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Tariq Lamptey BHA DEF 1.5 Phil Jones MUN DEF 2.0 Jack Grealish AST MID 3.0 Ilkay Gundogan MCI MID 2.5 STRIKERS Martin Montoya BHA DEF 1.5 Brandon Williams MUN DEF 2.0 Bernardo BHA MID 1.0 Bernardo Silva MCI MID 3.0 Eddie Nketiah ARS ST 1.5 Adam Webster BHA DEF 1.5 Luke Shaw MUN DEF 2.5 Yves Bissouma BHA MID 1.0 Phil Foden MCI MID 3.5 Gabriel Martinelli ARS ST 2.5 Dream Team Joel Veltman BHA DEF 1.5 Victor Lindelof MUN DEF 3.0 Alireza Jahanbakhsh BHA MID 1.0 Riyad Mahrez MCI MID 4.5 Alexandre Lacazette ARS ST 3.5 Ben White BHA DEF 1.5 Aaron Wan-Bissaka MUN DEF 4.0 Dale Stephens BHA MID 1.0 Kevin De Bruyne MCI MID 7.0 Pierre-Emerick ARS ST 6.5 Dan Burn BHA DEF 2.0 Harry Maguire MUN DEF 5.0 Davy Propper BHA MID 1.0 Jesse Lingard MUN MID 1.5 Aubameyang Player List Shane Duffy BHA DEF 2.0 DeAndre Yedlin NEW DEF 1.0 Pascal Gross BHA MID 1.5 Andreas Pereira MUN MID 1.5 Mbwana Samatta AST ST 1.5 Lewis Dunk BHA DEF 2.5 Paul Dummett NEW DEF 1.5 Aaron Mooy BHA MID 1.5 Fred MUN MID 2.0 Wesley AST ST 2.5 Phil Bardsley BUR DEF 1.5 Emil Krafth NEW DEF 1.5 Adam Lallana BHA MID 2.0 Daniel James MUN MID 2.0 Aaron Connolly BHA ST 1.0 Matthew Lowton BUR DEF 1.5 Florian Lejeune NEW DEF 1.5 Leandro Trossard BHA MID 2.0 Juan Mata MUN MID 2.0 Glenn Murray BHA ST 1.5 Erik Pieters BUR DEF 1.5 Javi Manquillo NEW DEF 1.5 Jack Cork BUR MID 1.0 Nemanja Matic MUN MID 2.0 Neal Maupay BHA ST 2.0 Charlie Taylor BUR DEF 2.0 Ciaran Clark NEW DEF 2.0 Johann Berg Gudmundsson BUR MID 1.5 Scott McTominay MUN MID 2.5 Matej Vydra BUR ST 1.0 £100,000 Ben Mee BUR DEF 2.5 Federico Fernandez NEW DEF 2.0 Ashley Westwood BUR MID 1.5 Donny van de Beek MNU MID 3.5 Ashley Barnes BUR ST 2.5 James Tarkowski BUR DEF 3.0 Jamaal Lascelles NEW DEF 2.0 Dwight McNeil BUR MID 2.5 Paul Pogba MUN MID 4.0 Jay Rodriguez BUR ST 2.5 Andreas Christensen CHE DEF 2.0 Fabian Schar NEW DEF 2.0 Billy Gilmour CHE MID 1.5 Bruno Fernandes MUN MID 5.0 Chris Wood BUR ST 2.5 GOALKEEPERS Club Position 20/21 (£m) Price Emerson Palmieri CHE DEF 2.0 Jack Robinson SHU DEF 1.0 Callum Hudson-Odoi CHE MID 2.0 Christian Atsu NEW MID 1.0 Michy Batshuayi CHE ST 2.0 Bernd Leno ARS GK 2.5 Fikayo Tomori CHE DEF 2.0 George Baldock SHU DEF 2.5 Jorginho CHE MID 2.0 Nabil Bentaleb NEW MID 1.0 Tammy Abraham CHE ST 2.5 Emiliano Martinez ARS GK 2.5 Kurt Zouma CHE DEF 2.0 Chris Basham SHU DEF 2.5 N’Golo Kante CHE MID 2.0 Isaac Hayden NEW MID 1.5 Olivier Giroud CHE ST 3.5 Orjan Nyland AST GK 1.5 Marcos