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Who Can Replace Xavi? a Passing Motif Analysis of Football Players
Who can replace Xavi? A passing motif analysis of football players. Javier Lopez´ Pena˜ ∗ Raul´ Sanchez´ Navarro y Abstract level of passing sequences distributions (cf [6,9,13]), by studying passing networks [3, 4, 8], or from a dy- Traditionally, most of football statistical and media namic perspective studying game flow [2], or pass- coverage has been focused almost exclusively on goals ing flow motifs at the team level [5], where passing and (ocassionally) shots. However, most of the dura- flow motifs (developed following [10]) were satis- tion of a football game is spent away from the boxes, factorily proven by Gyarmati, Kwak and Rodr´ıguez passing the ball around. The way teams pass the to set appart passing style from football teams from ball around is the most characteristic measurement of randomized networks. what a team’s “unique style” is. In the present work In the present work we ellaborate on [5] by ex- we analyse passing sequences at the player level, us- tending the flow motif analysis to a player level. We ing the different passing frequencies as a “digital fin- start by breaking down all possible 3-passes motifs gerprint” of a player’s style. The resulting numbers into all the different variations resulting from labelling provide an adequate feature set which can be used a distinguished node in the motif, resulting on a to- in order to construct a measure of similarity between tal of 15 different 3-passes motifs at the player level players. Armed with such a similarity tool, one can (stemming from the 5 motifs for teams). -
Comunicado Oficial N.: 388 Data: 2018.06.22
COMUNICADO OFICIAL N.: 388 DATA: 2018.06.22 CONTABILIZAÇÃO DE CARTÕES AMARELOS Para conhecimento dos Sócios Ordinários, Clubes, Sociedades Desportivas e demais interessados, nos termos do disposto no artigo 170º do Regulamento Disciplinar, publica-se, em anexo, a listagem dos cartões amarelos aplicados nas competições relevantes para esse efeito. No caso de ocorrer num jogo, a acumulação de um cartão amarelo com um cartão vermelho e sem prejuízo da sanção decorrente deste último, o cartão amarelo acumula para os efeitos do disposto no artigo 170º, supra mencionado. Pel’A Direção da FPF Contabilização de Cartões Amarelos CAMPEONATO PORTUGAL Jogador Clube Nr Cartões RUI MIGUEL CABRAL FURTADO C.OPERARIO DESP 12 FERNANDO AUGUSTO SILVA MONTEIRO MADUREIRA CFC-CF CANELAS 2010 12 EDSON ALESSANDRO MOREIRA MARQUES BAESSA SC OLHANENSE SAD 12 JACKSON OLIVEIRA ANDRADE A.R.C. DE OLEIROS 9 RUI FILIPE CUNHA CORREIA AD FAFE SAD 9 FABIO RICARDO GOMES PEREIRA AD OLIVEIRENSE - SAD 9 SALIF THOMAS GOMEZ ANADIA FUT. CLUBE 9 MARCOS VINICIUS ALENCAR BORGES ARÕES SPORT CLUBE 9 YAN VICTOR SILVA PAIXAO ATL C MARINHENSE 9 JOSE FERNANDO SOUSA REGO ATLÉTICO ARCOS - A. D. 9 NUNO AFONSO RIBEIRO TAVARES ALMEIDA CUNHA C OLIMPICO MONTIJO 9 DANIEL CORREIA SOUSA C.OPERARIO DESP 9 HUGO TIAGO VILLEGAS SIMOES C.OPERARIO DESP 9 LUIS CARLOS ALVES LEITE CA PERO PINHEIRO 9 TIAGO FILIPE SILVA FRANCISCO CA PERO PINHEIRO 9 SIAKA BAMBA CD FÁTIMA SAD 9 ALEXANDRE CARDOSO GARCIA CD TROFENSE SDUQ 9 LUIZ ALBERTO LEITE SOUSA CD TROFENSE SDUQ 9 LUCIO OLIVEIRA PIRES FC CASTRENSE 9 ALEXANDRE SOUSA COSTA PARDAL FC CESARENSE 9 FABIO ANDRE SOARES PEREIRA FC CESARENSE 9 ABOUBAKAR TOUOYOU NJOYA FC PEDRAS RUBRAS 9 ROMARIO REIS ANDRADE LIMA FC PEDRAS RUBRAS 9 HUGUES EVRARD ZAGBAYOU FC VIZELA SAD 9 ANTONIO JOSE SANTOS PINA PEDRO GD SOURENSE 9 DIOGO MIGUEL MARQUES RODRIGUES MINGACHOS GD SOURENSE 9 CARLOS MANUEL RIBEIRO FREITAS J. -
