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