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2020/21 Fantasy Premier League Preseason Guide

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2020/21 Fantasy Premier League Preseason Guide Across the Pond FPL 2019/20 PREMIER LEAGUE TABLE Club GP W T L Pts Diff GF GA 1 Liverpool 38 32 3 3 99 +52 85 33 2 Manchester City 38 26 3 9 81 +67 102 35 3 Manchester United 38 18 12 8 66 +30 66 36 4 Chelsea 38 20 6 12 66 +15 69 54 5 Leicester City 38 18 8 12 62 +26 67 41 6 Tottenham Hotspur 38 16 11 11 59 +14 61 47 7 Wolverhampton Wanderers 38 15 14 9 59 +11 51 40 8 Arsenal 38 14 14 10 56 +8 56 48 9 Sheffield United 38 14 12 12 54 0 39 39 10 Burnley 38 15 9 14 54 -7 43 50 11 Southampton 38 15 7 16 52 -9 51 60 12 Everton 38 13 10 15 49 -12 44 56 13 Newcastle United 38 11 11 16 44 -20 38 58 14 Crystal Palace 38 11 10 17 43 -19 31 50 15 Brighton and Hove Albion 38 9 14 15 41 -15 39 54 16 West Ham United 38 10 9 19 39 -13 49 62 17 Aston Villa 38 9 8 21 35 -26 41 67 18 Bournemouth (Relegated) 38 9 7 22 34 -25 40 65 19 Watford (Relegated) 38 8 10 20 34 -28 36 64 20 Norwich City (Relegated) 38 5 6 27 49 26 75 21 Champions League Clubs Europa League Clubs PROMOTED CHAMPIONSHIP CLUBS Club GP W T L Pts Diff GF GA 1 Leeds United 46 28 9 9 93 +42 77 35 West Bromwich and Hove 2 46 22 17 7 83 +32 77 45 Albion 3 Fulham 46 23 12 11 81 +16 64 48 2019/20 Premier League Stat Leaders Assist Key Rank Player Goals Rank Player Rank Player s Passes 1 Jamie Vardy, LEI 23 1 Kevin De Bruyne, MCI 20 1 Kevin De Bruyne, MCI 136 2 Pierre-Emerick Aubameyang, ARS 22 2 Trent Alexander-Arnold, LIV 13 2 Jack Grealish, AVL 91 2 Danny Ings, SOU 22 3 Andrew Robertson, LIV 12 3 Trent Alexander-Arnold, LIV 87 4 Raheem Sterling, MCI 20 4 Mohamed Salah, LIV 10 4 Emiliano Buendía, NOR 83 5 Mohamed Salah, LIV 19 4 David Silva, MCI 10 5 James Maddison, LEI 79 6 Harry Kane, TOT 18 4 Son Heung-Min, TOT 10 6 João Moutinho, WOL 77 6 Sadio Mané, LIV 18 7 Riyad Mahrez, MCI 9 7 Willian, CHE 76 8 Raúl Jiménez, WOL 17 7 Adama Traoré, WOL 9 8 Lucas Digne, EVE 72 8 Anthony Martial, MUN 17 9 Roberto Firmino, LIV 8 9 James Ward-Prowse, SOU 62 8 Marcus Rashford, MUN 17 9 Harvey Barnes, LEI 8 10 Mohamed Salah, LIV 61 11 Sergio Agüero, MCI 16 11 Willian, CHE 7 11 Andrew Robertson, LIV 60 12 Tammy Abraham, CHE 15 11 Bruno Fernandes, MUN 7 11 Riyad Mahrez, MCI 60 13 Gabriel Jesus, MCI 14 11 Emiliano Buendía, NOR 7 13 Pascal Groß, BHA 59 14 Chris Wood, BUR 14 11 Gabriel Jesus, MCI 7 13 Sadio Mané, LIV 59 15 Dominic Calvert-Lewin, EVE 13 11 Lucas Digne, EVE 7 15 Dwight McNeil, BUR 55 15 Richarlison, EVE 13 11 Sadio Mané, LIV 7 16 Ashley Westwood, BUR 54 15 Kevin De Bruyne, MCI 13 11 Marcus Rashford, MUN 7 16 Youri Tielemans, LEI 54 18 Riyad Mahrez, MCI 11 11 Bernardo Silva, MCI 7 18 Mason Mount, CHE 52 18 Teemu Pukki, NOR 11 19 10 different players 6 18 Roberto Firmino, LIV 52 18 Son Heung-Min, TOT 11 20 B. Silva, MCI/Sigurdsson, EVE 51 Big Big Offside Rank Player Chance Rank Player