  \n",
       "610               7.375291                 1.883177   89.732817  \n",
       "612               7.447427                 1.743249   96.108896  \n",
       "614               7.370437                 1.746694  105.374086  \n",
       "619               9.328075                 2.377509  122.115672  \n",
       "622               6.663108                 1.965515   97.887493  \n",
       "627               9.134561                 1.815725   89.507644  \n",
       "630               8.442855                 1.781848   94.867435  \n",
       "637               7.529174                 1.714759   98.147290  \n",
       "638               7.702986                 1.613594  105.854305  \n",
       "642               7.567705                 2.083011   91.767306  \n",
       "648              11.440162                 1.593677  128.848805  \n",
       "663               6.880455                 1.633413   98.862668  \n",
       "673               7.507273                 2.235381   81.815682  \n",
       "689               9.418207                 1.504744   99.665341  \n",
       "693               7.542203                 1.877672   97.112834  \n",
       "710              11.868488                 2.318636  128.982969  \n",
       "719               9.556505                 1.522011   94.267213  \n",
       "722               9.302797                 1.850969  101.837365  \n",
       "752              11.779167                 1.377155  103.534410  \n",
       "753               6.209650                 1.785986   97.969826  \n",
       "762              12.846648                 1.480232  120.693224  \n",
       "783               6.984696                 1.752046   90.558121  \n",
       "785               8.026687                 1.592052   98.467605  \n",
       "787               8.142356                 2.522420   94.384920  \n",
       "811               7.683529                 2.739242  112.016795  \n",
       "813               7.762762                 1.704859   89.456572  \n",
       "816               7.885204                 1.815380   82.063893  \n",
       "817              11.529459                 2.467243   90.774080  \n",
       "824               6.825698                 1.800126   87.497525  \n",
       "827              10.594634                 1.884036   98.007249  \n",
       "846               8.458565                 1.798838  101.547663  \n",
       "879              11.793413                 1.656232   99.328783  \n",
       "886              11.239402                 1.633089  119.600606  \n",
       "889              11.510346                 1.803837  110.732372  \n",
       "930               7.018935                 1.958235  103.156392  \n",
       "937              12.064824                 1.665741  115.036071  \n",
       "964               9.493237                 1.572920  107.020499  \n",
       "966               7.077249                 2.145981   95.863508  \n",
       "972               7.821229                 2.115846   89.427399  \n",
       "989               7.831395                 1.422635   83.113073  \n",
       "996               9.049895                 2.076239   95.632015  \n",
       "998               7.637691                 1.783874  105.050471  \n",
       "1009              6.420594                 1.882930  108.063100  \n",
       "1018              8.612624                 1.560155   92.259443  \n",
       "1023              6.820762                 1.757564   99.126327  \n",
       "1026              8.078997                 2.545275  101.373573  \n",
       "1050              9.599287                 1.953538  106.146634  \n",
       "1060             11.587014                 1.766586   98.724224  \n",
       "1064              7.309197                 1.678017   88.199864  \n",
       "1066              7.835548                 1.719760   96.244625  \n",
       "1069             12.637670                 1.165650  103.290458  \n",
       "1073             10.846333                 2.076032  103.961322  \n",
       "1083              7.917331                 1.502775   94.312898  \n",
       "1084              7.320262                 1.715356   94.211263  \n",
       "1100             10.763402                 2.252968  105.675545  \n",
       "1107              8.049806                 1.951562   96.012429  \n",
       "1110             10.310201                 1.299270   93.099949  \n",
       "1116              9.869213                 1.870217  101.580895  \n",
       "1126              9.287396                 1.877053  108.008181  \n",
       "1139              9.659847                 2.062289  100.686485  \n",
       "1155              8.107428                 1.500726   90.191591  \n",
       "1162              9.456716                 1.422661  102.942292  \n",
       "1172              8.306229                 1.716880   91.773744  \n",
       "1197              9.448760                 1.585713   95.094525  \n",
       "1206             10.841643                 1.698817  107.656072  \n",
       "1209             12.000770                 2.886563  125.088221  \n",
       "1217              9.359762                 2.599315  106.424804  \n",
       "1227              7.589830                 2.651434  111.059080  \n",
       "1231              8.172951                 3.108631   89.206569  \n",
       "1260              8.949569                 1.503643   88.148233  \n",
       "1266              9.527609                 1.832158  112.295279  \n",
       "1325             12.294315                 1.713300  104.981422  \n",
       "1331             12.589352                 4.145224  118.724778  \n",
       "1354             11.082595                 1.435478   88.171085  \n",
       "1362              9.238683                 1.800850  121.517834  \n",
       "1389             11.638209                 1.547398   95.750491  \n",
       "1401             10.915616                 1.824803  108.529258  \n",
       "1405             10.540153                 1.583840  103.361891  \n",
       "1458              9.293727                 1.991916  101.412511  \n",
       "1491             11.077482                 1.569556  100.563536  \n",
       "1514             10.594680                 1.773131  100.092970  \n",
       "1518             12.202213                 1.420961  112.373351  \n",
       "1557              9.841686                 2.130352  108.312424  \n",
       "1565             10.413659                 1.759746  111.010697  \n",
       "1618             11.875790                 2.017445  110.499957  \n",
       "1648             11.930146                 1.404903   97.071754  \n",
       "1653             10.999401                 1.695802   98.692719  \n",
       "1673             12.275611                 1.578228   97.587854  \n",
       "1769             11.716991                 2.026379  112.371838  "
      ]
     },
     "execution_count": 322,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 323,
   "id": "a9ba6f3e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Squad</th>\n",
       "      <th>Main Position</th>\n",
       "      <th>Comp</th>\n",
       "      <th>Minutes (12.5%)</th>\n",
       "      <th>Defending (20%)</th>\n",
       "      <th>Aerial (20%)</th>\n",
       "      <th>Front Foot (5%)</th>\n",
       "      <th>Ball Carrying (15%)</th>\n",
       "      <th>Ball Playing (15%)</th>\n",
       "      <th>Ball Retention (10%)</th>\n",
       "      <th>Attacking Threat (2.5%)</th>\n",
       "      <th>CB_Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>710</th>\n",
       "      <td>Nathan Aké</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>7.59</td>\n",
       "      <td>40.39</td>\n",
       "      <td>26.99</td>\n",
       "      <td>4.64</td>\n",
       "      <td>20.16</td>\n",
       "      <td>15.02</td>\n",
       "      <td>11.87</td>\n",
       "      <td>2.32</td>\n",
       "      <td>128.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>648</th>\n",
       "      <td>Dan-Axel Zagadou</td>\n",
       "      <td>Dortmund</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>7.69</td>\n",
       "      <td>46.01</td>\n",
       "      <td>26.38</td>\n",
       "      <td>4.69</td>\n",
       "      <td>15.79</td>\n",
       "      <td>15.25</td>\n",
       "      <td>11.44</td>\n",
       "      <td>1.59</td>\n",
       "      <td>128.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Nico Schlotterbeck</td>\n",
       "      <td>Freiburg</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>14.12</td>\n",
       "      <td>40.00</td>\n",
       "      <td>24.28</td>\n",
       "      <td>4.47</td>\n",
       "      <td>15.67</td>\n",
       "      <td>17.38</td>\n",
       "      <td>6.44</td>\n",
       "      <td>3.05</td>\n",
       "      <td>125.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>Adam Webster</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>9.38</td>\n",
       "      <td>40.30</td>\n",
       "      <td>25.44</td>\n",
       "      <td>4.24</td>\n",
       "      <td>17.90</td>\n",
       "      <td>17.15</td>\n",
       "      <td>8.65</td>\n",
       "      <td>2.12</td>\n",
       "      <td>125.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1209</th>\n",
       "      <td>Marc-Oliver Kempf</td>\n",
       "      <td>Stuttgart</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>7.30</td>\n",
       "      <td>43.40</td>\n",
       "      <td>21.10</td>\n",
       "      <td>6.28</td>\n",
       "      <td>15.49</td>\n",
       "      <td>16.63</td>\n",
       "      <td>12.00</td>\n",
       "      <td>2.89</td>\n",
       "      <td>125.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Konstantinos Mavropanos</td>\n",
       "      <td>Stuttgart</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>13.84</td>\n",
       "      <td>39.94</td>\n",
       "      <td>26.45</td>\n",
       "      <td>4.39</td>\n",
       "      <td>14.06</td>\n",
       "      <td>15.36</td>\n",
       "      <td>6.51</td>\n",
       "      <td>2.58</td>\n",
       "      <td>123.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>619</th>\n",
       "      <td>Chris Richards</td>\n",
       "      <td>Hoffenheim</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>8.93</td>\n",
       "      <td>44.61</td>\n",
       "      <td>22.60</td>\n",
       "      <td>5.69</td>\n",
       "      <td>13.85</td>\n",
       "      <td>14.74</td>\n",
       "      <td>9.33</td>\n",
       "      <td>2.38</td>\n",
       "      <td>122.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1362</th>\n",
       "      <td>Leo Skiri Østigård</td>\n",
       "      <td>Genoa</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>8.46</td>\n",
       "      <td>46.99</td>\n",
       "      <td>26.88</td>\n",
       "      <td>4.22</td>\n",
       "      <td>11.35</td>\n",
       "      <td>12.58</td>\n",
       "      <td>9.24</td>\n",
       "      <td>1.80</td>\n",
       "      <td>121.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>Clément Lenglet</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>7.25</td>\n",
       "      <td>33.43</td>\n",
       "      <td>12.09</td>\n",
       "      <td>6.49</td>\n",
       "      <td>24.64</td>\n",
       "      <td>22.46</td>\n",
       "      <td>12.85</td>\n",
       "      <td>1.48</td>\n",
       "      <td>120.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>Ibrahima Konaté</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>7.82</td>\n",
       "      <td>40.10</td>\n",
       "      <td>22.89</td>\n",
       "      <td>4.14</td>\n",
       "      <td>14.80</td>\n",
       "      <td>16.98</td>\n",
       "      <td>11.24</td>\n",
       "      <td>1.63</td>\n",
       "      <td>119.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Niklas Süle</td>\n",
       "      <td>Bayern Munich</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>10.80</td>\n",
       "      <td>33.23</td>\n",
       "      <td>21.69</td>\n",
       "      <td>4.16</td>\n",
       "      <td>18.64</td>\n",
       "      <td>20.29</td>\n",
       "      <td>8.01</td>\n",
       "      <td>2.22</td>\n",
       "      <td>119.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Dayot Upamecano</td>\n",
       "      <td>Bayern Munich</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>12.11</td>\n",
       "      <td>34.26</td>\n",
       "      <td>17.80</td>\n",
       "      <td>5.23</td>\n",
       "      <td>19.73</td>\n",
       "      <td>20.56</td>\n",
       "      <td>7.33</td>\n",
       "      <td>1.81</td>\n",
       "      <td>118.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1331</th>\n",
       "      <td>Giorgio Scalvini</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>7.03</td>\n",
       "      <td>36.05</td>\n",
       "      <td>20.07</td>\n",
       "      <td>5.91</td>\n",
       "      <td>13.67</td>\n",
       "      <td>19.27</td>\n",
       "      <td>12.59</td>\n",
       "      <td>4.15</td>\n",
       "      <td>118.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Lucas Hernández</td>\n",
       "      <td>Bayern Munich</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>11.47</td>\n",
       "      <td>29.53</td>\n",
       "      <td>18.73</td>\n",
       "      <td>4.97</td>\n",
       "      <td>20.20</td>\n",
       "      <td>22.28</td>\n",
       "      <td>7.56</td>\n",
       "      <td>1.54</td>\n",
       "      <td>116.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Mohammed Salisu</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>14.78</td>\n",
       "      <td>37.81</td>\n",
       "      <td>21.72</td>\n",
       "      <td>4.46</td>\n",
       "      <td>13.78</td>\n",
       "      <td>15.23</td>\n",
       "      <td>6.13</td>\n",
       "      <td>2.09</td>\n",
       "      <td>115.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>Lucas Martínez Quarta</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>9.37</td>\n",
       "      <td>35.85</td>\n",
       "      <td>20.52</td>\n",
       "      <td>4.76</td>\n",
       "      <td>18.78</td>\n",
       "      <td>15.06</td>\n",
       "      <td>9.15</td>\n",
       "      <td>2.46</td>\n",
       "      <td>115.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>Andreas Christensen</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>9.60</td>\n",
       "      <td>39.10</td>\n",
       "      <td>19.59</td>\n",
       "      <td>4.10</td>\n",
       "      <td>15.49</td>\n",
       "      <td>17.19</td>\n",
       "      <td>8.91</td>\n",
       "      <td>1.53</td>\n",
       "      <td>115.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Benoît Badiashile</td>\n",
       "      <td>Monaco</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>10.80</td>\n",
       "      <td>36.72</td>\n",
       "      <td>24.56</td>\n",
       "      <td>4.58</td>\n",
       "      <td>12.59</td>\n",
       "      <td>16.12</td>\n",
       "      <td>7.94</td>\n",
       "      <td>2.16</td>\n",
       "      <td>115.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Joško Gvardiol</td>\n",
       "      <td>RB Leipzig</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>12.80</td>\n",
       "      <td>32.19</td>\n",
       "      <td>18.19</td>\n",
       "      <td>4.68</td>\n",
       "      <td>18.38</td>\n",
       "      <td>19.86</td>\n",
       "      <td>6.84</td>\n",
       "      <td>2.46</td>\n",
       "      <td>115.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>937</th>\n",
       "      <td>Abdou Diallo</td>\n",
       "      <td>Paris S-G</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>7.43</td>\n",
       "      <td>27.33</td>\n",
       "      <td>21.60</td>\n",
       "      <td>5.82</td>\n",
       "      <td>20.01</td>\n",
       "      <td>19.12</td>\n",
       "      <td>12.06</td>\n",
       "      <td>1.67</td>\n",
       "      <td>115.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>Timo Hübers</td>\n",
       "      <td>Köln</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>10.45</td>\n",
       "      <td>41.82</td>\n",
       "      <td>20.72</td>\n",
       "      <td>5.47</td>\n",
       "      <td>13.19</td>\n",
       "      <td>13.30</td>\n",
       "      <td>8.02</td>\n",
       "      <td>2.02</td>\n",
       "      <td>115.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Nikola Milenković</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>14.62</td>\n",
       "      <td>36.79</td>\n",
       "      <td>24.57</td>\n",
       "      <td>3.68</td>\n",
       "      <td>13.26</td>\n",
       "      <td>13.14</td>\n",
       "      <td>6.49</td>\n",
       "      <td>2.07</td>\n",
       "      <td>114.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Obite N'Dicka</td>\n",
       "      <td>Eint Frankfurt</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>14.37</td>\n",
       "      <td>39.14</td>\n",
       "      <td>21.31</td>\n",
       "      <td>4.61</td>\n",
       "      <td>13.16</td>\n",
       "      <td>12.86</td>\n",
       "      <td>6.41</td>\n",
       "      <td>2.36</td>\n",
       "      <td>114.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Robin Le Normand</td>\n",
       "      <td>Real Sociedad</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>16.03</td>\n",
       "      <td>35.60</td>\n",
       "      <td>23.45</td>\n",
       "      <td>3.47</td>\n",
       "      <td>13.90</td>\n",
       "      <td>12.14</td>\n",
       "      <td>6.18</td>\n",
       "      <td>1.84</td>\n",
       "      <td>112.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Gleison Bremer</td>\n",
       "      <td>Torino</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>14.49</td>\n",
       "      <td>43.10</td>\n",
       "      <td>18.79</td>\n",
       "      <td>5.33</td>\n",
       "      <td>11.00</td>\n",
       "      <td>10.64</td>\n",
       "      <td>6.40</td>\n",
       "      <td>2.83</td>\n",
       "      <td>112.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1769</th>\n",
       "      <td>Matt Miazga</td>\n",
       "      <td>Alavés</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>7.27</td>\n",
       "      <td>42.05</td>\n",
       "      <td>25.76</td>\n",
       "      <td>5.56</td>\n",
       "      <td>8.53</td>\n",
       "      <td>9.45</td>\n",
       "      <td>11.72</td>\n",
       "      <td>2.03</td>\n",
       "      <td>112.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1518</th>\n",
       "      <td>Ohis Felix Uduokhai</td>\n",
       "      <td>Augsburg</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>7.11</td>\n",
       "      <td>37.56</td>\n",
       "      <td>22.26</td>\n",
       "      <td>6.00</td>\n",
       "      <td>11.92</td>\n",
       "      <td>13.89</td>\n",
       "      <td>12.20</td>\n",
       "      <td>1.42</td>\n",
       "      <td>112.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Maxence Lacroix</td>\n",
       "      <td>Wolfsburg</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>13.09</td>\n",
       "      <td>37.50</td>\n",
       "      <td>20.53</td>\n",
       "      <td>4.15</td>\n",
       "      <td>13.96</td>\n",
       "      <td>14.40</td>\n",
       "      <td>6.74</td>\n",
       "      <td>1.95</td>\n",
       "      <td>112.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1266</th>\n",
       "      <td>Alessandro Buongiorno</td>\n",
       "      <td>Torino</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>8.49</td>\n",
       "      <td>41.54</td>\n",
       "      <td>21.66</td>\n",
       "      <td>5.12</td>\n",
       "      <td>12.38</td>\n",
       "      <td>11.74</td>\n",
       "      <td>9.53</td>\n",
       "      <td>1.83</td>\n",
       "      <td>112.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>Merih Demiral</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>11.08</td>\n",
       "      <td>41.49</td>\n",
       "      <td>24.34</td>\n",
       "      <td>5.45</td>\n",
       "      <td>9.87</td>\n",
       "      <td>9.37</td>\n",
       "      <td>7.68</td>\n",
       "      <td>2.74</td>\n",
       "      <td>112.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Pau Torres</td>\n",
       "      <td>Villarreal</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>14.37</td>\n",
       "      <td>29.39</td>\n",
       "      <td>18.30</td>\n",
       "      <td>3.24</td>\n",
       "      <td>19.18</td>\n",