Match Attax UEFA Champions League 2018-19 Topps, 2018 Panini Ha
Match Attax UEFA Champions League 2018-19 Topps, 2018 Panini ha perdido en esta temporada 2018-19 la licencia de la UEFA Champions League, siendo Topps quien toma el relevo. Topps ha sacado dos colecciones, una de cards y otra de pegatinas, buscando cubrir todos los sectores del mercado. Colecciones no excesivamente diferentes de las que editaba Panini 6,4 x 8,9 cms. FC Barcelona Real Madrid CF - 2017-18 Winners 073 Escudo (Club Badge), 074 Manuel 001 Escudo (Club Badge), 002 Marc- 037 Escudo (Club Badge), 038 Thibaut Neuer, 075 Joshua Kimmich, 076 David André ter Stegen, 003 Clément Courtois, 039 Dani Carvajal, 040 Alaba (Pass Master), 077 Mats Lenglet, 004 Gerard Piqué, 005 Samuel Marcelo, 041 Nacho, 042 Sergio Hummels,078 Jérôme Boateng, 079 Umtiti, 006 Jordi Alba,007 Sergi Ramos, 043 Raphaël Varane,044 Álvaro Niklas Süle, 080 Javi Martínez, 081 Roberto, 008 Nélson Semedo, 009 Arturo Odriozola, 045 Marco Asensio, 046 Thiago Alcantara, 082 Corentin Vidal, 010 Sergio Busquets (Pass Casemiro, 047 Isco (Pass Master), 048 Tolisso, 083 Leon Goretzka,084 Franck Master), 011 Arthur, 012 Ivan Luka Modrić, 049 Toni Kroos,050 Gareth Ribéry, 085 James Rodríguez, 086 Arjen Rakitić,013 Philippe Coutinho, 014 Bale (Speed King), 051 Karim Benzema Robben, 087 Kingsley Coman (Speed Malcom, 015 Ousmane Dembélé (Speed (Goal Machine), 052 Lucas Vázquez, 053 King), 088 Robert Lewandowski (Goal King), 016 Luis Suárez, 017 Lionel Messi Vinicius Júnior,054 Dani Carvajal - Machine), 089 Thomas Müller, 090 (Goal Machine),018 Sergi Roberto - Jordi Marcelo (Defensive -
Topps - UEFA Champions League Match Attax 2015/16 (08) - Checklist
Topps - UEFA Champions League Match Attax 2015/16 (08) - Checklist 2015-16 UEFA Champions League Match Attax 2015/16 Topps 562 cards Here is the complete checklist. The total of 562 cards includes the 32 Pro11 cards and the 32 Match Attax Live code cards. So thats 498 cards plus 32 Pro11, plus 32 MA Live and the 24 Limited Edition cards. 1. Petr Ĉech (Arsenal) 2. Laurent Koscielny (Arsenal) 3. Kieran Gibbs (Arsenal) 4. Per Mertesacker (Arsenal) 5. Mathieu Debuchy (Arsenal) 6. Nacho Monreal (Arsenal) 7. Héctor Bellerín (Arsenal) 8. Gabriel (Arsenal) 9. Jack Wilshere (Arsenal) 10. Alex Oxlade-Chamberlain (Arsenal) 11. Aaron Ramsey (Arsenal) 12. Mesut Özil (Arsenal) 13. Santi Cazorla (Arsenal) 14. Mikel Arteta (Arsenal) - Captain 15. Olivier Giroud (Arsenal) 15. Theo Walcott (Arsenal) 17. Alexis Sánchez (Arsenal) - Star Player 18. Laurent Koscielny (Arsenal) - Defensive Duo 18. Per Mertesacker (Arsenal) - Defensive Duo 19. Iker Casillas (Porto) 20. Iván Marcano (Porto) 21. Maicon (Porto) - Captain 22. Bruno Martins Indi (Porto) 23. Aly Cissokho (Porto) 24. José Ángel (Porto) 25. Maxi Pereira (Porto) 26. Evandro (Porto) 27. Héctor Herrera (Porto) 28. Danilo (Porto) 29. Rúben Neves (Porto) 30. Gilbert Imbula (Porto) 31. Yacine Brahimi (Porto) - Star Player 32. Pablo Osvaldo (Porto) 33. Cristian Tello (Porto) 34. Alberto Bueno (Porto) 35. Vincent Aboubakar (Porto) 36. Héctor Herrera (Porto) - Midfield Duo 36. Gilbert Imbula (Porto) - Midfield Duo 37. Joe Hart (Manchester City) 38. Bacary Sagna (Manchester City) 39. Martín Demichelis (Manchester City) 40. Vincent Kompany (Manchester City) - Captain 41. Gaël Clichy (Manchester City) 42. Elaquim Mangala (Manchester City) 43. Aleksandar Kolarov (Manchester City) 44. -
2019-20 Impeccable Premier League Soccer Checklist Hobby
2019-20 Impeccable Premier League Soccer Checklist Hobby Autographs=Yellow; Green=Silver/Gold Bars; Relic=Orange; White=Base/Metal Inserts Player Set Card # Team Print Run Callum Wilson Gold Bar - Premier League Logo 13 AFC Bournemouth 3 Harry Wilson Silver Bar - Premier League Logo 8 AFC Bournemouth 25 Joshua King Silver Bar - Premier League Logo 7 AFC Bournemouth 25 Lewis Cook Auto - Jersey Number 2 AFC Bournemouth 16 Lewis Cook Auto - Rookie Metal Signatures 9 AFC Bournemouth 25 Lewis Cook Auto - Stats 14 AFC Bournemouth 4 Lewis Cook Auto Relic - Extravagance Patch + Parallels 5 AFC Bournemouth 140 Lewis Cook Relic - Dual Materials + Parallels 10 AFC Bournemouth 130 Lewis Cook Silver Bar - Premier League Logo 6 AFC Bournemouth 25 Lloyd Kelly Auto - Jersey Number 14 AFC Bournemouth 26 Lloyd Kelly Auto - Rookie + Parallels 1 AFC Bournemouth 140 Lloyd Kelly Auto - Rookie Metal Signatures 1 AFC Bournemouth 25 Ryan Fraser Silver Bar - Premier League Logo 5 AFC Bournemouth 25 Aaron Ramsdale Metal - Rookie Metal 1 AFC Bournemouth 50 Callum Wilson Base + Parallels 9 AFC Bournemouth 130 Callum Wilson Metal - Stainless Stars 2 AFC Bournemouth 50 Diego Rico Base + Parallels 5 AFC Bournemouth 130 Harry Wilson Base + Parallels 7 AFC Bournemouth 130 Jefferson Lerma Base + Parallels 1 AFC Bournemouth 130 Joshua King Base + Parallels 2 AFC Bournemouth 130 Nathan Ake Base + Parallels 3 AFC Bournemouth 130 Nathan Ake Metal - Stainless Stars 1 AFC Bournemouth 50 Philip Billing Base + Parallels 8 AFC Bournemouth 130 Ryan Fraser Base + Parallels 4 AFC -
2018 Topps Champions League Museum Collection
BASE BASE CARDS 1 Lionel Messi FC BARCELONA 2 Andrés Iniesta FC BARCELONA 3 Dele Alli Tottenham Hotspur 4 Robert Lewandowski FC Bayern München 5 Stephan el-Shaarawy AS Roma 6 Alvaro Morata Chelsea FC 7 Michael Lang FC Basel 1893 8 Eden Hazard Chelsea FC 9 Marcelo Real Madrid C.F. 10 Ederson Manchester City FC 11 Romelu Lukaku Manchester United 12 Danny Rose Tottenham Hotspur 13 Sadio Mané Liverpool FC 14 Mats Hummels FC Bayern München 15 Ryan Babel Beşiktaş J.K. 16 Edin Džeko AS Roma 17 Mohamed Salah Liverpool FC 18 Oğuzhan Özyakup Beşiktaş J.K. 19 Marcus Rashford Manchester United 20 Gareth Bale Real Madrid C.F. 21 Christian Eriksen Tottenham Hotspur 22 Pepe Beşiktaş J.K. 23 Ricardo Quaresma Beşiktaş J.K. 24 Paul Pogba Manchester United 25 Harry