Chance Rank Player s s s Created Missed 1 Kevin De Bruyne, MCI 33 1 Gabriel Jesus, MCI 24 1 Chris Wood, BUR 35 2 Riyad Mahrez, MCI 18 2 Tammy Abraham, CHE 22 2 Callum Wilson, BOU 32 2 Trent Alexander-Arnold, LIV 18 3 Roberto Firmino, LIV 20 3 Jamie Vardy, LEI 28 4 Andrew Robertson, LIV 14 3 Chris Wood, BUR 20 4 Miguel Almirón, NEW 24 5 Mohamed Salah, LIV 13 5 Raheem Sterling, MCI 19 5 Tammy Abraham, CHE 23 5 Raúl Jiménez, WOL 13 6 Sadio Mané, LIV 18 6 Jay Rodriguez, BUR 22 5 Richarlison, EVE 13 6 Jamie Vardy, LEI 18 7 Joelinton, NEW 20 8 Willian, CHE 12 8 Dominic Calvert-Lewin, EVE 17 7 Pierre-Emerick Aubameyang, ARS 20 8 Jamie Vardy, LEI 12 9 David McGoldrick, SHU 15 7 Harry Kane, TOT 20 8 Son Heung-Min, TOT 12 9 Mohamed Salah, LIV 15 7 Mohamed Salah, LIV 20 8 Dwight McNeil, BUR 12 11 Michail Antonio, WHU 14 11 Gabriel Jesus, MCI 19 12 David Silva, MCI 11 12 Marcus Rashford, MUN 13 12 Gerard Deulofeu, WAT 18 12 Ashley Westwood, BUR 11 13 Sergio Agüero, MCI 12 12 Sébastien Haller, WHU 18 14 Sadio Mané, LIV 10 13 Diogo Jota, WOL 12 12 Raúl Jiménez, WOL 18 14 Adama Traoré, WOL 10 15 Teemu Pukki, NOR 11 15 Richarlison, EVE 17 14 Pascal Groß, BHA 10 15 Jay Rodriguez, BUR 11 15 Teemu Pukki, NOR 17 14 Roberto Firmino, LIV 10 17 Pierre-Emerick Aubameyang, ARS 10 15 Son Heung-Min, TOT 17 18 Raheem Sterling, MCI 9 17 Anthony Martial, MUN 10 18 Lys Mousset, SHU 16 18 Henderson, LIV/Stevens, SHU 9 17 Matt Doherty, WOL 10 18 Wilfried Zaha, CRY 16 18 Moutinho, WOL/Rashford, MUN 9 17 McBurnie, SHU/Maupay, BHA 10 20 Neal Maupay, BHA 15 2019/20 Premier League Stat Leaders Shots Shots Rank Player Shots Rank Player on Rank Player from Set Target Pieces 1 Mohamed Salah, LIV 132 1 Mohamed Salah, LIV 59 1 James Ward-Prowse, SOU 24 2 Raúl Jiménez, WOL 118 2 Gabrial Jesus, MCI 48 2 Marcus Rashford, MUN 16 3 Gabrial Jesus, MCI 101 3 Raúl Jiménez, WOL 44 3 James Maddison, LEI 14 4 Roberto Firmino, LIV 99 3 Marcus Rashford, MUN 44 4 Trent Alexander-Arnold, LIV 13 4 Kevin De Bruyne, MCI 99 5 Jamie Vardy, LEI 43 4 Lucas Digne, EVE 13 4 Raheem Sterling, MCI 99 6 Pierre-Emerick Aubameyang, ARS 42 6 Mason Mount, CHE 12 7 Neal Maupay, BHA 96 7 Tammy Abraham, CHE 40 6 Harry Wilson, BOU 12 8 Marcus Rashford, MUN 95 7 Anthony Martial, MUN 40 8 Kevin De Bruyne, MCI 11 9 Pierre-Emerick Aubameyang, ARS 93 9 Roberto Firmino, LIV 39 8 Luka Milivojević, CRY 11 9 Danny Ings, SOU 93 10 Dominic Calvert-Lewin, EVE 38 10 Emiliano Buendía, NOR 10 11 Richarlison, EVE 90 10 Danny Ings, SOU 38 10 Dwight McNeil, BUR 10 12 Jamie Vardy, LEI 89 10 Neal Maupay, BHA 38 12 Willian, CHE 9 13 Tammy Abraham, CHE 88 10 Son Heung-Min, TOT 38 13 Jonjo Shelvey, NEW 8 14 Dominic Calvert-Lewin, EVE 85 10 Raheem Sterling, MCI 38 13 Gerard Deulofeu, WAT 8 15 Harry Kane, TOT 81 15 Harry Kane, TOT 37 15 Bruno Fernandes, MUN 7 15 Son Heung-Min, TOT 81 16 Sadio Mané, LIV 36 15 Harry Kane, TOT 7 17 Anthony Martial, MUN 80 17 Teemu Pukki, NOR 35 15 Rúben Neves, WOL 7 17 Teemu Pukki, NOR 80 18 