Alonso CHE DEF 2.5 Jack O’Connell SHU DEF 2.5 Mateo Kovacic CHE MID 2.0 Jeff Hendrick NEW MID 1.5 Timo Werner CHE ST 4.0 Tom Heaton AST GK 2.0 Antonio Rudiger CHE DEF 2.5 Enda Stevens SHU DEF 2.5 Ruben Loftus-Cheek CHE MID 2.0 Matty Longstaff NEW MID 1.5 Christian Benteke CRY ST 1.5 Mat Ryan BHA GK 2.0 Cesar Azpilicueta CHE DEF 3.0 John Egan SHU DEF 3.0 Ross Barkley CHE MID 2.5 Sean Longstaff NEW MID 1.5 Connor Wickham CRY ST 1.5 Nick Pope BUR GK 3.0 Ben Chilwell CHE DEF 3.0 Yann Valery SOU DEF 1.0 Mason Mount CHE MID 2.5 Valentino Lazaro NEW MID 2.0 Jordan Ayew CRY ST 2.5 Willy Caballero CHE GK 1.0 Reece James CHE DEF 3.0 Jannik Vestergaard SOU DEF 1.5 Kai Havertz CHE MID 3.5 Matt Ritchie NEW MID 2.0 Theo Walcott EVE ST 1.5 Kepa Arrizabalaga CHE GK 2.5 Thiago Silva CHE DEF 3.5 Jan Bednarek SOU DEF 2.0 Hakim Ziyech CHE MID 3.5 Jonjo Shelvey NEW MID 2.0 Moise Kean EVE ST 2.0 Wayne Hennessey CRY GK 1.5 Nathan Ferguson CRY DEF 1.5 Ryan Bertrand SOU DEF 2.0 Christian Pulisic CHE MID 4.5 Miguel Almiron NEW MID 2.5 Dominic Calvert-Lewin EVE ST 3.0 Vicente Guaita CRY GK 2.0 Martin Kelly CRY DEF 1.5 Mohammed Salisu SOU DEF 2.0 James McCarthy CRY MID 1.0 Callum Robinson SHU MID 1.0 Richarlison EVE ST 3.5 Jordan Pickford EVE GK 2.0 Mamadou Sakho CRY DEF 1.5 Jack Stephens SOU DEF 2.0 Max Meyer CRY MID 1.0 Sander Berge SHU MID 1.5 Bobby Decordova-Reid FUL ST 1.5 Marcus Bettinelli FUL GK 1.0 Joel Ward CRY DEF 1.5 Kyle Walker-Peters SOU DEF 2.0 James McArthur CRY MID 1.5 Luke Freeman SHU MID 1.5 Aboubakar Kamara FUL ST 1.5 Marek Rodak FUL GK 1.5 Gary Cahill CRY DEF 2.0 Juan Foyth TOT DEF 1.5 Cheikhou Kouyate CRY MID 1.5 John Fleck SHU MID 2.0 Ivan Cavaleiro FUL ST 2.0 Kiko Casilla LEE GK 2.0 Scott Dann CRY DEF 2.0 Ben Davies TOT DEF 2.0 Andros Townsend CRY MID 1.5 John Lundstram SHU MID 2.0 Aleksandar Mitrovic FUL ST 3.0 Illan Meslier LEE GK 2.0 James Tomkins CRY DEF 2.0 Eric Dier TOT DEF 2.0 Eberechi Eze CRY MID 2.0 Oliver Norwood SHU MID 2.0 Tyler Roberts LEE ST 1.0 Kasper Schmeichel LEI GK 3.0 Patrick van Aanholt CRY DEF 2.5 Danny Rose TOT DEF 2.0 Luka Milivojevic CRY MID 2.0 Sofiane Boufal SOU MID 1.0 Patrick Bamford LEE ST 2.0 Adrian LIV GK 1.5 Seamus Coleman EVE DEF 2.0 Davinson Sanchez TOT DEF 2.0 Jeffrey Schlupp CRY MID 2.0 Harrison Reed SOU MID 1.0 Rodrigo LEE ST 2.5 Alisson LIV GK 3.5 Yerry Mina EVE DEF 2.0 Japhet Tanganga TOT DEF 2.0 Wilfried Zaha CRY MID 2.5 Oriol Romeu SOU MID 1.0 Kelechi Iheanacho LEI ST 2.0 Claudio Bravo MCI GK 1.5 Djibril Sidibe EVE