Kane Tottenham Hotspur 26 Jesús Navas Sevilla FC 27 Thiago Silva Paris Saint-Germain 28 Ricky van Wolfswinkel FC Basel 1893 29 Aleksandar Kolarov AS Roma 30 Radja Nainggolan AS Roma 31 Kylian Mbappé Paris Saint-Germain 32 Jesús Corona FC Porto 33 Edinson Cavani Paris Saint-Germain 34 César Azpilicueta Chelsea FC 35 Gonzalo Higuaín Juventus 36 Anthony Martial Manchester United 37 Marc-André ter Stegen FC BARCELONA 38 Tomáš Vaclík FC Basel 1893 39 Keylor Navas Real Madrid C.F. 40 David de Gea Manchester United 41 Hugo Lloris Tottenham Hotspur 42 Steven N'Zonzi Sevilla FC 43 Kevin De Bruyne Manchester City FC 44 Vincent Aboubakar FC Porto 45 N'Golo Kanté Chelsea FC 46 Luis Suárez FC BARCELONA 47 Kevin Bua FC Basel 1893 48 Sergio Rico Sevilla FC 49 Marco Asensio Real Madrid C.F. -
INTERMEDIÁRIOS E TRANSAÇÕES Período: 01/04/2018 a 31/03/2019
INTERMEDIÁRIOS E TRANSAÇÕES Período: 01/04/2018 a 31/03/2019 Cliente Transação Intermediário Clube Jogador Jogador Envolvido Clubes envolvidos Coluna1 Coluna2 Coluna3 Coluna4 Coluna5 11 CONSULTORIA ESPORTIVA LTDA Estoril Praia - Futebol, SAD JOAO PEDRO AZEVEDO SILVA Estoril Praia - Futebol, SAD ADMIRA PARTNERS UK LTD SL Benfica - Futebol, SAD NICOLAS IGNACIO CASTILLO MORA SL Benfica - Futebol, SAD → Club America António José Lopes Torrão Sporting CP - Futebol, SAD DIOGO FILIPE PINA ALVES Sporting CP - Futebol, SAD ARC RECRUITMENT LTD Vitória SC - Futebol, SAD FREDERICO ANDRE FERRAO VENANCIO Vitória SC - Futebol, SAD Artur Jorge Cruz Fernandes FC Porto - Futebol, SAD RUBEN DANIEL FONSECA MACEDO FC Porto - Futebol, SAD ATLANTIS GROUP SARL Sporting CP - Futebol, SAD EUCLIDES SILVA CABRAL Sporting CP - Futebol, SAD BASE SOCCER AGENCY, LTD CD Nacional - Futebol, SAD IBRAHIM ALHASSAN ABDULLAHI CD Nacional - Futebol, SAD BASE SOCCER AGENCY, LTD CD Nacional - Futebol, SAD CHRISTIAN OBUMENEME MADU Enugu Rangers FC → CD Nacional - Futebol, SAD BELWILL, SA SL Benfica - Futebol, SAD JARDEL NIVALDO VIEIRA SL Benfica - Futebol, SAD BELWILL, SA SL Benfica - Futebol, SAD JARDEL NIVALDO VIEIRA SL Benfica - Futebol, SAD Ben Aissa Abdelaziz FC Porto - Futebol, SAD MOUSSA MAREGA FC Porto - Futebol, SAD BMG SPORTS UNIPESSOAL, LDA GD Chaves - Futebol, SAD NEMANJA CALASAN GD Chaves - Futebol, SAD BMG SPORTS UNIPESSOAL, LDA GD Chaves - Futebol,SAD ERDEM SEN GD Chaves - Futebol, SAD BRANCHINI ASSOCIATI SPA Sporting CP - Futebol, SAD STEFAN RISTOVSKI Sporting -
Exclusive Interview: Andy Williams, Knee Surgeon to the Stars, Maps out Road Back for Virgil Van Dijk
NEWS WEBSITE OF THE YEAR My Feed Coronavirus News Politics Sport Business Money Opinion Tech Life Style Travel See all Sport Exclusive interview: Andy Williams, knee surgeon to the stars, maps out road back for Virgil van Dijk Orthopaedic consultant has saved the careers of countless sportspeople including Alex Oxlade-Chamberlain, Danny Ings and Jonny May By Jason Burt, CHIEF FOOTBALL CORRESPONDENT 20 October 2020 • 1:28pm 9 If Virgil van Dijk is seeking solace as he confronts the long, painful path to recovery from his serious knee ligament injury, Andy Williams is probably the man to provide it. Williams is regarded as the world’s foremost