Skip to content

Instantly share code, notes, and snippets.

@PaulC91
Last active July 19, 2018 13:28
Show Gist options
  • Save PaulC91/4d5fb65b44ca0fc95a9681ad50fd1c5d to your computer and use it in GitHub Desktop.
Save PaulC91/4d5fb65b44ca0fc95a9681ad50fd1c5d to your computer and use it in GitHub Desktop.
network graph of world cup players connected by club and country
library(rvest)
library(tidyverse)
library(tidygraph)
library(ggraph)
wc_squads <- html("https://en.wikipedia.org/wiki/2018_FIFA_World_Cup_squads")
tables <- wc_squads %>%
html_table()
teams <- c("Egypt", "Russia", "Saudi Arabia", "Uruguay",
"Iran", "Morocco", "Portugal", "Spain",
"Australia", "Denmark", "France", "Peru",
"Argentina", "Croatia", "Iceland", "Nigeria",
"Brazil", "Costa Rica", "Serbia", "Switzerland",
"Germany", "Mexico", "South Korea", "Sweden",
"Belgium", "England", "Panama", "Tunisia",
"Colombia", "Japan", "Poland", "Senegal")
df <-
map_df(1:32, ~ {
tables[[.x]] %>%
mutate(Country = teams[.x]) %>%
select(Player, Country, Club)
}) %>%
rownames_to_column("id")
df_network <-
map_df(df$id, ~ {
country <- filter(df, id == .x) %>%
pull(Country) %>%
unique()
club <- filter(df, id == .x) %>%
pull(Club) %>%
unique()
country_teammates <- filter(df, Country == country, id != .x)
club_teammates <- filter(df, Club == club, id != .x)
bind_rows(country_teammates, club_teammates) %>%
rename(to = id) %>%
mutate(from = .x) %>%
distinct() %>%
select(from, to)
})
wc_graph <- as_tbl_graph(df_network) %>%
left_join(df, by = c("name" = "id"))
ggraph(wc_graph) +
geom_edge_fan(alpha = .25) +
geom_node_point(aes(colour = Country)) +
theme_graph()
id Player Country Club
1 Essam El-Hadary (captain) Egypt Al-Taawoun
2 Ali Gabr Egypt West Bromwich Albion
3 Ahmed Elmohamady Egypt Aston Villa
4 Omar Gaber Egypt Los Angeles FC
5 Sam Morsy Egypt Wigan Athletic
6 Ahmed Hegazi Egypt West Bromwich Albion
7 Ahmed Fathy Egypt Al Ahly
8 Tarek Hamed Egypt Zamalek
9 Marwan Mohsen Egypt Al Ahly
10 Mohamed Salah Egypt Liverpool
11 Kahraba Egypt Al-Ittihad
12 Ayman Ashraf Egypt Al Ahly
13 Mohamed Abdel-Shafy Egypt Al-Fateh
14 Ramadan Sobhi Egypt Stoke City
15 Mahmoud Hamdy Egypt Zamalek
16 Sherif Ekramy Egypt Al Ahly
17 Mohamed Elneny Egypt Arsenal
18 Shikabala Egypt Al-Raed
19 Abdallah Said Egypt KuPS
20 Saad Samir Egypt Al Ahly
21 Trézéguet Egypt Kasımpaşa
22 Amr Warda Egypt Atromitos
23 Mohamed El-Shenawy Egypt Al Ahly
24 Igor Akinfeev (captain) Russia CSKA Moscow
25 Mário Fernandes Russia CSKA Moscow
26 Ilya Kutepov Russia Spartak Moscow
27 Sergei Ignashevich Russia CSKA Moscow
28 Andrei Semyonov Russia Akhmat Grozny
29 Denis Cheryshev Russia Villarreal
30 Daler Kuzyayev Russia Zenit Saint Petersburg
31 Yury Gazinsky Russia Krasnodar
32 Alan Dzagoev Russia CSKA Moscow
33 Fyodor Smolov Russia Krasnodar
34 Roman Zobnin Russia Spartak Moscow
35 Andrey Lunyov Russia Zenit Saint Petersburg
36 Fyodor Kudryashov Russia Rubin Kazan
37 Vladimir Granat Russia Rubin Kazan
38 Aleksei Miranchuk Russia Lokomotiv Moscow
39 Anton Miranchuk Russia Lokomotiv Moscow
40 Aleksandr Golovin Russia CSKA Moscow
41 Yuri Zhirkov Russia Zenit Saint Petersburg
42 Aleksandr Samedov Russia Spartak Moscow
43 Vladimir Gabulov Russia Club Brugge
44 Aleksandr Yerokhin Russia Zenit Saint Petersburg
45 Artem Dzyuba Russia Arsenal Tula
46 Igor Smolnikov Russia Zenit Saint Petersburg
47 Abdullah Al-Mayouf Saudi Arabia Al-Hilal
48 Mansoor Al-Harbi Saudi Arabia Al-Ahli
49 Osama Hawsawi (captain) Saudi Arabia Al-Hilal
50 Ali Al-Bulaihi Saudi Arabia Al-Hilal
51 Omar Hawsawi Saudi Arabia Al-Nassr
52 Mohammed Al-Breik Saudi Arabia Al-Hilal
53 Salman Al-Faraj Saudi Arabia Al-Hilal
54 Yahya Al-Shehri Saudi Arabia Leganés
55 Hattan Bahebri Saudi Arabia Al-Shabab
56 Mohammad Al-Sahlawi Saudi Arabia Al-Nassr
57 Abdulmalek Al-Khaibri Saudi Arabia Al-Hilal
