{ "cells": [ { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import ScraperFC as sfc\n", "import traceback\n", "import pandas as pd\n", "pd.options.display.max_columns = 50\n", "\n", "try:\n", " scraper = sfc.FBRef()\n", " df = scraper.scrape_season(2019, \"EPL\", normalize=True, player=True)\n", " scraper.close()\n", "except:\n", " traceback.print_exc()\n", " scraper.close()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'League Table': Rk Squad MP W D L GF GA \\\n", " 0 1 Manchester City 38 0.842105 0.052632 0.105263 2.500000 0.605263 \n", " 1 2 Liverpool 38 0.789474 0.184211 0.026316 2.342105 0.578947 \n", " 2 3 Chelsea 38 0.552632 0.236842 0.210526 1.657895 1.026316 \n", " 3 4 Tottenham 38 0.605263 0.052632 0.342105 1.763158 1.026316 \n", " 4 5 Arsenal 38 0.552632 0.184211 0.263158 1.921053 1.342105 \n", " 5 6 Manchester Utd 38 0.500000 0.236842 0.263158 1.710526 1.421053 \n", " 6 7 Wolves 38 0.421053 0.236842 0.342105 1.236842 1.210526 \n", " 7 8 Everton 38 0.394737 0.236842 0.368421 1.421053 1.210526 \n", " 8 9 Leicester City 38 0.394737 0.184211 0.421053 1.342105 1.263158 \n", " 9 10 West Ham 38 0.394737 0.184211 0.421053 1.368421 1.447368 \n", " 10 11 Watford 38 0.368421 0.210526 0.421053 1.368421 1.552632 \n", " 11 12 Crystal Palace 38 0.368421 0.184211 0.447368 1.342105 1.394737 \n", " 12 13 Newcastle Utd 38 0.315789 0.236842 0.447368 1.105263 1.263158 \n", " 13 14 Bournemouth 38 0.342105 0.157895 0.500000 1.473684 1.842105 \n", " 14 15 Burnley 38 0.289474 0.184211 0.526316 1.184211 1.789474 \n", " 15 16 Southampton 38 0.236842 0.315789 0.447368 1.184211 1.710526 \n", " 16 17 Brighton 38 0.236842 0.236842 0.526316 0.921053 1.578947 \n", " 17 18 Cardiff City 38 0.263158 0.105263 0.631579 0.894737 1.815789 \n", " 18 19 Fulham 38 0.184211 0.131579 0.684211 0.894737 2.131579 \n", " 19 20 Huddersfield 38 0.078947 0.184211 0.736842 0.578947 2.000000 \n", " \n", " GD Pts xG xGA xGD Attendance \\\n", " 0 1.894737 2.578947 2.155263 0.668421 1.484211 1424.473684 \n", " 1 1.763158 2.552632 1.936842 0.789474 1.147368 1394.289474 \n", " 2 0.631579 1.894737 1.539474 0.926316 0.613158 1064.131579 \n", " 3 0.736842 1.868421 1.463158 1.192105 0.268421 1426.736842 \n", " 4 0.578947 1.842105 1.505263 1.436842 0.068421 1576.289474 \n", " 5 0.289474 1.736842 1.568421 1.260526 0.307895 1960.473684 \n", " 6 0.026316 1.500000 1.313158 1.018421 0.294737 816.578947 \n", " 7 0.210526 1.421053 1.226316 1.184211 0.042105 1027.447368 \n", " 8 0.078947 1.368421 1.300000 1.121053 0.178947 838.184211 \n", " 9 -0.078947 1.368421 1.286842 1.597368 -0.313158 1535.157895 \n", " 10 -0.184211 1.315789 1.260526 1.428947 -0.165789 526.736842 \n", " 11 -0.052632 1.289474 1.318421 1.276316 0.042105 669.868421 \n", " 12 -0.157895 1.184211 1.021053 1.381579 -0.360526 1345.289474 \n", " 13 -0.368421 1.184211 1.400000 1.468421 -0.068421 277.157895 \n", " 14 -0.605263 1.052632 1.100000 1.657895 -0.557895 540.368421 \n", " 15 -0.526316 1.026316 1.197368 1.447368 -0.250000 793.131579 \n", " 16 -0.657895 0.947368 0.907895 1.484211 -0.576316 800.684211 \n", " 17 -0.921053 0.894737 1.047368 1.626316 -0.578947 826.526316 \n", " 18 -1.236842 0.684211 1.044737 1.715789 -0.671053 641.342105 \n", " 19 -1.421053 0.421053 0.757895 1.665789 -0.910526 610.605263 \n", " \n", " Top Team Scorer Goalkeeper \\\n", " 0 Sergio Agüero - 21 Ederson \n", " 1 Sadio Mané, Mohamed Salah - 22 Alisson \n", " 2 Eden Hazard - 16 Kepa Arrizabalaga \n", " 3 Harry Kane - 17 Hugo Lloris \n", " 4 Pierre-Emerick Aubameyang - 22 Bernd Leno \n", " 5 Paul Pogba - 13 David de Gea \n", " 6 Raúl Jiménez - 13 Rui Patrício \n", " 7 Gylfi Sigurðsson, Richarlison - 13 Jordan Pickford \n", " 8 Jamie Vardy - 18 Kasper Schmeichel \n", " 9 Marko Arnautović - 10 Łukasz Fabiański \n", " 10 Gerard Deulofeu - 10 Ben Foster \n", " 11 Luka Milivojević - 12 Vicente Guaita \n", " 12 Ayoze Pérez - 12 Martin Dúbravka \n", " 13 Callum Wilson - 14 Asmir Begović \n", " 14 Ashley Barnes - 12 Tom Heaton, Joe Hart \n", " 15 James Ward-Prowse, Danny Ings - 7 Alex McCarthy \n", " 16 Glenn Murray - 13 Mathew Ryan \n", " 17 Víctor Camarasa, Bobby Reid - 5 Neil Etheridge \n", " 18 Aleksandar Mitrović - 11 Sergio Rico \n", " 19 Aaron Mooy, Mathias Jørgensen... - 3 Jonas Lössl \n", " \n", " Notes \n", " 0 → UEFA Champions League via league finish \n", " 1 → UEFA Champions League via league finish \n", " 2 → UEFA Champions League via league finish \n", " 3 → UEFA Champions League via league finish \n", " 4 → UEFA Europa League via league finish \n", " 5 → UEFA Europa League via league finish 1 \n", " 6 → UEFA Europa League via league finish \n", " 7 NaN \n", " 8 NaN \n", " 9 NaN \n", " 10 NaN \n", " 11 NaN \n", " 12 NaN \n", " 13 NaN \n", " 14 NaN \n", " 15 NaN \n", " 16 NaN \n", " 17 Relegated \n", " 18 Relegated \n", " 19 Relegated ,\n", " 'Standard': ( Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 \\\n", " Squad # Pl Age \n", " 0 Arsenal 28 26.7 \n", " 1 Bournemouth 28 26.6 \n", " 2 Brighton 21 27.4 \n", " 3 Burnley 23 28.0 \n", " 4 Cardiff City 25 27.7 \n", " 5 Chelsea 24 27.3 \n", " 6 Crystal Palace 26 27.4 \n", " 7 Everton 23 25.7 \n", " 8 Fulham 28 26.0 \n", " 9 Huddersfield 31 26.2 \n", " 10 Leicester City 25 25.9 \n", " 11 Liverpool 23 26.1 \n", " 12 Manchester City 21 26.7 \n", " 13 Manchester Utd 28 26.3 \n", " 14 Newcastle Utd 24 26.9 \n", " 15 Southampton 30 25.4 \n", " 16 Tottenham 28 26.8 \n", " 17 Watford 25 28.5 \n", " 18 West Ham 26 27.6 \n", " 19 Wolves 21 26.1 \n", " \n", " Unnamed: 3_level_0 Playing Time Performance \\\n", " Poss MP Starts Min 90s Gls Ast \n", " 0 58.0 38 418 3420 38.0 1.815789 1.368421 \n", " 1 46.8 38 418 3420 38.0 1.447368 1.131579 \n", " 2 42.6 38 418 3420 38.0 0.921053 0.631579 \n", " 3 41.2 38 418 3420 38.0 1.131579 0.842105 \n", " 4 35.6 38 418 3420 38.0 0.868421 0.526316 \n", " 5 62.8 38 418 3420 38.0 1.605263 1.368421 \n", " 6 45.0 38 418 3420 38.0 1.263158 0.868421 \n", " 7 51.5 38 418 3420 38.0 1.394737 0.894737 \n", " 8 48.6 38 418 3420 38.0 0.868421 0.631579 \n", " 9 47.0 38 418 3420 38.0 0.526316 0.342105 \n", " 10 51.1 38 418 3420 38.0 1.263158 0.894737 \n", " 11 61.7 38 418 3420 38.0 2.263158 1.447368 \n", " 12 67.8 38 418 3420 38.0 2.394737 1.868421 \n", " 13 54.5 38 418 3420 38.0 1.710526 1.052632 \n", " 14 40.4 38 418 3420 38.0 1.078947 0.868421 \n", " 15 43.9 38 418 3420 38.0 1.157895 0.710526 \n", " 16 58.9 38 418 3420 38.0 1.736842 1.236842 \n", " 17 47.1 38 418 3420 38.0 1.342105 1.026316 \n", " 18 48.7 38 418 3420 38.0 1.342105 0.868421 \n", " 19 46.9 38 418 3420 38.0 1.210526 0.921053 \n", " \n", " Expected \\\n", " G-PK PK PKatt CrdY CrdR xG npxG \n", " 0 1.710526 0.105263 0.131579 1.921053 0.052632 1.505263 1.400000 \n", " 1 1.263158 0.184211 0.236842 1.578947 0.026316 1.400000 1.221053 \n", " 2 0.789474 0.131579 0.157895 1.605263 0.105263 0.907895 0.786842 \n", " 3 1.078947 0.052632 0.052632 1.973684 0.026316 1.100000 1.060526 \n", " 4 0.789474 0.078947 0.105263 1.736842 0.026316 1.047368 0.965789 \n", " 5 1.473684 0.131579 0.131579 1.289474 0.000000 1.539474 1.439474 \n", " 6 1.000000 0.263158 0.289474 1.526316 0.052632 1.318421 1.110526 \n", " 7 1.342105 0.052632 0.131579 1.473684 0.105263 1.226316 1.121053 \n", " 8 0.815789 0.052632 0.078947 1.842105 0.052632 1.044737 0.984211 \n", " 9 0.500000 0.026316 0.026316 1.473684 0.105263 0.757895 0.736842 \n", " 10 1.131579 0.131579 0.184211 1.578947 0.131579 1.300000 1.165789 \n", " 11 2.078947 0.184211 0.184211 1.026316 0.052632 1.936842 1.797368 \n", " 12 2.315789 0.078947 0.105263 1.157895 0.026316 2.155263 2.073684 \n", " 13 1.473684 0.236842 0.315789 1.973684 0.105263 1.568421 1.326316 \n", " 14 1.052632 0.026316 0.078947 1.500000 0.052632 1.021053 0.960526 \n", " 15 1.052632 0.105263 0.131579 1.921053 0.078947 1.197368 1.100000 \n", " 16 1.631579 0.105263 0.105263 1.500000 0.078947 1.463158 1.384211 \n", " 17 1.315789 0.026316 0.026316 2.078947 0.105263 1.260526 1.242105 \n", " 18 1.210526 0.131579 0.131579 1.552632 0.026316 1.286842 1.186842 \n", " 19 1.105263 0.105263 0.105263 1.921053 0.026316 1.313158 1.234211 \n", " \n", " Performance Expected \n", " xA npxG+xA G+A G+A-PK xG+xA \n", " 0 1.157895 2.557895 0.447368 0.342105 2.663158 \n", " 1 0.960526 2.181579 0.315789 0.131579 2.360526 \n", " 2 0.615789 1.402632 0.289474 0.157895 1.523684 \n", " 3 0.715789 1.776316 0.289474 0.236842 1.815789 \n", " 4 0.607895 1.573684 0.342105 0.263158 1.655263 \n", " 5 1.202632 2.644737 0.236842 0.105263 2.742105 \n", " 6 0.828947 1.936842 0.394737 0.131579 2.147368 \n", " 7 0.797368 1.918421 0.500000 0.447368 2.023684 \n", " 8 0.757895 1.742105 0.236842 0.184211 1.802632 \n", " 9 0.518421 1.255263 0.184211 0.157895 1.276316 \n", " 10 0.897368 2.063158 0.368421 0.236842 2.197368 \n", " 11 1.255263 3.052632 0.815789 0.631579 3.192105 \n", " 12 1.613158 3.686842 0.526316 0.447368 3.768421 \n", " 13 1.005263 2.331579 0.657895 0.421053 2.573684 \n", " 14 0.689474 1.650000 0.210526 0.184211 1.710526 \n", " 15 0.715789 1.815789 0.447368 0.342105 1.913158 \n", " 16 0.968421 2.352632 0.500000 0.394737 2.431579 \n", " 17 0.876316 2.118421 0.315789 0.289474 2.136842 \n", " 18 0.860526 2.050000 0.473684 0.342105 2.147368 \n", " 19 0.915789 2.150000 0.289474 0.184211 2.228947 ,\n", " Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 \\\n", " Squad # Pl Age \n", " 0 vs Arsenal 28 26.8 \n", " 1 vs Bournemouth 28 26.8 \n", " 2 vs Brighton 21 26.8 \n", " 3 vs Burnley 23 26.7 \n", " 4 vs Cardiff City 25 26.7 \n", " 5 vs Chelsea 24 26.8 \n", " 6 vs Crystal Palace 26 26.7 \n", " 7 vs Everton 23 26.8 \n", " 8 vs Fulham 28 26.8 \n", " 9 vs Huddersfield 31 26.5 \n", " 10 vs Leicester City 25 26.8 \n", " 11 vs Liverpool 23 26.9 \n", " 12 vs Manchester City 21 26.6 \n", " 13 vs Manchester Utd 28 26.9 \n", " 14 vs Newcastle Utd 24 26.8 \n", " 15 vs Southampton 30 26.7 \n", " 16 vs Tottenham 28 26.7 \n", " 17 vs Watford 25 26.8 \n", " 18 vs West Ham 26 26.7 \n", " 19 vs Wolves 21 26.8 \n", " \n", " Unnamed: 3_level_0 Playing Time Performance \\\n", " Poss MP Starts Min 90s Gls Ast \n", " 0 42.0 38 418 3420 38.0 1.289474 0.842105 \n", " 1 53.2 38 418 3420 38.0 1.763158 1.263158 \n", " 2 57.4 38 418 3420 38.0 1.578947 1.026316 \n", " 3 58.8 38 418 3420 38.0 1.684211 1.131579 \n", " 4 64.4 38 418 3420 38.0 1.815789 1.394737 \n", " 5 37.2 38 418 3420 38.0 1.026316 0.789474 \n", " 6 55.0 38 418 3420 38.0 1.368421 0.921053 \n", " 7 48.5 38 418 3420 38.0 1.157895 0.631579 \n", " 8 51.4 38 418 3420 38.0 2.078947 1.552632 \n", " 9 53.0 38 418 3420 38.0 1.973684 1.473684 \n", " 10 48.9 38 418 3420 38.0 1.263158 0.947368 \n", " 11 38.3 38 418 3420 38.0 0.578947 0.421053 \n", " 12 32.2 38 418 3420 38.0 0.605263 0.368421 \n", " 13 45.5 38 418 3420 38.0 1.342105 0.973684 \n", " 14 59.6 38 418 3420 38.0 1.236842 0.842105 \n", " 15 56.1 38 418 3420 38.0 1.631579 1.289474 \n", " 16 41.1 38 418 3420 38.0 0.947368 0.736842 \n", " 17 52.9 38 418 3420 38.0 1.473684 1.000000 \n", " 18 51.3 38 418 3420 38.0 1.421053 1.052632 \n", " 19 53.1 38 418 3420 38.0 1.105263 0.842105 \n", " \n", " Expected \\\n", " G-PK PK PKatt CrdY CrdR xG npxG \n", " 0 1.105263 0.184211 0.184211 2.000000 0.052632 1.436842 1.297368 \n", " 1 1.631579 0.131579 0.131579 2.394737 0.236842 1.468421 1.368421 \n", " 2 1.315789 0.263158 0.263158 1.368421 0.052632 1.484211 1.289474 \n", " 3 1.631579 0.052632 0.078947 1.526316 0.078947 1.657895 1.600000 \n", " 4 1.710526 0.105263 0.184211 1.289474 0.078947 1.626316 1.486842 \n", " 5 1.000000 0.026316 0.052632 1.657895 0.000000 0.926316 0.881579 \n", " 6 1.263158 0.105263 0.131579 1.631579 0.052632 1.276316 1.178947 \n", " 7 1.105263 0.052632 0.131579 2.026316 0.052632 1.184211 1.081579 \n", " 8 1.947368 0.131579 0.184211 1.131579 0.000000 1.715789 1.576316 \n", " 9 1.789474 0.184211 0.210526 1.736842 0.052632 1.665789 1.507895 \n", " 10 1.131579 0.131579 0.131579 1.842105 0.157895 1.121053 1.023684 \n", " 11 0.578947 0.000000 0.026316 1.263158 0.026316 0.789474 0.771053 \n", " 12 0.500000 0.105263 0.105263 1.421053 0.052632 0.668421 0.597368 \n", " 13 1.184211 0.157895 0.157895 1.763158 0.026316 1.260526 1.139474 \n", " 14 1.078947 0.157895 0.157895 1.526316 0.026316 1.381579 1.263158 \n", " 15 1.578947 0.052632 0.078947 1.631579 0.026316 1.447368 1.386842 \n", " 16 0.868421 0.078947 0.131579 1.605263 0.052632 1.192105 1.089474 \n", " 17 1.368421 0.105263 0.131579 1.315789 0.078947 1.428947 1.328947 \n", " 18 1.315789 0.105263 0.131579 1.500000 0.026316 1.597368 1.497368 \n", " 19 1.026316 0.078947 0.105263 2.000000 0.105263 1.018421 0.939474 \n", " \n", " Performance Expected \n", " xA npxG+xA G+A G+A-PK xG+xA \n", " 0 0.926316 2.221053 0.447368 0.263158 2.363158 \n", " 1 0.926316 2.294737 0.500000 0.368421 2.394737 \n", " 2 0.931579 2.221053 0.552632 0.289474 2.415789 \n", " 3 1.176316 2.773684 0.552632 0.500000 2.834211 \n", " 4 1.078947 2.565789 0.421053 0.315789 2.705263 \n", " 5 0.707895 1.589474 0.236842 0.210526 1.634211 \n", " 6 0.868421 2.050000 0.447368 0.342105 2.144737 \n", " 7 0.757895 1.839474 0.526316 0.473684 1.942105 \n", " 8 1.178947 2.755263 0.526316 0.394737 2.894737 \n", " 9 1.213158 2.721053 0.500000 0.315789 2.878947 \n", " 10 0.813158 1.836842 0.315789 0.184211 1.934211 \n", " 11 0.534211 1.302632 0.157895 0.157895 1.323684 \n", " 12 0.492105 1.089474 0.236842 0.131579 1.160526 \n", " 13 0.892105 2.031579 0.368421 0.210526 2.152632 \n", " 14 0.915789 2.178947 0.394737 0.236842 2.297368 \n", " 15 1.018421 2.405263 0.342105 0.289474 2.465789 \n", " 16 0.818421 1.907895 0.210526 0.131579 2.010526 \n", " 17 0.952632 2.281579 0.473684 0.368421 2.381579 \n", " 18 1.139474 2.636842 0.368421 0.263158 2.736842 \n", " 19 0.621053 1.560526 0.263158 0.184211 1.639474 ),\n", " 'Goalkeeping': ( Unnamed: 0_level_0 Unnamed: 1_level_0 Playing Time \\\n", " Squad # Pl MP Starts Min 90s \n", " 0 Arsenal 2 38 38 3420 38.0 \n", " 1 Bournemouth 3 38 38 3420 38.0 \n", " 2 Brighton 2 38 38 3420 38.0 \n", " 3 Burnley 2 38 38 3420 38.0 \n", " 4 Cardiff City 1 38 38 3420 38.0 \n", " 5 Chelsea 2 38 38 3420 38.0 \n", " 6 Crystal Palace 3 38 38 3420 38.0 \n", " 7 Everton 1 38 38 3420 38.0 \n", " 8 Fulham 3 38 38 3420 38.0 \n", " 9 Huddersfield 3 38 38 3420 38.0 \n", " 10 Leicester City 1 38 38 3420 38.0 \n", " 11 Liverpool 1 38 38 3420 38.0 \n", " 