DEF 2.0 Serge Aurier TOT DEF 2.5 Tom Davies EVE MID 1.5 Moussa Djenepo SOU MID 1.5 Ayoze Perez LEI ST 2.0 Ederson MCI GK 4.0 Mason Holgate EVE DEF 2.5 Toby Alderweireld TOT DEF 3.0 Fabian Delph EVE MID 1.5 Stuart Armstrong SOU MID 2.0 Jamie Vardy LEI ST 5.0 Sergio Romero MUN GK 1.5 Michael Keane EVE DEF 2.5 Matt Doherty TOT DEF 4.0 Anthony Gordon EVE MID 1.5 James Ward-Prowse SOU MID 2.5 Divock Origi LIV ST 2.0 Dean Henderson MUN GK 2.5 Lucas Digne EVE DEF 3.0 Dara O’Shea WBA DEF 1.0 Alex Iwobi EVE MID 1.5 Nathan Redmond SOU MID 3.0 Roberto Firmino LIV ST 3.5 David De Gea MUN GK 3.0 Cyrus Christie FUL DEF 1.0 Conor Townsend WBA DEF 1.0 Allan EVE MID 2.0 Oliver Skipp TOT MID 1.0 Sadio Mane LIV ST 6.5 Martin Dubravka NEW GK 2.5 Alfie Mawson FUL DEF 1.0 Semi Ajayi WBA DEF 1.5 Bernard EVE MID 2.0 Gedson Fernandes TOT MID 1.5 Mohamed Salah LIV ST 6.5 Wes Foderingham SHU GK 1.5 Joe Bryan FUL DEF 1.5 Kyle Bartley WBA DEF 1.5 Andre Gomes EVE MID 2.0 Ryan Sessegnon TOT MID 1.5 Gabriel Jesus MCI ST 4.5 Aaron Ramsdale SHU GK 2.5 Denis Odoi FUL DEF 1.5 Darnell Furlong WBA DEF 1.5 Jean-Philippe Gbamin EVE MID 2.5 Moussa Sissoko TOT MID 1.5 Sergio Aguero MCI ST 6.5 Angus Gunn SOU GK 1.5 Tim Ream FUL DEF 1.5 Aaron Cresswell WHU DEF 1.5 Gylfi Sigurdsson EVE MID 3.0 Harry Winks TOT MID 1.5 Raheem Sterling MCI ST 7.5 Alex McCarthy SOU GK 2.0 Antonee Robinson FUL DEF 1.5 Arthur Masuaku WHU DEF 1.5 Stefan Johansen FUL MID 1.0 Pierre Hojbjerg TOT MID 2.0 Odion Ighalo MUN ST 2.0 Paulo Gazzaniga TOT GK 1.5 Michael Hector FUL DEF 2.0 Fabian Balbuena WHU DEF 2.0 Neeskens Kebano FUL MID 1.5 Erik Lamela TOT MID 2.0 Mason Greenwood MUN ST 3.0 Joe Hart TOT GK 1.5 Gaetano Berardi LEE DEF 1.0 Issa Diop WHU DEF 2.0 Anthony Knockaert FUL MID 1.5 Tanguy Ndombele TOT MID 2.0 Marcus Rashford MUN ST 4.5 Hugo Lloris TOT GK 3.0 Barry Douglas LEE DEF 1.0 Ryan Fredericks WHU DEF 2.0 Josh Onomah FUL MID 1.5 Giovani Lo Celso TOT MID 2.5 Anthony Martial MUN ST 5.0 Jonathan Bond WBA GK 1.0 Luke Ayling LEE DEF 1.5 Angelo Ogbonna WHU DEF 2.0 Tom Cairney FUL MID 2.0 Lucas Moura TOT MID 2.5 Andy Carroll NEW ST 1.5 Sam Johnstone WBA GK 1.5 Liam Cooper LEE DEF 1.5 Marcal WOL DEF 1.5 Jamie Shackleton LEE MID 1.0 Dele Alli TOT MID 3.0 Yoshinori Muto NEW ST 1.5 Darren Randolph WHU GK 1.5 Stuart Dallas LEE DEF 1.5 Ruben Vinagre WOL DEF 1.5 Ezgjan Alioski LEE MID 1.5 Kyle Edwards WBA MID 1.0 Dwight Gayle NEW ST 2.0 Lukasz Fabianski WHU GK 2.0 Robin Koch LEE DEF 2.0 Ryan Bennett WOL DEF 2.0 Helder Costa LEE MID 