58 Mohamed Kanno Saudi Arabia Al-Hilal
59 Yasser Al-Shahrani Saudi Arabia Al-Hilal
60 Abdullah Otayf Saudi Arabia Al-Hilal
61 Abdullah Al-Khaibari Saudi Arabia Al-Shabab
62 Housain Al-Mogahwi Saudi Arabia Al-Ahli
63 Taisir Al-Jassim Saudi Arabia Al-Ahli
64 Salem Al-Dawsari Saudi Arabia Villarreal
65 Fahad Al-Muwallad Saudi Arabia Levante
66 Muhannad Assiri Saudi Arabia Al-Ahli
67 Yasser Al-Mosailem Saudi Arabia Al-Ahli
68 Mohammed Al-Owais Saudi Arabia Al-Ahli
69 Motaz Hawsawi Saudi Arabia Al-Ahli
70 Fernando Muslera Uruguay Galatasaray
71 José Giménez Uruguay Atlético Madrid
72 Diego Godín (captain) Uruguay Atlético Madrid
73 Guillermo Varela Uruguay Peñarol
74 Carlos Sánchez Uruguay Monterrey
75 Rodrigo Bentancur Uruguay Juventus
76 Cristian Rodríguez Uruguay Peñarol
77 Nahitan Nández Uruguay Boca Juniors
78 Luis Suárez Uruguay Barcelona
79 Giorgian De Arrascaeta Uruguay Cruzeiro
80 Cristhian Stuani Uruguay Girona
81 Martín Campaña Uruguay Independiente
82 Gastón Silva Uruguay Independiente
83 Lucas Torreira Uruguay Sampdoria
84 Matías Vecino Uruguay Inter Milan
85 Maxi Pereira Uruguay Porto
86 Diego Laxalt Uruguay Genoa
87 Maxi Gómez Uruguay Celta Vigo
88 Sebastián Coates Uruguay Sporting CP
89 Jonathan Urretaviscaya Uruguay Monterrey
90 Edinson Cavani Uruguay Paris Saint-Germain
91 Martín Cáceres Uruguay Lazio
92 Martín Silva Uruguay Vasco da Gama
93 Alireza Beiranvand Iran Persepolis
94 Mehdi Torabi Iran Saipa
95 Ehsan Hajsafi Iran Olympiacos
96 Rouzbeh Cheshmi Iran Esteghlal
97 Milad Mohammadi Iran Akhmat Grozny
98 Saeid Ezatolahi Iran Amkar Perm
99 Masoud Shojaei (captain) Iran AEK Athens
100 Morteza Pouraliganji Iran Al-Sadd
101 Omid Ebrahimi Iran Esteghlal
102 Karim Ansarifard Iran Olympiacos
103 Vahid Amiri Iran Persepolis
104 Mohammad Rashid Mazaheri Iran Zob Ahan
105 Mohammad Reza Khanzadeh Iran Padideh
106 Saman Ghoddos Iran Östersund
107 Pejman Montazeri Iran Esteghlal
108 Reza Ghoochannejhad Iran Heerenveen
109 Mehdi Taremi Iran Al-Gharafa
110 Alireza Jahanbakhsh Iran AZ
111 Majid Hosseini Iran Esteghlal
112 Sardar Azmoun Iran Rubin Kazan
113 Ashkan Dejagah Iran Nottingham Forest
114 Amir Abedzadeh Iran Marítimo
115 Ramin Rezaeian Iran Oostende
116 Yassine Bounou Morocco Girona
117 Achraf Hakimi Morocco Real Madrid
118 Hamza Mendyl Morocco Lille
119 Manuel da Costa Morocco İstanbul Başakşehir
120 Medhi Benatia (captain) Morocco Juventus
121 Romain Saïss Morocco Wolverhampton Wanderers
122 Hakim Ziyech Morocco Ajax
123 Karim El Ahmadi Morocco Feyenoord
124 Ayoub El Kaabi Morocco RS Berkane
125 Younès Belhanda Morocco Galatasaray
126 Fayçal Fajr Morocco Getafe
127 Munir Mohamedi Morocco Numancia
128 Khalid Boutaïb Morocco Yeni Malatyaspor
129 Mbark Boussoufa Morocco Al-Jazira
130 Youssef Aït Bennasser Morocco Caen
131 Nordin Amrabat Morocco Leganés
132 Nabil Dirar Morocco Fenerbahçe
133 Amine Harit Morocco Schalke 04
134 Youssef En-Nesyri Morocco Málaga
135 Aziz Bouhaddouz Morocco FC St. Pauli
136 Sofyan Amrabat Morocco Feyenoord
137 Ahmed Reda Tagnaouti Morocco IR Tanger
138 Mehdi Carcela Morocco Standard Liège
139 Rui Patrício Portugal Sporting CP
140 Bruno Alves Portugal Rangers
141 Pepe Portugal Beşiktaş
142 Manuel Fernandes Portugal Lokomotiv Moscow
143 Raphaël Guerreiro Portugal Borussia Dortmund
144 José Fonte Portugal Dalian Yifang
145 Cristiano Ronaldo (captain) Portugal Real Madrid
146 João Moutinho Portugal Monaco
147 André Silva Portugal Milan
148 João Mário Portugal West Ham United
149 Bernardo Silva Portugal Manchester City
150 Anthony Lopes Portugal Lyon
151 Rúben Dias Portugal Benfica
152 William Carvalho Portugal Sporting CP
153 Ricardo Pereira Portugal Porto
154 Bruno Fernandes Portugal Sporting CP
155 Gonçalo Guedes Portugal Valencia
156 Gelson Martins Portugal Sporting CP
157 Mário Rui Portugal Napoli