12 Manchester City 1 38 38 3420 38.0 \n", " 13 Manchester Utd 1 38 38 3420 38.0 \n", " 14 Newcastle Utd 1 38 38 3420 38.0 \n", " 15 Southampton 3 38 38 3420 38.0 \n", " 16 Tottenham 3 38 38 3420 38.0 \n", " 17 Watford 1 38 38 3420 38.0 \n", " 18 West Ham 1 38 38 3420 38.0 \n", " 19 Wolves 3 38 38 3420 38.0 \n", " \n", " Performance \\\n", " GA SoTA Saves Save% W D L \n", " 0 1.342105 4.605263 3.473684 74.9 0.552632 0.184211 0.263158 \n", " 1 1.842105 4.368421 2.710526 60.8 0.342105 0.157895 0.500000 \n", " 2 1.578947 4.078947 2.763158 67.7 0.236842 0.236842 0.526316 \n", " 3 1.789474 5.236842 3.605263 66.8 0.289474 0.184211 0.526316 \n", " 4 1.815789 5.289474 3.552632 67.7 0.263158 0.105263 0.631579 \n", " 5 1.026316 3.157895 2.131579 68.3 0.552632 0.236842 0.210526 \n", " 6 1.394737 4.105263 2.815789 68.6 0.368421 0.184211 0.447368 \n", " 7 1.210526 3.368421 2.263158 65.6 0.394737 0.236842 0.368421 \n", " 8 2.131579 5.842105 3.868421 65.8 0.184211 0.131579 0.684211 \n", " 9 2.000000 4.657895 2.842105 61.0 0.078947 0.184211 0.736842 \n", " 10 1.263158 3.657895 2.526316 69.1 0.394737 0.184211 0.421053 \n", " 11 0.578947 2.526316 1.947368 77.1 0.789474 0.184211 0.026316 \n", " 12 0.605263 2.000000 1.500000 75.0 0.842105 0.052632 0.105263 \n", " 13 1.421053 4.447368 3.263158 71.6 0.500000 0.236842 0.263158 \n", " 14 1.263158 3.552632 2.473684 68.9 0.315789 0.236842 0.447368 \n", " 15 1.710526 4.473684 2.894737 62.9 0.236842 0.315789 0.447368 \n", " 16 1.026316 3.894737 3.000000 75.7 0.605263 0.052632 0.342105 \n", " 17 1.552632 4.552632 3.105263 68.2 0.368421 0.210526 0.421053 \n", " 18 1.447368 5.026316 3.657895 73.3 0.394737 0.184211 0.421053 \n", " 19 1.210526 3.710526 2.657895 69.5 0.421053 0.236842 0.342105 \n", " \n", " Penalty Kicks \n", " CS CS% PKatt PKA PKsv PKm Save% \n", " 0 0.210526 21.1 0.184211 0.184211 0.000000 0.000000 0.0 \n", " 1 0.263158 26.3 0.131579 0.131579 0.000000 0.000000 0.0 \n", " 2 0.184211 18.4 0.263158 0.263158 0.000000 0.000000 0.0 \n", " 3 0.210526 21.1 0.078947 0.052632 0.026316 0.000000 33.3 \n", " 4 0.263158 26.3 0.184211 0.105263 0.078947 0.000000 42.9 \n", " 5 0.421053 42.1 0.052632 0.026316 0.026316 0.000000 50.0 \n", " 6 0.315789 31.6 0.131579 0.105263 0.026316 0.000000 20.0 \n", " 7 0.368421 36.8 0.131579 0.052632 0.078947 0.000000 60.0 \n", " 8 0.131579 13.2 0.184211 0.131579 0.026316 0.026316 16.7 \n", " 9 0.131579 13.2 0.210526 0.184211 0.026316 0.000000 12.5 \n", " 10 0.263158 26.3 0.131579 0.131579 0.000000 0.000000 0.0 \n", " 11 0.552632 55.3 0.026316 0.000000 0.000000 0.026316 NaN \n", " 12 0.526316 52.6 0.105263 0.105263 0.000000 0.000000 0.0 \n", " 13 0.184211 18.4 0.157895 0.157895 0.000000 0.000000 0.0 \n", " 14 0.289474 28.9 0.157895 0.157895 0.000000 0.000000 0.0 \n", " 15 0.184211 18.4 0.078947 0.052632 0.026316 0.000000 33.3 \n", " 16 0.342105 34.2 0.131579 0.078947 0.052632 0.000000 40.0 \n", " 17 0.184211 18.4 0.131579 0.105263 0.026316 0.000000 20.0 \n", " 18 0.184211 18.4 0.131579 0.105263 0.026316 0.000000 20.0 \n", " 19 0.236842 23.7 0.105263 0.078947 0.000000 0.026316 0.0 ,\n", " Unnamed: 0_level_0 Unnamed: 1_level_0 Playing Time \\\n", " Squad # Pl MP Starts Min 90s \n", " 0 vs Arsenal 2 38 38 3420 38.0 \n", " 1 vs Bournemouth 3 38 38 3420 38.0 \n", " 2 vs Brighton 2 38 38 3420 38.0 \n", " 3 vs Burnley 2 38 38 3420 38.0 \n", " 4 vs Cardiff City 1 38 38 3420 38.0 \n", " 5 vs Chelsea 2 38 38 3420 38.0 \n", " 6 vs Crystal Palace 3 38 38 3420 38.0 \n", " 7 vs Everton 1 38 38 3420 38.0 \n", " 8 vs Fulham 3 38 38 3420 38.0 \n", " 9 vs Huddersfield 3 38 38 3420 38.0 \n", " 10 vs Leicester City 1 38 38 3420 38.0 \n", " 11 vs Liverpool 1 38 38 3420 38.0 \n", " 12 vs Manchester City 1 38 38 3420 38.0 \n", " 13 vs Manchester Utd 1 38 38 3420 38.0 \n", " 14 vs Newcastle Utd 1 38 38 3420 38.0 \n", " 15 vs Southampton 3 38 38 3420 38.0 \n", " 16 vs Tottenham 3 38 38 3420 38.0 \n", " 17 vs Watford 1 38 38 3420 38.0 \n", " 18 vs West Ham 1 38 38 3420 38.0 \n", " 19 vs Wolves 3 38 38 3420 38.0 \n", " \n", " Performance \\\n", " GA SoTA Saves Save% W D L \n", " 0 1.921053 4.157895 2.447368 56.3 0.263158 0.184211 0.552632 \n", " 1 1.473684 4.000000 2.736842 67.8 0.500000 0.157895 0.342105 \n", " 2 0.921053 2.605263 1.815789 69.7 0.526316 0.236842 0.236842 \n", " 3 1.184211 3.000000 1.921053 62.3 0.526316 0.184211 0.289474 \n", " 4 0.894737 2.973684 2.157895 72.6 0.631579 0.105263 0.263158 \n", " 5 1.657895 4.973684 3.473684 69.3 0.210526 0.236842 0.552632 \n", " 6 1.342105 3.605263 2.605263 70.1 0.447368 0.184211 0.368421 \n", " 7 1.421053 4.184211 2.842105 67.3 0.368421 0.236842 0.394737 \n", " 8 0.894737 3.631579 2.815789 76.8 0.684211 0.131579 0.184211 \n", " 9 0.578947 3.105263 2.578947 82.2 0.736842 0.184211 0.078947 \n", " 10 1.342105 4.578947 3.421053 73.6 0.421053 0.184211 0.394737 \n", " 11 2.342105 5.526316 3.421053 61.0 0.026316 0.184211 0.789474 \n", " 12 2.500000 6.500000 4.157895 62.8 0.105263 0.052632 0.842105 \n", " 13 1.710526 5.578947 4.078947 73.6 0.263158 0.236842 0.500000 \n", " 14 1.105263 3.578947 2.500000 69.9 0.447368 0.236842 0.315789 \n", " 15 1.184211 4.000000 2.921053 73.0 0.447368 0.315789 0.236842 \n", " 16 1.763158 4.894737 3.263158 66.1 0.342105 0.052632 0.605263 \n", " 17 1.368421 3.947368 2.578947 66.0 0.421053 0.210526 0.368421 \n", " 18 1.368421 3.921053 2.657895 68.5 0.421053 0.184211 0.394737 \n", " 19 1.236842 3.789474 2.657895 70.1 0.342105 0.236842 0.421053 \n", " \n", " Penalty Kicks \n", " CS CS% PKatt PKA PKsv PKm Save% \n", " 0 0.105263 10.5 0.131579 0.105263 0.026316 0.000000 20.0 \n", " 1 0.315789 31.6 0.236842 0.184211 0.026316 0.026316 12.5 \n", " 2 0.342105 34.2 0.157895 0.131579 0.026316 0.000000 16.7 \n", " 3 0.315789 31.6 0.052632 0.052632 0.000000 0.000000 0.0 \n", " 4 0.447368 44.7 0.105263 0.078947 0.026316 0.000000 25.0 \n", " 5 0.263158 26.3 0.131579 0.131579 0.000000 0.000000 0.0 \n", " 6 0.289474 28.9 0.289474 0.263158 0.026316 0.000000 9.1 \n", " 7 0.263158 26.3 0.131579 0.052632 0.052632 0.026316 50.0 \n", " 8 0.394737 39.5 0.078947 0.052632 0.026316 0.000000 33.3 \n", " 9 0.500000 50.0 0.026316 0.026316 0.000000 0.000000 0.0 \n", " 10 0.210526 21.1 0.184211 0.131579 0.052632 0.000000 28.6 \n", " 11 0.078947 7.9 0.184211 0.184211 0.000000 0.000000 0.0 \n", " 12 0.052632 5.3 0.105263 0.078947 0.000000 0.026316 0.0 \n", " 13 0.184211 18.4 0.315789 0.236842 0.078947 0.000000 25.0 \n", " 14 0.342105 34.2 0.078947 0.026316 0.052632 0.000000 66.7 \n", " 15 0.263158 26.3 0.131579 0.105263 0.026316 0.000000 20.0 \n", " 16 0.157895 15.8 0.105263 0.105263 0.000000 0.000000 0.0 \n", " 17 0.263158 26.3 0.026316 0.026316 0.000000 0.000000 0.0 \n", " 18 0.368421 36.8 0.131579 0.131579 0.000000 0.000000 0.0 \n", " 19 0.289474 28.9 0.105263 0.105263 0.000000 0.000000 0.0 ),\n", " 'Advanced Goalkeeping': ( Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Goals \\\n", " Squad # Pl 90s GA \n", " 0 Arsenal 2 38.0 1.342105 \n", " 1 Bournemouth 3 38.0 1.842105 \n", " 2 Brighton 2 38.0 1.578947 \n", " 3 Burnley 2 38.0 1.789474 \n", " 4 Cardiff City 1 38.0 1.815789 \n", " 5 Chelsea 2 38.0 1.026316 \n", " 6 Crystal Palace 3 38.0 1.394737 \n", " 7 Everton 1 38.0 1.210526 \n", " 8 Fulham 3 38.0 2.131579 \n", " 9 Huddersfield 3 38.0 2.000000 \n", " 10 Leicester City 1 38.0 1.263158 \n", " 11 Liverpool 1 38.0 0.578947 \n", " 12 Manchester City 1 38.0 0.605263 \n", " 13 Manchester Utd 1 38.0 1.421053 \n", " 14 Newcastle Utd 1 38.0 1.263158 \n", " 15 Southampton 3 38.0 1.710526 \n", " 16 Tottenham 3 38.0 1.026316 \n", " 17 Watford 1 38.0 1.552632 \n", " 18 West Ham 1 38.0 1.447368 \n", " 19 Wolves 3 38.0 1.210526 \n", " \n", " Expected \\\n", " PKA FK CK OG PSxG PSxG/SoT PSxG+/- \n", " 0 0.184211 0.026316 0.131579 0.052632 1.434211 0.007632 0.144737 \n", " 1 0.131579 0.052632 0.210526 0.078947 1.478947 0.008421 -0.284211 \n", " 2 0.263158 0.026316 0.157895 0.000000 1.510526 0.008421 -0.068421 \n", " 3 0.052632 0.052632 0.263158 0.105263 1.573684 0.007632 -0.110526 \n", " 4 0.105263 0.026316 0.315789 0.000000 1.815789 0.008421 0.000000 \n", " 5 0.026316 0.000000 0.157895 0.000000 0.997368 0.007895 -0.028947 \n", " 6 0.105263 0.026316 0.210526 0.026316 1.226316 0.007368 -0.142105 \n", " 7 0.052632 0.052632 0.289474 0.052632 1.265789 0.009211 0.107895 \n", " 8 0.131579 0.026316 0.236842 0.052632 1.992105 0.008421 -0.086842 \n", " 9 0.184211 0.078947 0.210526 0.026316 1.663158 0.008684 -0.310526 \n", " 10 0.131579 0.000000 0.184211 0.000000 1.221053 0.007895 -0.042105 \n", " 11 0.000000 0.000000 0.131579 0.000000 0.705263 0.007368 0.126316 \n", " 12 0.105263 0.026316 0.131579 0.000000 0.707895 0.008421 0.102632 \n", " 13 0.157895 0.052632 0.184211 0.078947 1.365789 0.007368 0.023684 \n", " 14 0.157895 0.052632 0.263158 0.026316 1.331579 0.008947 0.094737 \n", " 15 0.052632 0.000000 0.210526 0.078947 1.434211 0.008158 -0.197368 \n", " 16 0.078947 0.026316 0.184211 0.078947 1.339474 0.008421 0.392105 \n", " 17 0.105263 0.052632 0.184211 0.078947 1.494737 0.008421 0.021053 \n", " 18 0.105263 0.000000 0.263158 0.026316 1.721053 0.008684 0.300000 \n", " 19 0.078947 0.026316 0.184211 0.078947 1.073684 0.007368 -0.057895 \n", " \n", " Launched Passes Goal Kicks \\\n", " Cmp Att Cmp% Att Thr Launch% AvgLen Att \n", " 0 4.026316 13.684211 29.4 28.394737 5.605263 33.1 35.4 6.973684 \n", " 1 5.552632 14.236842 39.0 19.473684 5.078947 44.7 39.8 7.894737 \n", " 2 9.289474 22.605263 41.1 20.131579 2.868421 68.0 49.1 9.473684 \n", " 3 9.315789 25.236842 36.9 21.763158 2.315789 78.1 55.8 8.921053 \n", " 4 8.763158 29.026316 30.2 22.868421 1.289474 90.4 61.6 8.394737 \n", " 5 4.973684 8.921053 55.8 24.605263 4.552632 22.8 29.1 6.947368 \n", " 6 6.868421 20.789474 33.0 20.500000 3.789474 62.6 48.7 8.868421 \n", " 7 7.394737 20.105263 36.8 25.473684 3.947368 58.4 48.3 7.421053 \n", " 8 8.736842 20.736842 42.1 21.921053 3.447368 59.7 44.8 9.078947 \n", " 9 9.763158 23.236842 42.0 28.000000 2.789474 62.9 46.9 6.947368 \n", " 10 8.657895 18.210526 47.5 23.763158 2.842105 51.3 41.9 8.026316 \n", " 11 5.157895 10.368421 49.7 27.736842 5.184211 27.0 32.4 5.473684 \n", " 12 3.605263 7.289474 49.5 23.710526 4.526316 21.5 29.7 4.473684 \n", " 13 8.184211 17.552632 46.6 19.894737 3.763158 53.0 43.8 8.710526 \n", " 14 7.157895 19.000000 37.7 22.000000 3.789474 54.2 43.5 8.315789 \n", " 15 5.368421 18.657895 28.8 18.184211 2.526316 67.6 50.8 7.263158 \n", " 16 6.473684 14.236842 45.5 28.078947 4.789474 35.8 35.4 7.000000 \n", " 17 9.473684 25.605263 37.0 24.789474 2.605263 73.8 52.5 7.894737 \n", " 18 8.315789 22.315789 37.3 23.710526 3.736842 62.9 49.4 7.973684 \n", " 19 6.552632 15.394737 42.6 15.105263 2.894737 60.6 43.6 7.421053 \n", " \n", " Crosses Sweeper \n", " Launch% AvgLen Opp Stp Stp% #OPA AvgDist \n", " 0 61.5 50.7 8.368421 0.657895 7.9 0.578947 15.2 \n", " 1 70.0 54.6 9.473684 0.631579 6.7 0.473684 13.9 \n", " 2 94.2 64.8 9.315789 0.500000 5.4 0.184211 12.7 \n", " 3 92.3 69.0 11.289474 0.578947 5.1 0.684211 14.6 \n", " 4 99.4 70.6 7.868421 0.578947 7.4 1.000000 16.2 \n", " 5 47.7 41.9 7.052632 0.605263 8.6 0.605263 15.8 \n", " 6 89.6 66.1 10.421053 0.710526 6.8 0.447368 13.7 \n", " 7 70.6 60.5 7.421053 0.657895 8.9 0.921053 16.0 \n", " 8 84.3 60.1 10.447368 0.815789 7.8 0.447368 13.5 \n", " 9 81.1 61.0 7.421053 0.842105 11.3 0.605263 14.2 \n", " 10 75.1 57.4 8.894737 0.894737 10.1 0.421053 14.2 \n", " 11 52.4 46.3 7.315789 0.578947 7.9 0.973684 16.6 \n", " 12 48.8 49.4 4.657895 0.447368 9.6 0.710526 17.1 \n", " 13 80.4 60.5 8.157895 0.500000 6.1 0.342105 12.6 \n", " 14 85.1 62.8 10.736842 0.921053 8.6 0.605263 13.3 \n", " 15 87.7 65.6 9.342105 0.789474 8.5 0.500000 14.1 \n", " 16 59.8 48.1 8.710526 0.447368 5.1 0.500000 14.8 \n", " 17 92.7 68.8 9.842105 0.921053 9.4 1.105263 15.9 \n", " 18 92.7 68.7 9.894737 0.947368 9.6 0.421053 13.6 \n", " 19 84.0 57.5 8.289474 0.552632 6.7 0.342105 12.8 ,\n", " Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Goals \\\n", " Squad # Pl 90s GA \n", " 0 vs Arsenal 2 38.0 1.921053 \n", " 1 vs Bournemouth 3 38.0 1.473684 \n", " 2 vs Brighton 2 38.0 0.921053 \n", " 3 vs Burnley 2 38.0 1.184211 \n", " 4 vs Cardiff City 1 38.0 0.894737 \n", " 5 vs Chelsea 2 38.0 1.657895 \n", " 6 vs Crystal Palace 3 38.0 1.342105 \n", " 7 vs Everton 1 38.0 1.421053 \n", " 8 vs Fulham 3 38.0 0.894737 \n", " 9 vs Huddersfield 3 38.0 0.578947 \n", " 10 vs Leicester City 1 38.0 1.342105 \n", " 11 vs Liverpool 1 38.0 2.342105 \n", " 12 vs Manchester City 1 38.0 2.500000 \n", " 13 vs Manchester Utd 1 38.0 1.710526 \n", " 14 vs Newcastle Utd 1 38.0 1.105263 \n", " 15 vs Southampton 3 38.0 1.184211 \n", " 16 vs Tottenham 3 38.0 1.763158 \n", " 17 vs Watford 1 38.0 1.368421 \n", " 18 vs West Ham 1 38.0 1.368421 \n", " 19 vs Wolves 3 38.0 1.236842 \n", " \n", " Expected \\\n", " PKA FK CK OG PSxG PSxG/SoT PSxG+/- \n", " 0 0.105263 0.078947 0.210526 0.105263 1.568421 0.009211 -0.247368 \n", " 1 0.184211 0.000000 0.184211 0.026316 1.550000 0.009211 0.102632 \n", " 2 0.131579 0.000000 0.263158 0.000000 0.968421 0.008421 0.047368 \n", " 3 0.052632 0.000000 0.263158 0.052632 1.152632 0.010000 0.021053 \n", " 4 0.078947 0.000000 0.105263 0.026316 1.036842 0.008684 0.168421 \n", " 5 0.131579 0.000000 0.236842 0.052632 1.489474 0.007368 -0.115789 \n", " 6 0.263158 0.026316 0.105263 0.078947 1.057895 0.006316 -0.205263 \n", " 7 0.052632 0.052632 0.210526 0.026316 1.257895 0.007632 -0.136842 \n", " 8 0.052632 0.000000 0.105263 0.026316 1.086842 0.007368 0.218421 \n", " 9 0.026316 0.026316 0.078947 0.052632 0.723684 0.006053 0.197368 \n", " 10 0.131579 0.078947 0.131579 0.052632 1.302632 0.006579 0.013158 \n", " 11 0.184211 0.026316 0.368421 0.078947 2.194737 0.009737 -0.068421 \n", " 12 0.078947 0.052632 0.236842 0.105263 2.344737 0.009474 -0.050000 \n", " 13 0.236842 0.052632 0.184211 0.000000 1.715789 0.007105 0.005263 \n", " 14 0.026316 0.026316 0.263158 0.026316 1.039474 0.007368 -0.039474 \n", " 15 0.105263 0.078947 0.157895 0.026316 1.236842 0.007895 0.078947 \n", " 16 0.105263 0.052632 0.263158 0.026316 1.628947 0.008421 -0.107895 \n", " 17 0.026316 0.000000 0.236842 0.026316 1.250000 0.008158 -0.092105 \n", " 18 0.131579 0.000000 0.210526 0.026316 1.455263 0.009211 0.113158 \n", " 19 0.105263 0.052632 0.289474 0.026316 1.289474 0.008421 0.078947 \n", " \n", " Launched