       "      <td>18.00</td>\n",
       "      <td>6.49</td>\n",
       "      <td>2.46</td>\n",
       "      <td>111.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Ronald Araújo</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>12.32</td>\n",
       "      <td>33.49</td>\n",
       "      <td>22.00</td>\n",
       "      <td>4.04</td>\n",
       "      <td>16.25</td>\n",
       "      <td>13.85</td>\n",
       "      <td>7.22</td>\n",
       "      <td>2.13</td>\n",
       "      <td>111.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1227</th>\n",
       "      <td>Nathan Collins</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>10.21</td>\n",
       "      <td>41.65</td>\n",
       "      <td>22.05</td>\n",
       "      <td>3.90</td>\n",
       "      <td>10.46</td>\n",
       "      <td>12.55</td>\n",
       "      <td>7.59</td>\n",
       "      <td>2.65</td>\n",
       "      <td>111.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1565</th>\n",
       "      <td>Guilherme Ramos</td>\n",
       "      <td>Arminia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>7.53</td>\n",
       "      <td>40.23</td>\n",
       "      <td>18.42</td>\n",
       "      <td>5.47</td>\n",
       "      <td>12.51</td>\n",
       "      <td>14.69</td>\n",
       "      <td>10.41</td>\n",
       "      <td>1.76</td>\n",
       "      <td>111.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Jules Koundé</td>\n",
       "      <td>Sevilla</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>13.95</td>\n",
       "      <td>32.63</td>\n",
       "      <td>19.42</td>\n",
       "      <td>3.59</td>\n",
       "      <td>16.98</td>\n",
       "      <td>15.56</td>\n",
       "      <td>6.66</td>\n",
       "      <td>2.08</td>\n",
       "      <td>110.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>Loïc Bade</td>\n",
       "      <td>Rennes</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>7.81</td>\n",
       "      <td>34.77</td>\n",
       "      <td>19.99</td>\n",
       "      <td>3.67</td>\n",
       "      <td>17.38</td>\n",
       "      <td>13.79</td>\n",
       "      <td>11.51</td>\n",
       "      <td>1.80</td>\n",
       "      <td>110.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Davinson Sánchez</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>10.07</td>\n",
       "      <td>35.42</td>\n",
       "      <td>18.05</td>\n",
       "      <td>4.62</td>\n",
       "      <td>16.68</td>\n",
       "      <td>14.73</td>\n",
       "      <td>8.39</td>\n",
       "      <td>2.55</td>\n",
       "      <td>110.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1618</th>\n",
       "      <td>Yerry Mina</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>7.32</td>\n",
       "      <td>41.95</td>\n",
       "      <td>22.52</td>\n",
       "      <td>5.22</td>\n",
       "      <td>9.67</td>\n",
       "      <td>9.92</td>\n",
       "      <td>11.88</td>\n",
       "      <td>2.02</td>\n",
       "      <td>110.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Jonathan Tah</td>\n",
       "      <td>Leverkusen</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>14.45</td>\n",
       "      <td>34.39</td>\n",
       "      <td>22.63</td>\n",
       "      <td>3.74</td>\n",
       "      <td>13.49</td>\n",
       "      <td>13.24</td>\n",
       "      <td>6.53</td>\n",
       "      <td>1.83</td>\n",
       "      <td>110.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>Koray Günter</td>\n",
       "      <td>Hellas Verona</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>12.81</td>\n",
       "      <td>39.80</td>\n",
       "      <td>20.79</td>\n",
       "      <td>3.77</td>\n",
       "      <td>11.56</td>\n",
       "      <td>13.26</td>\n",
       "      <td>6.83</td>\n",
       "      <td>1.50</td>\n",
       "      <td>110.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>Piero Hincapié</td>\n",
       "      <td>Leverkusen</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>10.50</td>\n",
       "      <td>35.00</td>\n",
       "      <td>17.35</td>\n",
       "      <td>5.47</td>\n",
       "      <td>17.72</td>\n",
       "      <td>14.44</td>\n",
       "      <td>7.86</td>\n",
       "      <td>1.81</td>\n",
       "      <td>110.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Manuel Akanji</td>\n",
       "      <td>Dortmund</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>12.28</td>\n",
       "      <td>31.44</td>\n",
       "      <td>17.96</td>\n",
       "      <td>4.69</td>\n",
       "      <td>17.07</td>\n",
       "      <td>17.07</td>\n",
       "      <td>7.25</td>\n",
       "      <td>2.10</td>\n",
       "      <td>109.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Axel Disasi</td>\n",
       "      <td>Monaco</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.90</td>\n",
       "      <td>32.85</td>\n",
       "      <td>19.77</td>\n",
       "      <td>4.12</td>\n",
       "      <td>15.39</td>\n",
       "      <td>15.01</td>\n",
       "      <td>6.66</td>\n",
       "      <td>2.12</td>\n",
       "      <td>109.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>Mohamed Simakan</td>\n",
       "      <td>RB Leipzig</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>11.40</td>\n",
       "      <td>32.97</td>\n",
       "      <td>22.38</td>\n",
       "      <td>4.56</td>\n",
       "      <td>14.76</td>\n",
       "      <td>14.12</td>\n",
       "      <td>7.49</td>\n",
       "      <td>1.97</td>\n",
       "      <td>109.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Nayef Aguerd</td>\n",
       "      <td>Rennes</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.95</td>\n",
       "      <td>33.64</td>\n",
       "      <td>22.05</td>\n",
       "      <td>3.43</td>\n",
       "      <td>13.54</td>\n",
       "      <td>13.49</td>\n",
       "      <td>6.69</td>\n",
       "      <td>2.20</td>\n",
       "      <td>108.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>Boubakar Kouyaté</td>\n",
       "      <td>Metz</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.70</td>\n",
       "      <td>38.55</td>\n",
       "      <td>22.36</td>\n",
       "      <td>4.64</td>\n",
       "      <td>10.72</td>\n",
       "      <td>9.90</td>\n",
       "      <td>6.57</td>\n",
       "      <td>2.12</td>\n",
       "      <td>108.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1401</th>\n",
       "      <td>Bosko Sutalo</td>\n",
       "      <td>Hellas Verona</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>7.58</td>\n",
       "      <td>38.58</td>\n",
       "      <td>17.74</td>\n",
       "      <td>5.54</td>\n",
       "      <td>12.86</td>\n",
       "      <td>13.50</td>\n",
       "      <td>10.92</td>\n",
       "      <td>1.82</td>\n",
       "      <td>108.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Alexander Djiku</td>\n",
       "      <td>Strasbourg</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.80</td>\n",
       "      <td>29.79</td>\n",
       "      <td>20.68</td>\n",
       "      <td>3.87</td>\n",
       "      <td>14.17</td>\n",
       "      <td>17.55</td>\n",
       "      <td>6.60</td>\n",
       "      <td>2.02</td>\n",
       "      <td>108.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Matthijs de Ligt</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>13.73</td>\n",
       "      <td>35.71</td>\n",
       "      <td>21.61</td>\n",
       "      <td>4.06</td>\n",
       "      <td>13.11</td>\n",
       "      <td>11.35</td>\n",
       "      <td>6.73</td>\n",
       "      <td>2.15</td>\n",
       "      <td>108.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Rúben Dias</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>12.78</td>\n",
       "      <td>27.32</td>\n",
       "      <td>16.29</td>\n",
       "      <td>3.95</td>\n",
       "      <td>21.70</td>\n",
       "      <td>16.85</td>\n",
       "      <td>7.16</td>\n",
       "      <td>2.31</td>\n",
       "      <td>108.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Éder Militão</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>14.98</td>\n",
       "      <td>32.46</td>\n",
       "      <td>21.75</td>\n",
       "      <td>3.63</td>\n",
       "      <td>13.69</td>\n",
       "      <td>13.00</td>\n",
       "      <td>6.42</td>\n",
       "      <td>2.41</td>\n",
       "      <td>108.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1557</th>\n",
       "      <td>Marc-Oliver Kempf</td>\n",
       "      <td>Hertha BSC</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>8.04</td>\n",
       "      <td>38.95</td>\n",
       "      <td>21.01</td>\n",
       "      <td>4.58</td>\n",
       "      <td>10.52</td>\n",
       "      <td>13.24</td>\n",
       "      <td>9.84</td>\n",
       "      <td>2.13</td>\n",
       "      <td>108.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>Alessio Romagnoli</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>9.29</td>\n",
       "      <td>35.74</td>\n",
       "      <td>20.37</td>\n",
       "      <td>4.48</td>\n",
       "      <td>12.26</td>\n",
       "      <td>14.87</td>\n",
       "      <td>9.05</td>\n",
       "      <td>2.11</td>\n",
       "      <td>108.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>Mario Hermoso</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>10.89</td>\n",
       "      <td>30.13</td>\n",
       "      <td>20.59</td>\n",
       "      <td>4.10</td>\n",
       "      <td>15.47</td>\n",
       "      <td>16.64</td>\n",
       "      <td>7.78</td>\n",
       "      <td>2.51</td>\n",
       "      <td>108.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1009</th>\n",
       "      <td>Omar Alderete</td>\n",
       "      <td>Valencia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>12.78</td>\n",
       "      <td>35.62</td>\n",
       "      <td>22.00</td>\n",
       "      <td>4.23</td>\n",
       "      <td>11.68</td>\n",
       "      <td>13.46</td>\n",
       "      <td>6.42</td>\n",
       "      <td>1.88</td>\n",
       "      <td>108.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>William Saliba</td>\n",
       "      <td>Marseille</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>15.72</td>\n",
       "      <td>26.43</td>\n",
       "      <td>16.46</td>\n",
       "      <td>4.10</td>\n",
       "      <td>19.54</td>\n",
       "      <td>17.52</td>\n",
       "      <td>6.34</td>\n",
       "      <td>1.91</td>\n",
       "      <td>108.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1126</th>\n",
       "      <td>David Zima</td>\n",
       "      <td>Torino</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>8.96</td>\n",
       "      <td>40.24</td>\n",
       "      <td>20.99</td>\n",
       "      <td>4.76</td>\n",
       "      <td>11.71</td>\n",
       "      <td>10.18</td>\n",
       "      <td>9.29</td>\n",
       "      <td>1.88</td>\n",
       "      <td>108.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1206</th>\n",
       "      <td>Saidou Sow</td>\n",
       "      <td>Saint-Étienne</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>7.82</td>\n",
       "      <td>34.61</td>\n",
       "      <td>19.49</td>\n",
       "      <td>6.48</td>\n",
       "      <td>13.26</td>\n",
       "      <td>13.46</td>\n",
       "      <td>10.84</td>\n",
       "      <td>1.70</td>\n",
       "      <td>107.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>Jan Bednarek</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>13.57</td>\n",
       "      <td>39.03</td>\n",
       "      <td>21.17</td>\n",
       "      <td>3.57</td>\n",
       "      <td>10.01</td>\n",
       "      <td>11.18</td>\n",
       "      <td>6.58</td>\n",
       "      <td>2.24</td>\n",
       "      <td>107.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Çağlar Söyüncü</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>13.11</td>\n",
       "      <td>36.58</td>\n",
       "      <td>20.52</td>\n",
       "      <td>4.02</td>\n",
       "      <td>12.89</td>\n",
       "      <td>11.58</td>\n",
       "      <td>6.79</td>\n",
       "      <td>1.77</td>\n",
       "      <td>107.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>964</th>\n",
       "      <td>Ardian Ismajli</td>\n",
       "      <td>Empoli</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>8.81</td>\n",
       "      <td>33.73</td>\n",
       "      <td>21.37</td>\n",
       "      <td>4.23</td>\n",
       "      <td>13.51</td>\n",
       "      <td>14.30</td>\n",
       "      <td>9.49</td>\n",
       "      <td>1.57</td>\n",
       "      <td>107.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Alessandro Bastoni</td>\n",
       "      <td>Inter</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>12.46</td>\n",
       "      <td>29.77</td>\n",
       "      <td>18.13</td>\n",
       "      <td>4.66</td>\n",
       "      <td>16.14</td>\n",
       "      <td>16.96</td>\n",
       "      <td>7.13</td>\n",
       "      <td>1.68</td>\n",
       "      <td>106.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Kevin Danso</td>\n",
       "      <td>Lens</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>14.14</td>\n",
       "      <td>32.63</td>\n",
       "      <td>21.17</td>\n",
       "      <td>4.14</td>\n",
       "      <td>14.86</td>\n",
       "      <td>11.22</td>\n",
       "      <td>6.57</td>\n",
       "      <td>1.81</td>\n",
       "      <td>106.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1217</th>\n",
       "      <td>Marvin Friedrich</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>8.45</td>\n",
       "      <td>38.54</td>\n",
       "      <td>18.05</td>\n",
       "      <td>4.71</td>\n",
       "      <td>11.73</td>\n",
       "      <td>12.98</td>\n",
       "      <td>9.36</td>\n",
       "      <td>2.60</td>\n",
       "      <td>106.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>Max Kilman</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>13.78</td>\n",
       "      <td>32.34</td>\n",
       "      <td>19.93</td>\n",
       "      <td>3.82</td>\n",
       "      <td>14.53</td>\n",
       "      <td>13.45</td>\n",
       "      <td>6.62</td>\n",
       "      <td>1.76</td>\n",
       "      <td>106.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>Cristian Romero</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>10.82</td>\n",
       "      <td>33.48</td>\n",
       "      <td>17.92</td>\n",
       "      <td>5.45</td>\n",
       "      <td>15.74</td>\n",
       "      <td>13.23</td>\n",
       "      <td>7.83</td>\n",
       "      <td>1.77</td>\n",
       "      <td>106.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Waldemar Anton</td>\n",
       "      <td>Stuttgart</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>13.45</td>\n",
       "      <td>32.81</td>\n",
       "      <td>17.46</td>\n",
       "      <td>4.43</td>\n",
       "      <td>14.99</td>\n",
       "      <td>14.14</td>\n",
       "      <td>6.71</td>\n",
       "      <td>2.17</td>\n",
       "      <td>106.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>Kevin Bonifazi</td>\n",
       "      <td>Bologna</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>8.60</td>\n",
       "      <td>32.50</td>\n",
       "      <td>19.98</td>\n",
       "      <td>5.00</td>\n",
       "      <td>13.92</td>\n",
       "      <td>14.61</td>\n",
       "      <td>9.60</td>\n",
       "      <td>1.95</td>\n",
       "      <td>106.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Catena</td>\n",
       "      <td>Rayo Vallecano</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>15.72</td>\n",
       "      <td>34.59</td>\n",
       "      <td>22.35</td>\n",
       "      <td>3.25</td>\n",
       "      <td>10.52</td>\n",
       "      <td>11.54</td>\n",
       "      <td>6.15</td>\n",
       "      <td>1.99</td>\n",
       "      <td>106.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>Juan Foyth</td>\n",
       "      <td>Villarreal</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>11.10</td>\n",
       "      <td>28.69</td>\n",
       "      <td>19.51</td>\n",
       "      <td>4.97</td>\n",
       "      <td>16.51</td>\n",
       "      <td>15.85</td>\n",
       "      <td>7.55</td>\n",
       "      <td>1.70</td>\n",
       "      <td>105.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>638</th>\n",
       "      <td>Yeray Álvarez</td>\n",
       "      <td>Athletic Club</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>10.88</td>\n",
       "      <td>36.05</td>\n",
       "      <td>18.74</td>\n",
       "      <td>4.35</td>\n",
       "      <td>13.18</td>\n",
       "      <td>13.35</td>\n",
       "      <td>7.70</td>\n",
       "      <td>1.61</td>\n",
       "      <td>105.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1100</th>\n",
       "      <td>Christopher Wooh</td>\n",
       "      <td>Lens</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>8.03</td>\n",
       "      <td>32.99</td>\n",
       "      <td>18.36</td>\n",
       "      <td>6.12</td>\n",
       "      <td>15.41</td>\n",
       "      <td>11.74</td>\n",
       "      <td>10.76</td>\n",
       "      <td>2.25</td>\n",
       "      <td>105.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Gianluca Mancini</td>\n",
       "      <td>Roma</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>14.45</td>\n",
       "      <td>29.18</td>\n",
       "      <td>18.55</td>\n",
       "      <td>4.37</td>\n",
       "      <td>14.63</td>\n",
       "      <td>15.75</td>\n",
       "      <td>6.45</td>\n",
       "      <td>2.23</td>\n",
       "      <td>105.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Trevoh Chalobah</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>9.43</td>\n",
       "      <td>31.09</td>\n",
       "      <td>16.19</td>\n",
       "      <td>4.89</td>\n",
       "      <td>16.72</td>\n",
       "      <td>16.35</td>\n",
       "      <td>8.99</td>\n",
       "      <td>1.95</td>\n",
       "      <td>105.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Sven Botman</td>\n",
       "      <td>Lille</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>12.24</td>\n",
       "      <td>32.41</td>\n",
       "      <td>22.11</td>\n",
       "      <td>3.92</td>\n",
       "      <td>12.54</td>\n",
       "      <td>13.03</td>\n",
       "      <td>7.23</td>\n",
       "      <td>2.02</td>\n",
       "      <td>105.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Presnel Kimpembe</td>\n",
       "      <td>Paris S-G</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.39</td>\n",
       "      <td>27.84</td>\n",
       "      <td>19.72</td>\n",
       "      <td>3.27</td>\n",
       "      <td>16.85</td>\n",
       "      <td>15.68</td>\n",
       "      <td>7.03</td>\n",
       "      <td>1.61</td>\n",
       "      <td>105.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>Niklas Stark</td>\n",
       "      <td>Hertha BSC</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>11.48</td>\n",
       "      <td>35.99</td>\n",
       "      <td>21.42</td>\n",
       "      <td>4.43</td>\n",
       "      <td>11.28</td>\n",
       "      <td>11.67</td>\n",
       "      <td>7.37</td>\n",
       "      <td>1.75</td>\n",
       "      <td>105.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>Brendan Chardonnet</td>\n",
       "      <td>Brest</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.77</td>\n",
       "      <td>34.80</td>\n",
       "      <td>20.14</td>\n",
       "      <td>3.77</td>\n",
       "      <td>12.01</td>\n",
       "      <td>12.42</td>\n",
       "      <td>6.63</td>\n",
       "      <td>1.82</td>\n",
       "      <td>105.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Roger Ibanez</td>\n",
       "      <td>Roma</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>14.49</td>\n",
       "      <td>29.26</td>\n",
       "      <td>20.05</td>\n",
       "      <td>3.82</td>\n",
       "      <td>15.92</td>\n",
       "      <td>13.04</td>\n",
       "      <td>6.46</td>\n",
       "      <td>2.17</td>\n",
       "      <td>105.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>Lucas Perrin</td>\n",
       "      <td>Strasbourg</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.13</td>\n",
       "      <td>27.18</td>\n",
       "      <td>18.62</td>\n",
       "      <td>4.06</td>\n",
       "      <td>15.92</td>\n",
       "      <td>17.98</td>\n",
       "      <td>6.80</td>\n",