158 Ricardo Quaresma Portugal Beşiktaş
159 Cédric Portugal Southampton
160 Beto Portugal Göztepe
161 Adrien Silva Portugal Leicester City
162 David de Gea Spain Manchester United
163 Dani Carvajal Spain Real Madrid
164 Gerard Piqué Spain Barcelona
165 Nacho Spain Real Madrid
166 Sergio Busquets Spain Barcelona
167 Andrés Iniesta Spain Barcelona
168 Saúl Spain Atlético Madrid
169 Koke Spain Atlético Madrid
170 Rodrigo Spain Valencia
171 Thiago Spain Bayern Munich
172 Lucas Vázquez Spain Real Madrid
173 Álvaro Odriozola Spain Real Sociedad
174 Kepa Arrizabalaga Spain Athletic Bilbao
175 César Azpilicueta Spain Chelsea
176 Sergio Ramos (captain) Spain Real Madrid
177 Nacho Monreal Spain Arsenal
178 Iago Aspas Spain Celta Vigo
179 Jordi Alba Spain Barcelona
180 Diego Costa Spain Atlético Madrid
181 Marco Asensio Spain Real Madrid
182 David Silva Spain Manchester City
183 Isco Spain Real Madrid
184 Pepe Reina Spain Napoli
185 Mathew Ryan Australia Brighton & Hove Albion
186 Milos Degenek Australia Yokohama F. Marinos
187 James Meredith Australia Millwall
188 Tim Cahill Australia Millwall
189 Mark Milligan Australia Al-Ahli
190 Matthew Jurman Australia Suwon Samsung Bluewings
191 Mathew Leckie Australia Hertha BSC
192 Massimo Luongo Australia Queens Park Rangers
193 Tomi Juric Australia Luzern
194 Robbie Kruse Australia VfL Bochum
195 Andrew Nabbout Australia Urawa Red Diamonds
196 Brad Jones Australia Feyenoord
197 Aaron Mooy Australia Huddersfield Town
198 Jamie Maclaren Australia Hibernian
199 Mile Jedinak (captain) Australia Aston Villa
200 Aziz Behich Australia Bursaspor
201 Daniel Arzani Australia Melbourne City
202 Danny Vukovic Australia Genk
203 Josh Risdon Australia Western Sydney Wanderers
204 Trent Sainsbury Australia Grasshoppers
205 Dimitri Petratos Australia Newcastle Jets
206 Jackson Irvine Australia Hull City
207 Tom Rogic Australia Celtic
208 Kasper Schmeichel Denmark Leicester City
209 Michael Krohn-Dehli Denmark Deportivo La Coruña
210 Jannik Vestergaard Denmark Borussia Mönchengladbach
211 Simon Kjær (captain) Denmark Sevilla
212 Jonas Knudsen Denmark Ipswich Town
213 Andreas Christensen Denmark Chelsea
214 William Kvist Denmark Copenhagen
215 Thomas Delaney Denmark Werder Bremen
216 Nicolai Jørgensen Denmark Feyenoord
217 Christian Eriksen Denmark Tottenham Hotspur
218 Martin Braithwaite Denmark Bordeaux
219 Kasper Dolberg Denmark Ajax
220 Mathias Jørgensen Denmark Huddersfield Town
221 Henrik Dalsgaard Denmark Brentford
222 Viktor Fischer Denmark Copenhagen
223 Jonas Lössl Denmark Huddersfield Town
224 Jens Stryger Larsen Denmark Udinese
225 Lukas Lerager Denmark Bordeaux
226 Lasse Schöne Denmark Ajax
227 Yussuf Poulsen Denmark RB Leipzig
228 Andreas Cornelius Denmark Atalanta
229 Frederik Rønnow Denmark Brøndby
230 Pione Sisto Denmark Celta Vigo
231 Hugo Lloris (captain) France Tottenham Hotspur
232 Benjamin Pavard France VfB Stuttgart
233 Presnel Kimpembe France Paris Saint-Germain
234 Raphaël Varane France Real Madrid
235 Samuel Umtiti France Barcelona
236 Paul Pogba France Manchester United
237 Antoine Griezmann France Atlético Madrid
238 Thomas Lemar France Monaco
239 Olivier Giroud France Chelsea
240 Kylian Mbappé France Paris Saint-Germain
241 Ousmane Dembélé France Barcelona
242 Corentin Tolisso France Bayern Munich
243 N'Golo Kanté France Chelsea
244 Blaise Matuidi France Juventus
245 Steven Nzonzi France Sevilla
246 Steve Mandanda France Marseille
247 Adil Rami France Marseille
248 Nabil Fekir France Lyon
249 Djibril Sidibé France Monaco
250 Florian Thauvin France Marseille
251 Lucas Hernández France Atlético Madrid
252 Benjamin Mendy France Manchester City
253 Alphonse Areola France Paris Saint-Germain
254 Pedro Gallese Peru Veracruz
255 Alberto Rodríguez Peru Atlético Junior
256 Aldo Corzo Peru Universitario
257 Anderson Santamaría Peru Puebla