Passes Goal Kicks \\\n", " Cmp Att Cmp% Att Thr Launch% AvgLen Att \n", " 0 7.921053 18.921053 41.9 21.526316 3.578947 58.2 45.1 7.763158 \n", " 1 7.710526 19.684211 39.2 22.710526 2.973684 56.7 45.0 7.921053 \n", " 2 5.473684 15.105263 36.2 21.526316 3.210526 45.7 40.7 6.868421 \n", " 3 7.184211 19.736842 36.4 27.210526 3.842105 48.7 41.2 7.815789 \n", " 4 5.552632 13.500000 41.1 23.605263 4.263158 35.9 36.0 7.210526 \n", " 5 8.263158 21.526316 38.4 24.473684 3.394737 58.6 46.3 8.736842 \n", " 6 6.736842 14.657895 46.0 18.473684 2.894737 50.3 43.1 7.815789 \n", " 7 6.447368 18.447368 35.0 23.000000 3.631579 53.3 44.4 7.710526 \n", " 8 8.105263 18.184211 44.6 25.868421 3.842105 50.5 43.6 7.078947 \n", " 9 6.736842 17.868421 37.7 24.526316 3.868421 48.9 41.4 7.500000 \n", " 10 6.815789 17.789474 38.3 21.236842 3.842105 53.9 43.9 7.947368 \n", " 11 7.763158 21.447368 36.2 23.184211 3.684211 60.3 47.2 9.368421 \n", " 12 9.315789 24.289474 38.4 24.052632 2.684211 63.5 47.7 10.105263 \n", " 13 6.315789 18.315789 34.5 21.684211 3.973684 58.5 46.2 6.815789 \n", " 14 6.105263 14.736842 41.4 23.552632 5.263158 44.9 39.9 6.394737 \n", " 15 7.210526 18.868421 38.2 24.447368 3.447368 53.3 43.0 8.052632 \n", " 16 9.394737 22.342105 42.0 23.657895 3.447368 65.9 49.1 7.605263 \n", " 17 7.052632 17.684211 39.9 21.315789 3.736842 55.8 44.5 6.763158 \n", " 18 6.789474 15.552632 43.7 20.947368 3.500000 50.6 42.1 6.736842 \n", " 19 6.736842 18.552632 36.3 23.105263 3.263158 54.0 44.1 7.263158 \n", " \n", " Crosses Sweeper \n", " Launch% AvgLen Opp Stp Stp% #OPA AvgDist \n", " 0 82.4 60.5 7.947368 0.736842 9.3 0.500000 14.3 \n", " 1 86.0 63.6 8.368421 0.631579 7.5 0.578947 15.0 \n", " 2 76.6 59.8 8.552632 0.736842 8.6 0.736842 15.8 \n", " 3 82.8 61.2 9.684211 1.184211 12.2 0.578947 15.7 \n", " 4 69.7 54.9 8.052632 0.578947 7.2 0.526316 14.8 \n", " 5 82.2 61.7 9.157895 0.631579 6.9 0.210526 12.9 \n", " 6 68.7 56.0 7.342105 0.421053 5.7 0.578947 14.9 \n", " 7 80.2 61.3 9.921053 0.789474 8.0 0.605263 14.5 \n", " 8 72.5 58.0 7.868421 0.815789 10.4 0.500000 15.2 \n", " 9 78.2 59.4 11.368421 0.736842 6.5 0.631579 15.3 \n", " 10 79.8 59.1 9.605263 0.657895 6.8 0.552632 14.2 \n", " 11 79.8 61.5 8.921053 0.447368 5.0 0.526316 12.7 \n", " 12 89.3 64.1 9.342105 0.868421 9.3 0.394737 13.2 \n", " 13 82.6 61.2 8.447368 0.684211 8.1 0.526316 13.6 \n", " 14 65.0 55.0 9.236842 0.947368 10.3 0.815789 15.3 \n", " 15 72.5 57.0 8.210526 0.447368 5.4 0.842105 17.0 \n", " 16 88.9 62.8 8.815789 0.578947 6.6 0.710526 14.2 \n", " 17 85.6 61.9 8.342105 0.605263 7.3 0.500000 14.5 \n", " 18 73.4 57.5 7.552632 0.552632 7.3 0.578947 13.9 \n", " 19 83.7 61.9 8.184211 0.526316 6.4 0.973684 15.9 ),\n", " 'Shooting': ( Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Standard \\\n", " Squad # Pl 90s Gls \n", " 0 Arsenal 28 38.0 1.815789 \n", " 1 Bournemouth 28 38.0 1.447368 \n", " 2 Brighton 21 38.0 0.921053 \n", " 3 Burnley 23 38.0 1.131579 \n", " 4 Cardiff City 25 38.0 0.868421 \n", " 5 Chelsea 24 38.0 1.605263 \n", " 6 Crystal Palace 26 38.0 1.263158 \n", " 7 Everton 23 38.0 1.394737 \n", " 8 Fulham 28 38.0 0.868421 \n", " 9 Huddersfield 31 38.0 0.526316 \n", " 10 Leicester City 25 38.0 1.263158 \n", " 11 Liverpool 23 38.0 2.263158 \n", " 12 Manchester City 21 38.0 2.394737 \n", " 13 Manchester Utd 28 38.0 1.710526 \n", " 14 Newcastle Utd 24 38.0 1.078947 \n", " 15 Southampton 30 38.0 1.157895 \n", " 16 Tottenham 28 38.0 1.736842 \n", " 17 Watford 25 38.0 1.342105 \n", " 18 West Ham 26 38.0 1.342105 \n", " 19 Wolves 21 38.0 1.210526 \n", " \n", " \\\n", " Sh SoT SoT% G/Sh G/SoT Dist FK PK \n", " 0 12.210526 4.157895 34.1 0.003684 0.010789 16.3 0.289474 0.105263 \n", " 1 11.421053 4.000000 35.0 0.002895 0.008421 16.5 0.368421 0.184211 \n", " 2 9.710526 2.605263 26.8 0.002105 0.007895 16.8 0.289474 0.131579 \n", " 3 9.473684 3.000000 31.7 0.002895 0.009474 15.1 0.394737 0.052632 \n", " 4 10.763158 2.973684 27.6 0.001842 0.007105 16.9 0.342105 0.078947 \n", " 5 15.710526 4.973684 31.7 0.002368 0.007895 17.3 0.789474 0.131579 \n", " 6 12.868421 3.605263 28.0 0.002105 0.007368 17.0 0.421053 0.263158 \n", " 7 13.000000 4.184211 32.2 0.002632 0.008421 16.3 0.526316 0.052632 \n", " 8 11.526316 3.631579 31.5 0.001842 0.005789 18.3 0.263158 0.052632 \n", " 9 10.526316 3.105263 29.5 0.001316 0.004211 18.1 0.394737 0.026316 \n", " 10 13.368421 4.578947 34.3 0.002105 0.006579 17.8 0.473684 0.131579 \n", " 11 14.947368 5.526316 37.0 0.003684 0.010000 16.3 0.526316 0.184211 \n", " 12 17.894737 6.500000 36.3 0.003421 0.009474 16.2 0.526316 0.078947 \n", " 13 13.631579 5.578947 40.9 0.002895 0.006842 18.1 0.736842 0.236842 \n", " 14 11.394737 3.578947 31.4 0.002368 0.007632 18.2 0.447368 0.026316 \n", " 15 12.710526 4.000000 31.5 0.002105 0.006842 18.1 0.500000 0.105263 \n", " 16 14.026316 4.894737 34.9 0.003158 0.008684 17.2 0.605263 0.105263 \n", " 17 11.421053 3.947368 34.6 0.003158 0.008684 16.6 0.578947 0.026316 \n", " 18 11.500000 3.921053 34.1 0.002895 0.008158 16.5 0.447368 0.131579 \n", " 19 12.368421 3.789474 30.6 0.002368 0.007632 17.1 0.315789 0.105263 \n", " \n", " Expected \n", " PKatt xG npxG npxG/Sh G-xG np:G-xG \n", " 0 0.131579 1.505263 1.400000 0.003158 0.310526 0.310526 \n", " 1 0.236842 1.400000 1.221053 0.002895 0.047368 0.042105 \n", " 2 0.157895 0.907895 0.786842 0.002105 0.013158 0.002632 \n", " 3 0.052632 1.100000 1.060526 0.003158 0.031579 0.018421 \n", " 4 0.105263 1.047368 0.965789 0.002368 -0.178947 -0.176316 \n", " 5 0.131579 1.539474 1.439474 0.002368 0.065789 0.034211 \n", " 6 0.289474 1.318421 1.110526 0.002368 -0.055263 -0.110526 \n", " 7 0.131579 1.226316 1.121053 0.002368 0.168421 0.221053 \n", " 8 0.078947 1.044737 0.984211 0.002368 -0.176316 -0.168421 \n", " 9 0.026316 0.757895 0.736842 0.001842 -0.231579 -0.236842 \n", " 10 0.184211 1.300000 1.165789 0.002368 -0.036842 -0.034211 \n", " 11 0.184211 1.936842 1.797368 0.003158 0.326316 0.281579 \n", " 12 0.105263 2.155263 2.073684 0.003158 0.239474 0.242105 \n", " 13 0.315789 1.568421 1.326316 0.002632 0.142105 0.147368 \n", " 14 0.078947 1.021053 0.960526 0.002368 0.057895 0.092105 \n", " 15 0.131579 1.197368 1.100000 0.002368 -0.039474 -0.047368 \n", " 16 0.105263 1.463158 1.384211 0.002632 0.273684 0.247368 \n", " 17 0.026316 1.260526 1.242105 0.002895 0.081579 0.073684 \n", " 18 0.131579 1.286842 1.186842 0.002895 0.055263 0.023684 \n", " 19 0.105263 1.313158 1.234211 0.002632 -0.102632 -0.128947 ,\n", " Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Standard \\\n", " Squad # Pl 90s Gls \n", " 0 vs Arsenal 28 38.0 1.289474 \n", " 1 vs Bournemouth 28 38.0 1.763158 \n", " 2 vs Brighton 21 38.0 1.578947 \n", " 3 vs Burnley 23 38.0 1.684211 \n", " 4 vs Cardiff City 25 38.0 1.815789 \n", " 5 vs Chelsea 24 38.0 1.026316 \n", " 6 vs Crystal Palace 26 38.0 1.368421 \n", " 7 vs Everton 23 38.0 1.157895 \n", " 8 vs Fulham 28 38.0 2.078947 \n", " 9 vs Huddersfield 31 38.0 1.973684 \n", " 10 vs Leicester City 25 38.0 1.263158 \n", " 11 vs Liverpool 23 38.0 0.578947 \n", " 12 vs Manchester City 21 38.0 0.605263 \n", " 13 vs Manchester Utd 28 38.0 1.342105 \n", " 14 vs Newcastle Utd 24 38.0 1.236842 \n", " 15 vs Southampton 30 38.0 1.631579 \n", " 16 vs Tottenham 28 38.0 0.947368 \n", " 17 vs Watford 25 38.0 1.473684 \n", " 18 vs West Ham 26 38.0 1.421053 \n", " 19 vs Wolves 21 38.0 1.105263 \n", " \n", " \\\n", " Sh SoT SoT% G/Sh G/SoT Dist FK PK \n", " 0 12.868421 4.605263 35.8 0.002368 0.006316 17.7 0.473684 0.184211 \n", " 1 13.500000 4.368421 32.4 0.003158 0.009737 17.2 0.473684 0.131579 \n", " 2 14.894737 4.078947 27.4 0.002368 0.008421 17.4 0.710526 0.263158 \n", " 3 17.210526 5.236842 30.4 0.002368 0.008158 17.1 0.342105 0.052632 \n", " 4 14.657895 5.289474 36.1 0.003158 0.008421 16.9 0.552632 0.105263 \n", " 5 9.078947 3.157895 34.8 0.002895 0.008421 16.9 0.236842 0.026316 \n", " 6 13.789474 4.105263 29.8 0.002368 0.008158 17.5 0.526316 0.105263 \n", " 7 10.473684 3.368421 32.2 0.002895 0.008684 17.1 0.421053 0.052632 \n", " 8 15.315789 5.842105 38.1 0.003421 0.008684 16.3 0.421053 0.131579 \n", " 9 13.473684 4.657895 34.6 0.003421 0.010000 16.6 0.631579 0.184211 \n", " 10 11.157895 3.657895 32.8 0.002632 0.008158 17.6 0.473684 0.131579 \n", " 11 8.131579 2.526316 31.1 0.001842 0.006053 17.5 0.236842 0.000000 \n", " 12 6.289474 2.000000 31.8 0.002105 0.006579 17.4 0.236842 0.105263 \n", " 13 13.026316 4.447368 34.1 0.002368 0.007105 17.9 0.578947 0.157895 \n", " 14 12.842105 3.552632 27.7 0.002105 0.007895 16.0 0.763158 0.157895 \n", " 15 13.605263 4.473684 32.9 0.003158 0.009211 16.8 0.315789 0.052632 \n", " 16 11.868421 3.894737 32.8 0.001842 0.005789 16.4 0.342105 0.078947 \n", " 17 12.631579 4.552632 36.0 0.002895 0.007895 16.1 0.473684 0.105263 \n", " 18 13.631579 5.026316 36.9 0.002632 0.006842 16.6 0.500000 0.105263 \n", " 19 12.026316 3.710526 30.9 0.002368 0.007368 18.4 0.526316 0.078947 \n", " \n", " Expected \n", " PKatt xG npxG npxG/Sh G-xG np:G-xG \n", " 0 0.184211 1.436842 1.297368 0.002632 -0.147368 -0.192105 \n", " 1 0.131579 1.468421 1.368421 0.002632 0.294737 0.263158 \n", " 2 0.263158 1.484211 1.289474 0.002368 0.094737 0.026316 \n", " 3 0.078947 1.657895 1.600000 0.002368 0.026316 0.031579 \n", " 4 0.184211 1.626316 1.486842 0.002632 0.189474 0.223684 \n", " 5 0.052632 0.926316 0.881579 0.002632 0.100000 0.118421 \n", " 6 0.131579 1.276316 1.178947 0.002368 0.092105 0.084211 \n", " 7 0.131579 1.184211 1.081579 0.002895 -0.026316 0.023684 \n", " 8 0.184211 1.715789 1.576316 0.002632 0.363158 0.371053 \n", " 9 0.210526 1.665789 1.507895 0.002895 0.307895 0.281579 \n", " 10 0.131579 1.121053 1.023684 0.002368 0.142105 0.107895 \n", " 11 0.026316 0.789474 0.771053 0.002632 -0.210526 -0.192105 \n", " 12 0.105263 0.668421 0.597368 0.002632 -0.063158 -0.097368 \n", " 13 0.157895 1.260526 1.139474 0.002368 0.081579 0.044737 \n", " 14 0.157895 1.381579 1.263158 0.002632 -0.144737 -0.184211 \n", " 15 0.078947 1.447368 1.386842 0.002632 0.184211 0.192105 \n", " 16 0.131579 1.192105 1.089474 0.002368 -0.244737 -0.221053 \n", " 17 0.131579 1.428947 1.328947 0.002895 0.044737 0.039474 \n", " 18 0.131579 1.597368 1.497368 0.002895 -0.176316 -0.181579 \n", " 19 0.105263 1.018421 0.939474 0.002105 0.086842 0.086842 ),\n", " 'Passing': ( Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Total \\\n", " Squad # Pl 90s Cmp \n", " 0 Arsenal 28 38.0 481.815789 \n", " 1 Bournemouth 28 38.0 354.184211 \n", " 2 Brighton 21 38.0 304.657895 \n", " 3 Burnley 23 38.0 266.973684 \n", " 4 Cardiff City 25 38.0 190.605263 \n", " 5 Chelsea 24 38.0 600.078947 \n", " 6 Crystal Palace 26 38.0 334.973684 \n", " 7 Everton 23 38.0 365.210526 \n", " 8 Fulham 28 38.0 398.552632 \n", " 9 Huddersfield 31 38.0 342.105263 \n", " 10 Leicester City 25 38.0 387.736842 \n", " 11 Liverpool 23 38.0 555.000000 \n", " 12 Manchester City 21 38.0 647.447368 \n", " 13 Manchester Utd 28 38.0 441.789474 \n", " 14 Newcastle Utd 24 38.0 285.315789 \n", " 15 Southampton 30 38.0 304.421053 \n", " 16 Tottenham 28 38.0 491.657895 \n", " 17 Watford 25 38.0 334.684211 \n", " 18 West Ham 26 38.0 365.473684 \n", " 19 Wolves 21 38.0 368.763158 \n", " \n", " Short \\\n", " Att Cmp% TotDist PrgDist Cmp Att Cmp% \n", " 0 585.210526 82.3 9211.236842 2892.631579 193.368421 218.500000 88.5 \n", " 1 458.763158 77.2 6965.631579 2595.947368 139.315789 165.342105 84.3 \n", " 2 413.315789 73.7 6472.447368 2406.315789 114.710526 137.710526 83.3 \n", " 3 385.473684 69.3 5652.447368 2336.789474 107.868421 131.894737 81.8 \n", " 4 309.078947 61.7 4071.368421 1888.578947 78.157895 102.657895 76.1 \n", " 5 697.289474 86.1 10845.868421 3332.473684 273.236842 301.500000 90.6 \n", " 6 439.026316 76.3 6265.552632 2466.815789 150.315789 175.394737 85.7 \n", " 7 480.526316 76.0 7319.578947 2682.657895 145.815789 172.552632 84.5 \n", " 8 506.315789 78.7 7668.578947 2770.789474 169.894737 193.289474 87.9 \n", " 9 461.394737 74.1 6840.263158 2570.736842 140.105263 166.236842 84.3 \n", " 10 500.736842 77.4 7660.894737 2616.973684 159.447368 186.763158 85.4 \n", " 11 664.578947 83.5 10974.368421 3439.578947 213.368421 240.000000 88.9 \n", " 12 740.105263 87.5 12123.552632 3357.552632 264.815789 288.868421 91.7 \n", " 13 544.815789 81.1 8388.605263 2959.210526 195.815789 220.026316 89.0 \n", " 14 398.631579 71.6 5962.105263 2335.473684 110.210526 133.026316 82.8 \n", " 15 421.000000 72.3 5904.763158 2180.342105 131.026316 156.000000 84.0 \n", " 16 597.421053 82.3 9682.657895 3035.578947 190.000000 214.894737 88.4 \n", " 17 447.473684 74.8 6560.184211 2542.842105 146.421053 172.131579 85.1 \n", " 18 472.842105 77.3 6972.394737 2513.736842 161.447368 187.078947 86.3 \n", " 19 474.605263 77.7 7625.526316 2530.026316 141.973684 164.815789 86.1 \n", " \n", " Medium Long \\\n", " Cmp Att Cmp% Cmp Att Cmp% \n", " 0 216.500000 245.131579 88.3 65.184211 102.868421 63.4 \n", " 1 159.236842 188.894737 84.3 51.500000 89.973684 57.2 \n", " 2 126.631579 155.710526 81.3 58.078947 105.131579 55.2 \n", " 3 103.605263 132.815789 78.0 51.736842 107.973684 47.9 \n", " 4 71.842105 100.789474 71.3 37.552632 93.289474 40.3 \n", " 5 248.289474 276.947368 89.7 69.921053 99.684211 70.1 \n", " 6 133.763158 160.131579 83.5 45.184211 87.394737 51.7 \n", " 7 155.921053 188.236842 82.8 59.026316 104.447368 56.5 \n", " 8 171.368421 201.210526 85.2 52.868421 98.526316 53.7 \n", " 9 140.631579 173.842105 80.9 56.736842 105.052632 54.0 \n", " 10 162.578947 195.789474 83.0 60.684211 102.105263 59.4 \n", " 11 254.947368 286.000000 89.1 81.526316 122.894737 66.3 \n", " 12 299.315789 327.842105 91.3 77.000000 107.236842 71.8 \n", " 13 178.078947 208.026316 85.6 61.315789 99.710526 61.5 \n", " 14 119.052632 148.289474 80.3 52.078947 102.368421 50.9 \n", " 15 124.000000 156.078947 79.4 44.842105 94.421053 47.5 \n", " 16 222.947368 252.289474 88.4 73.026316 113.394737 64.4 \n", " 17 130.026316 159.105263 81.7 52.263158 99.894737 52.3 \n", " 18 141.447368 170.631579 82.9 54.052632 96.184211 56.2 \n", " 19 154.236842 183.789474 83.9 68.263158 112.210526 60.8 \n", " \n", " Unnamed: 17_level_0 Unnamed: 18_level_0 Unnamed: 19_level_0 \\\n", " Ast xA A-xA \n", " 0 1.368421 1.157895 0.210526 \n", " 1 1.131579 0.960526 0.171053 \n", " 2 0.631579 0.615789 0.015789 \n", " 3 0.842105 0.715789 0.126316 \n", " 4 0.526316 0.607895 -0.081579 \n", " 5 1.368421 1.202632 0.165789 \n", " 6 0.868421 0.828947 0.039474 \n", " 7 0.894737 0.797368 0.097368 \n", " 8 0.631579 0.757895 -0.126316 \n", " 9 0.342105 0.518421 -0.176316 \n", " 10 0.894737 0.897368 -0.002632 \n", " 11 1.447368 1.255263 0.192105 \n", " 12 1.868421 1.613158 0.255263 \n", " 13 1.052632 1.005263 0.047368 \n", " 14 0.868421 0.689474 0.178947 \n", " 15 0.710526 0.715789 -0.005263 \n", " 16 1.236842 0.968421 0.268421 \n", " 17 1.026316 0.876316 0.150000 \n", " 18 0.868421 0.860526 0.007895 \n", " 19 0.921053 0.915789 0.005263 \n", " \n", " Unnamed: 20_level_0 Unnamed: 21_level_0 Unnamed: 22_level_0 \\\n", " KP 1/3 PPA \n", " 0 9.394737 33.605263 11.421053 \n", " 1 8.368421 26.763158 9.421053 \n", " 2 7.421053 23.500000 5.815789 \n", " 3 6.605263 23.447368 6.710526 \n", " 4 7.026316 19.921053 5.026316 \n", " 5 12.394737 46.500000 12.315789 \n", " 6 9.342105 26.368421 7.684211 \n", " 7 8.973684 31.526316 8.157895 \n", " 8 8.815789 28.842105 6.526316 \n", " 9 7.342105 26.684211 6.263158 \n", " 10 9.552632 30.868421 7.236842 \n", " 11 10.973684 45.552632 13.894737 \n", " 12 13.342105 55.184211 15.605263 \n", " 13 10.000000 34.921053 9.500000 \n", " 14 7.710526 23.473684 7.026316 \n", " 15 8.684211 28.710526 7.026316 \n", " 16 10.131579 37.789474 10.078947 \n", " 17 7.921053 26.578947 8.421053 \n", " 18 8.263158 27.394737 7.657895 \n", " 19 8.684211 29.447368 7.236842 \n", " \n", " Unnamed: 23_level_0 Unnamed: 24_level_0 \n", " CrsPA Prog \n", " 0 1.868421 40.973684 \n", " 1 2.052632 34.342105 \n", " 2 2.105263 24.421053 \n", " 3 2.263158 25.131579 \n", " 4 1.552632 21.184211 \n", " 5 2.131579 48.894737 \n", " 6 1.763158 32.684211 \n", " 7 2.394737 36.131579 \n", " 8 1.657895 32.236842 \n", " 9 2.473684 28.657895 \n", " 10 1.815789 34.421053 \n", " 11 2.315789 50.973684 \n", " 12 1.657895 53.789474 \n", " 13 1.947368 40.605263 \n", " 14 2.342105 25.078947 \n", " 15 2.105263 29.342105 \n", " 16 2.578947 39.552632 \n", " 17 1.789474 31.605263 \n", " 18 1.578947 30.921053 \n", " 19 2.026316 31.789474 ,\n", " Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Total \\\n", " Squad # Pl 90s Cmp \n", " 0 vs Arsenal 28 38.0 323.236842 \n", " 1 vs Bournemouth 28 38.0 422.578947 \n", " 2 vs Brighton 21 38.0 463.289474 \n", " 3 vs Burnley 23 38.0 438.473684 \n", " 4 vs Cardiff City 25 38.0 465.263158 \n", " 5 vs Chelsea 24 38.0 318.210526 \n", " 6 vs Crystal Palace 26 38.0 440.868421 \n", " 7 vs Everton 23 38.0 346.394737 \n", " 8 vs Fulham 28 38.0 424.868421 \n", " 9 vs Huddersfield 31 38.0 418.473684 \n", " 10 vs Leicester City 25 38.0 372.105263 \n", " 11 vs Liverpool 23 38.0 306.236842 \n", " 12 vs Manchester City 21 38.0 261.552632 \n", " 13 vs Manchester Utd 28 38.0 353.157895 \n", " 14 vs Newcastle Utd 24 38.0 484.605263 \n", " 15 vs Southampton 30 38.0 428.394737 \n", " 16 vs Tottenham 28 38.0 311.394737 \n", " 17 vs Watford 25 38.0 399.157895 \n", " 18 vs West Ham 26 38.0 403.105263 \n", " 19 vs Wolves 21 38.0 440.078947 \n", " \n", " Short \\\n", " Att Cmp% TotDist PrgDist Cmp Att Cmp% \n", " 0 424.342105 76.2 6389.500000 2391.763158 137.684211 160.605263 85.7 \n", " 1 533.631579 79.2 8206.605263 2750.789474 178.210526 203.078947 87.8 \n", " 2 568.710526 81.5 8681.605263 2785.789474 196.868421 222.315789 88.6 \n", " 3 555.684211 78.9 8526.868421 2871.368421 182.131579 208.605263 87.3 \n", " 4 580.789474 80.1 8653.657895 3095.526316 201.736842 230.026316 87.7 \n", " 5 413.921053 76.9 6666.552632 2342.289474 116.315789 136.078947 85.5 \n", " 6 548.131579 80.4 8892.157895 2931.842105 173.710526 201.105263 86.4 \n", " 7 462.236842 74.9 6966.052632 2541.052632 139.894737 164.684211 84.9 \n", " 8 538.105263 79.0 8683.421053 2973.157895 159.236842 185.000000 86.1 \n", " 9 528.210526 79.2 8090.236842 2899.394737 169.947368 196.236842 86.6 \n", " 10 485.473684 76.6 7202.526316 2536.921053 158.815789 185.157895 85.8 \n", " 11 414.105263 74.0 6066.763158 2278.605263 128.973684 152.026316 84.8 \n", " 12 354.078947 73.9 5346.052632 2013.921053 104.973684 123.684211 84.9 \n", " 13 458.052632 77.1 6643.078947 2388.157895 158.210526 180.315789 87.7 \n", " 14 601.552632 80.6 9407.052632 3085.421053 195.342105 224.947368 86.8 \n", " 15 548.500000 78.1 8391.315789 2850.000000 172.526316 202.447368 85.2 \n", " 16 414.921053 75.0 6344.789474 2385.473684 129.973684 152.710526 85.1 \n", " 17 509.815789 78.3 7869.868421 2749.526316 165.131579 191.552632 86.2 \n", " 18 508.736842 79.2 7678.447368 2834.763158 175.894737 200.894737 87.6 \n", " 19 549.605263 80.1 8461.473684 2749.289474 181.736842 207.210526 87.7 \n", " \n", " Medium Long \\\n", " Cmp Att Cmp% Cmp Att Cmp% \n", " 0 128.973684 156.368421 82.5 51.421053 93.289474 55.1 \n", " 1 177.605263 207.657895 85.5 61.421053 108.921053 56.4 \n", " 2 201.842105 231.184211 87.3 58.605263 99.973684 58.6 \n", " 3 186.657895 218.421053 85.5 63.473684 112.368421 56.5 \n", " 4 197.263158 231.263158 85.3 58.973684 100.131579 58.9 \n", " 5 140.552632 164.394737 85.5 57.052632 100.157895 57.0 \n", " 6 191.447368 220.973684 86.6 70.578947 109.921053 64.2 \n", " 7 145.447368 177.368421 82.0 56.236842 104.526316 53.8 \n", " 8 187.657895 219.973684 85.3 72.447368 117.473684 61.7 \n", " 9 183.815789 215.000000 85.5 59.500000 99.578947 59.8 \n", " 10 154.605263 185.921053 83.2 54.026316 98.842105 54.7 \n", " 11 126.315789 154.394737 81.8 46.921053 93.894737 50.0 \n", " 12 109.684211 132.552632 82.7 43.500000 86.447368 50.3 \n", " 13 141.789474 169.605263 83.6 47.894737 92.763158 51.6 \n", " 14 212.605263 245.500000 86.6 70.500000 112.026316 62.9 \n", " 15 185.631579 218.921053 84.8 64.210526 109.447368 58.7 \n", " 16 119.947368 147.078947 81.6 55.763158 99.921053 55.8 \n", " 17 166.157895 197.684211 84.1 62.105263 104.657895 59.3 \n", " 18 166.447368 197.131579 84.4 55.763158 95.315789 58.5 \n", " 19 189.973684 220.157895 86.3 62.447368 105.105263 59.4 \n", " \n", " Unnamed: 17_level_0 Unnamed: 18_level_0 Unnamed: 19_level_0 \\\n", " Ast xA A-xA \n", " 0 0.842105 0.926316 -0.084211 \n", " 1 1.263158 0.926316 0.336842 \n", " 2 1.026316 0.931579 0.094737 \n", " 3 1.131579 1.176316 -0.044737 \n", " 4 1.394737 1.078947 0.315789 \n", " 5 0.789474 0.707895 0.081579 \n", " 6 0.921053 0.868421 0.052632 \n", " 7 0.631579 0.757895 -0.126316 \n", " 8 1.552632 1.178947 0.373684 \n", " 9 1.473684 1.213158 0.260526 \n", " 10 0.947368 0.813158 0.134211 \n", " 11 0.421053 0.534211 -0.113158 \n", " 12 0.368421 0.492105 -0.123684 \n", " 13 0.973684 0.892105 0.081579 \n", " 14 0.842105 0.915789 -0.073684 \n", " 15 1.289474 1.018421 0.271053 \n", " 16 0.736842 0.818421 -0.081579 \n", " 17 1.000000 0.952632 0.047368 \n", " 18 1.052632 1.139474 -0.086842 \n", " 19 0.842105 0.621053 0.221053 \n", " \n", " Unnamed: 20_level_0 Unnamed: 21_level_0 Unnamed: 22_level_0 \\\n", " KP 1/3 PPA \n", " 0 9.157895 26.000000 7.868421 \n", " 1 9.684211 34.736842 9.605263 \n", " 2 10.684211 37.105263 10.184211 \n", " 3 12.894737 32.657895 10.815789 \n", " 4 11.000000 35.157895 10.157895 \n", " 5 6.736842 25.052632 6.763158 \n", " 6 9.973684 41.684211 9.763158 \n", " 7 7.263158 28.105263 7.157895 \n", " 8 10.842105 35.447368 10.684211 \n", " 9 10.342105 34.289474 8.631579 \n", " 10 7.973684 30.605263 7.394737 \n", " 11 5.710526 21.342105 5.763158 \n", " 12 4.763158 16.842105 4.552632 \n", " 13 9.605263 26.763158 8.289474 \n", " 14 9.184211 41.894737 10.368421 \n", " 15 9.868421 32.131579 9.842105 \n", " 16 8.605263 24.500000 7.105263 \n", " 17 8.921053 33.921053 9.894737 \n", " 18 9.894737 36.289474 9.710526 \n", " 19 7.842105 32.552632 8.473684 \n", " \n", " Unnamed: 23_level_0 Unnamed: 24_level_0 \n", " CrsPA Prog \n", " 0 1.684211 29.842105 \n", " 1 1.868421 37.026316 \n", " 2 1.947368 39.052632 \n", " 3 3.000000 37.789474 \n", " 4 1.815789 42.657895 \n", " 5 1.736842 26.736842 \n", " 6 2.684211 41.578947 \n", " 7 1.605263 31.605263 \n", " 8 2.552632 40.026316 \n", " 9 2.000000 38.342105 \n", " 10 1.868421 32.736842 \n", " 11 1.710526 24.052632 \n", " 12 1.131579 18.921053 \n", " 13 1.684211 30.921053 \n", " 14 2.631579 43.078947 \n", " 15 2.131579 36.973684 \n", " 16 2.000000 27.447368 \n", " 17 2.631579 36.578947 \n", " 18 2.342105 41.000000 \n", " 19 1.394737 36.368421 ),\n", " 'Pass Types': ( Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 \\\n", " Squad # Pl 90s \n", " 0 Arsenal 28 38.0 \n", " 1 Bournemouth 28 38.0 \n", " 2 Brighton 21 38.0 \n", " 3 Burnley 23 38.0 \n", " 4 Cardiff City 25 38.0 \n", " 5 Chelsea 24 38.0 \n", " 6 Crystal Palace 26 38.0 \n", " 7 Everton 23 38.0 \n", " 8 Fulham 28 38.0 \n", " 9 Huddersfield 31 38.0 \n", " 10 Leicester City 25 38.0 \n", " 11 Liverpool 23 38.0 \n", " 12 Manchester City 21 38.0 \n", " 13 Manchester Utd 28 38.0 \n", " 14 Newcastle Utd 24 38.0 \n", " 15 Southampton 30 38.0 \n", " 16 Tottenham 28 38.0 \n", " 17 Watford 25 38.0 \n", " 18 West Ham 26 38.0 \n", " 19 Wolves 21 38.0 \n", " \n", " Unnamed: 3_level_0 Pass Types \\\n", " Att Live Dead FK TB Press \n", " 0 585.210526 535.552632 49.657895 13.657895 2.131579 92.105263 \n", " 1 458.763158 408.342105 50.421053 13.210526 0.763158 70.815789 \n", " 2 413.315789 366.026316 47.289474 8.552632 0.500000 66.236842 \n", " 3 385.473684 336.868421 48.605263 10.131579 0.763158 71.578947 \n", " 4 309.078947 261.657895 47.421053 11.078947 0.631579 59.026316 \n", " 5 697.289474 651.552632 45.736842 11.657895 1.578947 109.394737 \n", " 6 439.026316 390.184211 48.842105 11.184211 1.184211 72.368421 \n", " 7 480.526316 428.394737 52.131579 12.631579 0.947368 95.105263 \n", " 8 506.315789 459.526316 46.789474 10.500000 0.578947 84.552632 \n", " 9 461.394737 411.605263 49.789474 11.289474 0.631579 83.763158 \n", " 10 500.736842 451.105263 49.631579 11.710526 1.210526 86.394737 \n", " 11 664.578947 615.973684 48.605263 11.605263 2.315789 98.368421 \n", " 12 740.105263 698.631579 41.473684 8.578947 3.131579 111.157895 \n", " 13 544.815789 495.578947 49.236842 10.973684 1.263158 93.078947 \n", " 14 398.631579 351.868421 46.763158 10.052632 0.657895 76.289474 \n", " 15 421.000000 374.789474 46.210526 10.500000 0.973684 84.157895 \n", " 16 597.421053 549.973684 47.447368 11.631579 1.052632 101.131579 \n", " 17 447.473684 400.000000 47.473684 12.657895 0.921053 80.868421 \n", " 18 472.842105 423.789474 49.052632 12.631579 1.157895 73.394737 \n", " 19 474.605263 429.052632 45.552632 9.131579 0.842105 91.921053 \n", " \n", " Corner Kicks \\\n", " Sw Crs CK In Out Str \n", " 0 14.052632 12.263158 5.473684 0.447368 0.684211 0.078947 \n", " 1 10.815789 12.052632 4.947368 0.263158 0.394737 0.105263 \n", " 2 17.947368 10.973684 4.052632 0.552632 0.552632 0.026316 \n", " 3 12.631579 11.684211 3.631579 0.894737 0.131579 0.131579 \n", " 4 8.973684 10.368421 4.394737 0.631579 0.447368 0.105263 \n", " 5 17.184211 12.894737 5.631579 0.657895 0.789474 0.210526 \n", " 6 10.763158 10.342105 5.342105 0.421053 0.500000 0.210526 \n", " 7 15.236842 13.684211 5.710526 0.368421 0.947368 0.210526 \n", " 8 11.578947 10.078947 4.210526 0.500000 0.342105 0.184211 \n", " 9 11.368421 13.500000 4.263158 0.552632 0.473684 0.157895 \n", " 10 17.131579 12.868421 5.421053 0.315789 0.578947 0.289474 \n", " 11 20.184211 13.184211 6.500000 0.684211 0.526316 0.131579 \n", " 12 17.526316 15.921053 7.736842 0.789474 0.789474 0.315789 \n", " 13 16.447368 11.973684 5.210526 0.236842 0.710526 0.236842 \n", " 14 14.500000 11.315789 4.736842 0.500000 0.710526 0.026316 \n", " 15 12.394737 10.815789 5.026316 0.973684 0.552632 0.210526 \n", " 16 15.921053 11.868421 5.105263 0.473684 0.552632 0.052632 \n", " 17 13.078947 10.815789 4.657895 0.447368 0.394737 0.052632 \n", " 18 14.473684 11.000000 4.947368 0.631579 0.526316 0.052632 \n", " 19 19.078947 11.763158 5.157895 0.368421 0.657895 0.078947 \n", " \n", " Height Body Parts \\\n", " Ground Low High Left Right Head \n", " 0 427.157895 69.973684 88.078947 173.263158 352.552632 22.631579 \n", " 1 302.710526 60.815789 95.236842 133.947368 262.710526 23.894737 \n", " 2 239.315789 58.894737 115.105263 96.815789 249.000000 26.684211 \n", " 3 194.894737 57.894737 132.684211 115.000000 195.289474 31.763158 \n", " 4 142.631579 46.421053 120.026316 71.052632 167.631579 27.815789 \n", " 5 535.052632 70.947368 91.289474 131.315789 512.526316 20.421053 \n", " 6 287.289474 53.842105 97.894737 140.131579 241.763158 18.631579 \n", " 7 305.842105 61.315789 113.368421 123.973684 284.421053 28.000000 \n", " 8 339.763158 52.210526 114.342105 157.789474 284.605263 25.947368 \n", " 9 277.947368 59.789474 123.657895 119.973684 269.131579 27.763158 \n", " 10 320.605263 67.184211 112.947368 108.105263 324.921053 28.473684 \n", " 11 478.131579 68.710526 117.736842 165.631579 433.289474 25.578947 \n", " 12 585.105263 71.342105 83.657895 304.815789 380.842105 21.473684 \n", " 13 373.815789 65.789474 105.210526 158.342105 324.710526 22.605263 \n", " 14 221.684211 56.184211 120.763158 108.184211 224.368421 27.342105 \n", " 15 252.026316 54.605263 114.368421 91.000000 263.315789 29.157895 \n", " 16 425.184211 65.736842 106.500000 166.263158 369.342105 24.289474 \n", " 17 270.394737 65.921053 111.157895 120.736842 260.894737 27.526316 \n", " 18 306.684211 62.131579 104.026316 138.789474 275.526316 21.578947 \n", " 19 286.815789 73.105263 114.684211 92.921053 315.394737 28.500000 \n", " \n", " Outcomes \n", " TI Other Cmp Off Out Int Blocks \n", " 0 21.263158 7.552632 481.815789 2.078947 8.947368 10.421053 14.947368 \n", " 1 21.500000 7.210526 354.184211 1.394737 10.342105 9.131579 13.157895 \n", " 2 22.631579 5.210526 304.657895 2.289474 10.605263 7.736842 11.105263 \n", " 3 23.131579 4.447368 266.973684 2.684211 11.842105 5.210526 10.973684 \n", " 4 20.736842 2.973684 190.605263 1.868421 11.421053 6.578947 9.947368 \n", " 5 19.473684 7.394737 600.078947 2.000000 8.736842 11.368421 13.605263 \n", " 6 21.078947 6.236842 334.973684 1.763158 8.815789 9.947368 12.631579 \n", " 7 24.157895 5.894737 365.210526 1.789474 12.421053 10.236842 13.342105 \n", " 8 19.868421 6.315789 398.552632 2.236842 10.473684 8.052632 11.184211 \n", " 9 24.315789 4.394737 342.105263 1.473684 10.973684 8.921053 13.789474 \n", " 10 22.210526 4.815789 387.736842 1.710526 11.473684 10.078947 13.763158 \n", " 11 23.473684 7.473684 555.000000 1.894737 10.184211 9.368421 14.500000 \n", " 12 19.078947 