surgeon when it comes to ACL and knee injuries and there is not a professional footballer who has not heard of him. The 56-year- old has saved countless careers including Van Dijk's current and former team-mates at Liverpool - Alex Oxlade-Chamberlain and Danny Ings - Newcastle's new £20 million signing Callum Wilson, whom he operated on four times, and England rugby wing Jonny May. It remains to be seen whether Williams will be involved in Van Dijk's recovery, but whilst this interview took place before the Dutchman's ill-fated collision with Jordan Pickford at Everton last Saturday, his words provide a blueprint on how to manage a recovery. ADVERTISING Trust is fundamental to the relationship between patient and doctor, and Williams has earned it from his clients - so much so that everyone mentioned by him in our interview at the Fortius Clinic where he works in central London gave consent for their cases to be discussed. -
Comparison of Machine Learning Approaches Applied to Predicting Football Players Performance
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. -
Uefa Europa League
UEFA EUROPA LEAGUE - 2019/20 SEASON MATCH PRESS KITS Stadion Feijenoord - Rotterdam Thursday 3 October 2019 18.55CET (18.55 local time) Feyenoord Group G - Matchday 2 FC Porto Last updated 28/02/2020 15:33CET Previous meetings 2 Match background 4 Team facts 6 Squad list 8 Fixtures and results 11 Match-by-match lineups 14 Match officials 16 Legend 17 1 Feyenoord - FC Porto Thursday 3 October 2019 - 18.55CET (18.55 local time) Match press kit Stadion Feijenoord, Rotterdam Previous meetings Head to Head UEFA Champions League Date Stage Match Result Venue Goalscorers 0-0 03/11/1993 R2 Feyenoord - FC Porto Rotterdam agg: 0-1 20/10/1993 R2 FC Porto - Feyenoord 1-0 Porto Domingos 90 Home Away Final Total Pld W D L Pld W D L Pld W D L Pld W D L GF GA Feyenoord 1 0 1 0 1 0 0 1 0 0 0 0 2 0 1 1 0 1 FC Porto 1 1 0 0 1 0 1 0 0 0 0 0 2 1 1 0 1 0 Feyenoord - Record versus clubs from opponents' country UEFA Cup Date Stage Match Result Venue Goalscorers Feyenoord - Sporting Clube de 1-2 Hofs 89; Liedson 62, 24/02/2005 R3 Rotterdam Portugal agg: 2-4 Rochemback 83 Sporting Clube de Portugal - Custódio 22, Liedson 16/02/2005 R3 2-1 Lisbon Feyenoord 36; Goor 11 UEFA Champions League Date Stage Match Result Venue Goalscorers Tomasson 76; Timofte 19/10/1999 GS1 Feyenoord - Boavista FC 1-1 Rotterdam 82 (P) 29/09/1999 GS1 Boavista FC - Feyenoord 1-1 Porto Silva 87; Bosvelt 62 UEFA Cup Date Stage Match Result Venue Goalscorers Feyenoord - Sporting Clube de 2-1 Eriksen 44, Been 66; 02/10/1985 R1 Rotterdam Portugal agg: 3-4 Litos 59 Sporting Clube de Portugal - -
Nomineees 181129