258 Miguel Araujo Peru Alianza Lima
259 Miguel Trauco Peru Flamengo
260 Paolo Hurtado Peru Vitória de Guimarães
261 Christian Cueva Peru São Paulo
262 Paolo Guerrero (captain) Peru Flamengo
263 Jefferson Farfán Peru Lokomotiv Moscow
264 Raúl Ruidíaz Peru Morelia
265 Carlos Cáceda Peru Deportivo Municipal
266 Renato Tapia Peru Feyenoord
267 Andy Polo Peru Portland Timbers
268 Christian Ramos Peru Veracruz
269 Wilder Cartagena Peru Veracruz
270 Luis Advíncula Peru Lobos BUAP
271 André Carrillo Peru Watford
272 Yoshimar Yotún Peru Orlando City
273 Edison Flores Peru AaB
274 José Carvallo Peru UTC
275 Nilson Loyola Peru Melgar
276 Pedro Aquino Peru Lobos BUAP
277 Nahuel Guzmán Argentina UANL
278 Gabriel Mercado Argentina Sevilla
279 Nicolás Tagliafico Argentina Ajax
280 Cristian Ansaldi Argentina Torino
281 Lucas Biglia Argentina Milan
282 Federico Fazio Argentina Roma
283 Éver Banega Argentina Sevilla
284 Marcos Acuña Argentina Sporting CP
285 Gonzalo Higuaín Argentina Juventus
286 Lionel Messi (captain) Argentina Barcelona
287 Ángel Di María Argentina Paris Saint-Germain
288 Franco Armani Argentina River Plate
289 Maximiliano Meza Argentina Independiente
290 Javier Mascherano Argentina Hebei China Fortune
291 Enzo Pérez Argentina River Plate
292 Marcos Rojo Argentina Manchester United
293 Nicolás Otamendi Argentina Manchester City
294 Eduardo Salvio Argentina Benfica
295 Sergio Agüero Argentina Manchester City
296 Giovani Lo Celso Argentina Paris Saint-Germain
297 Paulo Dybala Argentina Juventus
298 Cristian Pavón Argentina Boca Juniors
299 Willy Caballero Argentina Chelsea
300 Dominik Livaković Croatia Dinamo Zagreb
301 Šime Vrsaljko Croatia Atlético Madrid
302 Ivan Strinić Croatia Sampdoria
303 Ivan Perišić Croatia Inter Milan
304 Vedran Ćorluka Croatia Lokomotiv Moscow
305 Dejan Lovren Croatia Liverpool
306 Ivan Rakitić Croatia Barcelona
307 Mateo Kovačić Croatia Real Madrid
308 Andrej Kramarić Croatia 1899 Hoffenheim
309 Luka Modrić (captain) Croatia Real Madrid
310 Marcelo Brozović Croatia Inter Milan
311 Lovre Kalinić Croatia Gent
312 Tin Jedvaj Croatia Bayer Leverkusen
313 Filip Bradarić Croatia Rijeka
314 Duje Ćaleta-Car Croatia Red Bull Salzburg
315 Nikola Kalinić Croatia Milan
316 Mario Mandžukić Croatia Juventus
317 Ante Rebić Croatia Eintracht Frankfurt
318 Milan Badelj Croatia Fiorentina
319 Marko Pjaca Croatia Schalke 04
320 Domagoj Vida Croatia Beşiktaş
321 Josip Pivarić Croatia Dynamo Kyiv
322 Danijel Subašić Croatia Monaco
323 Hannes Þór Halldórsson Iceland Randers
324 Birkir Már Sævarsson Iceland Valur
325 Samúel Friðjónsson Iceland Vålerenga
326 Albert Guðmundsson Iceland PSV Eindhoven
327 Sverrir Ingi Ingason Iceland Rostov
328 Ragnar Sigurðsson Iceland Rostov
329 Jóhann Berg Guðmundsson Iceland Burnley
330 Birkir Bjarnason Iceland Aston Villa
331 Björn Bergmann Sigurðarson Iceland Rostov
332 Gylfi Sigurðsson Iceland Everton
333 Alfreð Finnbogason Iceland FC Augsburg
334 Frederik Schram Iceland Roskilde
335 Rúnar Alex Rúnarsson Iceland Nordsjælland
336 Kári Árnason Iceland Aberdeen
337 Hólmar Örn Eyjólfsson Iceland Levski Sofia
338 Ólafur Ingi Skúlason Iceland Kardemir Karabükspor
339 Aron Gunnarsson (captain) Iceland Cardiff City
340 Hörður Björgvin Magnússon Iceland Bristol City
341 Rúrik Gíslason Iceland SV Sandhausen
342 Emil Hallfreðsson Iceland Udinese
343 Arnór Ingvi Traustason Iceland Malmö
344 Jón Daði Böðvarsson Iceland Reading
345 Ari Freyr Skúlason Iceland Lokeren
346 Ikechukwu Ezenwa Nigeria Enyimba
347 Brian Idowu Nigeria Amkar Perm
348 Elderson Echiéjilé Nigeria Cercle Brugge
349 Wilfred Ndidi Nigeria Leicester City
350 William Troost-Ekong Nigeria Bursaspor
351 Leon Balogun Nigeria Mainz 05
352 Ahmed Musa Nigeria CSKA Moscow
353 Oghenekaro Etebo Nigeria Las Palmas
354 Odion Ighalo Nigeria Changchun Yatai