       "      <td>1.48</td>\n",
       "      <td>105.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>Armel Bella Kotchap</td>\n",
       "      <td>Bochum</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>10.55</td>\n",
       "      <td>36.17</td>\n",
       "      <td>22.44</td>\n",
       "      <td>4.64</td>\n",
       "      <td>11.22</td>\n",
       "      <td>10.60</td>\n",
       "      <td>7.64</td>\n",
       "      <td>1.78</td>\n",
       "      <td>105.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Jean-Clair Todibo</td>\n",
       "      <td>Nice</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>15.28</td>\n",
       "      <td>28.63</td>\n",
       "      <td>15.98</td>\n",
       "      <td>4.30</td>\n",
       "      <td>16.70</td>\n",
       "      <td>15.76</td>\n",
       "      <td>6.29</td>\n",
       "      <td>2.08</td>\n",
       "      <td>105.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1325</th>\n",
       "      <td>Rob Holding</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>7.32</td>\n",
       "      <td>40.71</td>\n",
       "      <td>17.10</td>\n",
       "      <td>4.24</td>\n",
       "      <td>11.28</td>\n",
       "      <td>10.34</td>\n",
       "      <td>12.29</td>\n",
       "      <td>1.71</td>\n",
       "      <td>104.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>Timo Baumgartl</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>11.95</td>\n",
       "      <td>34.22</td>\n",
       "      <td>18.52</td>\n",
       "      <td>5.36</td>\n",
       "      <td>11.49</td>\n",
       "      <td>14.18</td>\n",
       "      <td>7.04</td>\n",
       "      <td>2.14</td>\n",
       "      <td>104.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Nico Elvedi</td>\n",
       "      <td>M'Gladbach</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>12.88</td>\n",
       "      <td>35.50</td>\n",
       "      <td>20.02</td>\n",
       "      <td>3.86</td>\n",
       "      <td>12.45</td>\n",
       "      <td>10.71</td>\n",
       "      <td>7.09</td>\n",
       "      <td>1.97</td>\n",
       "      <td>104.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Duje Ćaleta-Car</td>\n",
       "      <td>Marseille</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>11.57</td>\n",
       "      <td>26.50</td>\n",
       "      <td>21.07</td>\n",
       "      <td>3.34</td>\n",
       "      <td>17.09</td>\n",
       "      <td>15.04</td>\n",
       "      <td>7.65</td>\n",
       "      <td>2.09</td>\n",
       "      <td>104.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Hiroki Ito</td>\n",
       "      <td>Stuttgart</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>12.59</td>\n",
       "      <td>31.26</td>\n",
       "      <td>16.39</td>\n",
       "      <td>4.20</td>\n",
       "      <td>14.19</td>\n",
       "      <td>17.13</td>\n",
       "      <td>6.93</td>\n",
       "      <td>1.63</td>\n",
       "      <td>104.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Philipp Lienhart</td>\n",
       "      <td>Freiburg</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>14.42</td>\n",
       "      <td>33.11</td>\n",
       "      <td>18.66</td>\n",
       "      <td>3.13</td>\n",
       "      <td>13.38</td>\n",
       "      <td>12.70</td>\n",
       "      <td>6.46</td>\n",
       "      <td>2.20</td>\n",
       "      <td>104.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1073</th>\n",
       "      <td>Marash Kumbulla</td>\n",
       "      <td>Roma</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>7.95</td>\n",
       "      <td>33.89</td>\n",
       "      <td>19.31</td>\n",
       "      <td>6.05</td>\n",
       "      <td>12.79</td>\n",
       "      <td>11.04</td>\n",
       "      <td>10.85</td>\n",
       "      <td>2.08</td>\n",
       "      <td>103.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Edmond Tapsoba</td>\n",
       "      <td>Leverkusen</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>10.71</td>\n",
       "      <td>31.77</td>\n",
       "      <td>17.57</td>\n",
       "      <td>4.51</td>\n",
       "      <td>16.23</td>\n",
       "      <td>13.29</td>\n",
       "      <td>7.97</td>\n",
       "      <td>1.69</td>\n",
       "      <td>103.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>752</th>\n",
       "      <td>Leonardo Balerdi</td>\n",
       "      <td>Marseille</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>7.68</td>\n",
       "      <td>31.33</td>\n",
       "      <td>17.48</td>\n",
       "      <td>4.95</td>\n",
       "      <td>16.05</td>\n",
       "      <td>12.89</td>\n",
       "      <td>11.78</td>\n",
       "      <td>1.38</td>\n",
       "      <td>103.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Moussa Niakhate</td>\n",
       "      <td>Mainz 05</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>13.36</td>\n",
       "      <td>29.78</td>\n",
       "      <td>18.81</td>\n",
       "      <td>4.58</td>\n",
       "      <td>12.33</td>\n",
       "      <td>16.15</td>\n",
       "      <td>6.50</td>\n",
       "      <td>2.01</td>\n",
       "      <td>103.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>Reece Oxford</td>\n",
       "      <td>Augsburg</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>13.80</td>\n",
       "      <td>37.12</td>\n",
       "      <td>19.97</td>\n",
       "      <td>3.64</td>\n",
       "      <td>10.07</td>\n",
       "      <td>10.22</td>\n",
       "      <td>6.46</td>\n",
       "      <td>2.19</td>\n",
       "      <td>103.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1405</th>\n",
       "      <td>Nikola Maraš</td>\n",
       "      <td>Rayo Vallecano</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>8.01</td>\n",
       "      <td>37.83</td>\n",
       "      <td>18.65</td>\n",
       "      <td>5.07</td>\n",
       "      <td>10.38</td>\n",
       "      <td>11.30</td>\n",
       "      <td>10.54</td>\n",
       "      <td>1.58</td>\n",
       "      <td>103.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1069</th>\n",
       "      <td>Marin Pongračić</td>\n",
       "      <td>Dortmund</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>7.25</td>\n",
       "      <td>33.19</td>\n",
       "      <td>15.78</td>\n",
       "      <td>6.31</td>\n",
       "      <td>14.95</td>\n",
       "      <td>12.01</td>\n",
       "      <td>12.64</td>\n",
       "      <td>1.17</td>\n",
       "      <td>103.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Eric García</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>11.50</td>\n",
       "      <td>26.37</td>\n",
       "      <td>14.29</td>\n",
       "      <td>4.37</td>\n",
       "      <td>18.82</td>\n",
       "      <td>18.74</td>\n",
       "      <td>7.69</td>\n",
       "      <td>1.46</td>\n",
       "      <td>103.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>930</th>\n",
       "      <td>Kristoffer Ajer</td>\n",
       "      <td>Brentford</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>11.35</td>\n",
       "      <td>31.99</td>\n",
       "      <td>18.53</td>\n",
       "      <td>4.11</td>\n",
       "      <td>13.88</td>\n",
       "      <td>14.33</td>\n",
       "      <td>7.02</td>\n",
       "      <td>1.96</td>\n",
       "      <td>103.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>Atakan Karazor</td>\n",
       "      <td>Stuttgart</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>11.01</td>\n",
       "      <td>33.04</td>\n",
       "      <td>17.81</td>\n",
       "      <td>5.47</td>\n",
       "      <td>11.54</td>\n",
       "      <td>15.03</td>\n",
       "      <td>7.59</td>\n",
       "      <td>1.63</td>\n",
       "      <td>103.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Joachim Andersen</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>14.58</td>\n",
       "      <td>30.14</td>\n",
       "      <td>19.28</td>\n",
       "      <td>3.23</td>\n",
       "      <td>12.93</td>\n",
       "      <td>14.87</td>\n",
       "      <td>6.39</td>\n",
       "      <td>1.70</td>\n",
       "      <td>103.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>Takehiro Tomiyasu</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>10.24</td>\n",
       "      <td>31.76</td>\n",
       "      <td>15.87</td>\n",
       "      <td>4.37</td>\n",
       "      <td>14.97</td>\n",
       "      <td>15.89</td>\n",
       "      <td>7.90</td>\n",
       "      <td>1.99</td>\n",
       "      <td>103.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>Petko Hristov</td>\n",
       "      <td>Spezia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>8.73</td>\n",
       "      <td>36.78</td>\n",
       "      <td>20.70</td>\n",
       "      <td>4.17</td>\n",
       "      <td>10.66</td>\n",
       "      <td>11.02</td>\n",
       "      <td>9.46</td>\n",
       "      <td>1.42</td>\n",
       "      <td>102.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Joseph Aidoo</td>\n",
       "      <td>Celta Vigo</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>13.60</td>\n",
       "      <td>30.94</td>\n",
       "      <td>17.50</td>\n",
       "      <td>4.16</td>\n",
       "      <td>14.05</td>\n",
       "      <td>14.44</td>\n",
       "      <td>6.60</td>\n",
       "      <td>1.44</td>\n",
       "      <td>102.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>Florian Grillitsch</td>\n",
       "      <td>Hoffenheim</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>9.60</td>\n",
       "      <td>26.68</td>\n",
       "      <td>14.14</td>\n",
       "      <td>5.14</td>\n",
       "      <td>16.71</td>\n",
       "      <td>19.85</td>\n",
       "      <td>8.87</td>\n",
       "      <td>1.65</td>\n",
       "      <td>102.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>Tuta</td>\n",
       "      <td>Eint Frankfurt</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>12.01</td>\n",
       "      <td>31.71</td>\n",
       "      <td>17.40</td>\n",
       "      <td>5.08</td>\n",
       "      <td>13.71</td>\n",
       "      <td>13.23</td>\n",
       "      <td>7.08</td>\n",
       "      <td>2.31</td>\n",
       "      <td>102.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Castello Lukeba</td>\n",
       "      <td>Lyon</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>11.70</td>\n",
       "      <td>31.50</td>\n",
       "      <td>16.97</td>\n",
       "      <td>4.33</td>\n",
       "      <td>14.13</td>\n",
       "      <td>13.94</td>\n",
       "      <td>7.52</td>\n",
       "      <td>1.87</td>\n",
       "      <td>101.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>Anel Ahmedhodzic</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>9.09</td>\n",
       "      <td>27.24</td>\n",
       "      <td>19.46</td>\n",
       "      <td>4.39</td>\n",
       "      <td>15.87</td>\n",
       "      <td>14.64</td>\n",
       "      <td>9.30</td>\n",
       "      <td>1.85</td>\n",
       "      <td>101.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Warmed Omari</td>\n",
       "      <td>Rennes</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>14.16</td>\n",
       "      <td>28.13</td>\n",
       "      <td>20.50</td>\n",
       "      <td>3.52</td>\n",
       "      <td>14.05</td>\n",
       "      <td>13.30</td>\n",
       "      <td>6.71</td>\n",
       "      <td>1.46</td>\n",
       "      <td>101.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>Nicolò Casale</td>\n",
       "      <td>Hellas Verona</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>13.42</td>\n",
       "      <td>32.14</td>\n",
       "      <td>17.15</td>\n",
       "      <td>4.73</td>\n",
       "      <td>13.04</td>\n",
       "      <td>13.02</td>\n",
       "      <td>6.59</td>\n",
       "      <td>1.70</td>\n",
       "      <td>101.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>Gerzino Nyamsi</td>\n",
       "      <td>Strasbourg</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>14.82</td>\n",
       "      <td>30.90</td>\n",
       "      <td>20.28</td>\n",
       "      <td>3.58</td>\n",
       "      <td>12.31</td>\n",
       "      <td>11.33</td>\n",
       "      <td>6.34</td>\n",
       "      <td>2.22</td>\n",
       "      <td>101.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Facundo Medina</td>\n",
       "      <td>Lens</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.45</td>\n",
       "      <td>24.12</td>\n",
       "      <td>12.71</td>\n",
       "      <td>4.59</td>\n",
       "      <td>19.34</td>\n",
       "      <td>18.88</td>\n",
       "      <td>6.82</td>\n",
       "      <td>1.79</td>\n",
       "      <td>101.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1116</th>\n",
       "      <td>Paweł Dawidowicz</td>\n",
       "      <td>Hellas Verona</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>8.55</td>\n",
       "      <td>32.18</td>\n",
       "      <td>16.15</td>\n",
       "      <td>5.48</td>\n",
       "      <td>14.89</td>\n",
       "      <td>12.58</td>\n",
       "      <td>9.87</td>\n",
       "      <td>1.87</td>\n",
       "      <td>101.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846</th>\n",
       "      <td>Maxim Leitsch</td>\n",
       "      <td>Bochum</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>9.75</td>\n",
       "      <td>34.59</td>\n",
       "      <td>17.45</td>\n",
       "      <td>4.66</td>\n",
       "      <td>12.28</td>\n",
       "      <td>12.57</td>\n",
       "      <td>8.46</td>\n",
       "      <td>1.80</td>\n",
       "      <td>101.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>Andrés Andrade Cedeño</td>\n",
       "      <td>Arminia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>8.02</td>\n",
       "      <td>33.71</td>\n",
       "      <td>15.44</td>\n",
       "      <td>5.62</td>\n",
       "      <td>13.70</td>\n",
       "      <td>13.63</td>\n",
       "      <td>9.29</td>\n",
       "      <td>1.99</td>\n",
       "      <td>101.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1026</th>\n",
       "      <td>Giorgio Altare</td>\n",
       "      <td>Cagliari</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>9.49</td>\n",
       "      <td>32.44</td>\n",
       "      <td>15.85</td>\n",
       "      <td>5.03</td>\n",
       "      <td>12.44</td>\n",
       "      <td>15.50</td>\n",
       "      <td>8.08</td>\n",
       "      <td>2.55</td>\n",
       "      <td>101.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>Lilian Brassier</td>\n",
       "      <td>Brest</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>12.29</td>\n",
       "      <td>28.68</td>\n",
       "      <td>18.23</td>\n",
       "      <td>4.21</td>\n",
       "      <td>13.95</td>\n",
       "      <td>14.96</td>\n",
       "      <td>7.03</td>\n",
       "      <td>1.93</td>\n",
       "      <td>101.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Gabriel Dos Santos</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>15.10</td>\n",
       "      <td>27.64</td>\n",
       "      <td>17.75</td>\n",
       "      <td>3.54</td>\n",
       "      <td>15.90</td>\n",
       "      <td>12.51</td>\n",
       "      <td>6.37</td>\n",
       "      <td>2.36</td>\n",
       "      <td>101.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Marc Guéhi</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>15.65</td>\n",
       "      <td>29.69</td>\n",
       "      <td>16.85</td>\n",
       "      <td>3.47</td>\n",
       "      <td>14.09</td>\n",
       "      <td>13.09</td>\n",
       "      <td>6.21</td>\n",
       "      <td>1.94</td>\n",
       "      <td>100.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>Amos Pieper</td>\n",
       "      <td>Arminia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>12.70</td>\n",
       "      <td>34.69</td>\n",
       "      <td>18.49</td>\n",
       "      <td>4.24</td>\n",
       "      <td>10.35</td>\n",
       "      <td>11.87</td>\n",
       "      <td>6.76</td>\n",
       "      <td>1.75</td>\n",
       "      <td>100.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>Mickael Nade</td>\n",
       "      <td>Saint-Étienne</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.34</td>\n",
       "      <td>31.01</td>\n",
       "      <td>18.99</td>\n",
       "      <td>4.61</td>\n",
       "      <td>12.47</td>\n",
       "      <td>12.10</td>\n",
       "      <td>6.63</td>\n",
       "      <td>1.58</td>\n",
       "      <td>100.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Igor</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>12.22</td>\n",
       "      <td>31.97</td>\n",
       "      <td>14.69</td>\n",
       "      <td>4.37</td>\n",
       "      <td>14.74</td>\n",
       "      <td>13.83</td>\n",
       "      <td>7.33</td>\n",
       "      <td>1.54</td>\n",
       "      <td>100.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1139</th>\n",
       "      <td>Michael Svoboda</td>\n",
       "      <td>Venezia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>8.69</td>\n",
       "      <td>33.86</td>\n",
       "      <td>15.06</td>\n",
       "      <td>4.84</td>\n",
       "      <td>13.48</td>\n",
       "      <td>13.03</td>\n",
       "      <td>9.66</td>\n",
       "      <td>2.06</td>\n",
       "      <td>100.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1491</th>\n",
       "      <td>Ozan Kabak</td>\n",
       "      <td>Norwich City</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>7.59</td>\n",
       "      <td>35.49</td>\n",
       "      <td>17.51</td>\n",
       "      <td>5.42</td>\n",
       "      <td>11.29</td>\n",
       "      <td>10.63</td>\n",
       "      <td>11.08</td>\n",
       "      <td>1.57</td>\n",
       "      <td>100.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>Jean-Charles Castelletto</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.16</td>\n",
       "      <td>30.64</td>\n",
       "      <td>20.22</td>\n",
       "      <td>3.72</td>\n",
       "      <td>11.05</td>\n",
       "      <td>13.10</td>\n",
       "      <td>6.82</td>\n",
       "      <td>1.87</td>\n",
       "      <td>100.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1514</th>\n",
       "      <td>Zinho Vanheusden</td>\n",
       "      <td>Genoa</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>7.82</td>\n",
       "      <td>35.84</td>\n",
       "      <td>16.34</td>\n",
       "      <td>4.75</td>\n",
       "      <td>12.14</td>\n",
       "      <td>10.85</td>\n",
       "      <td>10.59</td>\n",
       "      <td>1.77</td>\n",
       "      <td>100.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>Sebastiaan Bornauw</td>\n",
       "      <td>Wolfsburg</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>11.39</td>\n",
       "      <td>35.53</td>\n",
       "      <td>19.81</td>\n",
       "      <td>4.30</td>\n",
       "      <td>9.68</td>\n",
       "      <td>9.49</td>\n",
       "      <td>7.45</td>\n",
       "      <td>2.09</td>\n",
       "      <td>99.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>Kaan Ayhan</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>9.10</td>\n",
       "      <td>29.65</td>\n",
       "      <td>14.21</td>\n",
       "      <td>4.01</td>\n",
       "      <td>14.87</td>\n",
       "      <td>16.90</td>\n",
       "      <td>9.42</td>\n",
       "      <td>1.50</td>\n",
       "      <td>99.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Ben White</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>14.45</td>\n",
       "      <td>28.86</td>\n",
       "      <td>16.70</td>\n",
       "      <td>3.46</td>\n",
       "      <td>14.25</td>\n",
       "      <td>13.71</td>\n",
       "      <td>6.42</td>\n",
       "      <td>1.70</td>\n",
       "      <td>99.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>879</th>\n",
       "      <td>Óscar Mingueza</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>7.49</td>\n",
       "      <td>24.52</td>\n",
       "      <td>14.49</td>\n",
       "      <td>5.94</td>\n",
       "      <td>15.87</td>\n",
       "      <td>17.58</td>\n",
       "      <td>11.79</td>\n",
       "      <td>1.66</td>\n",
       "      <td>99.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1023</th>\n",
       "      <td>Mason Holgate</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>11.84</td>\n",
       "      <td>33.35</td>\n",
       "      <td>21.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>9.71</td>\n",