6.736842 647.447368 2.210526 8.789474 9.631579 12.894737 \n", " 13 21.921053 5.973684 441.789474 2.078947 8.447368 8.631579 12.631579 \n", " 14 21.394737 6.026316 285.315789 1.368421 9.842105 6.894737 12.736842 \n", " 15 20.684211 4.736842 304.421053 1.342105 11.868421 7.894737 12.394737 \n", " 16 21.684211 6.578947 491.657895 1.736842 8.736842 8.368421 14.368421 \n", " 17 19.710526 5.105263 334.684211 2.052632 8.815789 9.342105 12.500000 \n", " 18 21.078947 5.815789 365.473684 1.789474 9.894737 8.263158 13.026316 \n", " 19 21.657895 4.973684 368.763158 1.710526 10.815789 8.184211 11.500000 ,\n", " Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 \\\n", " Squad # Pl 90s \n", " 0 vs Arsenal 28 38.0 \n", " 1 vs Bournemouth 28 38.0 \n", " 2 vs Brighton 21 38.0 \n", " 3 vs Burnley 23 38.0 \n", " 4 vs Cardiff City 25 38.0 \n", " 5 vs Chelsea 24 38.0 \n", " 6 vs Crystal Palace 26 38.0 \n", " 7 vs Everton 23 38.0 \n", " 8 vs Fulham 28 38.0 \n", " 9 vs Huddersfield 31 38.0 \n", " 10 vs Leicester City 25 38.0 \n", " 11 vs Liverpool 23 38.0 \n", " 12 vs Manchester City 21 38.0 \n", " 13 vs Manchester Utd 28 38.0 \n", " 14 vs Newcastle Utd 24 38.0 \n", " 15 vs Southampton 30 38.0 \n", " 16 vs Tottenham 28 38.0 \n", " 17 vs Watford 25 38.0 \n", " 18 vs West Ham 26 38.0 \n", " 19 vs Wolves 21 38.0 \n", " \n", " Unnamed: 3_level_0 Pass Types \\\n", " Att Live Dead FK TB Press \n", " 0 424.342105 378.342105 46.000000 11.684211 1.368421 75.421053 \n", " 1 533.631579 487.578947 46.052632 9.368421 1.552632 91.815789 \n", " 2 568.710526 519.894737 48.815789 12.973684 1.184211 86.921053 \n", " 3 555.684211 504.078947 51.605263 11.394737 1.078947 86.894737 \n", " 4 580.789474 530.052632 50.736842 10.657895 1.263158 100.263158 \n", " 5 413.921053 369.710526 44.210526 10.289474 0.684211 76.105263 \n", " 6 548.131579 499.921053 48.210526 11.210526 1.000000 89.710526 \n", " 7 462.236842 410.157895 52.078947 12.289474 1.026316 86.736842 \n", " 8 538.105263 488.368421 49.736842 12.526316 1.000000 88.578947 \n", " 9 528.210526 479.210526 49.000000 11.421053 1.210526 99.394737 \n", " 10 485.473684 436.263158 49.210526 10.026316 1.078947 84.394737 \n", " 11 414.105263 369.368421 44.736842 9.578947 0.894737 69.394737 \n", " 12 354.078947 312.263158 41.815789 10.263158 0.552632 72.342105 \n", " 13 458.052632 411.868421 46.184211 12.526316 0.868421 70.105263 \n", " 14 601.552632 551.026316 50.526316 11.210526 1.447368 92.000000 \n", " 15 548.500000 494.921053 53.578947 11.710526 1.289474 106.000000 \n", " 16 414.921053 369.105263 45.815789 11.000000 1.421053 71.421053 \n", " 17 509.815789 463.000000 46.815789 12.421053 1.657895 93.315789 \n", " 18 508.736842 464.394737 44.342105 9.289474 1.552632 82.157895 \n", " 19 549.605263 500.947368 48.657895 11.526316 1.105263 78.736842 \n", " \n", " Corner Kicks \\\n", " Sw Crs CK In Out Str \n", " 0 13.157895 11.789474 4.815789 0.315789 0.605263 0.236842 \n", " 1 15.236842 13.263158 5.842105 0.789474 0.684211 0.210526 \n", " 2 14.315789 12.447368 5.657895 0.657895 0.789474 0.184211 \n", " 3 17.078947 15.842105 6.473684 0.368421 0.447368 0.052632 \n", " 4 13.131579 12.078947 7.052632 1.026316 0.842105 0.105263 \n", " 5 12.789474 9.578947 3.684211 0.473684 0.289474 0.078947 \n", " 6 19.736842 14.052632 5.631579 0.815789 0.894737 0.157895 \n", " 7 13.394737 10.473684 4.657895 0.500000 0.473684 0.184211 \n", " 8 17.184211 14.473684 5.868421 0.657895 0.657895 0.131579 \n", " 9 12.763158 9.868421 4.394737 0.526316 0.552632 0.052632 \n", " 10 13.710526 11.868421 5.289474 0.736842 0.552632 0.263158 \n", " 11 12.342105 9.921053 3.263158 0.289474 0.263158 0.157895 \n", " 12 10.342105 6.315789 2.157895 0.210526 0.157895 0.026316 \n", " 13 13.368421 11.263158 4.815789 0.578947 0.447368 0.157895 \n", " 14 16.605263 14.052632 6.131579 0.500000 0.552632 0.210526 \n", " 15 15.105263 12.947368 5.605263 0.263158 0.631579 0.184211 \n", " 16 15.763158 11.184211 4.894737 0.578947 0.394737 0.105263 \n", " 17 16.710526 13.236842 5.552632 0.394737 0.315789 0.236842 \n", " 18 14.263158 13.736842 5.394737 0.421053 1.236842 0.131579 \n", " 19 14.289474 10.973684 4.973684 0.605263 0.473684 0.000000 \n", " \n", " Height Body Parts \\\n", " Ground Low High Left Right Head \n", " 0 264.263158 56.368421 103.710526 116.105263 250.789474 23.052632 \n", " 1 357.973684 64.973684 110.684211 143.131579 328.368421 24.315789 \n", " 2 398.342105 65.026316 105.342105 156.184211 349.236842 26.552632 \n", " 3 366.394737 68.815789 120.473684 153.105263 330.684211 27.684211 \n", " 4 406.131579 67.210526 107.447368 147.605263 357.789474 30.763158 \n", " 5 265.684211 51.184211 97.052632 118.526316 244.342105 18.210526 \n", " 6 372.078947 64.921053 111.131579 145.421053 339.184211 26.000000 \n", " 7 278.421053 65.105263 118.710526 123.236842 270.763158 24.131579 \n", " 8 355.789474 63.157895 119.157895 147.868421 320.157895 28.868421 \n", " 9 353.447368 69.131579 105.631579 141.947368 318.000000 26.710526 \n", " 10 307.000000 66.789474 111.684211 135.421053 282.026316 27.263158 \n", " 11 252.026316 54.684211 107.394737 111.710526 240.684211 26.210526 \n", " 12 210.184211 47.236842 96.657895 89.526316 215.526316 19.157895 \n", " 13 297.473684 58.526316 102.052632 124.947368 274.947368 23.105263 \n", " 14 415.473684 70.131579 115.947368 169.000000 356.763158 29.552632 \n", " 15 362.789474 71.000000 114.710526 149.631579 325.000000 28.710526 \n", " 16 247.026316 56.078947 111.815789 114.552632 240.421053 24.157895 \n", " 17 335.763158 58.815789 115.236842 138.526316 304.736842 28.315789 \n", " 18 348.236842 57.552632 102.947368 137.131579 311.973684 23.710526 \n", " 19 378.552632 66.105263 104.947368 154.473684 330.842105 23.605263 \n", " \n", " Outcomes \n", " TI Other Cmp Off Out Int Blocks \n", " 0 18.842105 5.710526 323.236842 2.157895 9.447368 7.684211 10.894737 \n", " 1 20.447368 4.947368 422.578947 2.078947 10.578947 6.973684 11.736842 \n", " 2 21.421053 4.657895 463.289474 0.815789 10.578947 7.973684 12.105263 \n", " 3 23.736842 6.315789 438.473684 1.105263 11.842105 7.894737 13.210526 \n", " 4 23.921053 6.763158 465.263158 0.815789 10.342105 9.631579 14.736842 \n", " 5 18.842105 5.552632 318.210526 1.894737 9.736842 7.342105 10.973684 \n", " 6 21.236842 5.210526 440.868421 1.263158 10.552632 9.289474 14.710526 \n", " 7 25.026316 5.684211 346.394737 2.026316 10.894737 9.342105 12.947368 \n", " 8 22.368421 6.684211 424.868421 1.842105 10.368421 9.315789 12.763158 \n", " 9 24.105263 5.710526 418.473684 1.868421 10.000000 11.315789 13.921053 \n", " 10 23.631579 6.184211 372.105263 2.131579 11.052632 9.342105 14.105263 \n", " 11 19.184211 5.710526 306.236842 2.973684 10.631579 7.657895 10.921053 \n", " 12 15.789474 4.368421 261.552632 1.473684 8.605263 7.236842 9.342105 \n", " 13 19.315789 6.447368 353.157895 1.710526 11.236842 8.000000 12.263158 \n", " 14 24.684211 7.394737 484.605263 1.394737 9.973684 10.921053 15.605263 \n", " 15 26.026316 5.815789 428.394737 2.236842 9.973684 10.105263 13.973684 \n", " 16 19.526316 5.342105 311.394737 2.605263 9.342105 6.921053 12.052632 \n", " 17 19.710526 5.921053 399.157895 2.842105 9.052632 8.289474 12.447368 \n", " 18 20.552632 5.684211 403.105263 3.078947 8.868421 9.815789 12.921053 \n", " 19 22.684211 5.763158 440.078947 1.157895 10.368421 9.210526 13.368421 ),\n", " 'GCA': ( Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 SCA \\\n", " Squad # Pl 90s SCA \n", " 0 Arsenal 28 38.0 20.342105 \n", " 1 Bournemouth 28 38.0 17.605263 \n", " 2 Brighton 21 38.0 15.526316 \n", " 3 Burnley 23 38.0 13.894737 \n", " 4 Cardiff City 25 38.0 15.105263 \n", " 5 Chelsea 24 38.0 26.789474 \n", " 6 Crystal Palace 26 38.0 20.500000 \n", " 7 Everton 23 38.0 19.447368 \n", " 8 Fulham 28 38.0 18.736842 \n", " 9 Huddersfield 31 38.0 15.500000 \n", " 10 Leicester City 25 38.0 20.500000 \n", " 11 Liverpool 23 38.0 24.000000 \n", " 12 Manchester City 21 38.0 28.763158 \n", " 13 Manchester Utd 28 38.0 22.473684 \n", " 14 Newcastle Utd 24 38.0 16.657895 \n", " 15 Southampton 30 38.0 19.078947 \n", " 16 Tottenham 28 38.0 22.210526 \n", " 17 Watford 25 38.0 17.131579 \n", " 18 West Ham 26 38.0 17.973684 \n", " 19 Wolves 21 38.0 18.473684 \n", " \n", " SCA Types GCA \\\n", " PassLive PassDead Drib Sh Fld Def GCA \n", " 0 16.026316 1.210526 1.236842 0.815789 0.578947 0.394737 3.210526 \n", " 1 12.736842 1.657895 1.052632 0.736842 1.131579 0.263158 2.578947 \n", " 2 10.447368 2.026316 0.894737 0.894737 1.052632 0.210526 1.447368 \n", " 3 9.105263 2.078947 0.447368 1.026316 1.000000 0.184211 1.763158 \n", " 4 9.894737 2.026316 0.921053 1.052632 0.973684 0.210526 1.368421 \n", " 5 21.078947 1.500000 1.447368 1.026316 1.368421 0.342105 3.026316 \n", " 6 14.263158 1.789474 1.657895 1.210526 1.157895 0.342105 2.368421 \n", " 7 12.789474 2.184211 1.368421 1.342105 1.342105 0.394737 2.157895 \n", " 8 14.210526 1.526316 1.263158 0.973684 0.526316 0.210526 1.605263 \n", " 9 10.921053 1.736842 0.631579 0.789474 0.842105 0.526316 0.921053 \n", " 10 14.315789 1.973684 1.368421 1.131579 1.105263 0.578947 2.210526 \n", " 11 17.552632 1.815789 1.842105 1.210526 1.000000 0.500000 3.842105 \n", " 12 21.921053 1.789474 2.000000 1.500000 1.078947 0.394737 4.315789 \n", " 13 16.894737 1.421053 1.394737 1.052632 1.315789 0.394737 2.947368 \n", " 14 11.947368 1.605263 1.026316 0.736842 0.842105 0.473684 1.605263 \n", " 15 13.052632 1.736842 1.184211 1.315789 1.210526 0.552632 1.815789 \n", " 16 15.868421 1.894737 1.605263 1.236842 1.131579 0.473684 2.710526 \n", " 17 12.236842 1.394737 1.157895 0.789474 1.078947 0.447368 2.184211 \n", " 18 12.578947 1.973684 0.815789 1.184211 0.947368 0.447368 2.157895 \n", " 19 13.578947 1.578947 1.052632 1.000000 0.868421 0.368421 2.157895 \n", " \n", " GCA Types \n", " PassLive PassDead Drib Sh Fld Def OG \n", " 0 2.500000 0.157895 0.131579 0.131579 0.184211 0.026316 0.078947 \n", " 1 1.684211 0.184211 0.184211 0.157895 0.263158 0.078947 0.026316 \n", " 2 0.763158 0.236842 0.052632 0.184211 0.184211 0.026316 0.000000 \n", " 3 1.105263 0.263158 0.026316 0.236842 0.052632 0.026316 0.052632 \n", " 4 0.921053 0.105263 0.078947 0.184211 0.052632 0.000000 0.026316 \n", " 5 2.131579 0.184211 0.263158 0.184211 0.210526 0.026316 0.026316 \n", " 6 1.342105 0.157895 0.157895 0.210526 0.342105 0.078947 0.078947 \n", " 7 1.447368 0.105263 0.263158 0.236842 0.052632 0.026316 0.026316 \n", " 8 1.105263 0.078947 0.184211 0.131579 0.078947 0.000000 0.026316 \n", " 9 0.605263 0.131579 0.000000 0.052632 0.052632 0.026316 0.052632 \n", " 10 1.473684 0.052632 0.210526 0.157895 0.236842 0.052632 0.026316 \n", " 11 2.605263 0.236842 0.289474 0.263158 0.289474 0.078947 0.078947 \n", " 12 3.368421 0.157895 0.263158 0.131579 0.236842 0.078947 0.078947 \n", " 13 1.973684 0.105263 0.289474 0.263158 0.263158 0.052632 0.000000 \n", " 14 1.131579 0.131579 0.000000 0.210526 0.052632 0.052632 0.026316 \n", " 15 1.289474 0.000000 0.078947 0.131579 0.184211 0.105263 0.026316 \n", " 16 1.789474 0.210526 0.210526 0.289474 0.210526 0.000000 0.000000 \n", " 17 1.394737 0.210526 0.315789 0.105263 0.078947 0.052632 0.026316 \n", " 18 1.421053 0.157895 0.105263 0.236842 0.184211 0.026316 0.026316 \n", " 19 1.526316 0.157895 0.078947 0.157895 0.210526 0.000000 0.026316 ,\n", " Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 SCA \\\n", " Squad # Pl 90s SCA \n", " 0 vs Arsenal 28 38.0 20.289474 \n", " 1 vs Bournemouth 28 38.0 21.447368 \n", " 2 vs Brighton 21 38.0 23.526316 \n", " 3 vs Burnley 23 38.0 27.526316 \n", " 4 vs Cardiff City 25 38.0 23.710526 \n", " 5 vs Chelsea 24 38.0 13.815789 \n", " 6 vs Crystal Palace 26 38.0 21.394737 \n", " 7 vs Everton 23 38.0 16.368421 \n", " 8 vs Fulham 28 38.0 23.315789 \n", " 9 vs Huddersfield 31 38.0 22.789474 \n", " 10 vs Leicester City 25 38.0 16.763158 \n", " 11 vs Liverpool 23 38.0 12.000000 \n", " 12 vs Manchester City 21 38.0 9.684211 \n", " 13 vs Manchester Utd 28 38.0 20.473684 \n", " 14 vs Newcastle Utd 24 38.0 19.736842 \n", " 15 vs Southampton 30 38.0 20.578947 \n", " 16 vs Tottenham 28 38.0 18.657895 \n", " 17 vs Watford 25 38.0 19.263158 \n", " 18 vs West Ham 26 38.0 21.447368 \n", " 19 vs Wolves 21 38.0 17.921053 \n", " \n", " SCA Types GCA \\\n", " PassLive PassDead Drib Sh Fld Def GCA \n", " 0 14.368421 1.789474 1.157895 1.236842 1.236842 0.447368 2.394737 \n", " 1 16.605263 1.473684 0.868421 1.210526 0.921053 0.289474 3.184211 \n", " 2 16.657895 2.026316 1.763158 1.342105 1.473684 0.263158 2.684211 \n", " 3 21.710526 1.736842 1.210526 1.789474 0.789474 0.184211 2.789474 \n", " 4 16.815789 2.184211 1.815789 1.236842 1.263158 0.394737 3.131579 \n", " 5 9.947368 1.447368 0.894737 0.526316 0.526316 0.473684 1.631579 \n", " 6 15.473684 2.078947 1.184211 1.184211 1.131579 0.315789 2.105263 \n", " 7 11.263158 1.684211 0.868421 0.947368 1.131579 0.421053 1.842105 \n", " 8 17.000000 1.736842 1.184211 1.421053 1.263158 0.657895 3.394737 \n", " 9 16.500000 1.868421 1.578947 1.210526 1.289474 0.342105 3.526316 \n", " 10 11.921053 1.710526 0.973684 0.868421 0.815789 0.473684 2.078947 \n", " 11 8.894737 1.000000 0.868421 0.447368 0.473684 0.315789 0.868421 \n", " 12 6.947368 0.894737 0.684211 0.342105 0.552632 0.263158 0.973684 \n", " 13 14.605263 2.052632 1.342105 0.763158 1.210526 0.421053 2.473684 \n", " 14 13.210526 2.315789 1.105263 1.210526 1.473684 0.421053 2.026316 \n", " 15 14.763158 2.026316 1.184211 1.131579 0.868421 0.526316 2.684211 \n", " 16 13.368421 1.684211 1.052632 1.105263 0.947368 0.421053 1.684211 \n", " 17 13.447368 1.973684 1.421053 1.105263 0.894737 0.368421 2.342105 \n", " 18 15.421053 1.763158 1.710526 1.000000 1.157895 0.394737 2.631579 \n", " 19 12.500000 1.473684 1.500000 0.947368 1.131579 0.315789 1.947368 \n", " \n", " GCA Types \n", " PassLive PassDead Drib Sh Fld Def OG \n", " 0 1.473684 0.105263 0.236842 0.131579 0.289474 0.105263 0.052632 \n", " 1 2.394737 0.078947 0.184211 0.236842 0.210526 0.000000 0.078947 \n", " 2 1.710526 0.078947 0.342105 0.263158 0.289474 0.000000 0.000000 \n", " 3 2.078947 0.105263 0.131579 0.236842 0.131579 0.000000 0.105263 \n", " 4 2.157895 0.157895 0.342105 0.184211 0.184211 0.105263 0.000000 \n", " 5 1.157895 0.184211 0.105263 0.105263 0.078947 0.000000 0.000000 \n", " 6 1.473684 0.131579 0.157895 0.131579 0.184211 0.000000 0.026316 \n", " 7 1.105263 0.105263 