355 John Obi Mikel (captain) Nigeria Tianjin TEDA
356 Victor Moses Nigeria Chelsea
357 Shehu Abdullahi Nigeria Bursaspor
358 Simeon Nwankwo Nigeria Crotone
359 Kelechi Iheanacho Nigeria Leicester City
360 Joel Obi Nigeria Torino
361 Daniel Akpeyi Nigeria Chippa United
362 Ogenyi Onazi Nigeria Trabzonspor
363 Alex Iwobi Nigeria Arsenal
364 John Ogu Nigeria Hapoel Be'er Sheva
365 Chidozie Awaziem Nigeria Nantes
366 Tyronne Ebuehi Nigeria ADO Den Haag
367 Kenneth Omeruo Nigeria Kasımpaşa
368 Francis Uzoho Nigeria Deportivo La Coruña
369 Alisson Brazil Roma
370 Thiago Silva Brazil Paris Saint-Germain
371 Miranda Brazil Inter Milan
372 Pedro Geromel Brazil Grêmio
373 Casemiro Brazil Real Madrid
374 Filipe Luís Brazil Atlético Madrid
375 Douglas Costa Brazil Juventus
376 Renato Augusto Brazil Beijing Sinobo Guoan
377 Gabriel Jesus Brazil Manchester City
378 Neymar (captain) Brazil Paris Saint-Germain
379 Philippe Coutinho Brazil Barcelona
380 Marcelo Brazil Real Madrid
381 Marquinhos Brazil Paris Saint-Germain
382 Danilo Brazil Manchester City
383 Paulinho Brazil Barcelona
384 Cássio Brazil Corinthians
385 Fernandinho Brazil Manchester City
386 Fred Brazil Shakhtar Donetsk
387 Willian Brazil Chelsea
388 Roberto Firmino Brazil Liverpool
389 Taison Brazil Shakhtar Donetsk
390 Fagner Brazil Corinthians
391 Ederson Brazil Manchester City
392 Keylor Navas Costa Rica Real Madrid
393 Johnny Acosta Costa Rica Águilas Doradas
394 Giancarlo González Costa Rica Bologna
395 Ian Smith Costa Rica Norrköping
396 Celso Borges Costa Rica Deportivo La Coruña
397 Óscar Duarte Costa Rica Espanyol
398 Christian Bolaños Costa Rica Saprissa
399 Bryan Oviedo Costa Rica Sunderland
400 Daniel Colindres Costa Rica Saprissa
401 Bryan Ruiz (captain) Costa Rica Sporting CP
402 Johan Venegas Costa Rica Saprissa
403 Joel Campbell Costa Rica Real Betis
404 Rodney Wallace Costa Rica New York City FC
405 Randall Azofeifa Costa Rica Herediano
406 Francisco Calvo Costa Rica Minnesota United
407 Cristian Gamboa Costa Rica Celtic
408 Yeltsin Tejeda Costa Rica Lausanne
409 Patrick Pemberton Costa Rica Alajuelense
410 Kendall Waston Costa Rica Vancouver Whitecaps FC
411 David Guzmán Costa Rica Portland Timbers
412 Marco Ureña Costa Rica Los Angeles FC
413 Rónald Matarrita Costa Rica New York City FC
414 Leonel Moreira Costa Rica Herediano
415 Vladimir Stojković Serbia Partizan
416 Antonio Rukavina Serbia Villarreal
417 Duško Tošić Serbia Beşiktaş
418 Luka Milivojević Serbia Crystal Palace
419 Uroš Spajić Serbia Anderlecht
420 Branislav Ivanović Serbia Zenit Saint Petersburg
421 Andrija Živković Serbia Benfica
422 Aleksandar Prijović Serbia PAOK
423 Aleksandar Mitrović Serbia Fulham
424 Dušan Tadić Serbia Southampton
425 Aleksandar Kolarov (captain) Serbia Roma
426 Predrag Rajković Serbia Maccabi Tel Aviv
427 Miloš Veljković Serbia Werder Bremen
428 Milan Rodić Serbia Red Star Belgrade
429 Nikola Milenković Serbia Fiorentina
430 Marko Grujić Serbia Cardiff City
431 Filip Kostić Serbia Hamburger SV
432 Nemanja Radonjić Serbia Red Star Belgrade
433 Luka Jović Serbia Eintracht Frankfurt
434 Sergej Milinković-Savić Serbia Lazio
435 Nemanja Matić Serbia Manchester United
436 Adem Ljajić Serbia Torino
437 Marko Dmitrović Serbia Eibar
438 Yann Sommer Switzerland Borussia Mönchengladbach
439 Stephan Lichtsteiner (captain) Switzerland Juventus
440 François Moubandje Switzerland Toulouse
441 Nico Elvedi Switzerland Borussia Mönchengladbach
442 Manuel Akanji Switzerland Borussia Dortmund
443 Michael Lang Switzerland Basel
444 Breel Embolo Switzerland Schalke 04
445 Remo Freuler Switzerland Atalanta
446 Haris Seferović Switzerland Benfica
447 Granit Xhaka Switzerland Arsenal
448 Valon Behrami Switzerland Udinese
449 Yvon Mvogo Switzerland RB Leipzig
450 Ricardo Rodríguez Switzerland Milan
451 Steven Zuber Switzerland 1899 Hoffenheim