African Player of the year 1. Abdelmoumene Djabou (Algeria & ES Setif) 2. Ahmed Gomaa (Egypt & El Masry) 3. Ahmed Musa (Nigeria & Al-Nassr ) 4. Alex Iwobi (Nigeria & Arsenal) 5. Andre Onana (Cameroon & Ajax) 6. Anis Badri (Tunisia & Esperance) 7. Ayoub El Kaabi (Morocco & Hebei China Fortune) 8. Ben Malango (DR Congo & TP Mazembe) 9. Denis Onyango (Uganda & Mamelodi Sundowns) 10. Fanev Andriatsima (Madagascar & Clermont Foot) 11. Franck Kom (Cameroon & Esperance) 12. Jacinto Muondo Dala ‘Gelson’ (Angola & Primeiro de Agosto) 13. Hakim Ziyech (Morocco & Ajax) 14. Idrissa Gueye (Senegal & Everton) 15. Ismail Haddad (Morocco & Wydad Athletic Club) 16. Jean-Marc Makusu Mundele (DR Congo & AS Vita) 17. Kalidou Koulibaly (Senegal & Napoli) 18. Mahmoud Benhalib (Morocco & Raja Club Athletic) 19. Mehdi Benatia (Morocco & Juventus) 20. Mohamed Salah (Egypt & Liverpool) 21. Moussa Marega (Mali & Porto) 22. Naby Keita (Guinea & Liverpool) 23. Odion Ighalo (Nigeria & Changchun Yatai, Nigeria) 24. Percy Tau (South Africa & Union Saint-Gilloise) 25. Pierre-Emerick Aubameyang (Gabon & Arsenal) 26. Riyad Mahrez (Algeria & Manchester City) 27. Sadio Mane (Senegal & Liverpool) 28. Taha Khenissi (Tunisia & Esperance) 29. Thomas Partey (Ghana & Atletico Madrid) 30. Wahbi Khazri (Tunisia & Saint-Étienne) 31. Walid Soliman (Egypt & Ahly) 32. Wilfried Zaha (Cote d’Ivoire & Crystal Palace) 33. Yacine Brahimi (Algeria & Porto) 34. Youcef Belaili (Algeria & Esperance) CONFEDERATION AFRICAINE DE FOOTBALL 3 Abdel Khalek Tharwat Street, El Hay El Motamayez, P.O. Box 23 6th October City, Egypt - Tel.: +202 38247272/ Fax : +202 38247274 – [email protected] Women’s African player of the year 1. Abdulai Mukarama (Ghana & Northern Ladies) 2. Asisat Oshoala (Nigeria & Dilian Quanjian) 3. Bassira Toure (Mali & AS Mande) 4. -
Introducing a Statistical and Geometric Approach to Visualising and Analysing Passing in Football Using R
Introducing a Statistical and Geometric approach to Visualising and Analysing Passing in Football using R Aaron Carman 180350874 Year 3 - Semester 2 1 Contents Introduction 4 Data Sourcing 4 Availability of Football Data . .4 How to work with StatsBomb data . .4 Installing packages . .4 Pulling in StatsBomb data . .5 What data is included? . .5 Pass Maps 8 Creating a Pass Map in R . .8 Pass Map code for individuals . .9 Interpreting Pass Maps . 10 Liverpool Pass Map . 10 Liverpool and Tottenham Shot Maps . 11 Pass Maps for Individuals Liverpool Players . 12 Comparing Pass Maps with discrete data . 13 Table of Passing Frequency . 13 Barplots of discrete passing data . 14 Pass Flow Graphs 16 Creating a Pass Flow Graph in R . 16 Preparing the data . 16 Plotting the graph . 18 Interpreting Pass Flow Graphs . 19 Liverpool Pass Flow Graph . 19 Pass Flow Graphs for Individual Liverpool Players . 20 Passing Networks 22 What are Passing Networks? . 22 Creating Passing Networks . 22 Interpreting Passing Networks . 25 Liverpool Passing Network . 25 Barcelona Passing Networks vs Manchester United . 26 Manchester United Passing Network vs Barcelona . 27 2 A Geometric Approach 28 Introducing Voronoi diagrams . 28 What are Voronoi diagrams? . 28 How do Voronoi diagrams relate to football? . 28 Voronoi diagrams of generated examples using Euclidean distance . 29 Creating the Voronoi diagrams . 29 Comparing formations using Voronoi diagrams . 30 Snapshots of Voronoi diagrams from real game situations . 35 Tanguy Ndombele’s goal vs Sheffield . 35 Discussions and Conclusions 37 A Note Regarding References 38 Bibliography 38 3 Introduction In football, the analysis of data is more prevalent than ever.