       "      <td>10.65</td>\n",
       "      <td>6.82</td>\n",
       "      <td>1.76</td>\n",
       "      <td>99.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>Thilo Kehrer</td>\n",
       "      <td>Paris S-G</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>9.66</td>\n",
       "      <td>28.76</td>\n",
       "      <td>17.94</td>\n",
       "      <td>4.68</td>\n",
       "      <td>14.57</td>\n",
       "      <td>12.31</td>\n",
       "      <td>9.00</td>\n",
       "      <td>2.09</td>\n",
       "      <td>99.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663</th>\n",
       "      <td>Andrea Carboni</td>\n",
       "      <td>Cagliari</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>12.12</td>\n",
       "      <td>29.19</td>\n",
       "      <td>16.04</td>\n",
       "      <td>4.38</td>\n",
       "      <td>13.82</td>\n",
       "      <td>14.79</td>\n",
       "      <td>6.88</td>\n",
       "      <td>1.63</td>\n",
       "      <td>98.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1060</th>\n",
       "      <td>Pascal Stenzel</td>\n",
       "      <td>Stuttgart</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>7.50</td>\n",
       "      <td>26.02</td>\n",
       "      <td>12.38</td>\n",
       "      <td>5.87</td>\n",
       "      <td>14.17</td>\n",
       "      <td>19.43</td>\n",
       "      <td>11.59</td>\n",
       "      <td>1.77</td>\n",
       "      <td>98.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1653</th>\n",
       "      <td>Lyanco</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>7.55</td>\n",
       "      <td>34.29</td>\n",
       "      <td>16.03</td>\n",
       "      <td>5.78</td>\n",
       "      <td>10.78</td>\n",
       "      <td>11.58</td>\n",
       "      <td>11.00</td>\n",
       "      <td>1.70</td>\n",
       "      <td>98.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>785</th>\n",
       "      <td>Maximilian Bauer</td>\n",
       "      <td>Greuther Fürth</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>10.28</td>\n",
       "      <td>35.91</td>\n",
       "      <td>18.82</td>\n",
       "      <td>4.68</td>\n",
       "      <td>9.98</td>\n",
       "      <td>9.17</td>\n",
       "      <td>8.03</td>\n",
       "      <td>1.59</td>\n",
       "      <td>98.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>Luca Kilian</td>\n",
       "      <td>Köln</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>12.35</td>\n",
       "      <td>32.05</td>\n",
       "      <td>16.34</td>\n",
       "      <td>4.50</td>\n",
       "      <td>11.82</td>\n",
       "      <td>12.49</td>\n",
       "      <td>7.03</td>\n",
       "      <td>1.68</td>\n",
       "      <td>98.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>Pascal Struijk</td>\n",
       "      <td>Leeds United</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>11.56</td>\n",
       "      <td>31.65</td>\n",
       "      <td>15.48</td>\n",
       "      <td>5.32</td>\n",
       "      <td>11.50</td>\n",
       "      <td>13.31</td>\n",
       "      <td>7.45</td>\n",
       "      <td>1.90</td>\n",
       "      <td>98.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637</th>\n",
       "      <td>Sebastiano Luperto</td>\n",
       "      <td>Empoli</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>11.22</td>\n",
       "      <td>33.77</td>\n",
       "      <td>14.32</td>\n",
       "      <td>3.86</td>\n",
       "      <td>12.72</td>\n",
       "      <td>13.01</td>\n",
       "      <td>7.53</td>\n",
       "      <td>1.71</td>\n",
       "      <td>98.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>827</th>\n",
       "      <td>Karim Rekik</td>\n",
       "      <td>Sevilla</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>8.20</td>\n",
       "      <td>30.28</td>\n",
       "      <td>16.79</td>\n",
       "      <td>5.31</td>\n",
       "      <td>12.57</td>\n",
       "      <td>12.38</td>\n",
       "      <td>10.59</td>\n",
       "      <td>1.88</td>\n",
       "      <td>98.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>753</th>\n",
       "      <td>Jorge Cuenca</td>\n",
       "      <td>Getafe</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>13.76</td>\n",
       "      <td>32.60</td>\n",
       "      <td>19.50</td>\n",
       "      <td>3.54</td>\n",
       "      <td>9.61</td>\n",
       "      <td>10.97</td>\n",
       "      <td>6.21</td>\n",
       "      <td>1.79</td>\n",
       "      <td>97.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>Johan Vásquez</td>\n",
       "      <td>Genoa</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>12.35</td>\n",
       "      <td>31.73</td>\n",
       "      <td>16.07</td>\n",
       "      <td>5.21</td>\n",
       "      <td>11.72</td>\n",
       "      <td>12.19</td>\n",
       "      <td>6.66</td>\n",
       "      <td>1.97</td>\n",
       "      <td>97.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>Stefan Posch</td>\n",
       "      <td>Hoffenheim</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>12.07</td>\n",
       "      <td>29.72</td>\n",
       "      <td>12.06</td>\n",
       "      <td>4.95</td>\n",
       "      <td>14.42</td>\n",
       "      <td>15.53</td>\n",
       "      <td>7.05</td>\n",
       "      <td>1.92</td>\n",
       "      <td>97.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Jean-Kevin Duverne</td>\n",
       "      <td>Brest</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>14.90</td>\n",
       "      <td>22.64</td>\n",
       "      <td>13.78</td>\n",
       "      <td>4.56</td>\n",
       "      <td>15.67</td>\n",
       "      <td>18.13</td>\n",
       "      <td>6.10</td>\n",
       "      <td>1.92</td>\n",
       "      <td>97.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1673</th>\n",
       "      <td>Márton Dárdai</td>\n",
       "      <td>Hertha BSC</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>7.00</td>\n",
       "      <td>29.80</td>\n",
       "      <td>16.88</td>\n",
       "      <td>5.59</td>\n",
       "      <td>11.30</td>\n",
       "      <td>13.16</td>\n",
       "      <td>12.28</td>\n",
       "      <td>1.58</td>\n",
       "      <td>97.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>Stian Rode Gregersen</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>11.20</td>\n",
       "      <td>30.79</td>\n",
       "      <td>17.02</td>\n",
       "      <td>4.91</td>\n",
       "      <td>12.41</td>\n",
       "      <td>11.37</td>\n",
       "      <td>7.54</td>\n",
       "      <td>1.88</td>\n",
       "      <td>97.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1648</th>\n",
       "      <td>Thuler</td>\n",
       "      <td>Montpellier</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>7.35</td>\n",
       "      <td>32.04</td>\n",
       "      <td>19.68</td>\n",
       "      <td>5.20</td>\n",
       "      <td>10.02</td>\n",
       "      <td>9.45</td>\n",
       "      <td>11.93</td>\n",
       "      <td>1.40</td>\n",
       "      <td>97.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Milan Škriniar</td>\n",
       "      <td>Inter</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>15.40</td>\n",
       "      <td>26.89</td>\n",
       "      <td>15.93</td>\n",
       "      <td>3.58</td>\n",
       "      <td>13.99</td>\n",
       "      <td>12.57</td>\n",
       "      <td>6.40</td>\n",
       "      <td>2.21</td>\n",
       "      <td>96.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>Martin Valjent</td>\n",
       "      <td>Mallorca</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>15.51</td>\n",
       "      <td>28.43</td>\n",
       "      <td>18.91</td>\n",
       "      <td>3.27</td>\n",
       "      <td>12.08</td>\n",
       "      <td>10.85</td>\n",
       "      <td>6.20</td>\n",
       "      <td>1.38</td>\n",
       "      <td>96.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Luiz Felipe</td>\n",
       "      <td>Lazio</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>13.09</td>\n",
       "      <td>30.02</td>\n",
       "      <td>15.23</td>\n",
       "      <td>3.80</td>\n",
       "      <td>13.10</td>\n",
       "      <td>13.03</td>\n",
       "      <td>6.97</td>\n",
       "      <td>1.39</td>\n",
       "      <td>96.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1066</th>\n",
       "      <td>Domingos Duarte</td>\n",
       "      <td>Granada</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>10.27</td>\n",
       "      <td>32.40</td>\n",
       "      <td>18.86</td>\n",
       "      <td>3.75</td>\n",
       "      <td>10.12</td>\n",
       "      <td>11.29</td>\n",
       "      <td>7.84</td>\n",
       "      <td>1.72</td>\n",
       "      <td>96.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>Paul Jaeckel</td>\n",
       "      <td>Union Berlin</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>11.53</td>\n",
       "      <td>31.34</td>\n",
       "      <td>15.15</td>\n",
       "      <td>4.71</td>\n",
       "      <td>12.10</td>\n",
       "      <td>12.68</td>\n",
       "      <td>7.27</td>\n",
       "      <td>1.33</td>\n",
       "      <td>96.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>Kurt Zouma</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>11.64</td>\n",
       "      <td>31.71</td>\n",
       "      <td>19.79</td>\n",
       "      <td>3.15</td>\n",
       "      <td>10.77</td>\n",
       "      <td>9.86</td>\n",
       "      <td>7.45</td>\n",
       "      <td>1.74</td>\n",
       "      <td>96.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1107</th>\n",
       "      <td>Robin Koch</td>\n",
       "      <td>Leeds United</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>9.87</td>\n",
       "      <td>32.81</td>\n",
       "      <td>16.14</td>\n",
       "      <td>5.16</td>\n",
       "      <td>9.89</td>\n",
       "      <td>12.14</td>\n",
       "      <td>8.05</td>\n",
       "      <td>1.95</td>\n",
       "      <td>96.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>Rodrigo Becão</td>\n",
       "      <td>Udinese</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>15.33</td>\n",
       "      <td>27.33</td>\n",
       "      <td>18.41</td>\n",
       "      <td>4.91</td>\n",
       "      <td>11.52</td>\n",
       "      <td>10.34</td>\n",
       "      <td>6.10</td>\n",
       "      <td>1.94</td>\n",
       "      <td>95.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>966</th>\n",
       "      <td>Ben Godfrey</td>\n",
       "      <td>Everton</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>11.47</td>\n",
       "      <td>30.08</td>\n",
       "      <td>16.42</td>\n",
       "      <td>4.44</td>\n",
       "      <td>12.01</td>\n",
       "      <td>12.22</td>\n",
       "      <td>7.08</td>\n",
       "      <td>2.15</td>\n",
       "      <td>95.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1389</th>\n",
       "      <td>Mads Bech Sørensen</td>\n",
       "      <td>Brentford</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>7.28</td>\n",
       "      <td>30.34</td>\n",
       "      <td>15.13</td>\n",
       "      <td>5.18</td>\n",
       "      <td>12.76</td>\n",
       "      <td>11.88</td>\n",
       "      <td>11.64</td>\n",
       "      <td>1.55</td>\n",
       "      <td>95.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>Moritz Jenz</td>\n",
       "      <td>Lorient</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>9.20</td>\n",
       "      <td>30.38</td>\n",
       "      <td>16.68</td>\n",
       "      <td>4.75</td>\n",
       "      <td>12.70</td>\n",
       "      <td>10.81</td>\n",
       "      <td>9.05</td>\n",
       "      <td>2.08</td>\n",
       "      <td>95.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Pietro Ceccaroni</td>\n",
       "      <td>Venezia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>15.30</td>\n",
       "      <td>27.72</td>\n",
       "      <td>16.56</td>\n",
       "      <td>3.66</td>\n",
       "      <td>12.38</td>\n",
       "      <td>11.86</td>\n",
       "      <td>6.18</td>\n",
       "      <td>1.98</td>\n",
       "      <td>95.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>Hugo Guillamón</td>\n",
       "      <td>Valencia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>12.63</td>\n",
       "      <td>27.13</td>\n",
       "      <td>14.78</td>\n",
       "      <td>4.42</td>\n",
       "      <td>11.91</td>\n",
       "      <td>16.12</td>\n",
       "      <td>6.86</td>\n",
       "      <td>1.46</td>\n",
       "      <td>95.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1197</th>\n",
       "      <td>Matteo Lovato</td>\n",
       "      <td>Cagliari</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>8.69</td>\n",
       "      <td>33.74</td>\n",
       "      <td>16.32</td>\n",
       "      <td>4.91</td>\n",
       "      <td>9.55</td>\n",
       "      <td>10.84</td>\n",
       "      <td>9.45</td>\n",
       "      <td>1.59</td>\n",
       "      <td>95.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>Martin Erlic</td>\n",
       "      <td>Spezia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>13.39</td>\n",
       "      <td>33.32</td>\n",
       "      <td>16.80</td>\n",
       "      <td>3.81</td>\n",
       "      <td>9.52</td>\n",
       "      <td>9.29</td>\n",
       "      <td>6.60</td>\n",
       "      <td>2.18</td>\n",
       "      <td>94.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630</th>\n",
       "      <td>Harold Moukoudi</td>\n",
       "      <td>Saint-Étienne</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>10.18</td>\n",
       "      <td>28.30</td>\n",
       "      <td>17.13</td>\n",
       "      <td>5.10</td>\n",
       "      <td>12.42</td>\n",
       "      <td>11.53</td>\n",
       "      <td>8.44</td>\n",
       "      <td>1.78</td>\n",
       "      <td>94.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>787</th>\n",
       "      <td>Kevin Akpoguma</td>\n",
       "      <td>Hoffenheim</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>9.71</td>\n",
       "      <td>24.48</td>\n",
       "      <td>12.65</td>\n",
       "      <td>4.66</td>\n",
       "      <td>14.73</td>\n",
       "      <td>17.50</td>\n",
       "      <td>8.14</td>\n",
       "      <td>2.52</td>\n",
       "      <td>94.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083</th>\n",
       "      <td>Erik Palmer-Brown</td>\n",
       "      <td>Troyes</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>10.43</td>\n",
       "      <td>30.72</td>\n",
       "      <td>18.38</td>\n",
       "      <td>4.73</td>\n",
       "      <td>10.19</td>\n",
       "      <td>10.43</td>\n",
       "      <td>7.92</td>\n",
       "      <td>1.50</td>\n",
       "      <td>94.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>719</th>\n",
       "      <td>Flavius Daniliuc</td>\n",
       "      <td>Nice</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>8.89</td>\n",
       "      <td>27.98</td>\n",
       "      <td>13.57</td>\n",
       "      <td>5.20</td>\n",
       "      <td>13.63</td>\n",
       "      <td>13.92</td>\n",
       "      <td>9.56</td>\n",
       "      <td>1.52</td>\n",
       "      <td>94.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1084</th>\n",
       "      <td>Mouctar Diakhaby</td>\n",
       "      <td>Valencia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>11.18</td>\n",
       "      <td>30.50</td>\n",
       "      <td>16.09</td>\n",
       "      <td>4.45</td>\n",
       "      <td>11.02</td>\n",
       "      <td>11.93</td>\n",
       "      <td>7.32</td>\n",
       "      <td>1.72</td>\n",
       "      <td>94.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Fikayo Tomori</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>13.89</td>\n",
       "      <td>28.95</td>\n",
       "      <td>13.86</td>\n",
       "      <td>4.72</td>\n",
       "      <td>11.95</td>\n",
       "      <td>11.88</td>\n",
       "      <td>6.65</td>\n",
       "      <td>1.96</td>\n",
       "      <td>93.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1110</th>\n",
       "      <td>Fernando Calero</td>\n",
       "      <td>Espanyol</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>8.17</td>\n",
       "      <td>30.44</td>\n",
       "      <td>13.17</td>\n",
       "      <td>5.25</td>\n",
       "      <td>12.30</td>\n",
       "      <td>12.15</td>\n",
       "      <td>10.31</td>\n",
       "      <td>1.30</td>\n",
       "      <td>93.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Daniel Amartey</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>11.80</td>\n",
       "      <td>28.23</td>\n",
       "      <td>14.49</td>\n",
       "      <td>3.54</td>\n",
       "      <td>13.69</td>\n",
       "      <td>12.02</td>\n",
       "      <td>7.49</td>\n",
       "      <td>1.27</td>\n",
       "      <td>92.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>Arthur Theate</td>\n",
       "      <td>Bologna</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>12.85</td>\n",
       "      <td>25.95</td>\n",
       "      <td>11.17</td>\n",
       "      <td>3.90</td>\n",
       "      <td>15.01</td>\n",
       "      <td>14.74</td>\n",
       "      <td>6.83</td>\n",
       "      <td>2.03</td>\n",
       "      <td>92.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1018</th>\n",
       "      <td>Mattia Viti</td>\n",
       "      <td>Empoli</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>9.58</td>\n",
       "      <td>32.41</td>\n",
       "      <td>11.10</td>\n",
       "      <td>4.77</td>\n",
       "      <td>12.38</td>\n",
       "      <td>11.85</td>\n",
       "      <td>8.61</td>\n",
       "      <td>1.56</td>\n",
       "      <td>92.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Odilon Kossonou</td>\n",
       "      <td>Leverkusen</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>10.64</td>\n",
       "      <td>28.52</td>\n",
       "      <td>13.83</td>\n",
       "      <td>4.51</td>\n",
       "      <td>12.99</td>\n",
       "      <td>12.05</td>\n",
       "      <td>7.89</td>\n",
       "      <td>1.41</td>\n",
       "      <td>91.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642</th>\n",
       "      <td>José María Giménez</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>11.51</td>\n",
       "      <td>28.25</td>\n",
       "      <td>18.21</td>\n",
       "      <td>3.54</td>\n",
       "      <td>10.07</td>\n",
       "      <td>10.54</td>\n",
       "      <td>7.57</td>\n",
       "      <td>2.08</td>\n",
       "      <td>91.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1172</th>\n",
       "      <td>Franco Russo</td>\n",
       "      <td>Mallorca</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>9.49</td>\n",
       "      <td>30.50</td>\n",
       "      <td>15.95</td>\n",
       "      <td>3.96</td>\n",
       "      <td>10.33</td>\n",
       "      <td>11.53</td>\n",
       "      <td>8.31</td>\n",
       "      <td>1.72</td>\n",
       "      <td>91.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>Nicolas Cozza</td>\n",
       "      <td>Montpellier</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>14.07</td>\n",
       "      <td>25.04</td>\n",
       "      <td>13.80</td>\n",
       "      <td>4.27</td>\n",
       "      <td>13.63</td>\n",
       "      <td>12.13</td>\n",
       "      <td>6.43</td>\n",
       "      <td>1.88</td>\n",
       "      <td>91.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>Jason Denayer</td>\n",
       "      <td>Lyon</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>7.87</td>\n",
       "      <td>31.13</td>\n",
       "      <td>11.54</td>\n",
       "      <td>4.22</td>\n",
       "      <td>11.33</td>\n",
       "      <td>10.71</td>\n",
       "      <td>11.53</td>\n",
       "      <td>2.47</td>\n",
       "      <td>90.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>783</th>\n",
       "      <td>Andrew Gravillon</td>\n",
       "      <td>Reims</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>11.84</td>\n",
       "      <td>25.13</td>\n",
       "      <td>15.59</td>\n",
       "      <td>3.66</td>\n",
       "      <td>12.01</td>\n",
       "      <td>13.59</td>\n",
       "      <td>6.98</td>\n",
       "      <td>1.75</td>\n",
       "      <td>90.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1155</th>\n",