452 Blerim Džemaili Switzerland Bologna
453 Gelson Fernandes Switzerland Eintracht Frankfurt
454 Denis Zakaria Switzerland Borussia Mönchengladbach
455 Mario Gavranović Switzerland Dinamo Zagreb
456 Josip Drmić Switzerland Borussia Mönchengladbach
457 Johan Djourou Switzerland Antalyaspor
458 Roman Bürki Switzerland Borussia Dortmund
459 Fabian Schär Switzerland Deportivo La Coruña
460 Xherdan Shaqiri Switzerland Stoke City
461 Manuel Neuer (captain) Germany Bayern Munich
462 Marvin Plattenhardt Germany Hertha BSC
463 Jonas Hector Germany 1. FC Köln
464 Matthias Ginter Germany Borussia Mönchengladbach
465 Mats Hummels Germany Bayern Munich
466 Sami Khedira Germany Juventus
467 Julian Draxler Germany Paris Saint-Germain
468 Toni Kroos Germany Real Madrid
469 Timo Werner Germany RB Leipzig
470 Mesut Özil Germany Arsenal
471 Marco Reus Germany Borussia Dortmund
472 Kevin Trapp Germany Paris Saint-Germain
473 Thomas Müller Germany Bayern Munich
474 Leon Goretzka Germany Schalke 04
475 Niklas Süle Germany Bayern Munich
476 Antonio Rüdiger Germany Chelsea
477 Jérôme Boateng Germany Bayern Munich
478 Joshua Kimmich Germany Bayern Munich
479 Sebastian Rudy Germany Bayern Munich
480 Julian Brandt Germany Bayer Leverkusen
481 İlkay Gündoğan Germany Manchester City
482 Marc-André ter Stegen Germany Barcelona
483 Mario Gómez Germany VfB Stuttgart
484 José de Jesús Corona Mexico Cruz Azul
485 Hugo Ayala Mexico UANL
486 Carlos Salcedo Mexico Eintracht Frankfurt
487 Rafael Márquez Mexico Atlas
488 Érick Gutiérrez Mexico Pachuca
489 Jonathan dos Santos Mexico LA Galaxy
490 Miguel Layún Mexico Sevilla
491 Marco Fabián Mexico Eintracht Frankfurt
492 Raúl Jiménez Mexico Benfica
493 Giovani dos Santos Mexico LA Galaxy
494 Carlos Vela Mexico Los Angeles FC
495 Alfredo Talavera Mexico Toluca
496 Guillermo Ochoa Mexico Standard Liège
497 Javier Hernández Mexico West Ham United
498 Héctor Moreno Mexico Real Sociedad
499 Héctor Herrera Mexico Porto
500 Jesús Manuel Corona Mexico Porto
501 Andrés Guardado (captain) Mexico Real Betis
502 Oribe Peralta Mexico América
503 Javier Aquino Mexico UANL
504 Edson Álvarez Mexico América
505 Hirving Lozano Mexico PSV Eindhoven
506 Jesús Gallardo Mexico UNAM
507 Kim Seung-gyu South Korea Vissel Kobe
508 Lee Yong South Korea Jeonbuk Hyundai Motors
509 Jung Seung-hyun South Korea Sagan Tosu
510 Oh Ban-suk South Korea Jeju United
511 Yun Young-sun South Korea Seongnam FC
512 Park Joo-ho South Korea Ulsan Hyundai
513 Son Heung-min South Korea Tottenham Hotspur
514 Ju Se-jong South Korea Asan Mugunghwa
515 Kim Shin-wook South Korea Jeonbuk Hyundai Motors
516 Lee Seung-woo South Korea Hellas Verona
517 Hwang Hee-chan South Korea Red Bull Salzburg
518 Kim Min-woo South Korea Sangju Sangmu
519 Koo Ja-cheol South Korea FC Augsburg
520 Hong Chul South Korea Sangju Sangmu
521 Jung Woo-young South Korea Vissel Kobe
522 Ki Sung-yueng (captain) South Korea Swansea City
523 Lee Jae-sung South Korea Jeonbuk Hyundai Motors
524 Moon Seon-min South Korea Incheon United
525 Kim Young-gwon South Korea Guangzhou Evergrande
526 Jang Hyun-soo South Korea FC Tokyo
527 Kim Jin-hyeon South Korea Cerezo Osaka
528 Go Yo-han South Korea FC Seoul
529 Cho Hyun-woo South Korea Daegu FC
530 Robin Olsen Sweden Copenhagen
531 Mikael Lustig Sweden Celtic
532 Victor Lindelöf Sweden Manchester United
533 Andreas Granqvist (captain) Sweden Krasnodar
534 Martin Olsson Sweden Swansea City
535 Ludwig Augustinsson Sweden Werder Bremen
536 Sebastian Larsson Sweden Hull City
537 Albin Ekdal Sweden Hamburger SV
538 Marcus Berg Sweden Al Ain
539 Emil Forsberg Sweden RB Leipzig
540 John Guidetti Sweden Alavés
541 Karl-Johan Johnsson Sweden Guingamp
542 Gustav Svensson Sweden Seattle Sounders FC
543 Filip Helander Sweden Bologna
544 Oscar Hiljemark Sweden Genoa