1.5 Kamil Grosicki WBA MID 1.0 Joelinton NEW ST 2.0 Rui Patricio WOL GK 2.5 Wes Morgan LEI DEF 1.5 Conor Coady WOL DEF 2.5 Kalvin Phillips LEE MID 1.5 Jake Livermore WBA MID 1.0 Callum Wilson NEW ST 2.5 Christian Fuchs LEI DEF 2.0 Jonny WOL DEF 2.5 Jack Harrison LEE MID 2.0 Romaine Sawyers WBA MID 1.0 Allan Saint-Maximin NEW ST 3.0 DEFENDERS Timothy Castagne LEI DEF 2.0 Willy Boly WOL DEF 3.0 Pablo Hernandez LEE MID 2.0 Grady Diangana WBA MID 1.5 Lys Mousset SHU ST 1.5 Calum Chambers ARS DEF 1.5 James Justin LEI DEF 2.0 Mateusz Klich LEE MID 2.0 Matheus Pereira WBA MID 2.0 Billy Sharp SHU ST 1.5 Rob Holding ARS DEF 1.5 Jonny Evans LEI DEF 2.5 MIDFIELDERS Marc Albrighton LEI MID 1.5 Matt Phillips WBA MID 2.0 David McGoldrick SHU ST 2.0 Sead Kolasinac ARS DEF 2.0 Caglar Soyuncu LEI DEF 3.5 Matteo Guendouzi ARS MID 1.0 Hamza Choudhury LEI MID 1.5 Jack Wilshere WHU MID 1.5 Oli McBurnie SHU ST 2.5 Cedric Soares ARS DEF 2.0 Ricardo Pereira LEI DEF 4.0 Lucas Torreira ARS MID 1.0 Demarai Gray LEI MID 1.5 Pablo Fornals WHU MID 2.0 Che Adams SOU ST 1.5 Hector Bellerin ARS DEF 2.5 Konstantinos Tsimikas LIV DEF 1.5 Joe Willock ARS MID 1.0 Dennis Praet LEI MID 1.5 Manuel Lanzini WHU MID 2.0 Shane Long SOU ST 1.5 Pablo Mari ARS DEF 2.5 Joe Gomez LIV DEF 3.0 Reiss Nelson ARS MID 2.0 Harvey Barnes LEI MID 2.0 Mark Noble WHU MID 2.0 Michael Obafemi SOU ST 1.5 Sokratis ARS DEF 2.5 Joel Matip LIV DEF 3.0 Mesut Ozil ARS MID 2.0 Wilfred Ndidi LEI MID 2.5 Andriy Yarmolenko WHU MID 2.0 Danny Ings SOU ST 4.0 Gabriel ARS DEF 3.0 Andrew Robertson LIV DEF 4.5 Granit Xhaka ARS MID 2.0 Youri Tielemans LEI MID 2.5 Felipe Anderson WHU MID 2.5 Steven Bergwijn TOT ST 2.0 David Luiz ARS DEF 3.0 Trent Alexander-Arnold LIV DEF 5.0 Dani Ceballos ARS MID 2.5 James Maddison LEI MID 3.5 Declan Rice WHU MID 2.5 Heung-Min Son TOT ST 5.0 Shkodran Mustafi ARS DEF 3.0 Virgil van Dijk LIV DEF 6.0 Ainsley Maitland-Niles ARS MID 2.5 Curtis Jones LIV MID 1.5 Robert Snodgrass WHU MID 2.5 Harry Kane TOT ST 6.5 William Saliba ARS DEF 3.0 Nathan Ake MCI DEF 2.5 Bukayo Saka ARS MID 2.5 James Milner LIV MID 1.5 Tomas Soucek WHU MID 2.5 Hal Robson-Kanu WBA ST 1.5 Kieran Tierney
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    Qatar Edge Japan in Thriller to Advance at World Championship

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    Introducing a Statistical and Geometric Approach to Visualising and Analysing Passing in Football Using R

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