       "      <td>Erhan Mašović</td>\n",
       "      <td>Bochum</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>9.80</td>\n",
       "      <td>32.25</td>\n",
       "      <td>14.53</td>\n",
       "      <td>4.46</td>\n",
       "      <td>9.68</td>\n",
       "      <td>9.87</td>\n",
       "      <td>8.11</td>\n",
       "      <td>1.50</td>\n",
       "      <td>90.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>Ezri Konsa</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>13.04</td>\n",
       "      <td>28.76</td>\n",
       "      <td>16.20</td>\n",
       "      <td>3.53</td>\n",
       "      <td>10.16</td>\n",
       "      <td>9.47</td>\n",
       "      <td>6.84</td>\n",
       "      <td>2.11</td>\n",
       "      <td>90.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Wout Faes</td>\n",
       "      <td>Reims</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>16.03</td>\n",
       "      <td>26.04</td>\n",
       "      <td>14.42</td>\n",
       "      <td>3.30</td>\n",
       "      <td>11.39</td>\n",
       "      <td>10.64</td>\n",
       "      <td>6.17</td>\n",
       "      <td>2.06</td>\n",
       "      <td>90.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>Rober</td>\n",
       "      <td>Levante</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>11.40</td>\n",
       "      <td>26.88</td>\n",
       "      <td>11.20</td>\n",
       "      <td>4.44</td>\n",
       "      <td>13.27</td>\n",
       "      <td>13.28</td>\n",
       "      <td>7.38</td>\n",
       "      <td>1.88</td>\n",
       "      <td>89.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>627</th>\n",
       "      <td>Louis Beyer</td>\n",
       "      <td>M'Gladbach</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>de Bundesliga</td>\n",
       "      <td>9.21</td>\n",
       "      <td>25.44</td>\n",
       "      <td>11.87</td>\n",
       "      <td>4.83</td>\n",
       "      <td>14.55</td>\n",
       "      <td>12.66</td>\n",
       "      <td>9.13</td>\n",
       "      <td>1.82</td>\n",
       "      <td>89.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>813</th>\n",
       "      <td>Maxime Estève</td>\n",
       "      <td>Montpellier</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>10.87</td>\n",
       "      <td>29.22</td>\n",
       "      <td>14.32</td>\n",
       "      <td>4.30</td>\n",
       "      <td>11.23</td>\n",
       "      <td>10.05</td>\n",
       "      <td>7.76</td>\n",
       "      <td>1.70</td>\n",
       "      <td>89.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>Nehuén Pérez</td>\n",
       "      <td>Udinese</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>10.29</td>\n",
       "      <td>27.57</td>\n",
       "      <td>12.89</td>\n",
       "      <td>5.07</td>\n",
       "      <td>12.41</td>\n",
       "      <td>11.27</td>\n",
       "      <td>7.82</td>\n",
       "      <td>2.12</td>\n",
       "      <td>89.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1231</th>\n",
       "      <td>Timothee Pembele</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>9.31</td>\n",
       "      <td>21.65</td>\n",
       "      <td>12.20</td>\n",
       "      <td>4.71</td>\n",
       "      <td>16.84</td>\n",
       "      <td>13.22</td>\n",
       "      <td>8.17</td>\n",
       "      <td>3.11</td>\n",
       "      <td>89.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Dimitris Nikolaou</td>\n",
       "      <td>Spezia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>15.72</td>\n",
       "      <td>25.45</td>\n",
       "      <td>11.77</td>\n",
       "      <td>3.83</td>\n",
       "      <td>12.99</td>\n",
       "      <td>11.88</td>\n",
       "      <td>6.11</td>\n",
       "      <td>1.28</td>\n",
       "      <td>89.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1064</th>\n",
       "      <td>Jakub Kiwior</td>\n",
       "      <td>Spezia</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>11.24</td>\n",
       "      <td>27.32</td>\n",
       "      <td>15.02</td>\n",
       "      <td>5.47</td>\n",
       "      <td>9.54</td>\n",
       "      <td>10.62</td>\n",
       "      <td>7.31</td>\n",
       "      <td>1.68</td>\n",
       "      <td>88.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1354</th>\n",
       "      <td>Issa Diop</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>eng Premier League</td>\n",
       "      <td>7.73</td>\n",
       "      <td>29.06</td>\n",
       "      <td>12.57</td>\n",
       "      <td>4.82</td>\n",
       "      <td>11.43</td>\n",
       "      <td>10.04</td>\n",
       "      <td>11.08</td>\n",
       "      <td>1.44</td>\n",
       "      <td>88.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1260</th>\n",
       "      <td>Raúl Torrente</td>\n",
       "      <td>Granada</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>8.85</td>\n",
       "      <td>29.05</td>\n",
       "      <td>12.35</td>\n",
       "      <td>4.82</td>\n",
       "      <td>11.63</td>\n",
       "      <td>10.99</td>\n",
       "      <td>8.95</td>\n",
       "      <td>1.50</td>\n",
       "      <td>88.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>Luca Ranieri</td>\n",
       "      <td>Salernitana</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>it Serie A</td>\n",
       "      <td>11.73</td>\n",
       "      <td>22.58</td>\n",
       "      <td>12.27</td>\n",
       "      <td>3.65</td>\n",
       "      <td>12.89</td>\n",
       "      <td>15.75</td>\n",
       "      <td>6.83</td>\n",
       "      <td>1.80</td>\n",
       "      <td>87.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>Dylan Bronn</td>\n",
       "      <td>Metz</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>13.28</td>\n",
       "      <td>24.44</td>\n",
       "      <td>12.50</td>\n",
       "      <td>4.07</td>\n",
       "      <td>11.78</td>\n",
       "      <td>11.33</td>\n",
       "      <td>6.70</td>\n",
       "      <td>1.87</td>\n",
       "      <td>85.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Tiago Djaló</td>\n",
       "      <td>Lille</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>fr Ligue 1</td>\n",
       "      <td>12.52</td>\n",
       "      <td>22.10</td>\n",
       "      <td>11.00</td>\n",
       "      <td>4.31</td>\n",
       "      <td>14.06</td>\n",
       "      <td>12.32</td>\n",
       "      <td>7.08</td>\n",
       "      <td>1.86</td>\n",
       "      <td>85.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>Diego González</td>\n",
       "      <td>Elche</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>10.64</td>\n",
       "      <td>27.55</td>\n",
       "      <td>12.86</td>\n",
       "      <td>3.72</td>\n",
       "      <td>9.46</td>\n",
       "      <td>9.63</td>\n",
       "      <td>7.83</td>\n",
       "      <td>1.42</td>\n",
       "      <td>83.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>816</th>\n",
       "      <td>Víctor Chust</td>\n",
       "      <td>Cádiz</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>10.77</td>\n",
       "      <td>25.24</td>\n",
       "      <td>9.24</td>\n",
       "      <td>4.26</td>\n",
       "      <td>12.35</td>\n",
       "      <td>10.51</td>\n",
       "      <td>7.89</td>\n",
       "      <td>1.82</td>\n",
       "      <td>82.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>Daniel Vivian</td>\n",
       "      <td>Athletic Club</td>\n",
       "      <td>Centre-Back</td>\n",
       "      <td>es La Liga</td>\n",
       "      <td>11.32</td>\n",
       "      <td>25.85</td>\n",
       "      <td>9.05</td>\n",
       "      <td>3.99</td>\n",
       "      <td>11.15</td>\n",
       "      <td>10.71</td>\n",
       "      <td>7.51</td>\n",
       "      <td>2.24</td>\n",
       "      <td>81.82</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Player            Squad Main Position  \\\n",
       "710                 Nathan Aké  Manchester City   Centre-Back   \n",
       "648           Dan-Axel Zagadou         Dortmund   Centre-Back   \n",
       "159         Nico Schlotterbeck         Freiburg   Centre-Back   \n",
       "493               Adam Webster         Brighton   Centre-Back   \n",
       "1209         Marc-Oliver Kempf        Stuttgart   Centre-Back   \n",
       "127    Konstantinos Mavropanos        Stuttgart   Centre-Back   \n",
       "619             Chris Richards       Hoffenheim   Centre-Back   \n",
       "1362        Leo Skiri Østigård            Genoa   Centre-Back   \n",
       "762            Clément Lenglet        Barcelona   Centre-Back   \n",
       "886            Ibrahima Konaté        Liverpool   Centre-Back   \n",
       "95                 Niklas Süle    Bayern Munich   Centre-Back   \n",
       "24             Dayot Upamecano    Bayern Munich   Centre-Back   \n",
       "1331          Giorgio Scalvini         Atalanta   Centre-Back   \n",
       "62             Lucas Hernández    Bayern Munich   Centre-Back   \n",
       "170            Mohammed Salisu      Southampton   Centre-Back   \n",
       "399      Lucas Martínez Quarta       Fiorentina   Centre-Back   \n",
       "285        Andreas Christensen          Chelsea   Centre-Back   \n",
       "260          Benoît Badiashile           Monaco   Centre-Back   \n",
       "64              Joško Gvardiol       RB Leipzig   Centre-Back   \n",
       "937               Abdou Diallo        Paris S-G   Centre-Back   \n",
       "385                Timo Hübers             Köln   Centre-Back   \n",
       "44           Nikola Milenković       Fiorentina   Centre-Back   \n",
       "94               Obite N'Dicka   Eint Frankfurt   Centre-Back   \n",
       "43            Robin Le Normand    Real Sociedad   Centre-Back   \n",
       "268             Gleison Bremer           Torino   Centre-Back   \n",
       "1769               Matt Miazga           Alavés   Centre-Back   \n",
       "1518       Ohis Felix Uduokhai         Augsburg   Centre-Back   \n",
       "236            Maxence Lacroix        Wolfsburg   Centre-Back   \n",
       "1266     Alessandro Buongiorno           Torino   Centre-Back   \n",
       "811              Merih Demiral         Atalanta   Centre-Back   \n",
       "68                  Pau Torres       Villarreal   Centre-Back   \n",
       "125              Ronald Araújo        Barcelona   Centre-Back   \n",
       "1227            Nathan Collins          Burnley   Centre-Back   \n",
       "1565           Guilherme Ramos          Arminia   Centre-Back   \n",
       "39                Jules Koundé          Sevilla   Centre-Back   \n",
       "889                  Loïc Bade           Rennes   Centre-Back   \n",
       "452           Davinson Sánchez        Tottenham   Centre-Back   \n",
       "1618                Yerry Mina          Everton   Centre-Back   \n",
       "73                Jonathan Tah       Leverkusen   Centre-Back   \n",
       "396               Koray Günter    Hellas Verona   Centre-Back   \n",
       "419             Piero Hincapié       Leverkusen   Centre-Back   \n",
       "58               Manuel Akanji         Dortmund   Centre-Back   \n",
       "107                Axel Disasi           Monaco   Centre-Back   \n",
       "259            Mohamed Simakan       RB Leipzig   Centre-Back   \n",
       "35                Nayef Aguerd           Rennes   Centre-Back   \n",
       "491           Boubakar Kouyaté             Metz   Centre-Back   \n",
       "1401              Bosko Sutalo    Hellas Verona   Centre-Back   \n",
       "175            Alexander Djiku       Strasbourg   Centre-Back   \n",
       "121           Matthijs de Ligt         Juventus   Centre-Back   \n",
       "20                  Rúben Dias  Manchester City   Centre-Back   \n",
       "61                Éder Militão      Real Madrid   Centre-Back   \n",
       "1557         Marc-Oliver Kempf       Hertha BSC   Centre-Back   \n",
       "573          Alessio Romagnoli            Milan   Centre-Back   \n",
       "311              Mario Hermoso  Atlético Madrid   Centre-Back   \n",
       "1009             Omar Alderete         Valencia   Centre-Back   \n",
       "0               William Saliba        Marseille   Centre-Back   \n",
       "1126                David Zima           Torino   Centre-Back   \n",
       "1206                Saidou Sow    Saint-Étienne   Centre-Back   \n",
       "273               Jan Bednarek      Southampton   Centre-Back   \n",
       "96              Çağlar Söyüncü   Leicester City   Centre-Back   \n",
       "964             Ardian Ismajli           Empoli   Centre-Back   \n",
       "89          Alessandro Bastoni            Inter   Centre-Back   \n",
       "87                 Kevin Danso             Lens   Centre-Back   \n",
       "1217          Marvin Friedrich     Union Berlin   Centre-Back   \n",
       "215                 Max Kilman           Wolves   Centre-Back   \n",
       "320            Cristian Romero        Tottenham   Centre-Back   \n",
       "105             Waldemar Anton        Stuttgart   Centre-Back   \n",
       "1050            Kevin Bonifazi          Bologna   Centre-Back   \n",
       "166                     Catena   Rayo Vallecano   Centre-Back   \n",
       "418                 Juan Foyth       Villarreal   Centre-Back   \n",
       "638              Yeray Álvarez    Athletic Club   Centre-Back   \n",
       "1100          Christopher Wooh             Lens   Centre-Back   \n",
       "108           Gianluca Mancini             Roma   Centre-Back   \n",
       "303            Trevoh Chalobah          Chelsea   Centre-Back   \n",
       "197                Sven Botman            Lille   Centre-Back   \n",
       "14            Presnel Kimpembe        Paris S-G   Centre-Back   \n",
       "614               Niklas Stark       Hertha BSC   Centre-Back   \n",
       "379         Brendan Chardonnet            Brest   Centre-Back   \n",
       "75                Roger Ibanez             Roma   Centre-Back   \n",
       "254               Lucas Perrin       Strasbourg   Centre-Back   \n",
       "998        Armel Bella Kotchap           Bochum   Centre-Back   \n",
       "18           Jean-Clair Todibo             Nice   Centre-Back   \n",
       "1325               Rob Holding          Arsenal   Centre-Back   \n",
       "489             Timo Baumgartl     Union Berlin   Centre-Back   \n",
       "93                 Nico Elvedi       M'Gladbach   Centre-Back   \n",
       "80             Duje Ćaleta-Car        Marseille   Centre-Back   \n",
       "122                 Hiroki Ito        Stuttgart   Centre-Back   \n",
       "124           Philipp Lienhart         Freiburg   Centre-Back   \n",
       "1073           Marash Kumbulla             Roma   Centre-Back   \n",
       "223             Edmond Tapsoba       Leverkusen   Centre-Back   \n",
       "752           Leonardo Balerdi        Marseille   Centre-Back   \n",
       "244            Moussa Niakhate         Mainz 05   Centre-Back   \n",
       "502               Reece Oxford         Augsburg   Centre-Back   \n",
       "1405              Nikola Maraš   Rayo Vallecano   Centre-Back   \n",
       "1069           Marin Pongračić         Dortmund   Centre-Back   \n",
       "100                Eric García        Barcelona   Centre-Back   \n",
       "930            Kristoffer Ajer        Brentford   Centre-Back   \n",
       "582             Atakan Karazor        Stuttgart   Centre-Back   \n",
       "53            Joachim Andersen   Crystal Palace   Centre-Back   \n",
       "566          Takehiro Tomiyasu          Arsenal   Centre-Back   \n",
       "1162             Petko Hristov           Spezia   Centre-Back   \n",
       "220               Joseph Aidoo       Celta Vigo   Centre-Back   \n",
       "504         Florian Grillitsch       Hoffenheim   Centre-Back   \n",
       "341                       Tuta   Eint Frankfurt   Centre-Back   \n",
       "115            Castello Lukeba             Lyon   Centre-Back   \n",
       "722           Anel Ahmedhodzic         Bordeaux   Centre-Back   \n",
       "47                Warmed Omari           Rennes   Centre-Back   \n",
       "460              Nicolò Casale    Hellas Verona   Centre-Back   \n",
       "256             Gerzino Nyamsi       Strasbourg   Centre-Back   \n",
       "25              Facundo Medina             Lens   Centre-Back   \n",
       "1116          Paweł Dawidowicz    Hellas Verona   Centre-Back   \n",
       "846              Maxim Leitsch           Bochum   Centre-Back   \n",
       "1458     Andrés Andrade Cedeño          Arminia   Centre-Back   \n",
       "1026            Giorgio Altare         Cagliari   Centre-Back   \n",
       "406            Lilian Brassier            Brest   Centre-Back   \n",
       "60          Gabriel Dos Santos          Arsenal   Centre-Back   \n",
       "30                  Marc Guéhi   Crystal Palace   Centre-Back   \n",
       "533                Amos Pieper          Arminia   Centre-Back   \n",
       "427               Mickael Nade    Saint-Étienne   Centre-Back   \n",
       "102                       Igor       Fiorentina   Centre-Back   \n",
       "1139           Michael Svoboda          Venezia   Centre-Back   \n",
       "1491                Ozan Kabak     Norwich City   Centre-Back   \n",
       "375   Jean-Charles Castelletto           Nantes   Centre-Back   \n",
       "1514          Zinho Vanheusden            Genoa   Centre-Back   \n",
       "415         Sebastiaan Bornauw        Wolfsburg   Centre-Back   \n",
       "689                 Kaan Ayhan         Sassuolo   Centre-Back   \n",
       "106                  Ben White          Arsenal   Centre-Back   \n",
       "879             Óscar Mingueza        Barcelona   Centre-Back   \n",
       "1023             Mason Holgate          Everton   Centre-Back   \n",
       "295               Thilo Kehrer        Paris S-G   Centre-Back   \n",
       "663             Andrea Carboni         Cagliari   Centre-Back   \n",
       "1060            Pascal Stenzel        Stuttgart   Centre-Back   \n",
       "1653                    Lyanco      Southampton   Centre-Back   \n",
       "785           Maximilian Bauer   Greuther Fürth   Centre-Back   \n",
       "294                Luca Kilian             Köln   Centre-Back   \n",
       "365             Pascal Struijk     Leeds United   Centre-Back   \n",
       "637         Sebastiano Luperto           Empoli   Centre-Back   \n",
       "827                Karim Rekik          Sevilla   Centre-Back   \n",
       "753               Jorge Cuenca           Getafe   Centre-Back   \n",
       "622              Johan Vásquez            Genoa   Centre-Back   \n",
       "306               Stefan Posch       Hoffenheim   Centre-Back   \n",
       "185         Jean-Kevin Duverne            Brest   Centre-Back   \n",
       "1673             Márton Dárdai       Hertha BSC   Centre-Back   \n",
       "693       Stian Rode Gregersen         Bordeaux   Centre-Back   \n",
       "1648                    Thuler      Montpellier   Centre-Back   \n",
       "31              Milan Škriniar            Inter   Centre-Back   \n",
       "325             Martin Valjent         Mallorca   Centre-Back   \n",
       "77                 Luiz Felipe            Lazio   Centre-Back   \n",
       "1066           Domingos Duarte          Granada   Centre-Back   \n",
       "525               Paul Jaeckel     Union Berlin   Centre-Back   \n",
       "612                 Kurt Zouma         West Ham   Centre-Back   \n",
       "1107                Robin Koch     Leeds United   Centre-Back   \n",
       "323              Rodrigo Becão          Udinese   Centre-Back   \n",
       "966                Ben Godfrey          Everton   Centre-Back   \n",
       "1389        Mads Bech Sørensen        Brentford   Centre-Back   \n",
       "996                Moritz Jenz          Lorient   Centre-Back   \n",
       "156           Pietro Ceccaroni          Venezia   Centre-Back   \n",
       "544             Hugo Guillamón         Valencia   Centre-Back   \n",
       "1197             Matteo Lovato         Cagliari   Centre-Back   \n",
       "598               Martin Erlic           Spezia   Centre-Back   \n",
       "630            Harold Moukoudi    Saint-Étienne   Centre-Back   \n",
       "787             Kevin Akpoguma       Hoffenheim   Centre-Back   \n",
       "1083         Erik Palmer-Brown           Troyes   Centre-Back   \n",
       "719           Flavius Daniliuc             Nice   Centre-Back   \n",
       "1084          Mouctar Diakhaby         Valencia   Centre-Back   \n",