545 Emil Krafth Sweden Bologna
546 Viktor Claesson Sweden Krasnodar
547 Pontus Jansson Sweden Leeds United
548 Marcus Rohdén Sweden Crotone
549 Ola Toivonen Sweden Toulouse
550 Jimmy Durmaz Sweden Toulouse
551 Isaac Kiese Thelin Sweden Waasland-Beveren
552 Kristoffer Nordfeldt Sweden Swansea City
553 Thibaut Courtois Belgium Chelsea
554 Toby Alderweireld Belgium Tottenham Hotspur
555 Thomas Vermaelen Belgium Barcelona
556 Vincent Kompany Belgium Manchester City
557 Jan Vertonghen Belgium Tottenham Hotspur
558 Axel Witsel Belgium Tianjin Quanjian
559 Kevin De Bruyne Belgium Manchester City
560 Marouane Fellaini Belgium Manchester United
561 Romelu Lukaku Belgium Manchester United
562 Eden Hazard (captain) Belgium Chelsea
563 Yannick Carrasco Belgium Dalian Yifang
564 Simon Mignolet Belgium Liverpool
565 Koen Casteels Belgium VfL Wolfsburg
566 Dries Mertens Belgium Napoli
567 Thomas Meunier Belgium Paris Saint-Germain
568 Thorgan Hazard Belgium Borussia Mönchengladbach
569 Youri Tielemans Belgium Monaco
570 Adnan Januzaj Belgium Real Sociedad
571 Mousa Dembélé Belgium Tottenham Hotspur
572 Dedryck Boyata Belgium Celtic
573 Michy Batshuayi Belgium Borussia Dortmund
574 Nacer Chadli Belgium West Bromwich Albion
575 Leander Dendoncker Belgium Anderlecht
576 Jordan Pickford England Everton
577 Kyle Walker England Manchester City
578 Danny Rose England Tottenham Hotspur
579 Eric Dier England Tottenham Hotspur
580 John Stones England Manchester City
581 Harry Maguire England Leicester City
582 Jesse Lingard England Manchester United
583 Jordan Henderson England Liverpool
584 Harry Kane (captain) England Tottenham Hotspur
585 Raheem Sterling England Manchester City
586 Jamie Vardy England Leicester City
587 Kieran Trippier England Tottenham Hotspur
588 Jack Butland England Stoke City
589 Danny Welbeck England Arsenal
590 Gary Cahill England Chelsea
591 Phil Jones England Manchester United
592 Fabian Delph England Manchester City
593 Ashley Young England Manchester United
594 Marcus Rashford England Manchester United
595 Dele Alli England Tottenham Hotspur
596 Ruben Loftus-Cheek England Crystal Palace
597 Trent Alexander-Arnold England Liverpool
598 Nick Pope England Burnley
599 Jaime Penedo Panama Dinamo București
600 Michael Amir Murillo Panama New York Red Bulls
601 Harold Cummings Panama San Jose Earthquakes
602 Fidel Escobar Panama New York Red Bulls
603 Román Torres Panama Seattle Sounders FC
604 Gabriel Gómez Panama Atlético Bucaramanga
605 Blas Pérez Panama Municipal
606 Édgar Bárcenas Panama Tapachula
607 Gabriel Torres Panama Huachipato
608 Ismael Díaz Panama Deportivo Fabril
609 Armando Cooper Panama Universidad de Chile
610 José Calderón Panama Chorrillo
611 Adolfo Machado Panama Houston Dynamo
612 Valentín Pimentel Panama Plaza Amador
613 Erick Davis Panama Dunajská Streda
614 Abdiel Arroyo Panama Alajuelense
615 Luis Ovalle Panama CD Olimpia
616 Luis Tejada Panama Sport Boys
617 Ricardo Ávila Panama Gent
618 Aníbal Godoy Panama San Jose Earthquakes
619 José Luis Rodríguez Panama Gent
620 Álex Rodríguez Panama San Francisco
621 Felipe Baloy (captain) Panama Municipal
622 Farouk Ben Mustapha Tunisia Al-Shabab
623 Syam Ben Youssef Tunisia Kasımpaşa
624 Yohan Benalouane Tunisia Leicester City
625 Yassine Meriah Tunisia CS Sfaxien
626 Oussama Haddadi Tunisia Dijon
627 Rami Bedoui Tunisia Étoile du Sahel
628 Saîf-Eddine Khaoui Tunisia Troyes
629 Fakhreddine Ben Youssef Tunisia Al-Ettifaq
630 Anice Badri Tunisia Espérance
631 Wahbi Khazri Tunisia Rennes
632 Dylan Bronn Tunisia Gent
633 Ali Maâloul Tunisia Al Ahly
634 Ferjani Sassi Tunisia Al-Nassr
635 Mohamed Amine Ben Amor Tunisia Al-Ahli
636 Ahmed Khalil Tunisia Club Africain
637 Aymen Mathlouthi (captain) Tunisia Al-Batin
638 Ellyes Skhiri Tunisia Montpellier
639 Bassem Srarfi Tunisia Nice