0.052632 0.289474 0.184211 0.052632 0.052632 \n", " 8 2.473684 0.157895 0.210526 0.315789 0.131579 0.052632 0.052632 \n", " 9 2.394737 0.210526 0.342105 0.157895 0.342105 0.078947 0.000000 \n", " 10 1.447368 0.157895 0.210526 0.131579 0.105263 0.026316 0.000000 \n", " 11 0.657895 0.052632 0.000000 0.131579 0.000000 0.026316 0.000000 \n", " 12 0.552632 0.131579 0.000000 0.105263 0.131579 0.052632 0.000000 \n", " 13 1.684211 0.236842 0.157895 0.105263 0.184211 0.026316 0.078947 \n", " 14 1.263158 0.184211 0.078947 0.236842 0.236842 0.026316 0.000000 \n", " 15 1.763158 0.210526 0.157895 0.289474 0.052632 0.131579 0.078947 \n", " 16 1.157895 0.131579 0.078947 0.105263 0.131579 0.000000 0.078947 \n", " 17 1.526316 0.131579 0.131579 0.236842 0.184211 0.078947 0.052632 \n", " 18 1.868421 0.263158 0.184211 0.131579 0.157895 0.026316 0.000000 \n", " 19 1.236842 0.210526 0.078947 0.131579 0.210526 0.026316 0.052632 ),\n", " 'Defensive': ( Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Tackles \\\n", " Squad # Pl 90s Tkl \n", " 0 Arsenal 28 38.0 15.789474 \n", " 1 Bournemouth 28 38.0 12.947368 \n", " 2 Brighton 21 38.0 18.026316 \n", " 3 Burnley 23 38.0 15.526316 \n", " 4 Cardiff City 25 38.0 17.526316 \n", " 5 Chelsea 24 38.0 16.315789 \n", " 6 Crystal Palace 26 38.0 19.947368 \n", " 7 Everton 23 38.0 18.710526 \n", " 8 Fulham 28 38.0 15.921053 \n", " 9 Huddersfield 31 38.0 19.605263 \n", " 10 Leicester City 25 38.0 18.789474 \n", " 11 Liverpool 23 38.0 15.868421 \n", " 12 Manchester City 21 38.0 13.500000 \n", " 13 Manchester Utd 28 38.0 15.289474 \n", " 14 Newcastle Utd 24 38.0 18.842105 \n", " 15 Southampton 30 38.0 19.078947 \n", " 16 Tottenham 28 38.0 16.842105 \n", " 17 Watford 25 38.0 17.789474 \n", " 18 West Ham 26 38.0 18.421053 \n", " 19 Wolves 21 38.0 18.263158 \n", " \n", " Vs Dribbles \\\n", " TklW Def 3rd Mid 3rd Att 3rd Tkl Att Tkl% \n", " 0 10.342105 7.947368 5.973684 1.868421 5.263158 15.263158 34.5 \n", " 1 7.973684 7.131579 4.473684 1.342105 3.657895 12.026316 30.4 \n", " 2 11.368421 10.105263 5.894737 2.026316 5.078947 15.631579 32.5 \n", " 3 9.000000 7.947368 6.105263 1.473684 5.526316 15.236842 36.3 \n", " 4 10.578947 9.500000 6.236842 1.789474 5.131579 16.105263 31.9 \n", " 5 10.815789 7.710526 6.210526 2.394737 4.500000 13.394737 33.6 \n", " 6 12.026316 10.921053 6.947368 2.078947 6.368421 16.552632 38.5 \n", " 7 11.921053 9.447368 7.105263 2.157895 4.815789 13.605263 35.4 \n", " 8 10.526316 8.789474 5.789474 1.342105 4.973684 13.789474 36.1 \n", " 9 11.421053 9.447368 7.868421 2.289474 6.052632 18.657895 32.4 \n", " 10 11.710526 10.105263 6.710526 1.973684 4.210526 14.210526 29.6 \n", " 11 10.210526 6.894737 6.473684 2.500000 4.578947 14.842105 30.9 \n", " 12 9.263158 5.657895 5.842105 2.000000 4.394737 12.236842 35.9 \n", " 13 9.447368 7.868421 5.657895 1.763158 4.710526 13.894737 33.9 \n", " 14 11.105263 9.868421 7.131579 1.842105 6.026316 17.552632 34.3 \n", " 15 11.868421 9.763158 7.078947 2.236842 6.184211 17.868421 34.6 \n", " 16 10.552632 8.842105 5.578947 2.421053 5.026316 14.052632 35.8 \n", " 17 11.210526 9.736842 6.184211 1.868421 5.552632 16.473684 33.7 \n", " 18 11.657895 9.973684 6.763158 1.684211 6.157895 18.394737 33.5 \n", " 19 10.710526 10.000000 6.789474 1.473684 5.500000 16.894737 32.6 \n", " \n", " Pressures \\\n", " Past Press Succ % Def 3rd Mid 3rd Att 3rd \n", " 0 10.000000 161.815789 43.184211 26.7 52.605263 75.052632 34.157895 \n", " 1 8.368421 177.368421 40.657895 22.9 67.131579 77.578947 32.657895 \n", " 2 10.552632 180.894737 41.263158 22.8 71.973684 77.868421 31.052632 \n", " 3 9.710526 165.473684 38.894737 23.5 56.631579 72.394737 36.447368 \n", " 4 10.973684 187.394737 46.552632 24.8 69.473684 86.052632 31.868421 \n", " 5 8.894737 164.578947 47.236842 28.7 51.315789 70.184211 43.078947 \n", " 6 10.184211 188.447368 45.657895 24.2 80.868421 77.236842 30.342105 \n", " 7 8.789474 173.605263 49.973684 28.8 59.921053 76.473684 37.210526 \n", " 8 8.815789 167.526316 43.184211 25.8 64.526316 71.052632 31.947368 \n", " 9 12.605263 189.921053 49.921053 26.3 69.710526 84.236842 35.973684 \n", " 10 10.000000 178.526316 49.710526 27.8 65.131579 78.578947 34.815789 \n", " 11 10.263158 163.026316 47.684211 29.2 46.210526 72.184211 44.631579 \n", " 12 7.842105 144.394737 41.815789 29.0 35.842105 65.105263 43.447368 \n", " 13 9.184211 163.578947 42.605263 26.0 58.000000 72.078947 33.500000 \n", " 14 11.526316 193.157895 46.684211 24.2 75.947368 87.105263 30.105263 \n", " 15 11.684211 195.578947 51.052632 26.1 71.157895 83.315789 41.105263 \n", " 16 9.026316 155.763158 44.131579 28.3 52.078947 67.684211 36.000000 \n", " 17 10.921053 181.473684 49.342105 27.2 67.921053 78.315789 35.236842 \n", " 18 12.236842 177.552632 44.710526 25.2 70.526316 76.763158 30.263158 \n", " 19 11.394737 163.710526 42.921053 26.2 61.710526 77.473684 24.526316 \n", " \n", " Blocks Unnamed: 22_level_0 \\\n", " Blocks Sh ShSv Pass Int \n", " 0 14.157895 3.263158 0.052632 10.894737 7.894737 \n", " 1 15.710526 4.052632 0.105263 11.657895 7.289474 \n", " 2 17.184211 5.052632 0.078947 12.131579 8.210526 \n", " 3 19.578947 6.342105 0.315789 13.236842 8.263158 \n", " 4 18.605263 4.052632 0.131579 14.552632 10.078947 \n", " 5 13.131579 2.184211 0.131579 10.947368 7.631579 \n", " 6 19.263158 4.552632 0.026316 14.710526 9.631579 \n", " 7 15.657895 2.736842 0.026316 12.921053 9.710526 \n", " 8 16.947368 4.210526 0.078947 12.736842 9.736842 \n", " 9 17.552632 3.552632 0.105263 14.000000 11.763158 \n", " 10 16.947368 2.842105 0.000000 14.105263 9.710526 \n", " 11 13.394737 2.421053 0.052632 10.973684 7.868421 \n", " 12 11.578947 2.052632 0.052632 9.526316 7.552632 \n", " 13 15.868421 3.631579 0.000000 12.236842 8.315789 \n", " 14 19.605263 4.000000 0.131579 15.605263 11.342105 \n", " 15 18.342105 4.315789 0.105263 14.026316 10.815789 \n", " 16 15.263158 3.263158 0.105263 12.000000 7.289474 \n", " 17 15.552632 3.236842 0.078947 12.315789 8.710526 \n", " 18 16.842105 3.815789 0.052632 13.026316 10.157895 \n", " 19 17.368421 3.973684 0.052632 13.394737 9.473684 \n", " \n", " Unnamed: 23_level_0 Unnamed: 24_level_0 Unnamed: 25_level_0 \n", " Tkl+Int Clr Err \n", " 0 23.684211 22.578947 0.236842 \n", " 1 20.236842 28.026316 0.157895 \n", " 2 26.236842 28.026316 0.157895 \n", " 3 23.789474 30.236842 0.394737 \n", " 4 27.605263 24.131579 0.263158 \n", " 5 23.947368 15.500000 0.131579 \n", " 6 29.578947 27.421053 0.394737 \n", " 7 28.421053 24.000000 0.289474 \n", " 8 25.657895 25.921053 0.210526 \n", " 9 31.368421 19.973684 0.157895 \n", " 10 28.500000 24.500000 0.184211 \n", " 11 23.736842 18.394737 0.368421 \n", " 12 21.052632 17.184211 0.157895 \n", " 13 23.605263 22.657895 0.157895 \n", " 14 30.184211 28.947368 0.236842 \n", " 15 29.894737 27.000000 0.368421 \n", " 16 24.131579 20.526316 0.210526 \n", " 17 26.500000 24.078947 0.289474 \n", " 18 28.578947 23.263158 0.236842 \n", " 19 27.736842 24.868421 0.210526 ,\n", " Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Tackles \\\n", " Squad # Pl 90s Tkl \n", " 0 vs Arsenal 28 38.0 16.789474 \n", " 1 vs Bournemouth 28 38.0 16.973684 \n", " 2 vs Brighton 21 38.0 14.526316 \n", " 3 vs Burnley 23 38.0 12.947368 \n", " 4 vs Cardiff City 25 38.0 15.052632 \n", " 5 vs Chelsea 24 38.0 19.052632 \n", " 6 vs Crystal Palace 26 38.0 20.447368 \n", " 7 vs Everton 23 38.0 18.868421 \n", " 8 vs Fulham 28 38.0 18.421053 \n", " 9 vs Huddersfield 31 38.0 17.052632 \n", " 10 vs Leicester City 25 38.0 16.473684 \n", " 11 vs Liverpool 23 38.0 17.973684 \n", " 12 vs Manchester City 21 38.0 18.315789 \n", " 13 vs Manchester Utd 28 38.0 16.973684 \n", " 14 vs Newcastle Utd 24 38.0 16.000000 \n", " 15 vs Southampton 30 38.0 15.052632 \n", " 16 vs Tottenham 28 38.0 18.026316 \n", " 17 vs Watford 25 38.0 18.236842 \n", " 18 vs West Ham 26 38.0 18.026316 \n", " 19 vs Wolves 21 38.0 17.789474 \n", " \n", " Vs Dribbles \\\n", " TklW Def 3rd Mid 3rd Att 3rd Tkl Att Tkl% \n", " 0 10.473684 8.236842 6.368421 2.184211 5.105263 15.236842 33.5 \n", " 1 10.500000 8.684211 6.157895 2.131579 5.105263 14.368421 35.5 \n", " 2 8.815789 6.921053 5.210526 2.394737 4.315789 13.421053 32.2 \n", " 3 8.157895 6.394737 5.184211 1.368421 3.921053 10.526316 37.3 \n", " 4 9.236842 8.289474 5.500000 1.263158 4.315789 13.105263 32.9 \n", " 5 12.368421 10.421053 6.526316 2.105263 5.184211 17.342105 29.9 \n", " 6 12.236842 10.394737 7.684211 2.368421 6.210526 19.894737 31.2 \n", " 7 11.789474 9.026316 7.868421 1.973684 5.763158 15.736842 36.6 \n", " 8 11.763158 8.131579 7.631579 2.657895 5.263158 16.421053 32.1 \n", " 9 10.210526 8.789474 7.052632 1.210526 5.631579 13.789474 40.8 \n", " 10 10.157895 8.000000 6.447368 2.026316 4.684211 15.657895 29.9 \n", " 11 10.815789 10.736842 5.736842 1.500000 5.342105 16.842105 31.7 \n", " 12 11.026316 12.736842 4.657895 0.921053 6.368421 18.605263 34.2 \n", " 13 10.473684 8.947368 6.131579 1.894737 5.026316 15.289474 32.9 \n", " 14 10.210526 7.631579 6.500000 1.868421 4.763158 13.289474 35.8 \n", " 15 9.500000 8.394737 4.973684 1.684211 5.026316 14.578947 34.5 \n", " 16 11.947368 9.315789 6.526316 2.184211 6.157895 17.605263 35.0 \n", " 17 11.657895 9.421053 6.421053 2.394737 5.473684 14.447368 37.9 \n", " 18 11.078947 8.631579 6.947368 2.447368 5.315789 16.131579 33.0 \n", " 19 11.289474 8.552632 7.289474 1.947368 4.736842 14.394737 32.9 \n", " \n", " Pressures \\\n", " Past Press Succ % Def 3rd Mid 3rd Att 3rd \n", " 0 10.131579 198.000000 46.368421 23.4 64.684211 87.315789 46.000000 \n", " 1 9.263158 153.368421 43.763158 28.5 51.710526 62.552632 39.105263 \n", " 2 9.105263 142.000000 40.842105 28.8 47.921053 58.815789 35.263158 \n", " 3 6.605263 136.263158 39.342105 28.9 45.289474 63.710526 27.263158 \n", " 4 8.789474 124.578947 39.684211 31.9 48.421053 51.368421 24.789474 \n", " 5 12.157895 221.868421 46.368421 20.9 85.631579 90.473684 45.763158 \n", " 6 13.684211 164.000000 44.684211 27.2 59.710526 70.710526 33.578947 \n", " 7 9.973684 182.605263 52.394737 28.7 65.026316 81.210526 36.368421 \n", " 8 11.157895 185.500000 49.105263 26.5 54.421053 91.789474 39.289474 \n", " 9 8.157895 161.710526 45.236842 28.0 56.052632 75.000000 30.657895 \n", " 10 10.973684 184.078947 47.500000 25.8 66.026316 80.789474 37.263158 \n", " 11 11.500000 198.710526 47.894737 24.1 76.184211 88.026316 34.500000 \n", " 12 12.236842 217.736842 40.710526 18.7 104.947368 83.157895 29.631579 \n", " 13 10.263158 196.131579 46.736842 23.8 68.421053 91.473684 36.236842 \n", " 14 8.526316 147.736842 44.684211 30.2 48.447368 64.210526 35.078947 \n", " 15 9.552632 151.078947 43.368421 28.7 57.657895 66.052632 27.368421 \n", " 16 11.447368 197.789474 49.131579 24.8 69.947368 86.894737 40.947368 \n", " 17 8.973684 166.263158 46.657895 28.1 58.394737 75.210526 32.657895 \n", " 18 10.815789 166.052632 43.578947 26.2 57.868421 77.473684 30.710526 \n", " 19 9.657895 178.315789 49.131579 27.6 61.921053 80.500000 35.894737 \n", " \n", " Blocks Unnamed: 22_level_0 \\\n", " Blocks Sh ShSv Pass Int \n", " 0 18.894737 3.947368 0.105263 14.947368 10.868421 \n", " 1 16.263158 3.026316 0.026316 13.236842 9.710526 \n", " 2 13.842105 2.763158 0.105263 11.078947 8.210526 \n", " 3 13.578947 2.631579 0.052632 10.947368 5.631579 \n", " 4 13.526316 3.394737 0.157895 10.131579 6.763158 \n", " 5 18.578947 4.947368 0.026316 13.631579 12.026316 \n", " 6 16.526316 3.894737 0.052632 12.631579 10.210526 \n", " 7 17.315789 3.947368 0.078947 13.368421 10.421053 \n", " 8 14.447368 3.236842 0.052632 11.210526 8.342105 \n", " 9 17.026316 3.315789 0.052632 13.710526 9.289474 \n", " 10 17.763158 4.000000 0.157895 13.763158 10.289474 \n", " 11 18.578947 4.131579 0.157895 14.447368 9.500000 \n", " 12 18.052632 5.342105 0.157895 12.710526 9.815789 \n", " 13 16.078947 3.421053 0.078947 12.657895 9.157895 \n", " 14 16.184211 3.447368 0.052632 12.736842 7.184211 \n", " 15 16.078947 3.736842 0.052632 12.342105 8.236842 \n", " 16 18.447368 4.026316 0.078947 14.421053 8.657895 \n", " 17 16.315789 3.684211 0.078947 12.631579 9.763158 \n", " 18 16.315789 3.394737 0.052632 12.921053 8.631579 \n", " 19 14.736842 3.263158 0.105263 11.473684 8.736842 \n", " \n", " Unnamed: 23_level_0 Unnamed: 24_level_0 Unnamed: 25_level_0 \n", " Tkl+Int Clr Err \n", " 0 27.657895 22.526316 0.263158 \n", " 1 26.684211 20.894737 0.184211 \n", " 2 22.736842 21.894737 0.157895 \n", " 3 18.578947 27.394737 0.210526 \n", " 4 21.815789 25.605263 0.184211 \n", " 5 31.078947 22.605263 0.078947 \n", " 6 30.657895 23.210526 0.236842 \n", " 7 29.289474 26.605263 0.157895 \n", " 8 26.763158 18.315789 0.157895 \n", " 9 26.342105 27.078947 0.368421 \n", " 10 26.763158 22.605263 0.289474 \n", " 11 27.473684 27.552632 0.368421 \n", " 12 28.131579 26.157895 0.368421 \n", " 13 26.131579 21.789474 0.289474 \n", " 14 23.184211 25.263158 0.210526 \n", " 15 23.289474 24.394737 0.236842 \n", " 16 26.684211 24.973684 0.263158 \n", " 17 28.000000 26.052632 0.289474 \n", " 18 26.657895 21.289474 0.131579 \n", " 19 26.526316 21.026316 0.368421 ),\n", " 'Possession': ( Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 \\\n", " Squad # Pl Poss \n", " 0 Arsenal 28 58.0 \n", " 1 Bournemouth 28 46.8 \n", " 2 Brighton 21 42.6 \n", " 3 Burnley 23 41.2 \n", " 4 Cardiff City 25 35.6 \n", " 5 Chelsea 24 62.8 \n", " 6 Crystal Palace 26 45.0 \n", " 7 Everton 23 51.5 \n", " 8 Fulham 28 48.6 \n", " 9 Huddersfield 31 47.0 \n", " 10 Leicester City 25 51.1 \n", " 11 Liverpool 23 61.7 \n", " 12 Manchester City 21 67.8 \n", " 13 Manchester Utd 28 54.5 \n", " 14 Newcastle Utd 24 40.4 \n", " 15 Southampton 30 43.9 \n", " 16 Tottenham 28 58.9 \n", " 17 Watford 25 47.1 \n", " 18 West Ham 26 48.7 \n", " 19 Wolves 21 46.9 \n", " \n", " Unnamed: 3_level_0 Touches \\\n", " 90s Touches Def Pen Def 3rd Mid 3rd \n", " 0 38.0 698.105263 70.105263 224.421053 337.236842 \n", " 1 38.0 577.078947 66.842105 211.289474 251.947368 \n", " 2 38.0 530.105263 67.473684 201.631579 230.868421 \n", " 3 38.0 501.868421 67.973684 165.973684 234.868421 \n", " 4 38.0 424.394737 60.526316 140.842105 179.131579 \n", " 5 38.0 806.710526 59.868421 217.000000 396.921053 \n", " 6 38.0 570.394737 63.105263 194.631579 259.868421 \n", " 7 38.0 605.368421 60.210526 190.210526 285.578947 \n", " 8 38.0 626.894737 71.921053 210.105263 308.684211 \n", " 9 38.0 578.000000 57.289474 