       "119              Fikayo Tomori            Milan   Centre-Back   \n",
       "1110           Fernando Calero         Espanyol   Centre-Back   \n",
       "184             Daniel Amartey   Leicester City   Centre-Back   \n",
       "240              Arthur Theate          Bologna   Centre-Back   \n",
       "1018               Mattia Viti           Empoli   Centre-Back   \n",
       "445            Odilon Kossonou       Leverkusen   Centre-Back   \n",
       "642         José María Giménez  Atlético Madrid   Centre-Back   \n",
       "1172              Franco Russo         Mallorca   Centre-Back   \n",
       "307              Nicolas Cozza      Montpellier   Centre-Back   \n",
       "817              Jason Denayer             Lyon   Centre-Back   \n",
       "783           Andrew Gravillon            Reims   Centre-Back   \n",
       "1155             Erhan Mašović           Bochum   Centre-Back   \n",
       "604                 Ezri Konsa      Aston Villa   Centre-Back   \n",
       "226                  Wout Faes            Reims   Centre-Back   \n",
       "610                      Rober          Levante   Centre-Back   \n",
       "627                Louis Beyer       M'Gladbach   Centre-Back   \n",
       "813              Maxime Estève      Montpellier   Centre-Back   \n",
       "972               Nehuén Pérez          Udinese   Centre-Back   \n",
       "1231          Timothee Pembele         Bordeaux   Centre-Back   \n",
       "182          Dimitris Nikolaou           Spezia   Centre-Back   \n",
       "1064              Jakub Kiwior           Spezia   Centre-Back   \n",
       "1354                 Issa Diop         West Ham   Centre-Back   \n",
       "1260             Raúl Torrente          Granada   Centre-Back   \n",
       "824               Luca Ranieri      Salernitana   Centre-Back   \n",
       "467                Dylan Bronn             Metz   Centre-Back   \n",
       "196                Tiago Djaló            Lille   Centre-Back   \n",
       "989             Diego González            Elche   Centre-Back   \n",
       "816               Víctor Chust            Cádiz   Centre-Back   \n",
       "673              Daniel Vivian    Athletic Club   Centre-Back   \n",
       "\n",
       "                    Comp  Minutes (12.5%)  Defending (20%)  Aerial (20%)  \\\n",
       "710   eng Premier League             7.59            40.39         26.99   \n",
       "648        de Bundesliga             7.69            46.01         26.38   \n",
       "159        de Bundesliga            14.12            40.00         24.28   \n",
       "493   eng Premier League             9.38            40.30         25.44   \n",
       "1209       de Bundesliga             7.30            43.40         21.10   \n",
       "127        de Bundesliga            13.84            39.94         26.45   \n",
       "619        de Bundesliga             8.93            44.61         22.60   \n",
       "1362          it Serie A             8.46            46.99         26.88   \n",
       "762           es La Liga             7.25            33.43         12.09   \n",
       "886   eng Premier League             7.82            40.10         22.89   \n",
       "95         de Bundesliga            10.80            33.23         21.69   \n",
       "24         de Bundesliga            12.11            34.26         17.80   \n",
       "1331          it Serie A             7.03            36.05         20.07   \n",
       "62         de Bundesliga            11.47            29.53         18.73   \n",
       "170   eng Premier League            14.78            37.81         21.72   \n",
       "399           it Serie A             9.37            35.85         20.52   \n",
       "285   eng Premier League             9.60            39.10         19.59   \n",
       "260           fr Ligue 1            10.80            36.72         24.56   \n",
       "64         de Bundesliga            12.80            32.19         18.19   \n",
       "937           fr Ligue 1             7.43            27.33         21.60   \n",
       "385        de Bundesliga            10.45            41.82         20.72   \n",
       "44            it Serie A            14.62            36.79         24.57   \n",
       "94         de Bundesliga            14.37            39.14         21.31   \n",
       "43            es La Liga            16.03            35.60         23.45   \n",
       "268           it Serie A            14.49            43.10         18.79   \n",
       "1769          es La Liga             7.27            42.05         25.76   \n",
       "1518       de Bundesliga             7.11            37.56         22.26   \n",
       "236        de Bundesliga            13.09            37.50         20.53   \n",
       "1266          it Serie A             8.49            41.54         21.66   \n",
       "811           it Serie A            11.08            41.49         24.34   \n",
       "68            es La Liga            14.37            29.39         18.30   \n",
       "125           es La Liga            12.32            33.49         22.00   \n",
       "1227  eng Premier League            10.21            41.65         22.05   \n",
       "1565       de Bundesliga             7.53            40.23         18.42   \n",
       "39            es La Liga            13.95            32.63         19.42   \n",
       "889           fr Ligue 1             7.81            34.77         19.99   \n",
       "452   eng Premier League            10.07            35.42         18.05   \n",
       "1618  eng Premier League             7.32            41.95         22.52   \n",
       "73         de Bundesliga            14.45            34.39         22.63   \n",
       "396           it Serie A            12.81            39.80         20.79   \n",
       "419        de Bundesliga            10.50            35.00         17.35   \n",
       "58         de Bundesliga            12.28            31.44         17.96   \n",
       "107           fr Ligue 1            13.90            32.85         19.77   \n",
       "259        de Bundesliga            11.40            32.97         22.38   \n",
       "35            fr Ligue 1            13.95            33.64         22.05   \n",
       "491           fr Ligue 1            13.70            38.55         22.36   \n",
       "1401          it Serie A             7.58            38.58         17.74   \n",
       "175           fr Ligue 1            13.80            29.79         20.68   \n",
       "121           it Serie A            13.73            35.71         21.61   \n",
       "20    eng Premier League            12.78            27.32         16.29   \n",
       "61            es La Liga            14.98            32.46         21.75   \n",
       "1557       de Bundesliga             8.04            38.95         21.01   \n",
       "573           it Serie A             9.29            35.74         20.37   \n",
       "311           es La Liga            10.89            30.13         20.59   \n",
       "1009          es La Liga            12.78            35.62         22.00   \n",
       "0             fr Ligue 1            15.72            26.43         16.46   \n",
       "1126          it Serie A             8.96            40.24         20.99   \n",
       "1206          fr Ligue 1             7.82            34.61         19.49   \n",
       "273   eng Premier League            13.57            39.03         21.17   \n",
       "96    eng Premier League            13.11            36.58         20.52   \n",
       "964           it Serie A             8.81            33.73         21.37   \n",
       "89            it Serie A            12.46            29.77         18.13   \n",
       "87            fr Ligue 1            14.14            32.63         21.17   \n",
       "1217       de Bundesliga             8.45            38.54         18.05   \n",
       "215   eng Premier League            13.78            32.34         19.93   \n",
       "320   eng Premier League            10.82            33.48         17.92   \n",
       "105        de Bundesliga            13.45            32.81         17.46   \n",
       "1050          it Serie A             8.60            32.50         19.98   \n",
       "166           es La Liga            15.72            34.59         22.35   \n",
       "418           es La Liga            11.10            28.69         19.51   \n",
       "638           es La Liga            10.88            36.05         18.74   \n",
       "1100          fr Ligue 1             8.03            32.99         18.36   \n",
       "108           it Serie A            14.45            29.18         18.55   \n",
       "303   eng Premier League             9.43            31.09         16.19   \n",
       "197           fr Ligue 1            12.24            32.41         22.11   \n",
       "14            fr Ligue 1            13.39            27.84         19.72   \n",
       "614        de Bundesliga            11.48            35.99         21.42   \n",
       "379           fr Ligue 1            13.77            34.80         20.14   \n",
       "75            it Serie A            14.49            29.26         20.05   \n",
       "254           fr Ligue 1            13.13            27.18         18.62   \n",
       "998        de Bundesliga            10.55            36.17         22.44   \n",
       "18            fr Ligue 1            15.28            28.63         15.98   \n",
       "1325  eng Premier League             7.32            40.71         17.10   \n",
       "489        de Bundesliga            11.95            34.22         18.52   \n",
       "93         de Bundesliga            12.88            35.50         20.02   \n",
       "80            fr Ligue 1            11.57            26.50         21.07   \n",
       "122        de Bundesliga            12.59            31.26         16.39   \n",
       "124        de Bundesliga            14.42            33.11         18.66   \n",
       "1073          it Serie A             7.95            33.89         19.31   \n",
       "223        de Bundesliga            10.71            31.77         17.57   \n",
       "752           fr Ligue 1             7.68            31.33         17.48   \n",
       "244        de Bundesliga            13.36            29.78         18.81   \n",
       "502        de Bundesliga            13.80            37.12         19.97   \n",
       "1405          es La Liga             8.01            37.83         18.65   \n",
       "1069       de Bundesliga             7.25            33.19         15.78   \n",
       "100           es La Liga            11.50            26.37         14.29   \n",
       "930   eng Premier League            11.35            31.99         18.53   \n",
       "582        de Bundesliga            11.01            33.04         17.81   \n",
       "53    eng Premier League            14.58            30.14         19.28   \n",
       "566   eng Premier League            10.24            31.76         15.87   \n",
       "1162          it Serie A             8.73            36.78         20.70   \n",
       "220           es La Liga            13.60            30.94         17.50   \n",
       "504        de Bundesliga             9.60            26.68         14.14   \n",
       "341        de Bundesliga            12.01            31.71         17.40   \n",
       "115           fr Ligue 1            11.70            31.50         16.97   \n",
       "722           fr Ligue 1             9.09            27.24         19.46   \n",
       "47            fr Ligue 1            14.16            28.13         20.50   \n",
       "460           it Serie A            13.42            32.14         17.15   \n",
       "256           fr Ligue 1            14.82            30.90         20.28   \n",
       "25            fr Ligue 1            13.45            24.12         12.71   \n",
       "1116          it Serie A             8.55            32.18         16.15   \n",
       "846        de Bundesliga             9.75            34.59         17.45   \n",
       "1458       de Bundesliga             8.02            33.71         15.44   \n",
       "1026          it Serie A             9.49            32.44         15.85   \n",
       "406           fr Ligue 1            12.29            28.68         18.23   \n",
       "60    eng Premier League            15.10            27.64         17.75   \n",
       "30    eng Premier League            15.65            29.69         16.85   \n",
       "533        de Bundesliga            12.70            34.69         18.49   \n",
       "427           fr Ligue 1            13.34            31.01         18.99   \n",
       "102           it Serie A            12.22            31.97         14.69   \n",
       "1139          it Serie A             8.69            33.86         15.06   \n",
       "1491  eng Premier League             7.59            35.49         17.51   \n",
       "375           fr Ligue 1            13.16            30.64         20.22   \n",
       "1514          it Serie A             7.82            35.84         16.34   \n",
       "415        de Bundesliga            11.39            35.53         19.81   \n",
       "689           it Serie A             9.10            29.65         14.21   \n",
       "106   eng Premier League            14.45            28.86         16.70   \n",
       "879           es La Liga             7.49            24.52         14.49   \n",
       "1023  eng Premier League            11.84            33.35         21.00   \n",
       "295           fr Ligue 1             9.66            28.76         17.94   \n",
       "663           it Serie A            12.12            29.19         16.04   \n",
       "1060       de Bundesliga             7.50            26.02         12.38   \n",
       "1653  eng Premier League             7.55            34.29         16.03   \n",
       "785        de Bundesliga            10.28            35.91         18.82   \n",
       "294        de Bundesliga            12.35            32.05         16.34   \n",
       "365   eng Premier League            11.56            31.65         15.48   \n",
       "637           it Serie A            11.22            33.77         14.32   \n",
       "827           es La Liga             8.20            30.28         16.79   \n",
       "753           es La Liga            13.76            32.60         19.50   \n",
       "622           it Serie A            12.35            31.73         16.07   \n",
       "306        de Bundesliga            12.07            29.72         12.06   \n",
       "185           fr Ligue 1            14.90            22.64         13.78   \n",
       "1673       de Bundesliga             7.00            29.80         16.88   \n",
       "693           fr Ligue 1            11.20            30.79         17.02   \n",
       "1648          fr Ligue 1             7.35            32.04         19.68   \n",
       "31            it Serie A            15.40            26.89         15.93   \n",
       "325           es La Liga            15.51            28.43         18.91   \n",
       "77            it Serie A            13.09            30.02         15.23   \n",
       "1066          es La Liga            10.27            32.40         18.86   \n",
       "525        de Bundesliga            11.53            31.34         15.15   \n",
       "612   eng Premier League            11.64            31.71         19.79   \n",
       "1107  eng Premier League             9.87            32.81         16.14   \n",
       "323           it Serie A            15.33            27.33         18.41   \n",
       "966   eng Premier League            11.47            30.08         16.42   \n",
       "1389  eng Premier League             7.28            30.34         15.13   \n",
       "996           fr Ligue 1             9.20            30.38         16.68   \n",
       "156           it Serie A            15.30            27.72         16.56   \n",
       "544           es La Liga            12.63            27.13         14.78   \n",
       "1197          it Serie A             8.69            33.74         16.32   \n",
       "598           it Serie A            13.39            33.32         16.80   \n",
       "630           fr Ligue 1            10.18            28.30         17.13   \n",
       "787        de Bundesliga             9.71            24.48         12.65   \n",
       "1083          fr Ligue 1            10.43            30.72         18.38   \n",
       "719           fr Ligue 1             8.89            27.98         13.57   \n",
       "1084          es La Liga            11.18            30.50         16.09   \n",
       "119           it Serie A            13.89            28.95         13.86   \n",
       "1110          es La Liga             8.17            30.44         13.17   \n",
       "184   eng Premier League            11.80            28.23         14.49   \n",
       "240           it Serie A            12.85            25.95         11.17   \n",
       "1018          it Serie A             9.58            32.41         11.10   \n",
       "445        de Bundesliga            10.64            28.52         13.83   \n",
       "642           es La Liga            11.51            28.25         18.21   \n",
       "1172          es La Liga             9.49            30.50         15.95   \n",
       "307           fr Ligue 1            14.07            25.04         13.80   \n",
       "817           fr Ligue 1             7.87            31.13         11.54   \n",
       "783           fr Ligue 1            11.84            25.13         15.59   \n",
       "1155       de Bundesliga             9.80            32.25         14.53   \n",
       "604   eng Premier League            13.04            28.76         16.20   \n",
       "226           fr Ligue 1            16.03            26.04         14.42   \n",
       "610           es La Liga            11.40            26.88         11.20   \n",
       "627        de Bundesliga             9.21            25.44         11.87   \n",
       "813           fr Ligue 1            10.87            29.22         14.32   \n",
       "972           it Serie A            10.29            27.57         12.89   \n",
       "1231          fr Ligue 1             9.31            21.65         12.20   \n",
       "182           it Serie A            15.72            25.45         11.77   \n",
       "1064          it Serie A            11.24            27.32         15.02   \n",
       "1354  eng Premier League             7.73            29.06         12.57   \n",
       "1260          es La Liga             8.85            29.05         12.35   \n",
       "824           it Serie A            11.73            22.58         12.27   \n",
       "467           fr Ligue 1            13.28            24.44         12.50   \n",
       "196           fr Ligue 1            12.52            22.10         11.00   \n",
       "989           es La Liga            10.64            27.55         12.86   \n",
       "816           es La Liga            10.77            25.24          9.24   \n",
       "673           es La Liga            11.32            25.85          9.05   \n",
       "\n",
       "      Front Foot (5%)  Ball Carrying (15%)  Ball Playing (15%)  \\\n",
       "710              4.64                20.16               15.02   \n",
       "648              4.69                15.79               15.25   \n",
       "159              4.47                15.67               17.38   \n",
       "493              4.24                17.90               17.15   \n",
       "1209             6.28                15.49               16.63   \n",
       "127              4.39                14.06               15.36   \n",
       "619              5.69                13.85               14.74   \n",
       "1362             4.22                11.35               12.58   \n",
       "762              6.49                24.64               22.46   \n",
       "886              4.14                14.80               16.98   \n",
       "95               4.16                18.64               20.29   \n",
       "24               5.23                19.73               20.56   \n",
       "1331             5.91                13.67               19.27   \n",
       "62               4.97                20.20               22.28   \n",