Richarlison, EVE 32 15 Nicolas Pépé, ARS 7 19 Mason Mount, CHE 78 18 Riyad Mahrez, MCI 32 15 David Luiz, ARS 7 Antonio,WHU/ De Bruyne,MCI/ 20 Sadio Mané, LIV 77 20 31 15 Eriksen, TOT/Cresswell, WHU 7 Wood,BUR Corners Hit Rank Player Crosses Rank Player Rank Player Taken Woowork 1 Trent Alexander-Arnold, LIV 382 1 James Ward-Prowse, SOU 183 1 Kevin De Bruyne, MCI 6 2 Kevin De Bruyne, MCI 304 2 Kevin De Bruyne, MCI 175 2 Danny Ings, SOU 6 3 Lucas Digne, EVE 270 3 João Moutinho, WOL 169 3 Marcus Rashford, MUN 6 4 James Ward-Prowse, SOU 267 4 Trent Alexander-Arnold, LIV 162 4 Sergio Agüero, MCI 5 5 Dwight McNeil, BUR 257 5 James Maddison, LEI 157 5 Gerard Deulofeu, WAT 5 6 James Maddison, LEI 221 6 Oliver Norwood, SHU 119 6 Mohamed Salah, LIV 5 6 João Moutinho, WOL 221 7 Willian, CHE 111 7 Pierre-Emerick Aubameyang, ARS 4 8 Andrew Robertson, LIV 210 8 Emiliano Buendía, NOR 109 8 Roberto Firmino, LIV 4 9 Oliver Norwood, SHU 198 9 Lucas Digne, EVE 108 9 Eddie Nketia, ARS 4 10 Adama Traoré, WOL 183 10 Luka Milivojevic, CRY 99 10 Raheem Sterling, MCI 4 11 Willian, CHE 174 11 Ashley Westwood, BUR 94 11 Jamie Vardy, LEI 4 11 Ryan Fraser, BOU 174 12 Pascal Groß, BHA 81 12 Son Heung-Min, TOT 3 13 Diego Rico, BOU 173 13 John Fleck, SHU 80 13 Bruno Fernandes, MUN 3 14 Emiliano Buendía, NOR 164 13 Mason Mount, CHE 80 14 Gabriel Jesus, MCI 3 15 John Fleck, SHU 149 15 Jack Grealish, AVL 77 15 Raúl Jiménez, WOL 3 16 Pascal Groß, BHA 146 15 Diego Rico, BOU 77 16 Mason Mount, CHE 3 17 Ashley Westwood, BUR 146 17 Robert Snodgrass, WHU 73 17 Nicolas Pépé, ARS 3 18 Luka Milivojevic, CRY 144 18 Gylfi Sigurdsson, EVE 71 18 Richarlison, EVE 3 19 Jack Grealish, AVL 141 19 Nicolas Pépé, ARS 66 19 Tammy Abraham, CHE 3 20 Serge Aurier, TOT 137 20 Ryan Fraser, BOU 64 20 Benteke, CRY/Henderson, LIV 3 2019/20 Premier League State Leaders Penalties Penalty Headed Rank Player Rank Player Rank Player Won Goals Goals 1 Riyad Mahrez, MCI 5 1 Marcus Rashford, MUN 6 1 Raúl Jiménez, WOL 5 2 Marcus Rashford, MUN 4 2 Troy Deeney, WAT 5 1 Virgil van Dijk, LIV 5 3 Raheem Sterling, MCI 3 3 Bruno Fernandes, MUN 4 1 Chris Wood, BUR 5 4 Bruno Fernandes, MUN 2 3 Willian, CHE 4 4 Dominic Calvert-Lewin, EVE 4 4 Sadio Mané, LIV 2 3 Jamie Vardy, LEI 4 4 Richarlison, EVE 4 4 Sergio Agüero, MCI 2 3 Raúl Jiménez, WOL 4 4 Harry Kane, TOT 4 4 Paul Pogba, MUN 2 7 Mohamed Salah, LIV 3 7 Jamie Vardy, LEI 3 4 Danny Ings, SOU 2 7 Jorginho, CHE 3 7 Raheem Sterling, MCI 3 4 Christian Pulisic, CHE 2 7 Mark Noble, WHU 3 7 Pierre-Emerick Aubameyang, ARS 3 4 Kelechi Iheanacho, LEI 2 7 Joshua King, BOU 3 7 Roberto Firmino, LIV 3 4 Callum Wilson, BOU 2 11 Kevin De Bruyne, MCI 2 7 Tammy Abraham, CHE 3 4 Aaron Connolly, BHA 2 11 Harry Kane, TOT 2 7 Neal Maupay, BHA 3 4 Ismaila Sarr, WAT 2 11 Sergio Agüero, MCI 2 7 Jay Rodriguez, BUR 3 5 41 players tied 1 11 Pierre-Emerick Aubameyang, ARS 2 14 15 players tied 2 11 Luka Milivojević, CRY 2 11 James Milner, LIV 2 11 Teemu Pukki, NOR 2 Clean Min.