184.684211 272.394737 \n", " 10 38.0 620.289474 62.526316 197.236842 297.342105 \n", " 11 38.0 776.026316 54.105263 203.578947 403.842105 \n", " 12 38.0 843.710526 53.131579 181.578947 437.815789 \n", " 13 38.0 659.105263 61.052632 191.710526 330.078947 \n", " 14 38.0 524.947368 65.052632 195.105263 230.394737 \n", " 15 38.0 542.894737 57.947368 166.710526 253.026316 \n", " 16 38.0 712.157895 68.842105 220.131579 348.394737 \n", " 17 38.0 564.342105 61.736842 178.921053 263.473684 \n", " 18 38.0 589.973684 62.657895 185.315789 285.315789 \n", " 19 38.0 595.236842 57.289474 190.236842 292.184211 \n", " \n", " Dribbles \\\n", " Att 3rd Att Pen Live Succ Att Succ% #Pl \n", " 0 180.500000 29.184211 650.315789 9.631579 15.236842 63.2 10.131579 \n", " 1 149.078947 25.236842 528.289474 8.473684 14.368421 59.0 9.263158 \n", " 2 127.368421 17.552632 483.657895 8.000000 13.447368 59.5 9.105263 \n", " 3 126.473684 19.000000 454.131579 6.078947 10.552632 57.6 6.605263 \n", " 4 123.394737 19.973684 377.657895 8.026316 13.184211 60.9 8.789474 \n", " 5 249.710526 31.289474 762.500000 11.447368 17.342105 66.0 12.157895 \n", " 6 152.315789 27.473684 522.131579 12.921053 19.894737 64.9 13.684211 \n", " 7 166.210526 24.684211 554.342105 8.921053 15.789474 56.5 9.973684 \n", " 8 142.078947 18.210526 581.526316 10.289474 16.447368 62.6 11.157895 \n", " 9 153.105263 18.000000 529.421053 7.473684 13.789474 54.2 8.157895 \n", " 10 166.526316 23.078947 572.473684 10.026316 15.684211 63.9 10.973684 \n", " 11 215.973684 34.131579 728.605263 10.394737 16.842105 61.7 11.500000 \n", " 12 282.289474 43.921053 803.052632 11.131579 18.684211 59.6 12.236842 \n", " 13 175.657895 26.631579 610.921053 9.526316 15.394737 61.9 10.263158 \n", " 14 129.184211 19.026316 479.052632 7.789474 13.315789 58.5 8.526316 \n", " 15 153.500000 21.447368 497.184211 8.657895 14.578947 59.4 9.552632 \n", " 16 187.289474 26.736842 666.000000 10.394737 17.657895 58.9 11.447368 \n", " 17 152.263158 25.368421 517.657895 8.236842 14.473684 56.9 8.973684 \n", " 18 158.973684 23.342105 542.394737 10.236842 16.157895 63.4 10.815789 \n", " 19 148.815789 21.631579 550.289474 8.894737 14.394737 61.8 9.657895 \n", " \n", " Carries \\\n", " Megs Carries TotDist PrgDist Prog 1/3 \n", " 0 0.578947 498.815789 2498.105263 1342.763158 54.710526 15.368421 \n", " 1 0.447368 368.710526 1833.500000 981.078947 35.842105 12.500000 \n", " 2 0.342105 318.473684 1560.789474 785.973684 29.184211 8.868421 \n", " 3 0.131579 279.921053 1379.000000 669.157895 27.157895 8.842105 \n", " 4 0.368421 217.368421 1043.078947 526.473684 22.131579 6.789474 \n", " 5 0.421053 610.868421 2921.947368 1695.368421 73.000000 21.421053 \n", " 6 0.500000 369.868421 1883.815789 1018.631579 43.315789 12.552632 \n", " 7 0.473684 390.131579 1967.605263 994.657895 39.500000 11.631579 \n", " 8 0.710526 411.500000 1863.815789 963.421053 38.289474 12.184211 \n", " 9 0.368421 356.947368 1699.973684 813.368421 30.947368 10.657895 \n", " 10 0.684211 414.631579 2119.684211 1141.421053 44.789474 13.815789 \n", " 11 0.868421 568.710526 2508.000000 1354.894737 56.947368 17.184211 \n", " 12 0.789474 653.236842 3322.131579 1915.736842 86.447368 24.473684 \n", " 13 0.447368 455.131579 2117.947368 1131.526316 48.289474 13.710526 \n", " 14 0.552632 307.526316 1452.657895 758.526316 28.842105 10.184211 \n", " 15 0.500000 326.263158 1630.026316 844.657895 36.605263 11.657895 \n", " 16 0.815789 501.473684 2348.710526 1230.421053 49.394737 14.947368 \n", " 17 0.473684 353.500000 1636.500000 839.289474 36.131579 10.447368 \n", " 18 0.763158 386.105263 2033.789474 1040.026316 42.736842 13.236842 \n", " 19 0.315789 388.473684 1940.078947 1072.000000 44.105263 12.289474 \n", " \n", " Receiving \n", " CPA Mis Dis Targ Rec Rec% Prog \n", " 0 5.236842 12.684211 11.710526 557.157895 481.815789 86.5 47.973684 \n", " 1 3.947368 13.184211 11.868421 423.815789 354.184211 83.6 42.789474 \n", " 2 2.526316 13.078947 10.210526 378.947368 304.657895 80.4 33.605263 \n", " 3 1.657895 12.552632 9.026316 346.368421 266.973684 77.1 34.052632 \n", " 4 2.789474 11.052632 10.736842 271.973684 190.605263 70.1 32.763158 \n", " 5 6.473684 11.789474 13.868421 673.315789 600.078947 89.1 55.947368 \n", " 6 5.447368 12.236842 14.236842 406.000000 334.973684 82.5 40.026316 \n", " 7 3.657895 15.052632 13.131579 448.184211 365.210526 81.5 44.842105 \n", " 8 3.052632 12.421053 13.210526 476.052632 398.552632 83.7 39.973684 \n", " 9 2.473684 11.157895 11.421053 426.421053 342.105263 80.2 37.894737 \n", " 10 4.526316 12.657895 11.789474 465.973684 387.736842 83.2 43.736842 \n", " 11 5.184211 14.315789 12.631579 637.210526 555.000000 87.1 59.736842 \n", " 12 8.552632 11.315789 12.000000 713.184211 647.447368 90.8 60.526316 \n", " 13 5.157895 11.947368 12.026316 514.157895 441.789474 85.9 48.710526 \n", " 14 2.500000 12.473684 11.263158 364.842105 285.315789 78.2 35.078947 \n", " 15 4.078947 11.921053 10.026316 383.789474 304.421053 79.3 37.921053 \n", " 16 4.763158 12.789474 11.921053 565.447368 491.657895 87.0 47.447368 \n", " 17 4.315789 12.815789 12.789474 412.105263 334.684211 81.2 39.289474 \n", " 18 4.342105 11.736842 12.710526 439.657895 365.473684 83.1 37.657895 \n", " 19 4.315789 12.078947 13.052632 446.105263 368.763158 82.7 40.631579 ,\n", " Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 \\\n", " Squad # Pl Poss \n", " 0 vs Arsenal 28 42.0 \n", " 1 vs Bournemouth 28 53.2 \n", " 2 vs Brighton 21 57.4 \n", " 3 vs Burnley 23 58.8 \n", " 4 vs Cardiff City 25 64.4 \n", " 5 vs Chelsea 24 37.2 \n", " 6 vs Crystal Palace 26 55.0 \n", " 7 vs Everton 23 48.5 \n", " 8 vs Fulham 28 51.4 \n", " 9 vs Huddersfield 31 53.0 \n", " 10 vs Leicester City 25 48.9 \n", " 11 vs Liverpool 23 38.3 \n", " 12 vs Manchester City 21 32.2 \n", " 13 vs Manchester Utd 28 45.5 \n", " 14 vs Newcastle Utd 24 59.6 \n", " 15 vs Southampton 30 56.1 \n", " 16 vs Tottenham 28 41.1 \n", " 17 vs Watford 25 52.9 \n", " 18 vs West Ham 26 51.3 \n", " 19 vs Wolves 21 53.1 \n", " \n", " Unnamed: 3_level_0 Touches \\\n", " 90s Touches Def Pen Def 3rd Mid 3rd \n", " 0 38.0 543.684211 59.631579 171.131579 256.105263 \n", " 1 38.0 642.368421 59.210526 185.684211 306.236842 \n", " 2 38.0 683.052632 50.578947 181.342105 342.394737 \n", " 3 38.0 669.605263 62.026316 214.394737 309.657895 \n", " 4 38.0 697.447368 59.421053 207.578947 344.947368 \n", " 5 38.0 530.000000 73.105263 201.815789 229.210526 \n", " 6 38.0 673.184211 58.710526 182.078947 329.342105 \n", " 7 38.0 586.500000 63.500000 200.394737 275.684211 \n", " 8 38.0 650.026316 58.736842 192.947368 311.763158 \n", " 9 38.0 653.684211 63.315789 199.131579 324.078947 \n", " 10 38.0 604.000000 61.684211 180.342105 295.236842 \n", " 11 38.0 531.736842 74.842105 212.052632 234.236842 \n", " 12 38.0 464.052632 83.026316 204.157895 195.605263 \n", " 13 38.0 571.947368 61.105263 178.184211 269.578947 \n", " 14 38.0 721.263158 57.289474 191.894737 368.078947 \n", " 15 38.0 667.131579 62.105263 212.421053 311.947368 \n", " 16 38.0 536.368421 65.026316 184.026316 239.815789 \n", " 17 38.0 631.763158 60.552632 189.921053 302.473684 \n", " 18 38.0 623.947368 58.578947 179.552632 307.105263 \n", " 19 38.0 665.842105 57.210526 182.263158 345.868421 \n", " \n", " Dribbles \\\n", " Att 3rd Att Pen Live Succ Att Succ% #Pl \n", " 0 148.473684 24.868421 498.473684 9.184211 15.342105 59.9 10.000000 \n", " 1 189.105263 27.447368 597.263158 7.657895 12.078947 63.4 8.368421 \n", " 2 204.078947 28.815789 635.500000 9.763158 15.657895 62.4 10.552632 \n", " 3 186.605263 31.605263 619.157895 8.947368 15.236842 58.7 9.710526 \n", " 4 190.421053 29.973684 647.736842 10.368421 16.184211 64.1 10.973684 \n", " 5 127.473684 18.210526 487.078947 8.184211 13.394737 61.1 8.894737 \n", " 6 204.315789 26.105263 626.315789 9.368421 16.552632 56.6 10.184211 \n", " 7 144.447368 21.447368 535.631579 7.973684 13.605263 58.6 8.789474 \n", " 8 183.815789 31.473684 601.500000 8.315789 13.815789 60.2 8.815789 \n", " 9 167.947368 24.736842 605.157895 11.657895 18.684211 62.4 12.605263 \n", " 10 165.657895 22.421053 555.394737 9.289474 14.210526 65.4 10.000000 \n", " 11 113.210526 16.210526 488.105263 9.184211 14.894737 61.7 10.263158 \n", " 12 88.157895 12.921053 423.105263 7.236842 12.289474 58.9 7.842105 \n", " 13 159.947368 24.894737 527.026316 8.605263 13.894737 61.9 9.184211 \n", " 14 205.368421 27.815789 671.657895 10.315789 17.578947 58.7 11.526316 \n", " 15 181.947368 28.578947 615.078947 10.552632 17.894737 59.0 11.684211 \n", " 16 143.657895 22.342105 491.815789 8.078947 14.105263 57.3 9.026316 \n", " 17 177.394737 27.184211 586.578947 10.052632 16.473684 61.0 10.921053 \n", " 18 179.500000 26.157895 580.736842 11.342105 18.421053 61.6 12.236842 \n", " 19 179.184211 22.710526 618.289474 10.473684 16.921053 61.9 11.394737 \n", " \n", " Carries \\\n", " Megs Carries TotDist PrgDist Prog 1/3 \n", " 0 0.263158 346.184211 1675.236842 895.789474 36.921053 11.447368 \n", " 1 0.421053 440.842105 2162.763158 1106.815789 46.578947 14.000000 \n", " 2 0.552632 475.105263 2384.131579 1339.052632 58.105263 16.473684 \n", " 3 0.473684 451.736842 2311.500000 1275.368421 51.078947 15.026316 \n", " 4 0.789474 472.710526 2438.789474 1324.000000 50.763158 15.763158 \n", " 5 0.526316 337.026316 1540.894737 728.131579 26.184211 7.868421 \n", " 6 0.447368 457.763158 2261.736842 1239.210526 55.552632 16.131579 \n", " 7 0.605263 372.078947 1811.947368 961.710526 36.184211 9.657895 \n", " 8 0.552632 429.947368 2062.526316 1127.394737 45.894737 13.710526 \n", " 9 0.631579 437.815789 2036.131579 1065.578947 44.421053 13.894737 \n", " 10 0.578947 394.526316 1896.631579 1027.342105 43.105263 13.184211 \n", " 11 0.394737 328.210526 1490.368421 773.894737 27.342105 8.263158 \n", " 12 0.500000 276.710526 1297.052632 631.157895 21.605263 7.210526 \n", " 13 0.473684 374.368421 1911.105263 1060.447368 43.973684 14.631579 \n", " 14 0.631579 495.526316 2362.894737 1224.368421 53.263158 15.631579 \n", " 15 0.763158 448.526316 2071.473684 1081.315789 44.684211 13.684211 \n", " 16 0.526316 331.894737 1649.605263 822.526316 33.763158 10.000000 \n", " 17 0.421053 417.342105 2012.552632 1080.500000 46.105263 14.921053 \n", " 18 0.447368 427.473684 2158.815789 1204.315789 51.263158 15.894737 \n", " 19 0.552632 461.868421 2225.000000 1150.473684 51.578947 15.368421 \n", " \n", " Receiving \n", " CPA Mis Dis Targ Rec Rec% Prog \n", " 0 4.026316 12.368421 10.552632 396.184211 323.236842 81.6 38.052632 \n", " 1 5.394737 12.052632 9.289474 498.131579 422.578947 84.8 44.026316 \n", " 2 4.763158 12.394737 12.947368 538.684211 463.289474 86.0 46.842105 \n", " 3 6.342105 11.973684 10.026316 513.973684 438.473684 85.3 46.473684 \n", " 4 5.236842 13.421053 12.421053 549.973684 465.263158 84.6 53.210526 \n", " 5 2.868421 12.973684 11.842105 385.394737 318.210526 82.6 32.631579 \n", " 6 3.657895 13.184211 13.605263 514.315789 440.868421 85.7 50.631579 \n", " 7 3.421053 12.710526 13.921053 429.973684 346.394737 80.6 40.947368 \n", " 8 6.263158 12.631579 10.973684 508.342105 424.868421 83.6 49.368421 \n", " 9 4.763158 12.631579 13.605263 496.657895 418.473684 84.3 47.052632 \n", " 10 3.736842 12.473684 14.578947 447.342105 372.105263 83.2 42.368421 \n", " 11 2.842105 11.710526 11.289474 382.526316 306.236842 80.1 31.000000 \n", " 12 2.315789 10.263158 9.131579 324.184211 261.552632 80.7 24.157895 \n", " 13 4.815789 12.394737 10.578947 425.315789 353.157895 83.0 39.131579 \n", " 14 4.026316 12.552632 12.815789 570.605263 484.605263 84.9 52.184211 \n", " 15 4.657895 13.105263 12.894737 514.500000 428.394737 83.3 46.052632 \n", " 16 4.000000 13.210526 11.815789 380.605263 311.394737 81.8 37.842105 \n", " 17 4.184211 12.684211 12.315789 478.631579 399.157895 83.4 45.947368 \n", " 18 4.289474 11.684211 12.263158 477.342105 403.105263 84.4 48.789474 \n", " 19 3.394737 12.842105 12.763158 518.026316 440.078947 85.0 43.894737 ),\n", " 'Playing Time': ( Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Playing Time \\\n", " Squad # Pl Age MP \n", " 0 Arsenal 28 26.7 38 \n", " 1 Bournemouth 28 26.6 38 \n", " 2 Brighton 21 27.4 38 \n", " 3 Burnley 23 28.0 38 \n", " 4 Cardiff City 25 27.7 38 \n", " 5 Chelsea 24 27.3 38 \n", " 6 Crystal Palace 26 27.4 38 \n", " 7 Everton 23 25.7 38 \n", " 8 Fulham 28 26.0 38 \n", " 9 Huddersfield 31 26.2 38 \n", " 10 Leicester City 25 25.9 38 \n", " 11 Liverpool 23 26.1 38 \n", " 12 Manchester City 21 26.7 38 \n", " 13 Manchester Utd 28 26.3 38 \n", " 14 Newcastle Utd 24 26.9 38 \n", " 15 Southampton 30 25.4 38 \n", " 16 Tottenham 28 26.8 38 \n", " 17 Watford 25 28.5 38 \n", " 18 West Ham 26 27.6 38 \n", " 19 Wolves 21 26.1 38 \n", " \n", " Starts Subs \\\n", " Min Mn/MP Min% 90s Starts Mn/Start Compl Subs Mn/Sub unSub \n", " 0 90.0 90 100 38.0 11.0 83 NaN 2.973684 0.684211 4.026316 \n", " 1 90.0 90 100 38.0 11.0 86 NaN 2.736842 0.447368 4.263158 \n", " 2 90.0 90 100 38.0 11.0 84 NaN 2.605263 0.578947 4.394737 \n", " 3 90.0 90 100 38.0 11.0 86 NaN 2.263158 0.473684 4.736842 \n", " 4 90.0 90 100 38.0 11.0 85 NaN 2.868421 0.473684 4.131579 \n", " 5 90.0 90 100 38.0 11.0 85 NaN 2.973684 0.526316 4.026316 \n", " 6 90.0 90 100 38.0 11.0 87 NaN 2.421053 0.368421 4.578947 \n", " 7 90.0 90 100 38.0 11.0 85 NaN 2.921053 0.421053 4.078947 \n", " 8 90.0 90 100 38.0 11.0 84 NaN 2.842105 0.578947 4.157895 \n", " 9 90.0 90 100 38.0 11.0 84 NaN 2.815789 0.578947 4.184211 \n", " 10 90.0 90 100 38.0 11.0 85 NaN 2.921053 0.473684 4.078947 \n", " 11 90.0 90 100 38.0 11.0 86 NaN 2.868421 0.394737 4.131579 \n", " 12 90.0 90 100 38.0 11.0 86 NaN 2.842105 0.447368 4.157895 \n", " 13 90.0 90 100 38.0 11.0 85 NaN 2.947368 0.526316 4.052632 \n", " 14 90.0 90 100 38.0 11.0 86 NaN 2.605263 0.447368 4.394737 \n", " 15 90.0 90 100 38.0 11.0 85 NaN 2.815789 0.526316 4.184211 \n", " 16 90.0 90 100 38.0 11.0 86 NaN 2.789474 0.394737 4.210526 \n", " 17 90.0 90 100 38.0 11.0 85 NaN 2.710526 0.473684 4.289474 \n", " 18 90.0 90 100 38.0 11.0 84 NaN 2.973684 0.605263 4.000000 \n", " 19 90.0 90 100 38.0 11.0 85 NaN 2.894737 0.447368 4.105263 \n", " \n", " Team Success Team Success (xG) \\\n", " PPM onG onGA +/- onxG onxGA \n", " 0 0.048421 1.921053 1.342105 0.578947 1.505263 1.436842 \n", " 1 0.031053 1.473684 1.842105 -0.368421 1.400000 1.468421 \n", " 2 0.025000 0.921053 1.578947 -0.657895 0.907895 1.484211 \n", " 3 0.027632 1.184211 1.789474 -0.605263 1.100000 1.657895 \n", " 4 0.023421 0.894737 1.815789 -0.921053 1.047368 1.626316 \n", " 5 0.049737 1.657895 1.026316 0.631579 1.539474 0.926316 \n", " 6 0.033947 1.342105 1.394737 -0.052632 1.318421 1.276316 \n", " 7 0.037368 1.421053 1.210526 0.210526 1.226316 1.184211 \n", " 8 0.017895 0.894737 2.131579 -1.236842 1.044737 1.715789 \n", " 9 0.011053 0.578947 2.000000 -1.421053 0.757895 1.665789 \n", " 10 0.036053 1.342105 1.263158 0.078947 1.300000 1.121053 \n", " 11 0.067105 2.342105 0.578947 1.763158 1.936842 0.789474 \n", " 12 0.067895 2.500000 0.605263 1.894737 2.155263 0.668421 \n", " 13 0.045789 1.710526 1.421053 0.289474 1.568421 1.260526 \n", " 14 0.031053 1.105263 1.263158 -0.157895 1.021053 1.381579 \n", " 15 0.027105 1.184211 1.710526 -0.526316 1.197368 1.447368 \n", " 16 0.049211 1.763158 1.026316 0.736842 1.463158 1.192105 \n", " 17 0.034737 1.368421 1.552632 -0.184211 1.260526 1.428947 \n", " 18 0.036053 1.368421 1.447368 -0.078947 1.286842 1.597368 \n", " 19 0.039474 1.236842 1.210526 0.026316 1.313158 1.018421 \n", " \n", " \n", " xG+/- \n", " 0 0.068421 \n", " 1 -0.068421 \n", " 2 -0.576316 \n", " 3 -0.557895 \n", " 4 -0.578947 \n", " 5 0.613158 \n", " 6 0.042105 \n", " 7 0.042105 \n", " 8 -0.671053 \n", " 9 -0.910526 \n", " 10 0.178947 \n", " 11 1.147368 \n", " 12 1.484211 \n", " 13 0.307895 \n", " 14 -0.360526 \n", " 15 -0.250000 \n", " 16 0.268421 \n", " 17 -0.165789 \n", " 18 -0.313158 \n", " 19 0.294737 ,\n", " Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Playing Time \\\n", " Squad # Pl Age MP \n", " 0 vs Arsenal 28 26.8 38 \n", " 1 vs Bournemouth 28 26.8 38 \n", " 2 vs Brighton 21 26.8 38 \n", " 3 vs Burnley 23 26.7 38 \n", " 4 vs Cardiff City 25 26.7 38 \n", " 5 vs Chelsea 24 26.8 38 \n", " 6 vs Crystal Palace 26 26.7 38 \n", " 7 vs Everton 23 26.8 38 \n", " 8 vs Fulham 28 26.8 38 \n", " 9 vs Huddersfield 31 26.5 38 \n", " 10 vs Leicester City 25 26.8 38 \n", " 11 vs Liverpool 23 26.9 38 \n", " 12 vs Manchester City 21 26.6 38 \n", " 13 vs Manchester Utd 28 26.9 38 \n", " 14 vs Newcastle Utd 24 26.8 38 \n", " 15 vs Southampton 30 26.7 38 \n", " 16 vs Tottenham 28 26.7 38 \n", " 17 vs Watford 25 26.8 38 \n", " 18 vs West Ham 26 26.7 38 \n", " 19 vs Wolves 21 26.8 38 \n", " \n", " Starts Subs \\\n", " Min Mn/MP Min% 90s Starts Mn/Start Compl Subs Mn/Sub unSub \n", " 0 90.0 90 100 38.0 11.0 85 NaN 2.736842 0.473684 4.263158 \n", " 1 90.0 90 100 38.0 11.0 85 NaN 2.868421 0.447368 4.131579 \n", " 2 90.0 90 100 38.0 11.0 85 NaN 2.736842 0.473684 4.263158 \n", " 3 90.0 90 100 38.0 11.0 84 NaN 2.868421 0.578947 4.131579 \n", " 4 90.0 90 100 38.0 11.0 85 NaN 2.605263 0.578947 4.394737 \n", " 5 90.0 90 100 38.0 11.0 85 NaN 2.684211 0.500000 4.315789 \n", " 6 90.0 90 100 38.0 11.0 85 NaN 2.894737 0.526316 4.105263 \n", " 7 90.0 90 100 38.0 11.0 85 NaN 2.736842 0.552632 4.263158 \n", " 8 90.0 90 100 38.0 11.0 85 NaN 2.763158 0.473684 4.236842 \n", " 9 90.0 90 100 38.0 11.0 84 NaN 2.921053 0.552632 4.078947 \n", " 10 90.0 90 100 38.0 11.0 85 NaN 2.842105 0.473684 4.157895 \n", " 11 90.0 90 100 38.0 11.0 85 NaN 2.868421 0.473684 4.131579 \n", " 12 90.0 90 100 38.0 11.0 84 NaN 2.815789 0.552632 4.184211 \n", " 13 90.0 90 100 38.0 11.0 85 NaN 2.789474 0.500000 4.210526 \n", " 14 90.0 90 100 38.0 11.0 84 NaN 2.842105 0.578947 4.157895 \n", " 15 90.0 90 100 38.0 11.0 85 NaN 2.789474 0.552632 4.184211 \n", " 16 90.0 90 100 38.0 11.0 85 NaN 2.815789 0.526316 4.184211 \n", " 17 90.0 90 100 38.0 11.0 84 NaN 2.763158 0.578947 4.236842 \n", " 18 90.0 90 100 38.0 11.0 85 NaN 2.815789 0.500000 4.184211 \n", " 19 90.0 90 100 38.0 11.0 85 NaN 2.631579 0.552632 4.368421 \n", " \n", " Team Success Team Success (xG) \\\n", " PPM onG onGA +/- onxG onxGA \n", " 0 0.048421 1.342105 1.921053 -0.578947 1.436842 1.505263 \n", " 1 0.031053 1.842105 1.473684 0.368421 1.468421 1.400000 \n", " 2 0.025000 1.578947 0.921053 0.657895 1.484211 0.907895 \n", " 3 0.027632 1.789474 1.184211 0.605263 1.657895 1.100000 \n", " 4 0.023421 1.815789 0.894737 0.921053 1.626316 1.047368 \n", " 5 0.049737 1.026316 1.657895 -0.631579 0.926316 1.539474 \n", " 6 0.033947 1.394737 1.342105 0.052632 1.276316 1.318421 \n", " 7 0.037368 1.210526 1.421053 -0.210526 1.184211 1.226316 \n", " 8 0.017895 2.131579 0.894737 1.236842 1.715789 1.044737 \n", " 9 0.011053 2.000000 0.578947 1.421053 1.665789 0.757895 \n", " 10 0.036053 1.263158 1.342105 -0.078947 1.121053 1.300000 \n", " 11 0.067105 0.578947 2.342105 -1.763158 0.789474 1.936842 \n", " 12 0.067895 0.605263 2.500000 -1.894737 0.668421 2.155263 \n", " 13 0.045789 1.421053 1.710526 -0.289474 1.260526 1.568421 \n", " 14 0.031053 1.263158 1.105263 0.157895 1.381579 1.021053 \n", " 15 0.027105 1.710526 1.184211 0.526316 1.447368 1.197368 \n", " 16 0.049211 1.026316 1.763158 -0.736842 1.192105 1.463158 \n", " 17 0.034737 1.552632 1.368421 0.184211 1.428947 1.260526 \n", " 18 0.036053 1.447368 1.368421 0.078947 1.597368 1.286842 \n", " 19 0.039474 1.210526 1.236842 -0.026316 1.018421 1.313158 \n", " \n", " \n", " xG+/- \n", " 0 -0.068421 \n", " 1 0.068421 \n", " 2 0.576316 \n", " 3 0.557895 \n", " 4 0.578947 \n", " 5 -0.613158 \n", " 6 -0.042105 \n", " 7 -0.042105 \n", " 8 0.671053 \n", " 9 0.910526 \n", " 10 -0.178947 \n", " 11 -1.147368 \n", " 12 -1.484211 \n", " 13 -0.307895 \n", " 14 0.360526 \n", " 15 0.250000 \n", " 16 -0.268421 \n", " 17 0.165789 \n", " 18 0.313158 \n", " 19 -0.294737 ),\n", " 'Misc': ( Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Performance \\\n", " Squad # Pl 90s CrdY \n", " 0 Arsenal 28 38.0 1.921053 \n", " 1 Bournemouth 28 38.0 1.578947 \n", " 2 Brighton 21 38.0 1.605263 \n", " 3 Burnley 23 38.0 1.973684 \n", " 4 Cardiff City 25 38.0 1.736842 \n", " 5 Chelsea 24 38.0 1.289474 \n", " 6 Crystal Palace 26 38.0 1.526316 \n", " 7 Everton 23 38.0 1.473684 \n", " 8 Fulham 28 38.0 1.842105 \n", " 9 Huddersfield 31 38.0 1.473684 \n", " 10 Leicester City 25 38.0 1.578947 \n", " 11 Liverpool 23 38.0 1.026316 \n", " 12 Manchester City 21 38.0 1.157895 \n", " 13 Manchester Utd 28 38.0 1.973684 \n", " 14 Newcastle Utd 24 38.0 1.500000 \n", " 15 Southampton 30 38.0 1.921053 \n", " 16 Tottenham 28 38.0 1.500000 \n", " 17 Watford 25 38.0 2.078947 \n", " 18 West Ham 26 38.0 1.552632 \n", " 19 Wolves 21 38.0 1.921053 \n", " \n", " \\\n", " CrdR 2CrdY Fls Fld Off Crs Int \n", " 0 0.052632 0.026316 10.894737 12.105263 2.447368 12.263158 7.894737 \n", " 1 0.026316 0.000000 9.000000 11.605263 1.526316 12.052632 7.289474 \n", " 2 0.105263 0.026316 12.315789 8.105263 2.421053 10.973684 8.210526 \n", " 3 0.026316 0.000000 9.605263 9.421053 2.842105 11.684211 8.263158 \n", " 4 0.026316 0.000000 10.000000 10.368421 2.105263 10.368421 10.078947 \n", " 5 0.000000 0.000000 8.973684 11.210526 2.184211 12.894737 7.631579 \n", " 6 0.052632 0.026316 10.263158 10.368421 2.157895 10.342105 9.631579 \n", " 7 0.105263 0.026316 11.473684 11.105263 1.868421 13.684211 9.710526 \n", " 8 0.052632 0.052632 11.263158 9.026316 2.394737 10.078947 9.736842 \n", " 9 0.105263 0.026316 11.236842 10.026316 1.684211 13.500000 11.763158 \n", " 10 0.131579 0.078947 9.447368 10.026316 1.894737 12.868421 9.710526 \n", " 11 0.052632 0.052632 8.447368 9.184211 2.157895 13.184211 7.868421 \n", " 12 0.026316 0.000000 8.763158 7.947368 2.684211 15.921053 7.552632 \n", " 13 0.105263 0.052632 11.473684 10.526316 2.368421 11.973684 8.315789 \n", " 14 0.052632 0.000000 11.184211 8.842105 1.552632 11.315789 11.342105 \n", " 15 0.078947 0.052632 11.263158 8.973684 1.631579 10.815789 10.815789 \n", " 16 0.078947 0.026316 9.947368 9.631579 1.947368 11.868421 7.289474 \n", " 17 0.105263 0.026316 11.500000 10.131579 2.368421 10.815789 8.710526 \n", " 18 0.026316 0.000000 8.894737 10.342105 1.921053 11.000000 10.157895 \n", " 19 0.026316 0.000000 10.842105 8.763158 1.947368 11.763158 9.473684 \n", " \n", " Aerial Duels \\\n", " TklW PKwon PKcon OG Recov Won \n", " 0 10.342105 0.105263 0.157895 0.052632 89.578947 11.000000 \n", " 1 7.973684 0.210526 0.131579 0.078947 93.868421 13.789474 \n", " 2 11.368421 0.105263 0.236842 0.000000 92.105263 15.342105 \n", " 3 9.000000 0.026316 0.078947 0.105263 98.105263 18.578947 \n", " 4 10.578947 0.052632 0.157895 0.000000 99.894737 19.552632 \n", " 5 10.815789 0.131579 0.052632 0.000000 94.973684 9.894737 \n", " 6 12.026316 0.236842 0.131579 0.026316 94.157895 13.894737 \n", " 7 11.921053 0.105263 0.105263 0.052632 104.078947 18.105263 \n", " 8 10.526316 0.052632 0.157895 0.052632 96.500000 14.236842 \n", " 9 11.421053 0.026316 0.210526 0.026316 101.868421 16.421053 \n", " 10 11.710526 0.157895 0.131579 0.000000 98.236842 15.736842 \n", " 11 10.210526 0.184211 0.026316 0.000000 102.578947 12.157895 \n", " 12 9.263158 0.105263 0.105263 0.000000 92.500000 10.578947 \n", " 13 9.447368 0.263158 0.157895 0.078947 91.631579 14.131579 \n", " 14 11.105263 0.052632 0.157895 0.026316 99.684211 14.078947 \n", " 15 11.868421 0.105263 0.078947 0.078947 100.763158 14.500000 \n", " 16 10.552632 0.078947 0.131579 0.078947 97.500000 11.921053 \n", " 17 11.210526 0.026316 0.105263 0.078947 100.526316 14.921053 \n", " 18 11.657895 0.131579 0.131579 0.026316 90.342105 11.684211 \n", " 19 10.710526 0.078947 0.105263 0.105263 95.605263 15.657895 \n", " \n", " \n", " Lost Won% \n", " 0 12.710526 46.4 \n", " 1 13.868421 49.9 \n", " 2 14.500000 51.4 \n", " 3 19.710526 48.5 \n", " 4 19.394737 50.2 \n", " 5 9.263158 51.6 \n", " 6 14.973684 48.1 \n", " 7 17.421053 51.0 \n", " 8 13.763158 50.8 \n", " 9 16.131579 50.4 \n", " 10 12.421053 55.9 \n", " 11 11.342105 51.7 \n", " 12 9.552632 52.5 \n", " 13 10.184211 58.1 \n", " 14 18.842105 42.8 \n", " 15 17.500000 45.3 \n", " 16 12.157895 49.5 \n", " 17 16.421053 47.6 \n", " 18 11.289474 50.9 \n", " 19 14.736842 51.5 ,\n", " Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Performance \\\n", " Squad # Pl 90s CrdY \n", " 0 vs Arsenal 28 38.0 2.000000 \n", " 1 vs Bournemouth 28 38.0 2.394737 \n", " 2 vs Brighton 21 38.0 1.368421 \n", " 3 vs Burnley 23 38.0 1.526316 \n", " 4 vs Cardiff City 25 38.0 1.289474 \n", " 5 vs Chelsea 24 38.0 1.657895 \n", " 6 vs Crystal Palace 26 38.0 1.631579 \n", " 7 vs Everton 23 38.0 2.026316 \n", " 8 vs Fulham 28 38.0 1.131579 \n", " 9 vs Huddersfield 31 38.0 1.736842 \n", " 10 vs Leicester City 25 38.0 1.842105 \n", " 11 vs Liverpool 23 38.0 1.263158 \n", " 12 vs Manchester City 21 38.0 1.421053 \n", " 13 vs Manchester Utd 28 38.0 1.763158 \n", " 14 vs Newcastle Utd 24 38.0 1.526316 \n", " 15 vs Southampton 30 38.0 1.631579 \n", " 16 vs Tottenham 28 38.0 1.605263 \n", " 17 vs Watford 25 38.0 1.315789 \n", " 18 vs West Ham 26 38.0 1.500000 \n", " 19 vs Wolves 21 38.0 2.000000 \n", " \n", " \\\n", " CrdR 2CrdY Fls Fld Off Crs Int \n", " 0 0.052632 0.026316 12.552632 10.184211 2.473684 11.789474 10.868421 \n", " 1 0.236842 0.105263 12.026316 8.657895 2.236842 13.263158 9.710526 \n", " 2 0.052632 0.026316 8.657895 11.684211 1.026316 12.447368 8.210526 \n", " 3 0.078947 0.026316 10.000000 9.078947 1.236842 15.842105 5.631579 \n", " 4 0.078947 0.000000 11.026316 9.631579 0.973684 12.078947 6.763158 \n", " 5 0.000000 0.000000 11.368421 8.605263 2.078947 9.578947 12.026316 \n", " 6 0.052632 0.026316 10.868421 10.078947 1.631579 14.052632 10.210526 \n", " 7 0.052632 0.026316 11.842105 11.078947 2.236842 10.473684 10.421053 \n", " 8 0.000000 0.000000 9.394737 10.657895 2.078947 14.473684 8.342105 \n", " 9 0.052632 0.000000 10.236842 10.736842 2.078947 9.868421 9.289474 \n", " 10 0.157895 0.078947 10.710526 8.868421 2.368421 11.868421 10.289474 \n", " 11 0.026316 0.000000 9.789474 7.894737 3.368421 9.921053 9.500000 \n", " 12 0.052632 0.000000 8.236842 8.263158 1.631579 6.315789 9.815789 \n", " 13 0.026316 0.026316 11.000000 10.921053 1.894737 11.263158 9.157895 \n", " 14 0.026316 0.000000 9.289474 10.789474 1.710526 14.052632 7.184211 \n", " 15 0.026316 0.026316 9.315789 10.710526 2.368421 12.947368 8.236842 \n", " 16 0.052632 0.000000 10.210526 9.631579 2.921053 11.184211 8.657895 \n", " 17 0.078947 0.078947 10.684211 11.342105 3.105263 13.236842 9.763158 \n", " 18 0.026316 0.000000 10.631579 8.473684 3.394737 13.736842 8.631579 \n", " 19 0.105263 0.026316 8.947368 10.421053 1.289474 10.973684 8.736842 \n", " \n", " Aerial Duels \\\n", " TklW PKwon PKcon OG Recov Won \n", " 0 10.473684 0.184211 0.131579 0.105263 89.868421 12.710526 \n", " 1 10.500000 0.078947 0.184211 0.026316 94.842105 13.868421 \n", " 2 8.815789 0.210526 0.131579 0.000000 98.131579 14.500000 \n", " 3 8.157895 0.026316 0.052632 0.052632 106.078947 19.710526 \n", " 4 9.236842 0.157895 0.105263 0.026316 105.736842 19.394737 \n", " 5 12.368421 0.052632 0.131579 0.052632 81.631579 9.263158 \n", " 6 12.236842 0.105263 0.289474 0.078947 99.368421 14.973684 \n", " 7 11.789474 0.131579 0.131579 0.026316 98.552632 17.421053 \n", " 8 11.763158 0.131579 0.078947 0.026316 100.578947 13.763158 \n", " 9 10.210526 0.184211 0.026316 0.052632 100.342105 16.131579 \n", " 10 10.157895 0.078947 0.184211 0.078947 99.105263 12.421053 \n", " 11 10.815789 0.026316 0.184211 0.078947 91.026316 11.342105 \n", " 12 11.026316 0.105263 0.105263 0.105263 72.868421 9.552632 \n", " 13 10.473684 0.131579 0.263158 0.000000 91.210526 10.184211 \n", " 14 10.210526 0.131579 0.078947 0.026316 105.710526 18.842105 \n", " 15 9.500000 0.026316 0.131579 0.026316 106.578947 17.500000 \n", " 16 11.947368 0.105263 0.078947 0.026316 92.500000 12.157895 \n", " 17 11.657895 0.131579 0.026316 0.026316 102.000000 16.421053 \n", " 18 11.078947 0.131579 0.131579 0.026316 99.578947 11.289474 \n", " 19 11.289474 0.105263 0.105263 0.026316 98.789474 14.736842 \n", " \n", " \n", " Lost Won% \n", " 0 11.000000 53.6 \n", " 1 13.789474 50.1 \n", " 2 15.342105 48.6 \n", " 3 18.578947 51.5 \n", " 4 19.552632 49.8 \n", " 5 9.894737 48.4 \n", " 6 13.894737 51.9 \n", " 7 18.105263 49.0 \n", " 8 14.236842 49.2 \n", " 9 16.421053 49.6 \n", " 10 15.736842 44.1 \n", " 11 12.157895 48.3 \n", " 12 10.578947 47.5 \n", " 13 14.131579 41.9 \n", " 14 14.078947 57.2 \n", " 15 14.500000 54.7 \n", " 16 11.921053 50.5 \n", " 17 14.921053 52.4 \n", " 18 11.684211 49.1 \n", " 19 15.657895 48.5 )}" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, 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