       "170              4.46                13.78               15.23   \n",
       "399              4.76                18.78               15.06   \n",
       "285              4.10                15.49               17.19   \n",
       "260              4.58                12.59               16.12   \n",
       "64               4.68                18.38               19.86   \n",
       "937              5.82                20.01               19.12   \n",
       "385              5.47                13.19               13.30   \n",
       "44               3.68                13.26               13.14   \n",
       "94               4.61                13.16               12.86   \n",
       "43               3.47                13.90               12.14   \n",
       "268              5.33                11.00               10.64   \n",
       "1769             5.56                 8.53                9.45   \n",
       "1518             6.00                11.92               13.89   \n",
       "236              4.15                13.96               14.40   \n",
       "1266             5.12                12.38               11.74   \n",
       "811              5.45                 9.87                9.37   \n",
       "68               3.24                19.18               18.00   \n",
       "125              4.04                16.25               13.85   \n",
       "1227             3.90                10.46               12.55   \n",
       "1565             5.47                12.51               14.69   \n",
       "39               3.59                16.98               15.56   \n",
       "889              3.67                17.38               13.79   \n",
       "452              4.62                16.68               14.73   \n",
       "1618             5.22                 9.67                9.92   \n",
       "73               3.74                13.49               13.24   \n",
       "396              3.77                11.56               13.26   \n",
       "419              5.47                17.72               14.44   \n",
       "58               4.69                17.07               17.07   \n",
       "107              4.12                15.39               15.01   \n",
       "259              4.56                14.76               14.12   \n",
       "35               3.43                13.54               13.49   \n",
       "491              4.64                10.72                9.90   \n",
       "1401             5.54                12.86               13.50   \n",
       "175              3.87                14.17               17.55   \n",
       "121              4.06                13.11               11.35   \n",
       "20               3.95                21.70               16.85   \n",
       "61               3.63                13.69               13.00   \n",
       "1557             4.58                10.52               13.24   \n",
       "573              4.48                12.26               14.87   \n",
       "311              4.10                15.47               16.64   \n",
       "1009             4.23                11.68               13.46   \n",
       "0                4.10                19.54               17.52   \n",
       "1126             4.76                11.71               10.18   \n",
       "1206             6.48                13.26               13.46   \n",
       "273              3.57                10.01               11.18   \n",
       "96               4.02                12.89               11.58   \n",
       "964              4.23                13.51               14.30   \n",
       "89               4.66                16.14               16.96   \n",
       "87               4.14                14.86               11.22   \n",
       "1217             4.71                11.73               12.98   \n",
       "215              3.82                14.53               13.45   \n",
       "320              5.45                15.74               13.23   \n",
       "105              4.43                14.99               14.14   \n",
       "1050             5.00                13.92               14.61   \n",
       "166              3.25                10.52               11.54   \n",
       "418              4.97                16.51               15.85   \n",
       "638              4.35                13.18               13.35   \n",
       "1100             6.12                15.41               11.74   \n",
       "108              4.37                14.63               15.75   \n",
       "303              4.89                16.72               16.35   \n",
       "197              3.92                12.54               13.03   \n",
       "14               3.27                16.85               15.68   \n",
       "614              4.43                11.28               11.67   \n",
       "379              3.77                12.01               12.42   \n",
       "75               3.82                15.92               13.04   \n",
       "254              4.06                15.92               17.98   \n",
       "998              4.64                11.22               10.60   \n",
       "18               4.30                16.70               15.76   \n",
       "1325             4.24                11.28               10.34   \n",
       "489              5.36                11.49               14.18   \n",
       "93               3.86                12.45               10.71   \n",
       "80               3.34                17.09               15.04   \n",
       "122              4.20                14.19               17.13   \n",
       "124              3.13                13.38               12.70   \n",
       "1073             6.05                12.79               11.04   \n",
       "223              4.51                16.23               13.29   \n",
       "752              4.95                16.05               12.89   \n",
       "244              4.58                12.33               16.15   \n",
       "502              3.64                10.07               10.22   \n",
       "1405             5.07                10.38               11.30   \n",
       "1069             6.31                14.95               12.01   \n",
       "100              4.37                18.82               18.74   \n",
       "930              4.11                13.88               14.33   \n",
       "582              5.47                11.54               15.03   \n",
       "53               3.23                12.93               14.87   \n",
       "566              4.37                14.97               15.89   \n",
       "1162             4.17                10.66               11.02   \n",
       "220              4.16                14.05               14.44   \n",
       "504              5.14                16.71               19.85   \n",
       "341              5.08                13.71               13.23   \n",
       "115              4.33                14.13               13.94   \n",
       "722              4.39                15.87               14.64   \n",
       "47               3.52                14.05               13.30   \n",
       "460              4.73                13.04               13.02   \n",
       "256              3.58                12.31               11.33   \n",
       "25               4.59                19.34               18.88   \n",
       "1116             5.48                14.89               12.58   \n",
       "846              4.66                12.28               12.57   \n",
       "1458             5.62                13.70               13.63   \n",
       "1026             5.03                12.44               15.50   \n",
       "406              4.21                13.95               14.96   \n",
       "60               3.54                15.90               12.51   \n",
       "30               3.47                14.09               13.09   \n",
       "533              4.24                10.35               11.87   \n",
       "427              4.61                12.47               12.10   \n",
       "102              4.37                14.74               13.83   \n",
       "1139             4.84                13.48               13.03   \n",
       "1491             5.42                11.29               10.63   \n",
       "375              3.72                11.05               13.10   \n",
       "1514             4.75                12.14               10.85   \n",
       "415              4.30                 9.68                9.49   \n",
       "689              4.01                14.87               16.90   \n",
       "106              3.46                14.25               13.71   \n",
       "879              5.94                15.87               17.58   \n",
       "1023             4.00                 9.71               10.65   \n",
       "295              4.68                14.57               12.31   \n",
       "663              4.38                13.82               14.79   \n",
       "1060             5.87                14.17               19.43   \n",
       "1653             5.78                10.78               11.58   \n",
       "785              4.68                 9.98                9.17   \n",
       "294              4.50                11.82               12.49   \n",
       "365              5.32                11.50               13.31   \n",
       "637              3.86                12.72               13.01   \n",
       "827              5.31                12.57               12.38   \n",
       "753              3.54                 9.61               10.97   \n",
       "622              5.21                11.72               12.19   \n",
       "306              4.95                14.42               15.53   \n",
       "185              4.56                15.67               18.13   \n",
       "1673             5.59                11.30               13.16   \n",
       "693              4.91                12.41               11.37   \n",
       "1648             5.20                10.02                9.45   \n",
       "31               3.58                13.99               12.57   \n",
       "325              3.27                12.08               10.85   \n",
       "77               3.80                13.10               13.03   \n",
       "1066             3.75                10.12               11.29   \n",
       "525              4.71                12.10               12.68   \n",
       "612              3.15                10.77                9.86   \n",
       "1107             5.16                 9.89               12.14   \n",
       "323              4.91                11.52               10.34   \n",
       "966              4.44                12.01               12.22   \n",
       "1389             5.18                12.76               11.88   \n",
       "996              4.75                12.70               10.81   \n",
       "156              3.66                12.38               11.86   \n",
       "544              4.42                11.91               16.12   \n",
       "1197             4.91                 9.55               10.84   \n",
       "598              3.81                 9.52                9.29   \n",
       "630              5.10                12.42               11.53   \n",
       "787              4.66                14.73               17.50   \n",
       "1083             4.73                10.19               10.43   \n",
       "719              5.20                13.63               13.92   \n",
       "1084             4.45                11.02               11.93   \n",
       "119              4.72                11.95               11.88   \n",
       "1110             5.25                12.30               12.15   \n",
       "184              3.54                13.69               12.02   \n",
       "240              3.90                15.01               14.74   \n",
       "1018             4.77                12.38               11.85   \n",
       "445              4.51                12.99               12.05   \n",
       "642              3.54                10.07               10.54   \n",
       "1172             3.96                10.33               11.53   \n",
       "307              4.27                13.63               12.13   \n",
       "817              4.22                11.33               10.71   \n",
       "783              3.66                12.01               13.59   \n",
       "1155             4.46                 9.68                9.87   \n",
       "604              3.53                10.16                9.47   \n",
       "226              3.30                11.39               10.64   \n",
       "610              4.44                13.27               13.28   \n",
       "627              4.83                14.55               12.66   \n",
       "813              4.30                11.23               10.05   \n",
       "972              5.07                12.41               11.27   \n",
       "1231             4.71                16.84               13.22   \n",
       "182              3.83                12.99               11.88   \n",
       "1064             5.47                 9.54               10.62   \n",
       "1354             4.82                11.43               10.04   \n",
       "1260             4.82                11.63               10.99   \n",
       "824              3.65                12.89               15.75   \n",
       "467              4.07                11.78               11.33   \n",
       "196              4.31                14.06               12.32   \n",
       "989              3.72                 9.46                9.63   \n",
       "816              4.26                12.35               10.51   \n",
       "673              3.99                11.15               10.71   \n",
       "\n",
       "      Ball Retention (10%)  Attacking Threat (2.5%)  CB_Rating  \n",
       "710                  11.87                     2.32     128.98  \n",
       "648                  11.44                     1.59     128.85  \n",
       "159                   6.44                     3.05     125.42  \n",
       "493                   8.65                     2.12     125.18  \n",
       "1209                 12.00                     2.89     125.09  \n",
       "127                   6.51                     2.58     123.13  \n",
       "619                   9.33                     2.38     122.12  \n",
       "1362                  9.24                     1.80     121.52  \n",
       "762                  12.85                     1.48     120.69  \n",
       "886                  11.24                     1.63     119.60  \n",
       "95                    8.01                     2.22     119.04  \n",
       "24                    7.33                     1.81     118.82  \n",
       "1331                 12.59                     4.15     118.72  \n",
       "62                    7.56                     1.54     116.29  \n",
       "170                   6.13                     2.09     115.99  \n",
       "399                   9.15                     2.46     115.94  \n",
       "285                   8.91                     1.53     115.51  \n",
       "260                   7.94                     2.16     115.47  \n",
       "64                    6.84                     2.46     115.40  \n",
       "937                  12.06                     1.67     115.04  \n",
       "385                   8.02                     2.02     115.00  \n",
       "44                    6.49                     2.07     114.61  \n",
       "94                    6.41                     2.36     114.22  \n",
       "43                    6.18                     1.84     112.61  \n",
       "268                   6.40                     2.83     112.57  \n",
       "1769                 11.72                     2.03     112.37  \n",
       "1518                 12.20                     1.42     112.37  \n",
       "236                   6.74                     1.95     112.32  \n",
       "1266                  9.53                     1.83     112.30  \n",
       "811                   7.68                     2.74     112.02  \n",
       "68                    6.49                     2.46     111.42  \n",
       "125                   7.22                     2.13     111.31  \n",
       "1227                  7.59                     2.65     111.06  \n",
       "1565                 10.41                     1.76     111.01  \n",
       "39                    6.66                     2.08     110.87  \n",
       "889                  11.51                     1.80     110.73  \n",
       "452                   8.39                     2.55     110.51  \n",
       "1618                 11.88                     2.02     110.50  \n",
       "73                    6.53                     1.83     110.31  \n",
       "396                   6.83                     1.50     110.31  \n",
       "419                   7.86                     1.81     110.15  \n",
       "58                    7.25                     2.10     109.87  \n",
       "107                   6.66                     2.12     109.82  \n",
       "259                   7.49                     1.97     109.66  \n",
       "35                    6.69                     2.20     108.99  \n",
       "491                   6.57                     2.12     108.56  \n",
       "1401                 10.92                     1.82     108.53  \n",
       "175                   6.60                     2.02     108.48  \n",
       "121                   6.73                     2.15     108.44  \n",
       "20                    7.16                     2.31     108.36  \n",
       "61                    6.42                     2.41     108.34  \n",
       "1557                  9.84                     2.13     108.31  \n",
       "573                   9.05                     2.11     108.16  \n",
       "311                   7.78                     2.51     108.11  \n",
       "1009                  6.42                     1.88     108.06  \n",
       "0                     6.34                     1.91     108.02  \n",
       "1126                  9.29                     1.88     108.01  \n",
       "1206                 10.84                     1.70     107.66  \n",
       "273                   6.58                     2.24     107.36  \n",
       "96                    6.79                     1.77     107.25  \n",
       "964                   9.49                     1.57     107.02  \n",
       "89                    7.13                     1.68     106.93  \n",
       "87                    6.57                     1.81     106.54  \n",
       "1217                  9.36                     2.60     106.42  \n",
       "215                   6.62                     1.76     106.24  \n",
       "320                   7.83                     1.77     106.23  \n",
       "105                   6.71                     2.17     106.16  \n",
       "1050                  9.60                     1.95     106.15  \n",
       "166                   6.15                     1.99     106.10  \n",
       "418                   7.55                     1.70     105.88  \n",
       "638                   7.70                     1.61     105.85  \n",
       "1100                 10.76                     2.25     105.68  \n",
       "108                   6.45                     2.23     105.60  \n",
       "303                   8.99                     1.95     105.60  \n",
       "197                   7.23                     2.02     105.48  \n",
       "14                    7.03                     1.61     105.38  \n",
       "614                   7.37                     1.75     105.37  \n",
       "379                   6.63                     1.82     105.36  \n",
       "75                    6.46                     2.17     105.21  \n",
       "254                   6.80                     1.48     105.17  \n",
       "998                   7.64                     1.78     105.05  \n",
       "18                    6.29                     2.08     105.02  \n",
       "1325                 12.29                     1.71     104.98  \n",
       "489                   7.04                     2.14     104.89  \n",
       "93                    7.09                     1.97     104.49  \n",
       "80                    7.65                     2.09     104.35  \n",
       "122                   6.93                     1.63     104.31  \n",
       "124                   6.46                     2.20     104.06  \n",
       "1073                 10.85                     2.08     103.96  \n",
       "223                   7.97                     1.69     103.75  \n",
       "752                  11.78                     1.38     103.53  \n",
       "244                   6.50                     2.01     103.52  \n",
       "502                   6.46                     2.19     103.47  \n",
       "1405                 10.54                     1.58     103.36  \n",
       "1069                 12.64                     1.17     103.29  \n",
       "100                   7.69                     1.46     103.25  \n",
       "930                   7.02                     1.96     103.16  \n",
       "582                   7.59                     1.63     103.13  \n",
       "53                    6.39                     1.70     103.12  \n",
       "566                   7.90                     1.99     103.00  \n",
       "1162                  9.46                     1.42     102.94  \n",
       "220                   6.60                     1.44     102.74  \n",
       "504                   8.87                     1.65     102.64  \n",
       "341                   7.08                     2.31     102.52  \n",
       "115                   7.52                     1.87     101.96  \n",
       "722                   9.30                     1.85     101.84  \n",
       "47                    6.71                     1.46     101.82  \n",
       "460                   6.59                     1.70     101.78  \n",
       "256                   6.34                     2.22     101.78  \n",
       "25                    6.82                     1.79     101.69  \n",
       "1116                  9.87                     1.87     101.58  \n",
       "846                   8.46                     1.80     101.55  \n",
       "1458                  9.29                     1.99     101.41  \n",
       "1026                  8.08                     2.55     101.37  \n",
       "406                   7.03                     1.93     101.29  \n",
       "60                    6.37                     2.36     101.17  \n",
       "30                    6.21                     1.94     100.99  \n",
       "533                   6.76                     1.75     100.85  \n",
       "427                   6.63                     1.58     100.74  \n",
       "102                   7.33                     1.54     100.69  \n",
       "1139                  9.66                     2.06     100.69  \n",
       "1491                 11.08                     1.57     100.56  \n",
       "375                   6.82                     1.87     100.56  \n",
       "1514                 10.59                     1.77     100.09  \n",
       "415                   7.45                     2.09      99.75  \n",
       "689                   9.42                     1.50      99.67  \n",
       "106                   6.42                     1.70      99.57  \n",
       "879                  11.79                     1.66      99.33  \n",
       "1023                  6.82                     1.76      99.13  \n",
       "295                   9.00                     2.09      99.00  \n",
       "663                   6.88                     1.63      98.86  \n",
       "1060                 11.59                     1.77      98.72  \n",
       "1653                 11.00                     1.70      98.69  \n",
       "785                   8.03                     1.59      98.47  \n",
       "294                   7.03                     1.68      98.27  \n",
       "365                   7.45                     1.90      98.18  \n",
       "637                   7.53                     1.71      98.15  \n",
       "827                  10.59                     1.88      98.01  \n",
       "753                   6.21                     1.79      97.97  \n",
       "622                   6.66                     1.97      97.89  \n",
       "306                   7.05                     1.92      97.73  \n",
       "185                   6.10                     1.92      97.70  \n",
       "1673                 12.28                     1.58      97.59  \n",
       "693                   7.54                     1.88      97.11  \n",
       "1648                 11.93                     1.40      97.07  \n",
       "31                    6.40                     2.21      96.97  \n",
       "325                   6.20                     1.38      96.63  \n",
       "77                    6.97                     1.39      96.63  \n",
       "1066                  7.84                     1.72      96.24  \n",
       "525                   7.27                     1.33      96.11  \n",
       "612                   7.45                     1.74      96.11  \n",
       "1107                  8.05                     1.95      96.01  \n",
       "323                   6.10                     1.94      95.88  \n",
       "966                   7.08                     2.15      95.86  \n",
       "1389                 11.64                     1.55      95.75  \n",
       "996                   9.05                     2.08      95.63  \n",
       "156                   6.18                     1.98      95.63  \n",
       "544                   6.86                     1.46      95.32  \n",
       "1197                  9.45                     1.59      95.09  \n",
       "598                   6.60                     2.18      94.91  \n",
       "630                   8.44                     1.78      94.87  \n",
       "787                   8.14                     2.52      94.38  \n",
       "1083                  7.92                     1.50      94.31  \n",
       "719                   9.56                     1.52      94.27  \n",
       "1084                  7.32                     1.72      94.21  \n",
       "119                   6.65                     1.96      93.87  \n",
       "1110                 10.31                     1.30      93.10  \n",
       "184                   7.49                     1.27      92.53  \n",
       "240                   6.83                     2.03      92.49  \n",
       "1018                  8.61                     1.56      92.26  \n",
       "445                   7.89                     1.41      91.84  \n",
       "642                   7.57                     2.08      91.77  \n",
       "1172                  8.31                     1.72      91.77  \n",
       "307                   6.43                     1.88      91.24  \n",
       "817                  11.53                     2.47      90.77  \n",
       "783                   6.98                     1.75      90.56  \n",
       "1155                  8.11                     1.50      90.19  \n",
       "604                   6.84                     2.11      90.10  \n",
       "226                   6.17                     2.06      90.05  \n",
       "610                   7.38                     1.88      89.73  \n",
       "627                   9.13                     1.82      89.51  \n",
       "813                   7.76                     1.70      89.46  \n",
       "972                   7.82                     2.12      89.43  \n",
       "1231                  8.17                     3.11      89.21  \n",
       "182                   6.11                     1.28      89.02  \n",
       "1064                  7.31                     1.68      88.20  \n",
       "1354                 11.08                     1.44      88.17  \n",
       "1260                  8.95                     1.50      88.15  \n",
       "824                   6.83                     1.80      87.50  \n",
       "467                   6.70                     1.87      85.98  \n",
       "196                   7.08                     1.86      85.26  \n",
       "989                   7.83                     1.42      83.11  \n",
       "816                   7.89                     1.82      82.06  \n",
       "673                   7.51                     2.24      81.82  "
      ]
     },
     "execution_count": 323,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Round overall ratings\n",
    "\n",
    "newdf = newdf.round({'Minutes (12.5%)': 2})\n",
    "newdf = newdf.round({'Defending (20%)': 2})\n",
    "newdf = newdf.round({'Aerial (20%)': 2})\n",
    "newdf = newdf.round({'Front Foot (5%)': 2})\n",
    "newdf = newdf.round({'Ball Carrying (15%)': 2})\n",
    "newdf = newdf.round({'Ball Playing (15%)': 2})\n",
    "newdf = newdf.round({'Ball Retention (10%)': 2})\n",
    "newdf = newdf.round({'Attacking Threat (2.5%)': 2})\n",
    "newdf = newdf.round({'CB_Rating': 2})\n",
    "\n",
    "newdf.sort_values(\"CB_Rating\", ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 324,
   "id": "77cf4c10",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Download as CSV\n",
    "newdf.to_csv('StatsbombU26CBs.csv', index=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "id": "a4b7e599",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Below code is for Data Visual"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "id": "a3309a6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Seperating dataframe from player key information\n",
    "\n",
    "dfviz = newdf.filter(['Player','Minutes (12.5%)','Defending (20%)','Aerial (20%)','Front Foot (5%)','Ball Carrying (15%)','Ball Playing (15%)','Ball Retention (10%)','Attacking Threat (2.5%)'], axis=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "id": "bff5957b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Minutes (12.5%)',\n",
       " 'Defending (20%)',\n",
       " 'Aerial (20%)',\n",
       " 'Front Foot (5%)',\n",
       " 'Ball Carrying (15%)',\n",
       " 'Ball Playing (15%)',\n",
       " 'Ball Retention (10%)',\n",
       " 'Attacking Threat (2.5%)']"
      ]
     },
     "execution_count": 281,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Params for data visual\n",
    "params = list(dfviz.columns)\n",
    "params = params[1:]\n",
    "params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 282,
   "id": "70b2d3e2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['William Saliba', 'Presnel Kimpembe', 'Jean-Clair Todibo',\n",
       "       'Rúben Dias', 'Dayot Upamecano', 'Facundo Medina', 'Marc Guéhi',\n",
       "       'Milan Škriniar', 'Nayef Aguerd', 'Jules Koundé',\n",
       "       'Robin Le Normand', 'Nikola Milenković', 'Warmed Omari',\n",
       "       'Joachim Andersen', 'Manuel Akanji', 'Gabriel Dos Santos',\n",
       "       'Éder Militão', 'Lucas Hernández', 'Joško Gvardiol', 'Pau Torres',\n",
       "       'Jonathan Tah', 'Roger Ibanez', 'Luiz Felipe', 'Duje Ćaleta-Car',\n",
       "       'Kevin Danso', 'Alessandro Bastoni', 'Nico Elvedi',\n",
       "       \"Obite N'Dicka\", 'Niklas Süle', 'Çağlar Söyüncü', 'Eric García',\n",
       "       'Igor', 'Waldemar Anton', 'Ben White', 'Axel Disasi',\n",
       "       'Gianluca Mancini', 'Castello Lukeba', 'Fikayo Tomori',\n",
       "       'Matthijs de Ligt', 'Hiroki Ito', 'Philipp Lienhart',\n",
       "       'Ronald Araújo', 'Konstantinos Mavropanos', 'Pietro Ceccaroni',\n",
       "       'Nico Schlotterbeck', 'Catena', 'Mohammed Salisu',\n",
       "       'Alexander Djiku', 'Dimitris Nikolaou', 'Daniel Amartey',\n",
       "       'Jean-Kevin Duverne', 'Tiago Djaló', 'Sven Botman', 'Max Kilman',\n",
       "       'Joseph Aidoo', 'Edmond Tapsoba', 'Wout Faes', 'Maxence Lacroix',\n",
       "       'Arthur Theate', 'Moussa Niakhate', 'Lucas Perrin',\n",
       "       'Gerzino Nyamsi', 'Mohamed Simakan', 'Benoît Badiashile',\n",
       "       'Gleison Bremer', 'Jan Bednarek', 'Andreas Christensen',\n",
       "       'Luca Kilian', 'Thilo Kehrer', 'Trevoh Chalobah', 'Stefan Posch',\n",
       "       'Nicolas Cozza', 'Mario Hermoso', 'Cristian Romero',\n",
       "       'Rodrigo Becão', 'Martin Valjent', 'Tuta', 'Pascal Struijk',\n",
       "       'Jean-Charles Castelletto', 'Brendan Chardonnet', 'Timo Hübers',\n",
       "       'Koray Günter', 'Lucas Martínez Quarta', 'Lilian Brassier',\n",
       "       'Sebastiaan Bornauw', 'Juan Foyth', 'Piero Hincapié',\n",
       "       'Mickael Nade', 'Odilon Kossonou', 'Davinson Sánchez',\n",
       "       'Nicolò Casale', 'Dylan Bronn', 'Timo Baumgartl',\n",
       "       'Boubakar Kouyaté', 'Adam Webster', 'Reece Oxford',\n",
       "       'Florian Grillitsch', 'Paul Jaeckel', 'Amos Pieper',\n",
       "       'Hugo Guillamón', 'Takehiro Tomiyasu', 'Alessio Romagnoli',\n",
       "       'Atakan Karazor', 'Martin Erlic', 'Ezri Konsa', 'Rober',\n",
       "       'Kurt Zouma', 'Niklas Stark', 'Chris Richards', 'Johan Vásquez',\n",
       "       'Louis Beyer', 'Harold Moukoudi', 'Sebastiano Luperto',\n",
       "       'Yeray Álvarez', 'José María Giménez', 'Dan-Axel Zagadou',\n",
       "       'Andrea Carboni', 'Daniel Vivian', 'Kaan Ayhan',\n",
       "       'Stian Rode Gregersen', 'Nathan Aké', 'Flavius Daniliuc',\n",
       "       'Anel Ahmedhodzic', 'Leonardo Balerdi', 'Jorge Cuenca',\n",
       "       'Clément Lenglet', 'Andrew Gravillon', 'Maximilian Bauer',\n",
       "       'Kevin Akpoguma', 'Merih Demiral', 'Maxime Estève', 'Víctor Chust',\n",
       "       'Jason Denayer', 'Luca Ranieri', 'Karim Rekik', 'Maxim Leitsch',\n",
       "       'Óscar Mingueza', 'Ibrahima Konaté', 'Loïc Bade',\n",
       "       'Kristoffer Ajer', 'Abdou Diallo', 'Ardian Ismajli', 'Ben Godfrey',\n",
       "       'Nehuén Pérez', 'Diego González', 'Moritz Jenz',\n",
       "       'Armel Bella Kotchap', 'Omar Alderete', 'Mattia Viti',\n",
       "       'Mason Holgate', 'Giorgio Altare', 'Kevin Bonifazi',\n",
       "       'Pascal Stenzel', 'Jakub Kiwior', 'Domingos Duarte',\n",
       "       'Marin Pongračić', 'Marash Kumbulla', 'Erik Palmer-Brown',\n",
       "       'Mouctar Diakhaby', 'Christopher Wooh', 'Robin Koch',\n",
       "       'Fernando Calero', 'Paweł Dawidowicz', 'David Zima',\n",
       "       'Michael Svoboda', 'Erhan Mašović', 'Petko Hristov',\n",
       "       'Franco Russo', 'Matteo Lovato', 'Saidou Sow', 'Marc-Oliver Kempf',\n",
       "       'Marvin Friedrich', 'Nathan Collins', 'Timothee Pembele',\n",
       "       'Raúl Torrente', 'Alessandro Buongiorno', 'Rob Holding',\n",
       "       'Giorgio Scalvini', 'Issa Diop', 'Leo Skiri Østigård',\n",
       "       'Mads Bech Sørensen', 'Bosko Sutalo', 'Nikola Maraš',\n",
       "       'Andrés Andrade Cedeño', 'Ozan Kabak', 'Zinho Vanheusden',\n",
       "       'Ohis Felix Uduokhai', 'Guilherme Ramos', 'Yerry Mina', 'Thuler',\n",
       "       'Lyanco', 'Márton Dárdai', 'Matt Miazga'], dtype=object)"
      ]
     },
     "execution_count": 282,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Players to select for data visual\n",
    "\n",
    "dfviz.Player.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 401,
   "id": "b2b41f55",
   "metadata": {},
   "outputs": [],
   "source": [
    "#New dataframe for player / edit name to change visual\n",
    "\n",
    "values = dfviz.loc[dfviz['Player']=='Niklas Süle'].reset_index()\n",
    "values = list(values.loc[0])\n",
    "values = values[2:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 402,
   "id": "6b67bb08",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8 8\n"
     ]
    }
   ],
   "source": [
    "#Check in place to ensure number of parameters and metric values are correct\n",
    "\n",
    "print(len(params),len(values))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 403,
   "id": "91deff36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[9.75, 30.43, 20.46, 3.73, 17.96, 19.77, 7.28, 2.08]"
      ]
     },
     "execution_count": 403,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Values for the player selected above\n",
    "\n",
    "values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 404,
   "id": "902e8db8",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Getting the min and max values for the ranges for the data visual\n",
    "\n",
    "min_range = []\n",
    "max_range = []\n",
    "\n",
    "for x in params:\n",
    "    a = min(dfviz[params][x])\n",
    "    \n",
    "    b = max(dfviz[params][x])\n",
    "\n",
    "    min_range.append((a))\n",
    "    max_range.append((b))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 405,
   "id": "0f21fd27",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[5.57, 17.7, 6.55, 2.6, 6.84, 7.54, 5.18, 0.92]"
      ]
     },
     "execution_count": 405,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Check min values\n",
    "\n",
    "min_range"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 406,
   "id": "26663c39",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[15.51, 45.57, 26.29, 6.29, 24.55, 22.16, 12.6, 4.2]"
      ]
     },
     "execution_count": 406,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Check max values\n",
    "\n",
    "max_range"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 407,
   "id": "c71d1729",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Creating pizza chart\n",
    "\n",
    "baker = PyPizza(\n",
    "    params=params,\n",
    "    background_color=\"white\", straight_line_color=\"#000000\",\n",
    "    min_range=min_range,        # min range values\n",
    "    max_range=max_range,        # max range values\n",
    "    last_circle_color=\"#000000\", last_circle_lw=2.5, straight_line_lw=1,\n",
    "    other_circle_lw=0, other_circle_color=\"#000000\", inner_circle_size=16.5,\n",
    ")\n",
    "\n",
    "\n",
    "# plot pizza\n",
    "fig, ax = baker.make_pizza(\n",
    "    values,                          # list of values\n",
    "    figsize=(10, 10),                # adjust figsize according to your need\n",
    "    color_blank_space=\"same\",        # use same color to fill blank space\n",
    "    blank_alpha=0.4,                 # alpha for blank-space colors\n",
    "    kwargs_slices=dict(\n",
    "        facecolor=\"#E40A27\",edgecolor=\"#000000\", zorder=2, linewidth=1\n",
    "    ),                               # values to be used when plotting slices\n",
    "    kwargs_params=dict(\n",
    "        color=\"#000000\", fontsize=13,\n",
    "    ),                               # values to be used when adding parameter\n",
    "    kwargs_values=dict(\n",
    "        color=\"#000000\", fontsize=13,\n",
    "        bbox=dict(\n",
    "            edgecolor=\"#000000\", facecolor=\"#E40A27\",\n",
    "            boxstyle=\"round,pad=0.2\", lw=1\n",
    "        )\n",
    "    )                                # values to be used when adding parameter-values\n",
    ")\n",
    "\n",
    "# Add Title / Edit Player Name and Club\n",
    "fig.text(\n",
    "    0.515, 0.975, \"Niklas Süle - Bayern Munich\", size=18, fontweight='bold',\n",
    "    ha=\"center\", color=\"#000000\"\n",
    ")\n",
    "\n",
    "# Add Subtitle\n",
    "fig.text(\n",
    "    0.515, 0.956,\n",
    "    \"Centre Back Rating Breakdown | Top Five European Leagues 2021-22\",\n",
    "    size=14,\n",
    "    ha=\"center\", color=\"#000000\"\n",
    ")\n",
    "\n",
    "# add credits\n",
    "CREDIT_1 = \"Graphic: @HenshawAnalysis\"\n",
    "CREDIT_2 = \"Data is via Statsbomb\"\n",
    "CREDIT_3 = \"Template: Centre Back Rating Breakdown\"\n",
    "CREDIT_4 = \"Notes: Value in brackets is the weighting for that attribute\"\n",
    "\n",
    "fig.text(\n",
    "    0.935, 0.000, f\"{CREDIT_1}\\n{CREDIT_2}\\n{CREDIT_3}\\n{CREDIT_4}\", size=9,\n",
    "    color=\"#545454\",\n",
    "    ha=\"right\"\n",
    ")\n",
    "\n",
    "fig.text (0.511, 0.509, \"Overall\\nRating\", size=12, ha=\"center\", fontweight='bold')\n",
    "fig.text (0.511, 0.48, \"119.04\", size=16, ha=\"center\", fontweight='bold')\n",
    "\n",
    "\n",
    "\n",
    "# add image\n",
    "\n",
    "im2 = imageio.imread('SB_LogoNew.png')\n",
    "ax_image = add_image(\n",
    "    im2, fig, left=0.1, bottom=-0.09, width=0.22, height=0.22\n",
    ")   # these values might differ when you are plotting\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "424dabe4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e326ced4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}