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    Comparison of Machine Learning Approaches Applied to Predicting Football Players Performance Master’s thesis in Computer science and engineering ADRIAN LINDBERG DAVID SÖDERBERG Department of Computer Science and Engineering CHALMERS UNIVERSITY OF TECHNOLOGY UNIVERSITY OF GOTHENBURG Gothenburg, Sweden 2020 Master’s thesis 2020 Comparison of Machine Learning Approaches Applied to Predicting Football Players Performance ADRIAN LINDBERG DAVID SÖDERBERG Department of Computer Science and Engineering Chalmers University of Technology University of Gothenburg Gothenburg, Sweden 2020 Comparison of Machine Learning Approaches Applied to Predicting Football Play- ers Performance ADRIAN LINDBERG DAVID SÖDERBERG © ADRIAN LINDBERG, DAVID SÖDERBERG, 2020. Supervisor: Carl Seger, Research Professor, Functional Programming division, Com- puter Science and Engineering. Supervisor: Yinan Yu, Postdoc, Functional Programming division, Department of Computer Science and Engineering. Examiner: Andreas Abel, Senior Lecturer, Logic and Types division, Department of of Computer Science and Engineering. Master’s Thesis 2020 Department of Computer Science and Engineering Chalmers University of Technology and University of Gothenburg SE-412 96 Gothenburg Telephone +46 31 772 1000 Typeset in LATEX Gothenburg, Sweden 2020 iv Comparison of Machine Learning Approaches Applied to Predicting Football Players Performance ADRIAN LINDBERG DAVID SÖDERBERG Department of Computer Science and Engineering Chalmers University of Technology Abstract This thesis investigates three machine learning approaches: Support Vector Machine (SVM), Multi-Layer Perceptron (MLP) and Long Short-Term Memory (LSTM) on predicting the performance of an upcoming match for a football player in the English Premier League. Each approach is applied to two problems: regression and classifi- cation. The last four seasons of English Premier League is collected and analyzed. Each approach and problem is tested several times with different hyperparameters in order to find the best performance.
  • 2015 Topps Premier Gold Soccer Checklist

    2015 Topps Premier Gold Soccer Checklist

    BASE BASE CARDS 1 Artur Boruc AFC Bournemouth 2 Tommy Elphick AFC Bournemouth 3 Marc Pugh AFC Bournemouth 4 Harry Arter AFC Bournemouth 5 Matt Ritchie AFC Bournemouth 6 Max Gradel AFC Bournemouth 7 Callum Wilson AFC Bournemouth 8 Theo Walcott Arsenal 9 Laurent Koscielny Arsenal 10 Mikel Arteta Arsenal 11 Aaron Ramsey Arsenal 12 Santi Cazorla Arsenal 13 Mesut Ozil Arsenal 14 Alexis Sanchez Arsenal 15 Olivier Giroud Arsenal 16 Bradley Guzan Aston Villa 17 Jordan Amavi Aston Villa 18 Micah Richards Aston Villa 19 Idrissa Gueye Aston Villa 20 Jack Grealish Aston Villa 21 Gabriel Agbonlahor Aston Villa 22 Rudy Gestede Aston Villa 23 Thibaut Courtois Chelsea 24 Branislav Ivanovic Chelsea 25 John Terry Chelsea 26 Nemanja Matic Chelsea 27 Eden Hazard Chelsea 28 Cesc Fabregas Chelsea 29 Radamel Falcao Chelsea 30 Diego Costa Chelsea 31 Julian Speroni Crystal Palace 32 Scott Dann Crystal Palace 33 Joel Ward Crystal Palace 34 Jason Puncheon Crystal Palace 35 Yannick Bolasie Crystal Palace 36 Mile Jedinak Crystal Palace 37 Wilfried Zaha Crystal Palace 38 Connor Wickham Crystal Palace 39 Tim Howard Everton 40 Leighton Baines Everton 41 Seamus Coleman Everton 42 Phil Jagielka Everton 43 Ross Barkley Everton 44 John Stones Everton 45 Romelu Lukaku Everton 46 Kasper Schmeichel Leicester City 47 Wes Morgan Leicester City 48 Robert Huth Leicester City 49 Riyad Mahrez Leicester City 50 Jeff Schlupp Leicester City 51 Shinji Okazaki Leicester City 52 Jamie Vardy Leicester City 53 Simon Mignolet Liverpool FC 54 Martin Skrtel Liverpool FC 55 Nathaniel Clyne Liverpool