640 Saber Khalifa Tunisia Club Africain
641 Ghailene Chaalali Tunisia Espérance
642 Hamdi Nagguez Tunisia Zamalek
643 Mouez Hassen Tunisia Châteauroux
644 Naïm Sliti Tunisia Dijon
645 David Ospina Colombia Arsenal
646 Cristián Zapata Colombia Milan
647 Óscar Murillo Colombia Pachuca
648 Santiago Arias Colombia PSV Eindhoven
649 Wílmar Barrios Colombia Boca Juniors
650 Carlos Sánchez Colombia Espanyol
651 Carlos Bacca Colombia Villarreal
652 Abel Aguilar Colombia Deportivo Cali
653 Radamel Falcao (captain) Colombia Monaco
654 James Rodríguez Colombia Bayern Munich
655 Juan Cuadrado Colombia Juventus
656 Camilo Vargas Colombia Deportivo Cali
657 Yerry Mina Colombia Barcelona
658 Luis Muriel Colombia Sevilla
659 Mateus Uribe Colombia América
660 Jefferson Lerma Colombia Levante
661 Johan Mojica Colombia Girona
662 Farid Díaz Colombia Olimpia
663 Miguel Borja Colombia Palmeiras
664 Juan Fernando Quintero Colombia River Plate
665 José Izquierdo Colombia Brighton & Hove Albion
666 José Fernando Cuadrado Colombia Once Caldas
667 Dávinson Sánchez Colombia Tottenham Hotspur
668 Eiji Kawashima Japan Metz
669 Naomichi Ueda Japan Kashima Antlers
670 Gen Shoji Japan Kashima Antlers
671 Keisuke Honda Japan Pachuca
672 Yuto Nagatomo Japan Galatasaray
673 Wataru Endo Japan Urawa Red Diamonds
674 Gaku Shibasaki Japan Getafe
675 Genki Haraguchi Japan Fortuna Düsseldorf
676 Shinji Okazaki Japan Leicester City
677 Shinji Kagawa Japan Borussia Dortmund
678 Takashi Usami Japan Fortuna Düsseldorf
679 Masaaki Higashiguchi Japan Gamba Osaka
680 Yoshinori Muto Japan Mainz 05
681 Takashi Inui Japan Eibar
682 Yuya Osako Japan 1. FC Köln
683 Hotaru Yamaguchi Japan Cerezo Osaka
684 Makoto Hasebe (captain) Japan Eintracht Frankfurt
685 Ryota Oshima Japan Kawasaki Frontale
686 Hiroki Sakai Japan Marseille
687 Tomoaki Makino Japan Urawa Red Diamonds
688 Gōtoku Sakai Japan Hamburger SV
689 Maya Yoshida Japan Southampton
690 Kosuke Nakamura Japan Kashiwa Reysol
691 Wojciech Szczęsny Poland Juventus
692 Michał Pazdan Poland Legia Warsaw
693 Artur Jędrzejczyk Poland Legia Warsaw
694 Thiago Cionek Poland SPAL
695 Jan Bednarek Poland Southampton
696 Jacek Góralski Poland Ludogorets Razgrad
697 Arkadiusz Milik Poland Napoli
698 Karol Linetty Poland Sampdoria
699 Robert Lewandowski (captain) Poland Bayern Munich
700 Grzegorz Krychowiak Poland West Bromwich Albion
701 Kamil Grosicki Poland Hull City
702 Bartosz Białkowski Poland Ipswich Town
703 Maciej Rybus Poland Lokomotiv Moscow
704 Łukasz Teodorczyk Poland Anderlecht
705 Kamil Glik Poland Monaco
706 Jakub Błaszczykowski Poland VfL Wolfsburg
707 Sławomir Peszko Poland Lechia Gdańsk
708 Bartosz Bereszyński Poland Sampdoria
709 Piotr Zieliński Poland Napoli
710 Łukasz Piszczek Poland Borussia Dortmund
711 Rafał Kurzawa Poland Górnik Zabrze
712 Łukasz Fabiański Poland Swansea City
713 Dawid Kownacki Poland Sampdoria
714 Abdoulaye Diallo Senegal Rennes
715 Saliou Ciss Senegal Valenciennes
716 Kalidou Koulibaly Senegal Napoli
717 Kara Mbodji Senegal Anderlecht
718 Idrissa Gueye Senegal Everton
719 Salif Sané Senegal Hannover 96
720 Moussa Sow Senegal Bursaspor
721 Cheikhou Kouyaté (captain) Senegal West Ham United
722 Mame Biram Diouf Senegal Stoke City
723 Sadio Mané Senegal Liverpool
724 Cheikh N'Doye Senegal Birmingham City
725 Youssouf Sabaly Senegal Bordeaux
726 Alfred N'Diaye Senegal Wolverhampton Wanderers
727 Moussa Konaté Senegal Amiens
728 Diafra Sakho Senegal Rennes
729 Khadim N'Diaye Senegal Horoya
730 Badou Ndiaye Senegal Stoke City
731 Ismaïla Sarr Senegal Rennes
732 M'Baye Niang Senegal Torino
733 Keita Baldé Senegal Monaco
734 Lamine Gassama Senegal Alanyaspor
735 Moussa Wagué Senegal Eupen
736 Alfred Gomis Senegal SPAL
@PaulC91
Copy link
Author

PaulC91 commented Jun 13, 2018

image

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment