¿Cómo obtener datos del fútbol élite?
Ismael Gómez Schmidt
Bienvenidos!
¿Qué haremos?
Contexto: Flujo de trabajo en ciencia de datos (Enfoque: Obtener datos)
Tipos de datos
¿En qué sentido “Élite”?
¿Cómo conseguimos datos?
3 Ejemplos
Contexto: Flujo de trabajo en ciencia de datos
R + RStudio + paquetes especializados
Enfoque: obtención de datos
Enfoque: obtención de datos
Tipos de datos
¿En qué sentido “Élite”?
- Tipos de datos de un nivel profesional:
- calidad y precisión
- tipo de detalles o granularidad
- Principales ligas o torneos del mundo
¿Cómo conseguimos datos?
Proveedores pagados y/o dispositivos propios
Datos abiertos
Web scraping
Proveedores o dispositivos pagados
Datos abiertos de Eventing
Son solo datos de algunos torneos que ya se jugaron!
Ejemplo 1: Statsbomb
- Código
- Data
| competition_id | season_id | country_name | competition_name | competition_gender | competition_youth | competition_international | season_name | match_updated | match_updated_360 | match_available_360 | match_available |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 16 | 4 | Europe | Champions League | male | FALSE | FALSE | 2018/2019 | 2022-08-14 16:57:15 | 2021-06-13 16:17:31 | NA | 2022-08-14 16:57:15 |
| 16 | 1 | Europe | Champions League | male | FALSE | FALSE | 2017/2018 | 2021-08-27 11:26:39 | 2021-06-13 16:17:31 | NA | 2021-01-23 21:55:30 |
| 16 | 2 | Europe | Champions League | male | FALSE | FALSE | 2016/2017 | 2021-08-27 11:26:39 | 2021-06-13 16:17:31 | NA | 2020-07-29 05:00:00 |
| 16 | 27 | Europe | Champions League | male | FALSE | FALSE | 2015/2016 | 2021-08-27 11:26:39 | 2021-06-13 16:17:31 | NA | 2020-07-29 05:00:00 |
| 16 | 26 | Europe | Champions League | male | FALSE | FALSE | 2014/2015 | 2021-08-27 11:26:39 | 2021-06-13 16:17:31 | NA | 2020-07-29 05:00:00 |
| 16 | 25 | Europe | Champions League | male | FALSE | FALSE | 2013/2014 | 2021-08-27 11:26:39 | 2021-06-13 16:17:31 | NA | 2020-07-29 05:00:00 |
| 16 | 24 | Europe | Champions League | male | FALSE | FALSE | 2012/2013 | 2021-08-27 11:26:39 | 2021-06-13 16:17:31 | NA | 2021-07-10 13:41:45 |
| 16 | 23 | Europe | Champions League | male | FALSE | FALSE | 2011/2012 | 2021-08-27 11:26:39 | 2021-06-13 16:17:31 | NA | 2020-07-29 05:00:00 |
| 16 | 22 | Europe | Champions League | male | FALSE | FALSE | 2010/2011 | 2022-01-26 21:07:11 | 2021-06-13 16:17:31 | NA | 2022-01-26 21:07:11 |
| 16 | 21 | Europe | Champions League | male | FALSE | FALSE | 2009/2010 | 2022-02-12 16:13:49 | 2021-06-13 16:17:31 | NA | 2022-02-12 16:13:49 |
| 16 | 41 | Europe | Champions League | male | FALSE | FALSE | 2008/2009 | 2021-11-07 14:20:01 | 2021-06-13 16:17:31 | NA | 2021-11-07 14:20:01 |
| 16 | 39 | Europe | Champions League | male | FALSE | FALSE | 2006/2007 | 2021-03-31 04:18:30 | 2021-06-13 16:17:31 | NA | 2021-03-31 04:18:30 |
| 16 | 37 | Europe | Champions League | male | FALSE | FALSE | 2004/2005 | 2021-04-01 06:18:57 | 2021-06-13 16:17:31 | NA | 2021-04-01 06:18:57 |
| 16 | 44 | Europe | Champions League | male | FALSE | FALSE | 2003/2004 | 2021-04-01 00:34:59 | 2021-06-13 16:17:31 | NA | 2021-04-01 00:34:59 |
| 16 | 76 | Europe | Champions League | male | FALSE | FALSE | 1999/2000 | 2020-07-29 05:00:00 | 2021-06-13 16:17:31 | NA | 2020-07-29 05:00:00 |
| 37 | 90 | England | FA Women's Super League | female | FALSE | FALSE | 2020/2021 | 2022-08-16 02:10:37 | 2021-06-13 16:17:31 | NA | 2022-08-16 02:10:37 |
| 37 | 42 | England | FA Women's Super League | female | FALSE | FALSE | 2019/2020 | 2021-06-01 13:01:18 | 2021-06-13 16:17:31 | NA | 2021-06-01 13:01:18 |
| 37 | 4 | England | FA Women's Super League | female | FALSE | FALSE | 2018/2019 | 2022-09-12 21:06:25 | 2021-06-13 16:17:31 | NA | 2022-09-12 21:06:25 |
| 43 | 3 | International | FIFA World Cup | male | FALSE | TRUE | 2018 | 2022-09-05 17:17:56 | 2021-06-13 16:17:31 | NA | 2022-09-05 17:17:56 |
| 1238 | 108 | India | Indian Super league | male | FALSE | FALSE | 2021/2022 | 2022-06-08 12:40:59 | NA | NA | 2022-06-08 12:40:59 |
| 11 | 90 | Spain | La Liga | male | FALSE | FALSE | 2020/2021 | 2022-02-11 14:56:09 | 2022-08-16 21:50:36 | 2022-08-16 21:50:36 | 2022-02-11 14:56:09 |
| 11 | 42 | Spain | La Liga | male | FALSE | FALSE | 2019/2020 | 2022-07-15 23:27:24 | 2021-06-13 16:17:31 | NA | 2022-07-15 23:27:24 |
| 11 | 4 | Spain | La Liga | male | FALSE | FALSE | 2018/2019 | 2022-08-30 23:25:57 | 2021-07-09 14:53:22 | NA | 2022-08-30 23:25:57 |
| 11 | 1 | Spain | La Liga | male | FALSE | FALSE | 2017/2018 | 2022-08-13 23:18:38 | 2021-06-13 16:17:31 | NA | 2022-08-13 23:18:38 |
| 11 | 2 | Spain | La Liga | male | FALSE | FALSE | 2016/2017 | 2022-01-25 22:51:59 | 2021-06-13 16:17:31 | NA | 2022-01-25 22:51:59 |
| 11 | 27 | Spain | La Liga | male | FALSE | FALSE | 2015/2016 | 2022-08-30 13:15:37 | 2021-06-13 16:17:31 | NA | 2022-08-30 13:15:37 |
| 11 | 26 | Spain | La Liga | male | FALSE | FALSE | 2014/2015 | 2022-08-14 18:49:03 | 2021-06-13 16:17:31 | NA | 2022-08-14 18:49:03 |
| 11 | 25 | Spain | La Liga | male | FALSE | FALSE | 2013/2014 | 2022-07-23 12:18:49 | 2021-06-13 16:17:31 | NA | 2022-07-23 12:18:49 |
| 11 | 24 | Spain | La Liga | male | FALSE | FALSE | 2012/2013 | 2021-10-27 15:44:43 | 2021-06-13 16:17:31 | NA | 2021-10-27 15:44:43 |
| 11 | 23 | Spain | La Liga | male | FALSE | FALSE | 2011/2012 | 2020-07-29 05:00:00 | 2021-06-13 16:17:31 | NA | 2020-07-29 05:00:00 |
| 11 | 22 | Spain | La Liga | male | FALSE | FALSE | 2010/2011 | 2021-11-11 22:57:42 | 2021-06-13 16:17:31 | NA | 2021-11-11 22:57:42 |
| 11 | 21 | Spain | La Liga | male | FALSE | FALSE | 2009/2010 | 2021-10-26 13:56:40 | 2021-06-13 16:17:31 | NA | 2021-10-26 13:56:40 |
| 11 | 41 | Spain | La Liga | male | FALSE | FALSE | 2008/2009 | 2020-07-29 05:00:00 | 2021-06-13 16:17:31 | NA | 2020-07-29 05:00:00 |
| 11 | 40 | Spain | La Liga | male | FALSE | FALSE | 2007/2008 | 2021-10-26 13:13:56 | 2021-06-13 16:17:31 | NA | 2021-10-26 13:13:56 |
| 11 | 39 | Spain | La Liga | male | FALSE | FALSE | 2006/2007 | 2020-07-29 05:00:00 | 2021-06-13 16:17:31 | NA | 2020-07-29 05:00:00 |
| 11 | 38 | Spain | La Liga | male | FALSE | FALSE | 2005/2006 | 2022-07-03 12:34:31 | 2021-06-13 16:17:31 | NA | 2022-07-03 12:34:31 |
| 11 | 37 | Spain | La Liga | male | FALSE | FALSE | 2004/2005 | 2020-07-29 05:00:00 | 2021-06-13 16:17:31 | NA | 2020-07-29 05:00:00 |
| 49 | 3 | United States of America | NWSL | female | FALSE | FALSE | 2018 | 2021-11-06 05:53:29 | 2021-06-13 16:17:31 | NA | 2021-11-06 05:53:29 |
| 2 | 44 | England | Premier League | male | FALSE | FALSE | 2003/2004 | 2021-11-14 22:29:00 | 2021-06-13 16:17:31 | NA | 2021-11-14 22:29:00 |
| 55 | 43 | Europe | UEFA Euro | male | FALSE | TRUE | 2020 | 2022-02-01 17:20:34 | 2022-08-04 12:00:00 | 2022-08-04 12:00:00 | 2022-02-01 17:20:34 |
| 53 | 106 | Europe | UEFA Women's Euro | female | FALSE | TRUE | 2022 | 2022-08-01 07:46:11 | 2022-09-13 17:04:11 | 2022-09-13 17:04:11 | 2022-08-01 07:46:11 |
| 72 | 30 | International | Women's World Cup | female | FALSE | TRUE | 2019 | 2022-07-13 20:21:27 | 2021-06-13 16:17:31 | NA | 2022-07-13 20:21:27 |
Competencias (ligas, torneos, copas, etc.) disponibles en el proyecto Open Data de Statsbomb
Ejemplo 1: Statsbomb
- Código
- Data
| match_id | match_date | kick_off | home_score | away_score | match_status | match_status_360 | last_updated | last_updated_360 | match_week | competition.competition_id | competition.country_name | competition.competition_name | season.season_id | season.season_name | home_team.home_team_id | home_team.home_team_name | home_team.home_team_gender | home_team.home_team_group | home_team.managers | home_team.country.id | home_team.country.name | away_team.away_team_id | away_team.away_team_name | away_team.away_team_gender | away_team.away_team_group | away_team.managers | away_team.country.id | away_team.country.name | metadata.data_version | metadata.shot_fidelity_version | metadata.xy_fidelity_version | competition_stage.id | competition_stage.name | stadium.id | stadium.name | stadium.country.id | stadium.country.name | referee.id | referee.name | referee.country.id | referee.country.name |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3795220 | 2021-07-06 | 21:00:00 | 1 | 1 | available | available | 2021-08-09 20:41:31 | 2022-08-04 12:00:00 | 6 | 55 | Europe | UEFA Euro | 43 | 2020 | 914 | Italy | male | NA | NA | 112 | Italy | 772 | Spain | male | NA | NA | 214 | Spain | 1.1.0 | 2 | 2 | 15 | Semi-finals | 4666 | Wembley Stadium | 68 | England | 186 | Felix Brych | 85 | Germany |
| 3788769 | 2021-06-21 | 21:00:00 | 1 | 4 | available | available | 2021-07-15 14:05:30 | 2022-08-04 12:00:00 | 3 | 55 | Europe | UEFA Euro | 43 | 2020 | 796 | Russia | male | Group B | NA | 188 | Russia | 776 | Denmark | male | Group B | NA | 61 | Denmark | 1.1.0 | 2 | 2 | 10 | Group Stage | 495 | Parken | 61 | Denmark | 76 | Clément Turpin | 78 | France |
| 3788761 | 2021-06-18 | 15:00:00 | 1 | 0 | available | available | 2021-06-20 13:02:21 | 2022-08-04 12:00:00 | 2 | 55 | Europe | UEFA Euro | 43 | 2020 | 790 | Sweden | male | Group E | NA | 220 | Sweden | 908 | Slovakia | male | Group E | NA | 207 | Slovakia | 1.1.0 | 2 | 2 | 10 | Group Stage | 4726 | Saint-Petersburg Stadium | 188 | Russia | 225 | Daniel Siebert | 85 | Germany |
| 3788766 | 2021-06-20 | 18:00:00 | 1 | 0 | available | available | 2021-06-21 20:35:17 | 2022-08-04 12:00:00 | 3 | 55 | Europe | UEFA Euro | 43 | 2020 | 914 | Italy | male | Group A | NA | 112 | Italy | 907 | Wales | male | Group A | NA | 249 | Wales | 1.1.0 | 2 | 2 | 10 | Group Stage | 381 | Estadio OlÃmpico | 112 | Italy | 448 | Ovidiu Alin HaÈ›egan | 187 | Romania |
| 3788764 | 2021-06-19 | 18:00:00 | 2 | 4 | available | available | 2021-06-20 13:10:40 | 2022-08-04 12:00:00 | 2 | 55 | Europe | UEFA Euro | 43 | 2020 | 780 | Portugal | male | Group F | NA | 183 | Portugal | 770 | Germany | male | Group F | NA | 85 | Germany | 1.1.0 | 2 | 2 | 10 | Group Stage | 4867 | Allianz Arena | 85 | Germany | 8 | Anthony Taylor | 68 | England |
| 3788773 | 2021-06-23 | 21:00:00 | 2 | 2 | available | available | 2021-06-26 12:36:01 | 2022-08-04 12:00:00 | 3 | 55 | Europe | UEFA Euro | 43 | 2020 | 780 | Portugal | male | Group F | NA | 183 | Portugal | 771 | France | male | Group F | NA | 78 | France | 1.1.0 | 2 | 2 | 10 | Group Stage | 116551 | Puskás Aréna | 103 | Hungary | 180 | Antonio Miguel Mateu Lahoz | 214 | Spain |
| 3788755 | 2021-06-16 | 18:00:00 | 0 | 2 | available | available | 2021-07-21 12:20:01 | 2022-08-04 12:00:00 | 2 | 55 | Europe | UEFA Euro | 43 | 2020 | 909 | Turkey | male | Group A | NA | 233 | Turkey | 907 | Wales | male | Group A | NA | 249 | Wales | 1.1.0 | 2 | 2 | 10 | Group Stage | 4549 | Bakı Olimpiya Stadionu | 16 | Azerbaijan | 2445 | Artur Manuel Ribeiro Soares Dias | 183 | Portugal |
| 3788754 | 2021-06-16 | 21:00:00 | 3 | 0 | available | available | 2021-06-17 13:24:15 | 2022-08-04 12:00:00 | 2 | 55 | Europe | UEFA Euro | 43 | 2020 | 914 | Italy | male | Group A | NA | 112 | Italy | 773 | Switzerland | male | Group A | NA | 221 | Switzerland | 1.1.0 | 2 | 2 | 10 | Group Stage | 381 | Estadio OlÃmpico | 112 | Italy | 725 | Sergey Karasev | 188 | Russia |
| 3788762 | 2021-06-19 | 21:00:00 | 1 | 1 | available | available | 2021-09-06 18:23:20 | 2022-08-04 12:00:00 | 2 | 55 | Europe | UEFA Euro | 43 | 2020 | 772 | Spain | male | Group E | NA | 214 | Spain | 789 | Poland | male | Group E | NA | 182 | Poland | 1.1.0 | 2 | 2 | 10 | Group Stage | 117374 | Estadio de La Cartuja | 214 | Spain | 269 | Daniele Orsato | 112 | Italy |
| 3788760 | 2021-06-18 | 18:00:00 | 1 | 1 | available | available | 2021-06-20 13:06:34 | 2022-08-04 12:00:00 | 2 | 55 | Europe | UEFA Euro | 43 | 2020 | 785 | Croatia | male | Group D | NA | 56 | Croatia | 912 | Czech Republic | male | Group D | NA | 60 | Czech Republic | 1.1.0 | 2 | 2 | 10 | Group Stage | 52986 | Hampden Park | 201 | Scotland | 2728 | Carlos del Cerro Grande | 214 | Spain |
| 3788747 | 2021-06-13 | 18:00:00 | 3 | 1 | available | available | 2021-07-07 13:09:42 | 2022-08-04 12:00:00 | 1 | 55 | Europe | UEFA Euro | 43 | 2020 | 915 | Austria | male | Group C | NA | 15 | Austria | 2358 | North Macedonia | male | Group C | NA | 135 | Macedonia, Republic of | 1.1.0 | 2 | 2 | 10 | Group Stage | 4365 | Arena Naţională | 187 | Romania | 591 | Lars Christian Andreas Ekberg | 220 | Sweden |
| 3788741 | 2021-06-11 | 21:00:00 | 0 | 3 | available | available | 2021-06-12 12:49:02 | 2022-08-04 12:00:00 | 1 | 55 | Europe | UEFA Euro | 43 | 2020 | 909 | Turkey | male | Group A | NA | 233 | Turkey | 914 | Italy | male | Group A | NA | 112 | Italy | 1.1.0 | 2 | 2 | 10 | Group Stage | 381 | Estadio OlÃmpico | 112 | Italy | 293 | Danny Desmond Makkelie | 160 | Netherlands |
| 3795109 | 2021-07-03 | 18:00:00 | 1 | 2 | available | available | 2021-07-04 13:05:32 | 2022-08-04 12:00:00 | 5 | 55 | Europe | UEFA Euro | 43 | 2020 | 912 | Czech Republic | male | NA | NA | 60 | Czech Republic | 776 | Denmark | male | NA | NA | 61 | Denmark | 1.1.0 | 2 | 2 | 11 | Quarter-finals | 4549 | Bakı Olimpiya Stadionu | 16 | Azerbaijan | 287 | Björn Kuipers | 160 | Netherlands |
| 3795187 | 2021-07-03 | 21:00:00 | 0 | 4 | available | available | 2021-07-04 16:39:20 | 2022-08-04 12:00:00 | 5 | 55 | Europe | UEFA Euro | 43 | 2020 | 911 | Ukraine | male | NA | NA | 238 | Ukraine | 768 | England | male | NA | NA | 68 | England | 1.1.0 | 2 | 2 | 11 | Quarter-finals | 381 | Estadio OlÃmpico | 112 | Italy | 186 | Felix Brych | 85 | Germany |
| 3795108 | 2021-07-02 | 18:00:00 | 1 | 1 | available | available | 2021-07-03 12:52:01 | 2022-08-04 12:00:00 | 5 | 55 | Europe | UEFA Euro | 43 | 2020 | 773 | Switzerland | male | NA | NA | 221 | Switzerland | 772 | Spain | male | NA | NA | 214 | Spain | 1.1.0 | 2 | 2 | 11 | Quarter-finals | 4726 | Saint-Petersburg Stadium | 188 | Russia | 1 | Michael Oliver | 68 | England |
| 3788770 | 2021-06-21 | 18:00:00 | 0 | 3 | available | available | 2021-09-26 22:04:17 | 2022-08-04 12:00:00 | 3 | 55 | Europe | UEFA Euro | 43 | 2020 | 2358 | North Macedonia | male | Group C | NA | 135 | Macedonia, Republic of | 941 | Netherlands | male | Group C | NA | 160 | Netherlands | 1.1.0 | 2 | 2 | 10 | Group Stage | 4815 | Johan Cruijff Arena (Amsterdam) | 160 | Netherlands | 583 | Istvan Kovacs | 187 | Romania |
| 3795506 | 2021-07-11 | 21:00:00 | 1 | 1 | available | available | 2021-07-12 12:27:50 | 2022-08-04 12:00:00 | 7 | 55 | Europe | UEFA Euro | 43 | 2020 | 914 | Italy | male | NA | NA | 112 | Italy | 768 | England | male | NA | NA | 68 | England | 1.1.0 | 2 | 2 | 26 | Final | 4666 | Wembley Stadium | 68 | England | 287 | Björn Kuipers | 160 | Netherlands |
| 3794688 | 2021-06-29 | 18:00:00 | 2 | 0 | available | available | 2021-08-21 19:00:29 | 2022-08-04 12:00:00 | 4 | 55 | Europe | UEFA Euro | 43 | 2020 | 768 | England | male | NA | NA | 68 | England | 770 | Germany | male | NA | NA | 85 | Germany | 1.1.0 | 2 | 2 | 33 | Round of 16 | 4666 | Wembley Stadium | 68 | England | 293 | Danny Desmond Makkelie | 160 | Netherlands |
| 3794692 | 2021-06-29 | 21:00:00 | 1 | 2 | available | available | 2021-10-09 14:22:25 | 2022-08-04 12:00:00 | 4 | 55 | Europe | UEFA Euro | 43 | 2020 | 790 | Sweden | male | NA | NA | 220 | Sweden | 911 | Ukraine | male | NA | NA | 238 | Ukraine | 1.1.0 | 2 | 2 | 33 | Round of 16 | 52986 | Hampden Park | 201 | Scotland | 269 | Daniele Orsato | 112 | Italy |
| 3794686 | 2021-06-28 | 18:00:00 | 3 | 5 | available | available | 2021-06-29 12:51:11 | 2022-08-04 12:00:00 | 4 | 55 | Europe | UEFA Euro | 43 | 2020 | 785 | Croatia | male | NA | NA | 56 | Croatia | 772 | Spain | male | NA | NA | 214 | Spain | 1.1.0 | 2 | 2 | 33 | Round of 16 | 495 | Parken | 61 | Denmark | 581 | Cüneyt Çakιr | 233 | Turkey |
| 3794687 | 2021-06-27 | 21:00:00 | 1 | 0 | available | available | 2021-07-05 13:37:21 | 2022-08-04 12:00:00 | 4 | 55 | Europe | UEFA Euro | 43 | 2020 | 782 | Belgium | male | NA | NA | 22 | Belgium | 780 | Portugal | male | NA | NA | 183 | Portugal | 1.1.0 | 2 | 2 | 33 | Round of 16 | 117374 | Estadio de La Cartuja | 214 | Spain | 186 | Felix Brych | 85 | Germany |
| 3794685 | 2021-06-26 | 21:00:00 | 2 | 1 | available | available | 2021-06-27 13:56:22 | 2022-08-04 12:00:00 | 4 | 55 | Europe | UEFA Euro | 43 | 2020 | 914 | Italy | male | NA | NA | 112 | Italy | 915 | Austria | male | NA | NA | 15 | Austria | 1.1.0 | 2 | 2 | 33 | Round of 16 | 4666 | Wembley Stadium | 68 | England | 8 | Anthony Taylor | 68 | England |
| 3788774 | 2021-06-23 | 21:00:00 | 2 | 2 | available | available | 2021-09-16 22:37:38 | 2022-08-04 12:00:00 | 3 | 55 | Europe | UEFA Euro | 43 | 2020 | 770 | Germany | male | Group F | NA | 85 | Germany | 916 | Hungary | male | Group F | NA | 103 | Hungary | 1.1.0 | 2 | 2 | 10 | Group Stage | 4867 | Allianz Arena | 85 | Germany | 725 | Sergey Karasev | 188 | Russia |
| 3788771 | 2021-06-22 | 21:00:00 | 3 | 1 | available | available | 2021-06-23 13:41:52 | 2022-08-04 12:00:00 | 3 | 55 | Europe | UEFA Euro | 43 | 2020 | 785 | Croatia | male | Group D | NA | 56 | Croatia | 942 | Scotland | male | Group D | NA | 201 | Scotland | 1.1.0 | 2 | 2 | 10 | Group Stage | 52986 | Hampden Park | 201 | Scotland | 1121 | Fernando Andrés Rapallini | 11 | Argentina |
| 3788772 | 2021-06-22 | 21:00:00 | 0 | 1 | available | available | 2021-06-23 13:36:16 | 2022-08-04 12:00:00 | 3 | 55 | Europe | UEFA Euro | 43 | 2020 | 912 | Czech Republic | male | Group D | NA | 60 | Czech Republic | 768 | England | male | Group D | NA | 68 | England | 1.1.0 | 2 | 2 | 10 | Group Stage | 4666 | Wembley Stadium | 68 | England | 2445 | Artur Manuel Ribeiro Soares Dias | 183 | Portugal |
| 3788768 | 2021-06-21 | 21:00:00 | 0 | 2 | available | available | 2021-06-22 13:47:34 | 2022-08-04 12:00:00 | 3 | 55 | Europe | UEFA Euro | 43 | 2020 | 1835 | Finland | male | Group B | NA | 77 | Finland | 782 | Belgium | male | Group B | NA | 22 | Belgium | 1.1.0 | 2 | 2 | 10 | Group Stage | 4726 | Saint-Petersburg Stadium | 188 | Russia | 186 | Felix Brych | 85 | Germany |
| 3788767 | 2021-06-21 | 18:00:00 | 0 | 1 | available | available | 2021-06-27 13:34:43 | 2022-08-04 12:00:00 | 3 | 55 | Europe | UEFA Euro | 43 | 2020 | 911 | Ukraine | male | Group C | NA | 238 | Ukraine | 915 | Austria | male | Group C | NA | 15 | Austria | 1.1.0 | 2 | 2 | 10 | Group Stage | 4365 | Arena Naţională | 187 | Romania | 581 | Cüneyt Çakιr | 233 | Turkey |
| 3788753 | 2021-06-16 | 15:00:00 | 0 | 1 | available | available | 2021-11-11 14:00:16 | 2022-08-04 12:00:00 | 2 | 55 | Europe | UEFA Euro | 43 | 2020 | 1835 | Finland | male | Group B | NA | 77 | Finland | 796 | Russia | male | Group B | NA | 188 | Russia | 1.1.0 | 2 | 2 | 10 | Group Stage | 4726 | Saint-Petersburg Stadium | 188 | Russia | 293 | Danny Desmond Makkelie | 160 | Netherlands |
| 3788765 | 2021-06-20 | 18:00:00 | 3 | 1 | available | available | 2021-08-02 14:58:49 | 2022-08-04 12:00:00 | 3 | 55 | Europe | UEFA Euro | 43 | 2020 | 773 | Switzerland | male | Group A | NA | 221 | Switzerland | 909 | Turkey | male | Group A | NA | 233 | Turkey | 1.1.0 | 2 | 2 | 10 | Group Stage | 4549 | Bakı Olimpiya Stadionu | 16 | Azerbaijan | 943 | Slavko VinÄić | 208 | Slovenia |
| 3788763 | 2021-06-19 | 15:00:00 | 1 | 1 | available | available | 2021-06-21 13:08:32 | 2022-08-04 12:00:00 | 2 | 55 | Europe | UEFA Euro | 43 | 2020 | 916 | Hungary | male | Group F | NA | 103 | Hungary | 771 | France | male | Group F | NA | 78 | France | 1.1.0 | 2 | 2 | 10 | Group Stage | 116551 | Puskás Aréna | 103 | Hungary | 1 | Michael Oliver | 68 | England |
| 3788759 | 2021-06-18 | 21:00:00 | 0 | 0 | available | available | 2021-07-14 12:59:48 | 2022-08-04 12:00:00 | 2 | 55 | Europe | UEFA Euro | 43 | 2020 | 768 | England | male | Group D | NA | 68 | England | 942 | Scotland | male | Group D | NA | 201 | Scotland | 1.1.0 | 2 | 2 | 10 | Group Stage | 4666 | Wembley Stadium | 68 | England | 180 | Antonio Miguel Mateu Lahoz | 214 | Spain |
| 3788758 | 2021-06-17 | 15:00:00 | 2 | 1 | available | available | 2021-06-19 12:31:42 | 2022-08-04 12:00:00 | 2 | 55 | Europe | UEFA Euro | 43 | 2020 | 911 | Ukraine | male | Group C | NA | 238 | Ukraine | 2358 | North Macedonia | male | Group C | NA | 135 | Macedonia, Republic of | 1.1.0 | 2 | 2 | 10 | Group Stage | 4365 | Arena Naţională | 187 | Romania | 1121 | Fernando Andrés Rapallini | 11 | Argentina |
| 3788757 | 2021-06-17 | 18:00:00 | 1 | 2 | available | available | 2021-07-24 16:17:22 | 2022-08-04 12:00:00 | 2 | 55 | Europe | UEFA Euro | 43 | 2020 | 776 | Denmark | male | Group B | NA | 61 | Denmark | 782 | Belgium | male | Group B | NA | 22 | Belgium | 1.1.0 | 2 | 2 | 10 | Group Stage | 495 | Parken | 61 | Denmark | 287 | Björn Kuipers | 160 | Netherlands |
| 3788745 | 2021-06-13 | 15:00:00 | 1 | 0 | available | available | 2021-07-19 16:25:28 | 2022-08-04 12:00:00 | 1 | 55 | Europe | UEFA Euro | 43 | 2020 | 768 | England | male | Group D | NA | 68 | England | 785 | Croatia | male | Group D | NA | 56 | Croatia | 1.1.0 | 2 | 2 | 10 | Group Stage | 4666 | Wembley Stadium | 68 | England | 269 | Daniele Orsato | 112 | Italy |
| 3795107 | 2021-07-02 | 21:00:00 | 1 | 2 | available | available | 2022-02-01 17:20:34 | 2022-08-04 12:00:00 | 5 | 55 | Europe | UEFA Euro | 43 | 2020 | 782 | Belgium | male | NA | NA | 22 | Belgium | 914 | Italy | male | NA | NA | 112 | Italy | 1.1.0 | 2 | 2 | 11 | Quarter-finals | 4867 | Allianz Arena | 85 | Germany | 943 | Slavko VinÄić | 208 | Slovenia |
| 3795221 | 2021-07-07 | 21:00:00 | 2 | 1 | available | available | 2021-07-09 12:38:23 | 2022-08-04 12:00:00 | 6 | 55 | Europe | UEFA Euro | 43 | 2020 | 768 | England | male | NA | NA | 68 | England | 776 | Denmark | male | NA | NA | 61 | Denmark | 1.1.0 | 2 | 2 | 15 | Semi-finals | 4666 | Wembley Stadium | 68 | England | 293 | Danny Desmond Makkelie | 160 | Netherlands |
| 3794689 | 2021-06-26 | 18:00:00 | 0 | 4 | available | available | 2021-08-10 14:33:01 | 2022-08-04 12:00:00 | 4 | 55 | Europe | UEFA Euro | 43 | 2020 | 907 | Wales | male | NA | NA | 249 | Wales | 776 | Denmark | male | NA | NA | 61 | Denmark | 1.1.0 | 2 | 2 | 33 | Round of 16 | 4815 | Johan Cruijff Arena (Amsterdam) | 160 | Netherlands | 225 | Daniel Siebert | 85 | Germany |
| 3788746 | 2021-06-13 | 21:00:00 | 3 | 2 | available | available | 2021-06-14 12:58:15 | 2022-08-04 12:00:00 | 1 | 55 | Europe | UEFA Euro | 43 | 2020 | 941 | Netherlands | male | Group C | NA | 160 | Netherlands | 911 | Ukraine | male | Group C | NA | 238 | Ukraine | 1.1.0 | 2 | 2 | 10 | Group Stage | 4815 | Johan Cruijff Arena (Amsterdam) | 160 | Netherlands | 186 | Felix Brych | 85 | Germany |
| 3794691 | 2021-06-28 | 21:00:00 | 3 | 3 | available | available | 2021-06-29 04:56:23 | 2022-08-04 12:00:00 | 4 | 55 | Europe | UEFA Euro | 43 | 2020 | 771 | France | male | NA | NA | 78 | France | 773 | Switzerland | male | NA | NA | 221 | Switzerland | 1.1.0 | 2 | 2 | 33 | Round of 16 | 4365 | Arena Naţională | 187 | Romania | 1121 | Fernando Andrés Rapallini | 11 | Argentina |
| 3794690 | 2021-06-27 | 18:00:00 | 0 | 2 | available | available | 2021-06-28 12:45:34 | 2022-08-04 12:00:00 | 4 | 55 | Europe | UEFA Euro | 43 | 2020 | 941 | Netherlands | male | NA | NA | 160 | Netherlands | 912 | Czech Republic | male | NA | NA | 60 | Czech Republic | 1.1.0 | 2 | 2 | 33 | Round of 16 | 116551 | Puskás Aréna | 103 | Hungary | 725 | Sergey Karasev | 188 | Russia |
| 3788756 | 2021-06-17 | 21:00:00 | 2 | 0 | available | available | 2021-06-19 12:26:56 | 2022-08-04 12:00:00 | 2 | 55 | Europe | UEFA Euro | 43 | 2020 | 941 | Netherlands | male | Group C | NA | 160 | Netherlands | 915 | Austria | male | Group C | NA | 15 | Austria | 1.1.0 | 2 | 2 | 10 | Group Stage | 4815 | Johan Cruijff Arena (Amsterdam) | 160 | Netherlands | 2691 | Orel Grinfeeld | 111 | Israel |
| 3788749 | 2021-06-14 | 18:00:00 | 1 | 2 | available | available | 2021-06-15 13:11:56 | 2022-08-04 12:00:00 | 1 | 55 | Europe | UEFA Euro | 43 | 2020 | 789 | Poland | male | Group E | NA | 182 | Poland | 908 | Slovakia | male | Group E | NA | 207 | Slovakia | 1.1.0 | 2 | 2 | 10 | Group Stage | 4726 | Saint-Petersburg Stadium | 188 | Russia | 448 | Ovidiu Alin Hațegan | 187 | Romania |
| 3788750 | 2021-06-14 | 21:00:00 | 0 | 0 | available | available | 2021-06-16 12:30:09 | 2022-08-04 12:00:00 | 1 | 55 | Europe | UEFA Euro | 43 | 2020 | 772 | Spain | male | Group E | NA | 214 | Spain | 790 | Sweden | male | Group E | NA | 220 | Sweden | 1.1.0 | 2 | 2 | 10 | Group Stage | 117374 | Estadio de La Cartuja | 214 | Spain | 943 | Slavko VinÄić | 208 | Slovenia |
| 3788748 | 2021-06-14 | 15:00:00 | 0 | 2 | available | available | 2021-08-08 19:08:28 | 2022-08-04 12:00:00 | 1 | 55 | Europe | UEFA Euro | 43 | 2020 | 942 | Scotland | male | Group D | NA | 201 | Scotland | 912 | Czech Republic | male | Group D | NA | 60 | Czech Republic | 1.1.0 | 2 | 2 | 10 | Group Stage | 52986 | Hampden Park | 201 | Scotland | 225 | Daniel Siebert | 85 | Germany |
| 3788751 | 2021-06-15 | 21:00:00 | 1 | 0 | available | available | 2021-08-27 17:33:01 | 2022-08-04 12:00:00 | 1 | 55 | Europe | UEFA Euro | 43 | 2020 | 771 | France | male | Group F | NA | 78 | France | 770 | Germany | male | Group F | NA | 85 | Germany | 1.1.0 | 2 | 2 | 10 | Group Stage | 4867 | Allianz Arena | 85 | Germany | 2728 | Carlos del Cerro Grande | 214 | Spain |
| 3788752 | 2021-06-15 | 18:00:00 | 0 | 3 | available | available | 2021-06-17 16:25:36 | 2022-08-04 12:00:00 | 1 | 55 | Europe | UEFA Euro | 43 | 2020 | 916 | Hungary | male | Group F | NA | 103 | Hungary | 780 | Portugal | male | Group F | NA | 183 | Portugal | 1.1.0 | 2 | 2 | 10 | Group Stage | 116551 | Puskás Aréna | 103 | Hungary | 581 | Cüneyt Çakιr | 233 | Turkey |
| 3788742 | 2021-06-12 | 18:00:00 | 0 | 1 | available | available | 2021-06-14 12:52:32 | 2022-08-04 12:00:00 | 1 | 55 | Europe | UEFA Euro | 43 | 2020 | 776 | Denmark | male | Group B | NA | 61 | Denmark | 1835 | Finland | male | Group B | NA | 77 | Finland | 1.1.0 | 2 | 2 | 10 | Group Stage | 495 | Parken | 61 | Denmark | 8 | Anthony Taylor | 68 | England |
| 3788775 | 2021-06-23 | 18:00:00 | 0 | 5 | available | available | 2021-06-24 03:38:10 | 2022-08-04 12:00:00 | 3 | 55 | Europe | UEFA Euro | 43 | 2020 | 908 | Slovakia | male | Group E | NA | 207 | Slovakia | 772 | Spain | male | Group E | NA | 214 | Spain | 1.1.0 | 2 | 2 | 10 | Group Stage | 117374 | Estadio de La Cartuja | 214 | Spain | 287 | Björn Kuipers | 160 | Netherlands |
| 3788776 | 2021-06-23 | 18:00:00 | 3 | 2 | available | available | 2021-06-24 15:06:44 | 2022-08-04 12:00:00 | 3 | 55 | Europe | UEFA Euro | 43 | 2020 | 790 | Sweden | male | Group E | NA | 220 | Sweden | 789 | Poland | male | Group E | NA | 182 | Poland | 1.1.0 | 2 | 2 | 10 | Group Stage | 4726 | Saint-Petersburg Stadium | 188 | Russia | 1 | Michael Oliver | 68 | England |
| 3788743 | 2021-06-12 | 21:00:00 | 3 | 0 | available | available | 2021-06-13 13:10:11 | 2022-08-04 12:00:00 | 1 | 55 | Europe | UEFA Euro | 43 | 2020 | 782 | Belgium | male | Group B | NA | 22 | Belgium | 796 | Russia | male | Group B | NA | 188 | Russia | 1.1.0 | 2 | 2 | 10 | Group Stage | 4726 | Saint-Petersburg Stadium | 188 | Russia | 180 | Antonio Miguel Mateu Lahoz | 214 | Spain |
| 3788744 | 2021-06-12 | 15:00:00 | 1 | 1 | available | available | 2021-06-20 12:57:59 | 2022-08-04 12:00:00 | 1 | 55 | Europe | UEFA Euro | 43 | 2020 | 907 | Wales | male | Group A | NA | 249 | Wales | 773 | Switzerland | male | Group A | NA | 221 | Switzerland | 1.1.0 | 2 | 2 | 10 | Group Stage | 4549 | Bakı Olimpiya Stadionu | 16 | Azerbaijan | 76 | Clément Turpin | 78 | France |
Información de los partidos de la competencia elegida
Ejemplo 1: Statsbomb
- Código
- Data
| id | index | period | timestamp | minute | second | possession | duration | related_events | location | out | under_pressure | off_camera | counterpress | type.id | type.name | possession_team.id | possession_team.name | play_pattern.id | play_pattern.name | team.id | team.name | tactics.formation | tactics.lineup | player.id | player.name | position.id | position.name | pass.length | pass.angle | pass.end_location | pass.switch | pass.through_ball | pass.cross | pass.deflected | pass.outswinging | pass.aerial_won | pass.assisted_shot_id | pass.shot_assist | pass.no_touch | pass.inswinging | pass.cut_back | pass.goal_assist | pass.recipient.id | pass.recipient.name | pass.height.id | pass.height.name | pass.type.id | pass.type.name | pass.body_part.id | pass.body_part.name | pass.outcome.id | pass.outcome.name | pass.technique.id | pass.technique.name | carry.end_location | ball_receipt.outcome.id | ball_receipt.outcome.name | interception.outcome.id | interception.outcome.name | foul_won.defensive | foul_won.advantage | dribble.overrun | dribble.nutmeg | dribble.outcome.id | dribble.outcome.name | duel.outcome.id | duel.outcome.name | duel.type.id | duel.type.name | clearance.right_foot | clearance.head | clearance.aerial_won | clearance.left_foot | clearance.body_part.id | clearance.body_part.name | shot.statsbomb_xg | shot.end_location | shot.freeze_frame | shot.first_time | shot.key_pass_id | shot.aerial_won | shot.one_on_one | shot.technique.id | shot.technique.name | shot.outcome.id | shot.outcome.name | shot.type.id | shot.type.name | shot.body_part.id | shot.body_part.name | goalkeeper.end_location | goalkeeper.position.id | goalkeeper.position.name | goalkeeper.type.id | goalkeeper.type.name | goalkeeper.outcome.id | goalkeeper.outcome.name | goalkeeper.body_part.id | goalkeeper.body_part.name | goalkeeper.technique.id | goalkeeper.technique.name | foul_committed.advantage | foul_committed.card.id | foul_committed.card.name | block.offensive | ball_recovery.recovery_failure | substitution.outcome.id | substitution.outcome.name | substitution.replacement.id | substitution.replacement.name | injury_stoppage.in_chain | match_id | competition_id | season_id | pass.straight | pass.miscommunication | foul_committed.offensive | foul_committed.penalty | foul_committed.type.id | foul_committed.type.name | foul_won.penalty | goalkeeper.punched_out | 50_50.outcome.id | 50_50.outcome.name | block.deflection | block.save_block | miscontrol.aerial_won | clearance.other | shot.deflected | bad_behaviour.card.id | bad_behaviour.card.name | shot.redirect | shot.open_goal | goalkeeper.shot_saved_to_post | goalkeeper.shot_saved_off_target | shot.saved_to_post | shot.saved_off_target | goalkeeper.lost_in_play | goalkeeper.success_in_play | ball_recovery.offensive | dribble.no_touch | goalkeeper.penalty_saved_to_post | shot.follows_dribble | player_off.permanent | location.x | location.y | carry.end_location.x | carry.end_location.y | pass.end_location.x | pass.end_location.y | shot.end_location.x | shot.end_location.y | shot.end_location.z | shot_impact_height | player.name.GK | player.id.GK | location.x.GK | location.y.GK | DistToGoal | DistToKeeper | AngleToGoal | AngleToKeeper | AngleDeviation | avevelocity | DistSGK | density | density.incone | distance.ToD1 | distance.ToD2 | AttackersBehindBall | DefendersBehindBall | DefendersInCone | InCone.GK | DefArea | distance.ToD1.360 | distance.ToD2.360 | milliseconds | ElapsedTime | StartOfPossession | TimeInPoss | TimeToPossEnd |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 19edeac2-e63f-4795-8a8b-17a6e9fdb6e3 | 1 | 1 | 00:00:00 | 0 | 0 | 1 | 0.000000 | NA | NA | NA | NA | NA | NA | 35 | Starting XI | 909 | Turkey | 1 | Regular Play | 909 | Turkey | 4141 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3788741 | 55 | 43 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 0 | 0.000 | 0.000 | 0.000 | 0.000 |
| 89072e2e-b64f-4099-846b-b22cf000f9c7 | 2 | 1 | 00:00:00 | 0 | 0 | 1 | 0.000000 | NA | NA | NA | NA | NA | NA | 35 | Starting XI | 909 | Turkey | 1 | Regular Play | 914 | Italy | 433 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3788741 | 55 | 43 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 0 | 0.000 | 0.000 | 0.000 | 0.000 |
| 46c6901e-3b12-495a-b68a-19ca15798ed0 | 3 | 1 | 00:00:00 | 0 | 0 | 1 | 0.000000 | NA | NA | NA | NA | NA | NA | 18 | Half Start | 909 | Turkey | 1 | Regular Play | 914 | Italy | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3788741 | 55 | 43 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 0 | 0.000 | 0.000 | 0.000 | 0.000 |
| 9e5b0646-91cc-49a1-bf88-39bde773b949 | 4 | 1 | 00:00:00 | 0 | 0 | 1 | 0.000000 | NA | NA | NA | NA | NA | NA | 18 | Half Start | 909 | Turkey | 1 | Regular Play | 909 | Turkey | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3788741 | 55 | 43 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 0 | 0.000 | 0.000 | 0.000 | 0.000 |
| bbc398f7-c784-4958-a504-37b583caf97a | 5 | 1 | 00:00:00 | 0 | 0 | 2 | 1.910504 | NA | NA | NA | NA | NA | NA | 30 | Pass | 909 | Turkey | 9 | From Kick Off | 909 | Turkey | NA | NA | 11086 | Burak Yilmaz | 23 | Center Forward | 29.69327 | -2.7548325 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 8963 | Caglar Söyüncü | 1 | Ground Pass | 65 | Kick Off | 40 | Right Foot | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3788741 | 55 | 43 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 60.0 | 40.0 | NA | NA | 32.5 | 28.8 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 878 | 0.878 | 0.878 | 0.000 | 5.988 |
| 0d2c8266-ba81-46ee-acf8-a9eebd86d672 | 6 | 1 | 00:00:02 | 0 | 2 | 2 | NA | NA | NA | NA | NA | NA | NA | 42 | Ball Receipt* | 909 | Turkey | 9 | From Kick Off | 909 | Turkey | NA | NA | 8963 | Caglar Söyüncü | 5 | Left Center Back | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3788741 | 55 | 43 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 32.5 | 28.8 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 789 | 2.789 | 0.878 | 1.911 | 4.077 |
| 605315c0-8960-4f53-94cb-87ae77e86750 | 7 | 1 | 00:00:02 | 0 | 2 | 2 | 1.499077 | NA | NA | NA | NA | NA | NA | 43 | Carry | 909 | Turkey | 9 | From Kick Off | 909 | Turkey | NA | NA | 8963 | Caglar Söyüncü | 5 | Left Center Back | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3788741 | 55 | 43 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 32.5 | 28.8 | 36.2 | 30.4 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 789 | 2.789 | 0.878 | 1.911 | 4.077 |
| 5c210f79-9714-44a6-b2ec-387f6a117b37 | 8 | 1 | 00:00:04 | 0 | 4 | 2 | 2.476772 | NA | NA | NA | NA | NA | NA | 30 | Pass | 909 | Turkey | 9 | From Kick Off | 909 | Turkey | NA | NA | 8963 | Caglar Söyüncü | 5 | Left Center Back | 57.02114 | 0.9209817 | NA | TRUE | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 8541 | Kenan Karaman | 3 | High Pass | NA | NA | 38 | Left Foot | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3788741 | 55 | 43 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 36.2 | 30.4 | NA | NA | 70.7 | 75.8 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 288 | 4.288 | 0.878 | 3.410 | 2.578 |
| 143e4e12-d6bc-451f-8ba8-9b63bf5c3b71 | 9 | 1 | 00:00:06 | 0 | 6 | 2 | 0.080000 | NA | NA | NA | NA | NA | NA | 17 | Pressure | 909 | Turkey | 9 | From Kick Off | 914 | Italy | NA | NA | 8286 | Leonardo Spinazzola | 6 | Left Back | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3788741 | 55 | 43 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 48.2 | 8.4 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 751 | 6.751 | 0.878 | 5.873 | 0.115 |
| ced7b363-5824-4994-90f1-de3684d0b3c4 | 10 | 1 | 00:00:06 | 0 | 6 | 2 | NA | NA | NA | NA | TRUE | NA | NA | 42 | Ball Receipt* | 909 | Turkey | 9 | From Kick Off | 909 | Turkey | NA | NA | 8541 | Kenan Karaman | 12 | Right Midfield | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3788741 | 55 | 43 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70.7 | 75.8 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 764 | 6.764 | 0.878 | 5.886 | 0.102 |
Finalmente, los datos de eventing de los partidos de la competencia elegida.
Ejemplo 1: Statsbomb
Ejemplos de visualizaciones realizadas con datos de Eventing de Statsbomb
Eventing + Tracking: Statsbomb 360
Datos abiertos de Tracking
Son solo datos de ejemplo para conocer su formato y contenido
Paquete de R {soccerAnimate}
Web Scraping!
Variedad de fuentes: Transfermarkt + FBref + Fotmob + Understat
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Ejemplo 2: Transfermarkt
Código
#install.packages("worldfootballR")
#devtools::install_github("JaseZiv/worldfootballR")
library(worldfootballR)
url_torneo = "https://www.transfermarkt.es/weltmeisterschaft-2022/teilnehmer/pokalwettbewerb/WM22/saison_id/2021"
selecciones = tm_league_team_urls(league_url = url_torneo, start_year = 2022)- Data
| x |
|---|
| https://www.transfermarkt.com/england/startseite/verein/3299 |
| https://www.transfermarkt.com/frankreich/startseite/verein/3377 |
| https://www.transfermarkt.com/brasilien/startseite/verein/3439 |
| https://www.transfermarkt.com/deutschland/startseite/verein/3262 |
| https://www.transfermarkt.com/portugal/startseite/verein/3300 |
| https://www.transfermarkt.com/spanien/startseite/verein/3375 |
| https://www.transfermarkt.com/argentinien/startseite/verein/3437 |
| https://www.transfermarkt.com/niederlande/startseite/verein/3379 |
| https://www.transfermarkt.com/uruguay/startseite/verein/3449 |
| https://www.transfermarkt.com/serbien/startseite/verein/3438 |
| https://www.transfermarkt.com/kroatien/startseite/verein/3556 |
| https://www.transfermarkt.com/belgien/startseite/verein/3382 |
| https://www.transfermarkt.com/senegal/startseite/verein/3499 |
| https://www.transfermarkt.com/danemark/startseite/verein/3436 |
| https://www.transfermarkt.com/polen/startseite/verein/3442 |
| https://www.transfermarkt.com/schweiz/startseite/verein/3384 |
| https://www.transfermarkt.com/marokko/startseite/verein/3575 |
| https://www.transfermarkt.com/vereinigte-staaten/startseite/verein/3505 |
| https://www.transfermarkt.com/ghana/startseite/verein/3441 |
| https://www.transfermarkt.com/kanada/startseite/verein/3510 |
| https://www.transfermarkt.com/kamerun/startseite/verein/3434 |
| https://www.transfermarkt.com/wales/startseite/verein/3864 |
| https://www.transfermarkt.com/mexiko/startseite/verein/6303 |
| https://www.transfermarkt.com/ecuador/startseite/verein/5750 |
| https://www.transfermarkt.com/australien/startseite/verein/3433 |
| https://www.transfermarkt.com/tunesien/startseite/verein/3670 |
| https://www.transfermarkt.com/saudi-arabien/startseite/verein/3807 |
| https://www.transfermarkt.com/japan/startseite/verein/3435 |
| https://www.transfermarkt.com/sudkorea/startseite/verein/3589 |
| https://www.transfermarkt.com/katar/startseite/verein/14162 |
| https://www.transfermarkt.com/costa-rica/startseite/verein/8497 |
| https://www.transfermarkt.com/iran/startseite/verein/3582 |
Documentación para decargar info. de Transfermarkt
Ejemplo 2: Transfermarkt
- Código
- Data
| player_url | country_name |
|---|---|
| https://www.transfermarkt.com/aaron-ramsdale/profil/spieler/427568 | england |
| https://www.transfermarkt.com/jordan-pickford/profil/spieler/130164 | england |
| https://www.transfermarkt.com/nick-pope/profil/spieler/192080 | england |
| https://www.transfermarkt.com/fikayo-tomori/profil/spieler/303254 | england |
| https://www.transfermarkt.com/ben-white/profil/spieler/335721 | england |
| https://www.transfermarkt.com/harry-maguire/profil/spieler/177907 | england |
| https://www.transfermarkt.com/marc-guehi/profil/spieler/392757 | england |
| https://www.transfermarkt.com/john-stones/profil/spieler/186590 | england |
| https://www.transfermarkt.com/conor-coady/profil/spieler/128901 | england |
| https://www.transfermarkt.com/trent-alexander-arnold/profil/spieler/314353 | england |
| https://www.transfermarkt.com/reece-james/profil/spieler/472423 | england |
| https://www.transfermarkt.com/james-justin/profil/spieler/413220 | england |
| https://www.transfermarkt.com/kyle-walker/profil/spieler/95424 | england |
| https://www.transfermarkt.com/kieran-trippier/profil/spieler/95810 | england |
| https://www.transfermarkt.com/declan-rice/profil/spieler/357662 | england |
| https://www.transfermarkt.com/kalvin-phillips/profil/spieler/351749 | england |
| https://www.transfermarkt.com/phil-foden/profil/spieler/406635 | england |
| https://www.transfermarkt.com/jude-bellingham/profil/spieler/581678 | england |
| https://www.transfermarkt.com/james-ward-prowse/profil/spieler/181579 | england |
| https://www.transfermarkt.com/conor-gallagher/profil/spieler/488362 | england |
| https://www.transfermarkt.com/bukayo-saka/profil/spieler/433177 | england |
| https://www.transfermarkt.com/mason-mount/profil/spieler/346483 | england |
| https://www.transfermarkt.com/raheem-sterling/profil/spieler/134425 | england |
| https://www.transfermarkt.com/jack-grealish/profil/spieler/203460 | england |
| https://www.transfermarkt.com/jarrod-bowen/profil/spieler/314875 | england |
| https://www.transfermarkt.com/harry-kane/profil/spieler/132098 | england |
| https://www.transfermarkt.com/tammy-abraham/profil/spieler/331726 | england |
| https://www.transfermarkt.com/mike-maignan/profil/spieler/182906 | frankreich |
| https://www.transfermarkt.com/alphonse-areola/profil/spieler/120629 | frankreich |
| https://www.transfermarkt.com/hugo-lloris/profil/spieler/17965 | frankreich |
| https://www.transfermarkt.com/jules-kounde/profil/spieler/411975 | frankreich |
| https://www.transfermarkt.com/lucas-hernandez/profil/spieler/281963 | frankreich |
| https://www.transfermarkt.com/raphael-varane/profil/spieler/164770 | frankreich |
| https://www.transfermarkt.com/presnel-kimpembe/profil/spieler/282041 | frankreich |
| https://www.transfermarkt.com/ibrahima-konate/profil/spieler/357119 | frankreich |
| https://www.transfermarkt.com/william-saliba/profil/spieler/495666 | frankreich |
| https://www.transfermarkt.com/theo-hernandez/profil/spieler/339808 | frankreich |
| https://www.transfermarkt.com/lucas-digne/profil/spieler/126664 | frankreich |
| https://www.transfermarkt.com/benjamin-pavard/profil/spieler/353366 | frankreich |
| https://www.transfermarkt.com/jonathan-clauss/profil/spieler/175639 | frankreich |
| https://www.transfermarkt.com/aurelien-tchouameni/profil/spieler/413112 | frankreich |
| https://www.transfermarkt.com/ngolo-kante/profil/spieler/225083 | frankreich |
| https://www.transfermarkt.com/boubacar-kamara/profil/spieler/394327 | frankreich |
| https://www.transfermarkt.com/matteo-guendouzi/profil/spieler/465830 | frankreich |
| https://www.transfermarkt.com/adrien-rabiot/profil/spieler/182913 | frankreich |
| https://www.transfermarkt.com/moussa-diaby/profil/spieler/395516 | frankreich |
| https://www.transfermarkt.com/kingsley-coman/profil/spieler/243714 | frankreich |
| https://www.transfermarkt.com/christopher-nkunku/profil/spieler/344381 | frankreich |
| https://www.transfermarkt.com/antoine-griezmann/profil/spieler/125781 | frankreich |
| https://www.transfermarkt.com/kylian-mbappe/profil/spieler/342229 | frankreich |
| https://www.transfermarkt.com/karim-benzema/profil/spieler/18922 | frankreich |
| https://www.transfermarkt.com/wissam-ben-yedder/profil/spieler/146854 | frankreich |
| https://www.transfermarkt.com/alisson/profil/spieler/105470 | brasilien |
| https://www.transfermarkt.com/ederson/profil/spieler/238223 | brasilien |
| https://www.transfermarkt.com/weverton/profil/spieler/69400 | brasilien |
| https://www.transfermarkt.com/marquinhos/profil/spieler/181767 | brasilien |
| https://www.transfermarkt.com/eder-militao/profil/spieler/401530 | brasilien |
| https://www.transfermarkt.com/bremer/profil/spieler/516716 | brasilien |
| https://www.transfermarkt.com/roger-ibanez/profil/spieler/524481 | brasilien |
| https://www.transfermarkt.com/thiago-silva/profil/spieler/29241 | brasilien |
| https://www.transfermarkt.com/alex-telles/profil/spieler/255755 | brasilien |
| https://www.transfermarkt.com/alex-sandro/profil/spieler/79960 | brasilien |
| https://www.transfermarkt.com/danilo/profil/spieler/145707 | brasilien |
| https://www.transfermarkt.com/fabinho/profil/spieler/225693 | brasilien |
| https://www.transfermarkt.com/casemiro/profil/spieler/16306 | brasilien |
| https://www.transfermarkt.com/bruno-guimaraes/profil/spieler/520624 | brasilien |
| https://www.transfermarkt.com/fred/profil/spieler/191614 | brasilien |
| https://www.transfermarkt.com/lucas-paqueta/profil/spieler/444523 | brasilien |
| https://www.transfermarkt.com/everton-ribeiro/profil/spieler/52896 | brasilien |
| https://www.transfermarkt.com/vinicius-junior/profil/spieler/371998 | brasilien |
| https://www.transfermarkt.com/neymar/profil/spieler/68290 | brasilien |
| https://www.transfermarkt.com/rodrygo/profil/spieler/412363 | brasilien |
| https://www.transfermarkt.com/raphinha/profil/spieler/411295 | brasilien |
| https://www.transfermarkt.com/antony/profil/spieler/602105 | brasilien |
| https://www.transfermarkt.com/richarlison/profil/spieler/378710 | brasilien |
| https://www.transfermarkt.com/roberto-firmino/profil/spieler/131789 | brasilien |
| https://www.transfermarkt.com/matheus-cunha/profil/spieler/517894 | brasilien |
| https://www.transfermarkt.com/pedro/profil/spieler/432895 | brasilien |
| https://www.transfermarkt.com/manuel-neuer/profil/spieler/17259 | deutschland |
| https://www.transfermarkt.com/kevin-trapp/profil/spieler/45672 | deutschland |
| https://www.transfermarkt.com/oliver-baumann/profil/spieler/55089 | deutschland |
| https://www.transfermarkt.com/antonio-rudiger/profil/spieler/86202 | deutschland |
| https://www.transfermarkt.com/niklas-sule/profil/spieler/166601 | deutschland |
| https://www.transfermarkt.com/nico-schlotterbeck/profil/spieler/388198 | deutschland |
| https://www.transfermarkt.com/jonathan-tah/profil/spieler/196357 | deutschland |
| https://www.transfermarkt.com/thilo-kehrer/profil/spieler/228948 | deutschland |
| https://www.transfermarkt.com/lukas-klostermann/profil/spieler/215599 | deutschland |
| https://www.transfermarkt.com/david-raum/profil/spieler/318204 | deutschland |
| https://www.transfermarkt.com/benjamin-henrichs/profil/spieler/202591 | deutschland |
| https://www.transfermarkt.com/joshua-kimmich/profil/spieler/161056 | deutschland |
| https://www.transfermarkt.com/anton-stach/profil/spieler/344069 | deutschland |
| https://www.transfermarkt.com/leon-goretzka/profil/spieler/153084 | deutschland |
| https://www.transfermarkt.com/ilkay-gundogan/profil/spieler/53622 | deutschland |
| https://www.transfermarkt.com/kai-havertz/profil/spieler/309400 | deutschland |
| https://www.transfermarkt.com/jamal-musiala/profil/spieler/580195 | deutschland |
| https://www.transfermarkt.com/julian-brandt/profil/spieler/187492 | deutschland |
| https://www.transfermarkt.com/leroy-sane/profil/spieler/192565 | deutschland |
| https://www.transfermarkt.com/serge-gnabry/profil/spieler/159471 | deutschland |
| https://www.transfermarkt.com/jonas-hofmann/profil/spieler/7161 | deutschland |
| https://www.transfermarkt.com/thomas-muller/profil/spieler/58358 | deutschland |
| https://www.transfermarkt.com/timo-werner/profil/spieler/170527 | deutschland |
| https://www.transfermarkt.com/karim-adeyemi/profil/spieler/496094 | deutschland |
| https://www.transfermarkt.com/lukas-nmecha/profil/spieler/314288 | deutschland |
| https://www.transfermarkt.com/diogo-costa/profil/spieler/357153 | portugal |
| https://www.transfermarkt.com/rui-silva/profil/spieler/234811 | portugal |
| https://www.transfermarkt.com/rui-patricio/profil/spieler/45026 | portugal |
| https://www.transfermarkt.com/david-carmo/profil/spieler/498237 | portugal |
| https://www.transfermarkt.com/domingos-duarte/profil/spieler/257376 | portugal |
| https://www.transfermarkt.com/pepe/profil/spieler/14132 | portugal |
| https://www.transfermarkt.com/nuno-mendes/profil/spieler/616341 | portugal |
| https://www.transfermarkt.com/joao-cancelo/profil/spieler/182712 | portugal |
| https://www.transfermarkt.com/diogo-dalot/profil/spieler/357147 | portugal |
| https://www.transfermarkt.com/jose-perides/profil/spieler/251219 | portugal |
| https://www.transfermarkt.com/ruben-neves/profil/spieler/225161 | portugal |
| https://www.transfermarkt.com/joao-palhinha/profil/spieler/257455 | portugal |
| https://www.transfermarkt.com/william-carvalho/profil/spieler/100131 | portugal |
| https://www.transfermarkt.com/danilo-pereira/profil/spieler/141050 | portugal |
| https://www.transfermarkt.com/matheus-nunes/profil/spieler/601883 | portugal |
| https://www.transfermarkt.com/vitinha/profil/spieler/487469 | portugal |
| https://www.transfermarkt.com/otavio/profil/spieler/231289 | portugal |
| https://www.transfermarkt.com/bruno-fernandes/profil/spieler/240306 | portugal |
| https://www.transfermarkt.com/bernardo-silva/profil/spieler/241641 | portugal |
| https://www.transfermarkt.com/rafael-leao/profil/spieler/357164 | portugal |
| https://www.transfermarkt.com/diogo-jota/profil/spieler/340950 | portugal |
| https://www.transfermarkt.com/goncalo-guedes/profil/spieler/225122 | portugal |
| https://www.transfermarkt.com/ricardo-horta/profil/spieler/261927 | portugal |
| https://www.transfermarkt.com/andre-silva/profil/spieler/198008 | portugal |
| https://www.transfermarkt.com/unai-simon/profil/spieler/262396 | spanien |
| https://www.transfermarkt.com/david-raya/profil/spieler/262749 | spanien |
| https://www.transfermarkt.com/robert-sanchez/profil/spieler/403151 | spanien |
| https://www.transfermarkt.com/pau-torres/profil/spieler/399776 | spanien |
| https://www.transfermarkt.com/inigo-martinez/profil/spieler/158863 | spanien |
| https://www.transfermarkt.com/eric-garcia/profil/spieler/466794 | spanien |
| https://www.transfermarkt.com/diego-llorente/profil/spieler/246291 | spanien |
| https://www.transfermarkt.com/marcos-alonso/profil/spieler/112515 | spanien |
| https://www.transfermarkt.com/jordi-alba/profil/spieler/69751 | spanien |
| https://www.transfermarkt.com/daniel-carvajal/profil/spieler/138927 | spanien |
| https://www.transfermarkt.com/cesar-azpilicueta/profil/spieler/57500 | spanien |
| https://www.transfermarkt.com/rodri/profil/spieler/357565 | spanien |
| https://www.transfermarkt.com/sergio-busquets/profil/spieler/65230 | spanien |
| https://www.transfermarkt.com/gavi/profil/spieler/646740 | spanien |
| https://www.transfermarkt.com/carlos-soler/profil/spieler/372246 | spanien |
| https://www.transfermarkt.com/marcos-llorente/profil/spieler/282411 | spanien |
| https://www.transfermarkt.com/koke/profil/spieler/74229 | spanien |
| https://www.transfermarkt.com/dani-olmo/profil/spieler/293385 | spanien |
| https://www.transfermarkt.com/ansu-fati/profil/spieler/466810 | spanien |
| https://www.transfermarkt.com/ferran-torres/profil/spieler/398184 | spanien |
| https://www.transfermarkt.com/marco-asensio/profil/spieler/296622 | spanien |
| https://www.transfermarkt.com/pablo-sarabia/profil/spieler/74230 | spanien |
| https://www.transfermarkt.com/alvaro-morata/profil/spieler/128223 | spanien |
| https://www.transfermarkt.com/raul-de-tomas/profil/spieler/162038 | spanien |
| https://www.transfermarkt.com/emiliano-martinez/profil/spieler/111873 | argentinien |
| https://www.transfermarkt.com/juan-musso/profil/spieler/242359 | argentinien |
| https://www.transfermarkt.com/geronimo-rulli/profil/spieler/229604 | argentinien |
| https://www.transfermarkt.com/franco-armani/profil/spieler/119634 | argentinien |
| https://www.transfermarkt.com/cristian-romero/profil/spieler/355915 | argentinien |
| https://www.transfermarkt.com/lisandro-martinez/profil/spieler/480762 | argentinien |
| https://www.transfermarkt.com/lucas-martinez-quarta/profil/spieler/373373 | argentinien |
| https://www.transfermarkt.com/facundo-medina/profil/spieler/474800 | argentinien |
| https://www.transfermarkt.com/nehuen-perez/profil/spieler/491693 | argentinien |
| https://www.transfermarkt.com/german-pezzella/profil/spieler/113133 | argentinien |
| https://www.transfermarkt.com/nicolas-otamendi/profil/spieler/54781 | argentinien |
| https://www.transfermarkt.com/marcos-acuna/profil/spieler/60410 | argentinien |
| https://www.transfermarkt.com/nicolas-tagliafico/profil/spieler/131225 | argentinien |
| https://www.transfermarkt.com/nahuel-molina/profil/spieler/424042 | argentinien |
| https://www.transfermarkt.com/gonzalo-montiel/profil/spieler/402733 | argentinien |
| https://www.transfermarkt.com/guido-rodriguez/profil/spieler/342385 | argentinien |
| https://www.transfermarkt.com/leandro-paredes/profil/spieler/166237 | argentinien |
| https://www.transfermarkt.com/rodrigo-de-paul/profil/spieler/255901 | argentinien |
| https://www.transfermarkt.com/giovani-lo-celso/profil/spieler/348795 | argentinien |
| https://www.transfermarkt.com/enzo-fernandez/profil/spieler/648195 | argentinien |
| https://www.transfermarkt.com/exequiel-palacios/profil/spieler/401578 | argentinien |
| https://www.transfermarkt.com/alexis-mac-allister/profil/spieler/534033 | argentinien |
| https://www.transfermarkt.com/thiago-almada/profil/spieler/576028 | argentinien |
| https://www.transfermarkt.com/papu-gomez/profil/spieler/20005 | argentinien |
| https://www.transfermarkt.com/nicolas-gonzalez/profil/spieler/486031 | argentinien |
| https://www.transfermarkt.com/lionel-messi/profil/spieler/28003 | argentinien |
| https://www.transfermarkt.com/angel-correa/profil/spieler/266807 | argentinien |
| https://www.transfermarkt.com/angel-di-maria/profil/spieler/45320 | argentinien |
| https://www.transfermarkt.com/paulo-dybala/profil/spieler/206050 | argentinien |
| https://www.transfermarkt.com/joaquin-correa/profil/spieler/227081 | argentinien |
| https://www.transfermarkt.com/lautaro-martinez/profil/spieler/406625 | argentinien |
| https://www.transfermarkt.com/julian-alvarez/profil/spieler/576024 | argentinien |
| https://www.transfermarkt.com/mark-flekken/profil/spieler/125714 | niederlande |
| https://www.transfermarkt.com/jasper-cillessen/profil/spieler/146227 | niederlande |
| https://www.transfermarkt.com/kjell-scherpen/profil/spieler/463527 | niederlande |
| https://www.transfermarkt.com/matthijs-de-ligt/profil/spieler/326031 | niederlande |
| https://www.transfermarkt.com/jurrien-timber/profil/spieler/420243 | niederlande |
| https://www.transfermarkt.com/stefan-de-vrij/profil/spieler/111196 | niederlande |
| https://www.transfermarkt.com/nathan-ake/profil/spieler/177476 | niederlande |
| https://www.transfermarkt.com/jordan-teze/profil/spieler/364245 | niederlande |
| https://www.transfermarkt.com/bruno-martins-indi/profil/spieler/112052 | niederlande |
| https://www.transfermarkt.com/tyrell-malacia/profil/spieler/339340 | niederlande |
| https://www.transfermarkt.com/daley-blind/profil/spieler/12282 | niederlande |
| https://www.transfermarkt.com/hans-hateboer/profil/spieler/275303 | niederlande |
| https://www.transfermarkt.com/teun-koopmeiners/profil/spieler/360518 | niederlande |
| https://www.transfermarkt.com/jerdy-schouten/profil/spieler/347900 | niederlande |
| https://www.transfermarkt.com/frenkie-de-jong/profil/spieler/326330 | niederlande |
| https://www.transfermarkt.com/denzel-dumfries/profil/spieler/321528 | niederlande |
| https://www.transfermarkt.com/steven-berghuis/profil/spieler/129554 | niederlande |
| https://www.transfermarkt.com/davy-klaassen/profil/spieler/182932 | niederlande |
| https://www.transfermarkt.com/guus-til/profil/spieler/372267 | niederlande |
| https://www.transfermarkt.com/cody-gakpo/profil/spieler/434675 | niederlande |
| https://www.transfermarkt.com/noa-lang/profil/spieler/339332 | niederlande |
| https://www.transfermarkt.com/steven-bergwijn/profil/spieler/284165 | niederlande |
| https://www.transfermarkt.com/memphis-depay/profil/spieler/167850 | niederlande |
| https://www.transfermarkt.com/wout-weghorst/profil/spieler/228645 | niederlande |
| https://www.transfermarkt.com/vincent-janssen/profil/spieler/207015 | niederlande |
| https://www.transfermarkt.com/sergio-rochet/profil/spieler/264014 | uruguay |
| https://www.transfermarkt.com/fernando-muslera/profil/spieler/58088 | uruguay |
| https://www.transfermarkt.com/sebastian-sosa/profil/spieler/76592 | uruguay |
| https://www.transfermarkt.com/santiago-mele/profil/spieler/320739 | uruguay |
| https://www.transfermarkt.com/guillermo-de-amores/profil/spieler/189425 | uruguay |
| https://www.transfermarkt.com/gaston-olveira/profil/spieler/301722 | uruguay |
| https://www.transfermarkt.com/jose-maria-gimenez/profil/spieler/250845 | uruguay |
| https://www.transfermarkt.com/ronald-araujo/profil/spieler/480267 | uruguay |
| https://www.transfermarkt.com/sebastian-coates/profil/spieler/102427 | uruguay |
| https://www.transfermarkt.com/agustin-rogel/profil/spieler/456535 | uruguay |
| https://www.transfermarkt.com/leandro-cabrera/profil/spieler/102423 | uruguay |
| https://www.transfermarkt.com/sebastian-caceres/profil/spieler/532389 | uruguay |
| https://www.transfermarkt.com/bruno-mendez/profil/spieler/552912 | uruguay |
| https://www.transfermarkt.com/martin-caceres/profil/spieler/54935 | uruguay |
| https://www.transfermarkt.com/mathias-olivera/profil/spieler/376514 | uruguay |
| https://www.transfermarkt.com/matias-vina/profil/spieler/439072 | uruguay |
| https://www.transfermarkt.com/joaquin-piquerez/profil/spieler/496268 | uruguay |
| https://www.transfermarkt.com/guillermo-varela/profil/spieler/188862 | uruguay |
| https://www.transfermarkt.com/damian-suarez/profil/spieler/76746 | uruguay |
| https://www.transfermarkt.com/federico-pereira/profil/spieler/671479 | uruguay |
| https://www.transfermarkt.com/lucas-torreira/profil/spieler/318077 | uruguay |
| https://www.transfermarkt.com/manuel-ugarte/profil/spieler/476701 | uruguay |
| https://www.transfermarkt.com/federico-valverde/profil/spieler/369081 | uruguay |
| https://www.transfermarkt.com/rodrigo-bentancur/profil/spieler/354362 | uruguay |
| https://www.transfermarkt.com/mauro-arambarri/profil/spieler/290249 | uruguay |
| https://www.transfermarkt.com/nicolas-de-la-cruz/profil/spieler/397458 | uruguay |
| https://www.transfermarkt.com/fernando-gorriaran/profil/spieler/310744 | uruguay |
| https://www.transfermarkt.com/matias-vecino/profil/spieler/143812 | uruguay |
| https://www.transfermarkt.com/giorgian-de-arrascaeta/profil/spieler/248410 | uruguay |
| https://www.transfermarkt.com/rodrigo-zalazar/profil/spieler/606752 | uruguay |
| https://www.transfermarkt.com/diego-rossi/profil/spieler/317454 | uruguay |
| https://www.transfermarkt.com/facundo-torres/profil/spieler/465822 | uruguay |
| https://www.transfermarkt.com/agustin-canobbio/profil/spieler/457533 | uruguay |
| https://www.transfermarkt.com/facundo-pellistri/profil/spieler/676318 | uruguay |
| https://www.transfermarkt.com/brian-ocampo/profil/spieler/598765 | uruguay |
| https://www.transfermarkt.com/darwin-nunez/profil/spieler/546543 | uruguay |
| https://www.transfermarkt.com/luis-suarez/profil/spieler/44352 | uruguay |
| https://www.transfermarkt.com/maxi-gomez/profil/spieler/396894 | uruguay |
| https://www.transfermarkt.com/martin-satriano/profil/spieler/640109 | uruguay |
| https://www.transfermarkt.com/agustin-alvarez/profil/spieler/812625 | uruguay |
| https://www.transfermarkt.com/edinson-cavani/profil/spieler/48280 | uruguay |
| https://www.transfermarkt.com/predrag-rajkovi%C4%87/profil/spieler/190263 | serbien |
| https://www.transfermarkt.com/marko-dmitrovi%C4%87/profil/spieler/94308 | serbien |
| https://www.transfermarkt.com/vanja-milinkovi%C4%87-savi%C4%87/profil/spieler/257474 | serbien |
| https://www.transfermarkt.com/nikola-milenkovi%C4%87/profil/spieler/413507 | serbien |
| https://www.transfermarkt.com/strahinja-pavlovic/profil/spieler/574671 | serbien |
| https://www.transfermarkt.com/strahinja-erakovic/profil/spieler/574660 | serbien |
| https://www.transfermarkt.com/milos-veljkovic/profil/spieler/202228 | serbien |
| https://www.transfermarkt.com/erhan-masovic/profil/spieler/343959 | serbien |
| https://www.transfermarkt.com/stefan-mitrovi%C4%87/profil/spieler/143029 | serbien |
| https://www.transfermarkt.com/mihailo-risti%C4%87/profil/spieler/271455 | serbien |
| https://www.transfermarkt.com/aleksa-terzi%C4%87/profil/spieler/404260 | serbien |
| https://www.transfermarkt.com/filip-mladenovic/profil/spieler/168063 | serbien |
| https://www.transfermarkt.com/nemanja-maksimovi%C4%87/profil/spieler/273152 | serbien |
| https://www.transfermarkt.com/uro-scaron-ra%C4%8Di%C4%87/profil/spieler/417575 | serbien |
| https://www.transfermarkt.com/nemanja-gudelj/profil/spieler/74294 | serbien |
| https://www.transfermarkt.com/sergej-milinkovi%C4%87-savi%C4%87/profil/spieler/266302 | serbien |
| https://www.transfermarkt.com/sa-scaron-a-luki%C4%87/profil/spieler/245056 | serbien |
| https://www.transfermarkt.com/ivan-ilic/profil/spieler/470794 | serbien |
| https://www.transfermarkt.com/marko-grujic/profil/spieler/222813 | serbien |
| https://www.transfermarkt.com/filip-kostic/profil/spieler/161011 | serbien |
| https://www.transfermarkt.com/darko-lazovi%C4%87/profil/spieler/70411 | serbien |
| https://www.transfermarkt.com/filip-djuricic/profil/spieler/94307 | serbien |
| https://www.transfermarkt.com/dusan-tadi%C4%87/profil/spieler/36139 | serbien |
| https://www.transfermarkt.com/nemanja-radonji%C4%87/profil/spieler/245078 | serbien |
| https://www.transfermarkt.com/andrija-zivkovic/profil/spieler/206843 | serbien |
| https://www.transfermarkt.com/du-scaron-an-vlahovi%C4%87/profil/spieler/357498 | serbien |
| https://www.transfermarkt.com/aleksandar-mitrovi%C4%87/profil/spieler/51152 | serbien |
| https://www.transfermarkt.com/luka-jovi%C4%87/profil/spieler/257462 | serbien |
| https://www.transfermarkt.com/djordje-jovanovic/profil/spieler/376460 | serbien |
| https://www.transfermarkt.com/dominik-livakovic/profil/spieler/205927 | kroatien |
| https://www.transfermarkt.com/ivica-ivusic/profil/spieler/160482 | kroatien |
| https://www.transfermarkt.com/lovre-kalinic/profil/spieler/46405 | kroatien |
| https://www.transfermarkt.com/josko-gvardiol/profil/spieler/475959 | kroatien |
| https://www.transfermarkt.com/josip-sutalo/profil/spieler/371001 | kroatien |
| https://www.transfermarkt.com/martin-erlic/profil/spieler/357003 | kroatien |
| https://www.transfermarkt.com/dejan-lovren/profil/spieler/37838 | kroatien |
| https://www.transfermarkt.com/domagoj-vida/profil/spieler/46083 | kroatien |
| https://www.transfermarkt.com/borna-sosa/profil/spieler/293194 | kroatien |
| https://www.transfermarkt.com/borna-barisic/profil/spieler/39125 | kroatien |
| https://www.transfermarkt.com/josip-juranovic/profil/spieler/362977 | kroatien |
| https://www.transfermarkt.com/josip-stanisic/profil/spieler/483046 | kroatien |
| https://www.transfermarkt.com/marcelo-brozovic/profil/spieler/156617 | kroatien |
| https://www.transfermarkt.com/mateo-kovacic/profil/spieler/51471 | kroatien |
| https://www.transfermarkt.com/luka-sucic/profil/spieler/502722 | kroatien |
| https://www.transfermarkt.com/luka-modric/profil/spieler/27992 | kroatien |
| https://www.transfermarkt.com/ivan-perisic/profil/spieler/42460 | kroatien |
| https://www.transfermarkt.com/mario-pasalic/profil/spieler/205938 | kroatien |
| https://www.transfermarkt.com/nikola-vlasic/profil/spieler/293200 | kroatien |
| https://www.transfermarkt.com/lovro-majer/profil/spieler/387106 | kroatien |
| https://www.transfermarkt.com/mislav-orsic/profil/spieler/119150 | kroatien |
| https://www.transfermarkt.com/andrej-kramaric/profil/spieler/46580 | kroatien |
| https://www.transfermarkt.com/marko-livaja/profil/spieler/95438 | kroatien |
| https://www.transfermarkt.com/bruno-petkovic/profil/spieler/256358 | kroatien |
| https://www.transfermarkt.com/ante-budimir/profil/spieler/46413 | kroatien |
| https://www.transfermarkt.com/koen-casteels/profil/spieler/108880 | belgien |
| https://www.transfermarkt.com/matz-sels/profil/spieler/127202 | belgien |
| https://www.transfermarkt.com/simon-mignolet/profil/spieler/50219 | belgien |
| https://www.transfermarkt.com/arthur-theate/profil/spieler/368891 | belgien |
| https://www.transfermarkt.com/wout-faes/profil/spieler/292808 | belgien |
| https://www.transfermarkt.com/brandon-mechele/profil/spieler/236168 | belgien |
| https://www.transfermarkt.com/toby-alderweireld/profil/spieler/42710 | belgien |
| https://www.transfermarkt.com/jan-vertonghen/profil/spieler/43250 | belgien |
| https://www.transfermarkt.com/timothy-castagne/profil/spieler/262226 | belgien |
| https://www.transfermarkt.com/thomas-foket/profil/spieler/215114 | belgien |
| https://www.transfermarkt.com/leander-dendoncker/profil/spieler/168157 | belgien |
| https://www.transfermarkt.com/axel-witsel/profil/spieler/35047 | belgien |
| https://www.transfermarkt.com/youri-tielemans/profil/spieler/249565 | belgien |
| https://www.transfermarkt.com/dennis-praet/profil/spieler/129588 | belgien |
| https://www.transfermarkt.com/charles-de-ketelaere/profil/spieler/435772 | belgien |
| https://www.transfermarkt.com/hans-vanaken/profil/spieler/137576 | belgien |
| https://www.transfermarkt.com/leandro-trossard/profil/spieler/144028 | belgien |
| https://www.transfermarkt.com/thorgan-hazard/profil/spieler/102226 | belgien |
| https://www.transfermarkt.com/eden-hazard/profil/spieler/50202 | belgien |
| https://www.transfermarkt.com/alexis-saelemaekers/profil/spieler/381950 | belgien |
| https://www.transfermarkt.com/adnan-januzaj/profil/spieler/177847 | belgien |
| https://www.transfermarkt.com/michy-batshuayi/profil/spieler/179184 | belgien |
| https://www.transfermarkt.com/lois-openda/profil/spieler/368887 | belgien |
| https://www.transfermarkt.com/dries-mertens/profil/spieler/56416 | belgien |
| https://www.transfermarkt.com/edouard-mendy/profil/spieler/442531 | senegal |
| https://www.transfermarkt.com/alfred-gomis/profil/spieler/163568 | senegal |
| https://www.transfermarkt.com/seny-dieng/profil/spieler/250870 | senegal |
| https://www.transfermarkt.com/kalidou-koulibaly/profil/spieler/93128 | senegal |
| https://www.transfermarkt.com/abdou-diallo/profil/spieler/229005 | senegal |
| https://www.transfermarkt.com/pape-abou-cisse/profil/spieler/364234 | senegal |
| https://www.transfermarkt.com/abdoulaye-seck/profil/spieler/265383 | senegal |
| https://www.transfermarkt.com/alpha-diounkou/profil/spieler/554175 | senegal |
| https://www.transfermarkt.com/fode-ballo-toure/profil/spieler/296422 | senegal |
| https://www.transfermarkt.com/saliou-ciss/profil/spieler/149444 | senegal |
| https://www.transfermarkt.com/youssouf-sabaly/profil/spieler/135492 | senegal |
| https://www.transfermarkt.com/pape-gueye/profil/spieler/485963 | senegal |
| https://www.transfermarkt.com/nampalys-mendy/profil/spieler/111051 | senegal |
| https://www.transfermarkt.com/cheikhou-kouyate/profil/spieler/66934 | senegal |
| https://www.transfermarkt.com/mamadou-loum/profil/spieler/364237 | senegal |
| https://www.transfermarkt.com/moustapha-name/profil/spieler/586262 | senegal |
| https://www.transfermarkt.com/pape-matar-sarr/profil/spieler/568693 | senegal |
| https://www.transfermarkt.com/idrissa-gueye/profil/spieler/126665 | senegal |
| https://www.transfermarkt.com/iliman-ndiaye/profil/spieler/623570 | senegal |
| https://www.transfermarkt.com/sadio-mane/profil/spieler/200512 | senegal |
| https://www.transfermarkt.com/ismaila-sarr/profil/spieler/410225 | senegal |
| https://www.transfermarkt.com/demba-seck/profil/spieler/551752 | senegal |
| https://www.transfermarkt.com/boulaye-dia/profil/spieler/626913 | senegal |
| https://www.transfermarkt.com/habib-diallo/profil/spieler/344888 | senegal |
| https://www.transfermarkt.com/famara-diedhiou/profil/spieler/237125 | senegal |
| https://www.transfermarkt.com/keita-balde/profil/spieler/238752 | senegal |
| https://www.transfermarkt.com/kasper-schmeichel/profil/spieler/16911 | danemark |
| https://www.transfermarkt.com/daniel-iversen/profil/spieler/260841 | danemark |
| https://www.transfermarkt.com/peter-vindahl/profil/spieler/395421 | danemark |
| https://www.transfermarkt.com/andreas-christensen/profil/spieler/196948 | danemark |
| https://www.transfermarkt.com/joachim-andersen/profil/spieler/260827 | danemark |
| https://www.transfermarkt.com/victor-nelsson/profil/spieler/422951 | danemark |
| https://www.transfermarkt.com/jannik-vestergaard/profil/spieler/99331 | danemark |
| https://www.transfermarkt.com/nicolai-boilesen/profil/spieler/69642 | danemark |
| https://www.transfermarkt.com/rasmus-kristensen/profil/spieler/369684 | danemark |
| https://www.transfermarkt.com/joakim-maehle/profil/spieler/369674 | danemark |
| https://www.transfermarkt.com/jens-stryger-larsen/profil/spieler/69646 | danemark |
| https://www.transfermarkt.com/morten-hjulmand/profil/spieler/461496 | danemark |
| https://www.transfermarkt.com/pierre-emile-hojbjerg/profil/spieler/167799 | danemark |
| https://www.transfermarkt.com/christian-eriksen/profil/spieler/69633 | danemark |
| https://www.transfermarkt.com/philip-billing/profil/spieler/320411 | danemark |
| https://www.transfermarkt.com/mathias-jensen/profil/spieler/319859 | danemark |
| https://www.transfermarkt.com/daniel-wass/profil/spieler/63463 | danemark |
| https://www.transfermarkt.com/andreas-skov-olsen/profil/spieler/432982 | danemark |
| https://www.transfermarkt.com/mikkel-damsgaard/profil/spieler/540941 | danemark |
| https://www.transfermarkt.com/robert-skov/profil/spieler/270393 | danemark |
| https://www.transfermarkt.com/jonas-wind/profil/spieler/391004 | danemark |
| https://www.transfermarkt.com/andreas-cornelius/profil/spieler/203412 | danemark |
| https://www.transfermarkt.com/martin-braithwaite/profil/spieler/95732 | danemark |
| https://www.transfermarkt.com/wojciech-szczesny/profil/spieler/44058 | polen |
| https://www.transfermarkt.com/bartlomiej-dragowski/profil/spieler/208166 | polen |
| https://www.transfermarkt.com/lukasz-skorupski/profil/spieler/80894 | polen |
| https://www.transfermarkt.com/radoslaw-majecki/profil/spieler/346546 | polen |
| https://www.transfermarkt.com/jan-bednarek/profil/spieler/243028 | polen |
| https://www.transfermarkt.com/pawel-dawidowicz/profil/spieler/248732 | polen |
| https://www.transfermarkt.com/jakub-kiwior/profil/spieler/425918 | polen |
| https://www.transfermarkt.com/mateusz-wieteska/profil/spieler/208172 | polen |
| https://www.transfermarkt.com/kamil-glik/profil/spieler/46552 | polen |
| https://www.transfermarkt.com/arkadiusz-reca/profil/spieler/268178 | polen |
| https://www.transfermarkt.com/tomasz-kedziora/profil/spieler/181118 | polen |
| https://www.transfermarkt.com/bartosz-bereszynski/profil/spieler/144143 | polen |
| https://www.transfermarkt.com/robert-gumny/profil/spieler/353826 | polen |
| https://www.transfermarkt.com/grzegorz-krychowiak/profil/spieler/45184 | polen |
| https://www.transfermarkt.com/szymon-zurkowski/profil/spieler/387234 | polen |
| https://www.transfermarkt.com/karol-linetty/profil/spieler/225873 | polen |
| https://www.transfermarkt.com/mateusz-klich/profil/spieler/92738 | polen |
| https://www.transfermarkt.com/damian-szymanski/profil/spieler/259881 | polen |
| https://www.transfermarkt.com/jakub-piotrowski/profil/spieler/377243 | polen |
| https://www.transfermarkt.com/przemyslaw-frankowski/profil/spieler/239743 | polen |
| https://www.transfermarkt.com/piotr-zielinski/profil/spieler/181136 | polen |
| https://www.transfermarkt.com/sebastian-szymanski/profil/spieler/320748 | polen |
| https://www.transfermarkt.com/mateusz-legowski/profil/spieler/570466 | polen |
| https://www.transfermarkt.com/nicola-zalewski/profil/spieler/550108 | polen |
| https://www.transfermarkt.com/jakub-kaminski/profil/spieler/407098 | polen |
| https://www.transfermarkt.com/kamil-grosicki/profil/spieler/37920 | polen |
| https://www.transfermarkt.com/michal-skoras/profil/spieler/393565 | polen |
| https://www.transfermarkt.com/robert-lewandowski/profil/spieler/38253 | polen |
| https://www.transfermarkt.com/arkadiusz-milik/profil/spieler/191891 | polen |
| https://www.transfermarkt.com/krzysztof-piatek/profil/spieler/327757 | polen |
| https://www.transfermarkt.com/karol-swiderski/profil/spieler/330126 | polen |
| https://www.transfermarkt.com/gregor-kobel/profil/spieler/257814 | schweiz |
| https://www.transfermarkt.com/jonas-omlin/profil/spieler/247915 | schweiz |
| https://www.transfermarkt.com/yann-sommer/profil/spieler/42205 | schweiz |
| https://www.transfermarkt.com/yvon-mvogo/profil/spieler/147051 | schweiz |
| https://www.transfermarkt.com/manuel-akanji/profil/spieler/284730 | schweiz |
| https://www.transfermarkt.com/nico-elvedi/profil/spieler/192635 | schweiz |
| https://www.transfermarkt.com/fabian-schar/profil/spieler/135343 | schweiz |
| https://www.transfermarkt.com/leonidas-stergiou/profil/spieler/507345 | schweiz |
| https://www.transfermarkt.com/ricardo-rodriguez/profil/spieler/86784 | schweiz |
| https://www.transfermarkt.com/eray-comert/profil/spieler/298583 | schweiz |
| https://www.transfermarkt.com/kevin-mbabu/profil/spieler/183321 | schweiz |
| https://www.transfermarkt.com/jordan-lotomba/profil/spieler/313094 | schweiz |
| https://www.transfermarkt.com/silvan-widmer/profil/spieler/168989 | schweiz |
| https://www.transfermarkt.com/granit-xhaka/profil/spieler/111455 | schweiz |
| https://www.transfermarkt.com/fabian-frei/profil/spieler/52595 | schweiz |
| https://www.transfermarkt.com/djibril-sow/profil/spieler/212723 | schweiz |
| https://www.transfermarkt.com/remo-freuler/profil/spieler/148252 | schweiz |
| https://www.transfermarkt.com/michel-aebischer/profil/spieler/237658 | schweiz |
| https://www.transfermarkt.com/mattia-bottani/profil/spieler/86484 | schweiz |
| https://www.transfermarkt.com/ruben-vargas/profil/spieler/345886 | schweiz |
| https://www.transfermarkt.com/steven-zuber/profil/spieler/68033 | schweiz |
| https://www.transfermarkt.com/xherdan-shaqiri/profil/spieler/86792 | schweiz |
| https://www.transfermarkt.com/renato-steffen/profil/spieler/194638 | schweiz |
| https://www.transfermarkt.com/noah-okafor/profil/spieler/346890 | schweiz |
| https://www.transfermarkt.com/breel-embolo/profil/spieler/237662 | schweiz |
| https://www.transfermarkt.com/haris-seferovic/profil/spieler/109256 | schweiz |
| https://www.transfermarkt.com/zeki-amdouni/profil/spieler/548729 | schweiz |
| https://www.transfermarkt.com/mario-gavranovic/profil/spieler/61380 | schweiz |
| https://www.transfermarkt.com/bono/profil/spieler/207834 | marokko |
| https://www.transfermarkt.com/ahmed-reda-tagnaouti/profil/spieler/238997 | marokko |
| https://www.transfermarkt.com/munir/profil/spieler/97925 | marokko |
| https://www.transfermarkt.com/anas-zniti/profil/spieler/216954 | marokko |
| https://www.transfermarkt.com/romain-saiss/profil/spieler/204198 | marokko |
| https://www.transfermarkt.com/achraf-dari/profil/spieler/566823 | marokko |
| https://www.transfermarkt.com/badr-benoun/profil/spieler/245193 | marokko |
| https://www.transfermarkt.com/samy-mmaee/profil/spieler/331840 | marokko |
| https://www.transfermarkt.com/jawad-el-yamiq/profil/spieler/235412 | marokko |
| https://www.transfermarkt.com/yahia-attiat-allah/profil/spieler/366746 | marokko |
| https://www.transfermarkt.com/hamza-el-moussaoui/profil/spieler/348772 | marokko |
| https://www.transfermarkt.com/achraf-hakimi/profil/spieler/398073 | marokko |
| https://www.transfermarkt.com/noussair-mazraoui/profil/spieler/340456 | marokko |
| https://www.transfermarkt.com/sofyan-amrabat/profil/spieler/287579 | marokko |
| https://www.transfermarkt.com/yahya-jabrane/profil/spieler/255749 | marokko |
| https://www.transfermarkt.com/azzedine-ounahi/profil/spieler/593482 | marokko |
| https://www.transfermarkt.com/hakim-ziyech/profil/spieler/217111 | marokko |
| https://www.transfermarkt.com/amine-harit/profil/spieler/372711 | marokko |
| https://www.transfermarkt.com/selim-amallah/profil/spieler/377219 | marokko |
| https://www.transfermarkt.com/ilias-chair/profil/spieler/380473 | marokko |
| https://www.transfermarkt.com/abdelhamid-sabiri/profil/spieler/340394 | marokko |
| https://www.transfermarkt.com/younes-belhanda/profil/spieler/118022 | marokko |
| https://www.transfermarkt.com/sofiane-boufal/profil/spieler/232271 | marokko |
| https://www.transfermarkt.com/ez-abde/profil/spieler/724520 | marokko |
| https://www.transfermarkt.com/soufiane-rahimi/profil/spieler/598506 | marokko |
| https://www.transfermarkt.com/zakaria-aboukhlal/profil/spieler/393238 | marokko |
| https://www.transfermarkt.com/youssef-en-nesyri/profil/spieler/433049 | marokko |
| https://www.transfermarkt.com/munir-el-haddadi/profil/spieler/223725 | marokko |
| https://www.transfermarkt.com/ayoub-el-kaabi/profil/spieler/521127 | marokko |
| https://www.transfermarkt.com/ryan-mmaee/profil/spieler/249543 | marokko |
| https://www.transfermarkt.com/walid-cheddira/profil/spieler/521407 | marokko |
| https://www.transfermarkt.com/matt-turner/profil/spieler/425306 | vereinigte-staaten |
| https://www.transfermarkt.com/sean-johnson/profil/spieler/126630 | vereinigte-staaten |
| https://www.transfermarkt.com/ethan-horvath/profil/spieler/242284 | vereinigte-staaten |
| https://www.transfermarkt.com/cameron-carter-vickers/profil/spieler/341049 | vereinigte-staaten |
| https://www.transfermarkt.com/walker-zimmerman/profil/spieler/245337 | vereinigte-staaten |
| https://www.transfermarkt.com/erik-palmer-brown/profil/spieler/282199 | vereinigte-staaten |
| https://www.transfermarkt.com/aaron-long/profil/spieler/271072 | vereinigte-staaten |
| https://www.transfermarkt.com/antonee-robinson/profil/spieler/349701 | vereinigte-staaten |
| https://www.transfermarkt.com/george-bello/profil/spieler/504147 | vereinigte-staaten |
| https://www.transfermarkt.com/joe-scally/profil/spieler/504153 | vereinigte-staaten |
| https://www.transfermarkt.com/reggie-cannon/profil/spieler/478940 | vereinigte-staaten |
| https://www.transfermarkt.com/deandre-yedlin/profil/spieler/255916 | vereinigte-staaten |
| https://www.transfermarkt.com/tyler-adams/profil/spieler/332705 | vereinigte-staaten |
| https://www.transfermarkt.com/kellyn-acosta/profil/spieler/189895 | vereinigte-staaten |
| https://www.transfermarkt.com/weston-mckennie/profil/spieler/332697 | vereinigte-staaten |
| https://www.transfermarkt.com/yunus-musah/profil/spieler/503991 | vereinigte-staaten |
| https://www.transfermarkt.com/cristian-roldan/profil/spieler/354792 | vereinigte-staaten |
| https://www.transfermarkt.com/luca-de-la-torre/profil/spieler/315762 | vereinigte-staaten |
| https://www.transfermarkt.com/brenden-aaronson/profil/spieler/393323 | vereinigte-staaten |
| https://www.transfermarkt.com/malik-tillman/profil/spieler/467437 | vereinigte-staaten |
| https://www.transfermarkt.com/jordan-morris/profil/spieler/337807 | vereinigte-staaten |
| https://www.transfermarkt.com/christian-pulisic/profil/spieler/315779 | vereinigte-staaten |
| https://www.transfermarkt.com/paul-arriola/profil/spieler/189876 | vereinigte-staaten |
| https://www.transfermarkt.com/timothy-weah/profil/spieler/370846 | vereinigte-staaten |
| https://www.transfermarkt.com/jesus-ferreira/profil/spieler/474249 | vereinigte-staaten |
| https://www.transfermarkt.com/haji-wright/profil/spieler/315291 | vereinigte-staaten |
| https://www.transfermarkt.com/richard-ofori/profil/spieler/274756 | ghana |
| https://www.transfermarkt.com/abdul-nurudeen/profil/spieler/511168 | ghana |
| https://www.transfermarkt.com/joe-wollacott/profil/spieler/418144 | ghana |
| https://www.transfermarkt.com/mohammed-salisu/profil/spieler/563963 | ghana |
| https://www.transfermarkt.com/alexander-djiku/profil/spieler/250844 | ghana |
| https://www.transfermarkt.com/daniel-amartey/profil/spieler/214056 | ghana |
| https://www.transfermarkt.com/joseph-aidoo/profil/spieler/358250 | ghana |
| https://www.transfermarkt.com/alidu-seidu/profil/spieler/798404 | ghana |
| https://www.transfermarkt.com/stephan-ambrosius/profil/spieler/327536 | ghana |
| https://www.transfermarkt.com/gideon-mensah/profil/spieler/397171 | ghana |
| https://www.transfermarkt.com/abdul-rahman-baba/profil/spieler/224884 | ghana |
| https://www.transfermarkt.com/tariq-lamptey/profil/spieler/504148 | ghana |
| https://www.transfermarkt.com/denis-odoi/profil/spieler/59641 | ghana |
| https://www.transfermarkt.com/thomas-partey/profil/spieler/230784 | ghana |
| https://www.transfermarkt.com/elisha-owusu/profil/spieler/395695 | ghana |
| https://www.transfermarkt.com/mohammed-kudus/profil/spieler/543499 | ghana |
| https://www.transfermarkt.com/iddrisu-baba/profil/spieler/442805 | ghana |
| https://www.transfermarkt.com/daniel-kofi-kyereh/profil/spieler/272587 | ghana |
| https://www.transfermarkt.com/issahaku-fatawu/profil/spieler/864121 | ghana |
| https://www.transfermarkt.com/kamaldeen-sulemana/profil/spieler/746695 | ghana |
| https://www.transfermarkt.com/andre-ayew/profil/spieler/45403 | ghana |
| https://www.transfermarkt.com/daniel-afriyie/profil/spieler/754158 | ghana |
| https://www.transfermarkt.com/osman-bukari/profil/spieler/548650 | ghana |
| https://www.transfermarkt.com/ransford-yeboah-konigsdorffer/profil/spieler/470038 | ghana |
| https://www.transfermarkt.com/inaki-williams/profil/spieler/255508 | ghana |
| https://www.transfermarkt.com/jordan-ayew/profil/spieler/108354 | ghana |
| https://www.transfermarkt.com/felix-afena-gyan/profil/spieler/872380 | ghana |
| https://www.transfermarkt.com/antoine-semenyo/profil/spieler/583255 | ghana |
| https://www.transfermarkt.com/benjamin-tetteh/profil/spieler/306382 | ghana |
| https://www.transfermarkt.com/maxime-crepeau/profil/spieler/189014 | kanada |
| https://www.transfermarkt.com/dayne-st-clair/profil/spieler/439750 | kanada |
| https://www.transfermarkt.com/milan-borjan/profil/spieler/67797 | kanada |
| https://www.transfermarkt.com/kamal-miller/profil/spieler/487504 | kanada |
| https://www.transfermarkt.com/doneil-henry/profil/spieler/157907 | kanada |
| https://www.transfermarkt.com/scott-kennedy/profil/spieler/418300 | kanada |
| https://www.transfermarkt.com/steven-vitoria/profil/spieler/54716 | kanada |
| https://www.transfermarkt.com/alphonso-davies/profil/spieler/424204 | kanada |
| https://www.transfermarkt.com/sam-adekugbe/profil/spieler/287578 | kanada |
| https://www.transfermarkt.com/raheem-edwards/profil/spieler/367429 | kanada |
| https://www.transfermarkt.com/alistair-johnston/profil/spieler/637446 | kanada |
| https://www.transfermarkt.com/richie-laryea/profil/spieler/417348 | kanada |
| https://www.transfermarkt.com/stephen-eustaquio/profil/spieler/512913 | kanada |
| https://www.transfermarkt.com/samuel-piette/profil/spieler/189019 | kanada |
| https://www.transfermarkt.com/atiba-hutchinson/profil/spieler/16101 | kanada |
| https://www.transfermarkt.com/mark-anthony-kaye/profil/spieler/343553 | kanada |
| https://www.transfermarkt.com/jonathan-osorio/profil/spieler/260807 | kanada |
| https://www.transfermarkt.com/cyle-larin/profil/spieler/343463 | kanada |
| https://www.transfermarkt.com/junior-hoilett/profil/spieler/58993 | kanada |
| https://www.transfermarkt.com/luca-koleosho/profil/spieler/745461 | kanada |
| https://www.transfermarkt.com/tajon-buchanan/profil/spieler/638793 | kanada |
| https://www.transfermarkt.com/jonathan-david/profil/spieler/533738 | kanada |
| https://www.transfermarkt.com/ike-ugbo/profil/spieler/339943 | kanada |
| https://www.transfermarkt.com/lucas-cavallini/profil/spieler/221038 | kanada |
| https://www.transfermarkt.com/charles-andreas-brym/profil/spieler/595028 | kanada |
| https://www.transfermarkt.com/andre-onana/profil/spieler/234509 | kamerun |
| https://www.transfermarkt.com/devis-epassy/profil/spieler/170471 | kamerun |
| https://www.transfermarkt.com/simon-ngapandouetnbu/profil/spieler/696600 | kamerun |
| https://www.transfermarkt.com/simon-omossola/profil/spieler/490769 | kamerun |
| https://www.transfermarkt.com/jean-charles-castelletto/profil/spieler/182875 | kamerun |
| https://www.transfermarkt.com/michael-ngadeu/profil/spieler/227239 | kamerun |
| https://www.transfermarkt.com/christopher-wooh/profil/spieler/572326 | kamerun |
| https://www.transfermarkt.com/oumar-gonzalez/profil/spieler/388795 | kamerun |
| https://www.transfermarkt.com/duplexe-tchamba/profil/spieler/490760 | kamerun |
| https://www.transfermarkt.com/nouhou/profil/spieler/436332 | kamerun |
| https://www.transfermarkt.com/ambroise-oyongo/profil/spieler/184922 | kamerun |
| https://www.transfermarkt.com/darlin-yongwa/profil/spieler/717118 | kamerun |
| https://www.transfermarkt.com/olivier-mbaizo/profil/spieler/426944 | kamerun |
| https://www.transfermarkt.com/collins-fai/profil/spieler/250638 | kamerun |
| https://www.transfermarkt.com/andre-zambo-anguissa/profil/spieler/354361 | kamerun |
| https://www.transfermarkt.com/martin-hongla/profil/spieler/398808 | kamerun |
| https://www.transfermarkt.com/samuel-oum-gouet/profil/spieler/452238 | kamerun |
| https://www.transfermarkt.com/gael-ondoua/profil/spieler/322309 | kamerun |
| https://www.transfermarkt.com/olivier-ntcham/profil/spieler/224088 | kamerun |
| https://www.transfermarkt.com/pierre-kunde/profil/spieler/339829 | kamerun |
| https://www.transfermarkt.com/karl-toko-ekambi/profil/spieler/315110 | kamerun |
| https://www.transfermarkt.com/nicolas-moumi-ngamaleu/profil/spieler/266768 | kamerun |
| https://www.transfermarkt.com/georges-kevin-nkoudou/profil/spieler/215679 | kamerun |
| https://www.transfermarkt.com/bryan-mbeumo/profil/spieler/413039 | kamerun |
| https://www.transfermarkt.com/vincent-aboubakar/profil/spieler/147487 | kamerun |
| https://www.transfermarkt.com/ignatius-ganago/profil/spieler/531949 | kamerun |
| https://www.transfermarkt.com/jean-pierre-nsame/profil/spieler/225055 | kamerun |
| https://www.transfermarkt.com/eric-maxim-choupo-moting/profil/spieler/45660 | kamerun |
| https://www.transfermarkt.com/danny-namaso/profil/spieler/392767 | kamerun |
| https://www.transfermarkt.com/leandre-tawamba/profil/spieler/242564 | kamerun |
| https://www.transfermarkt.com/kevin-soni/profil/spieler/353959 | kamerun |
| https://www.transfermarkt.com/danny-ward/profil/spieler/203026 | wales |
| https://www.transfermarkt.com/adam-davies/profil/spieler/121254 | wales |
| https://www.transfermarkt.com/wayne-hennessey/profil/spieler/45494 | wales |
| https://www.transfermarkt.com/tom-king/profil/spieler/215810 | wales |
| https://www.transfermarkt.com/ethan-ampadu/profil/spieler/392771 | wales |
| https://www.transfermarkt.com/joe-rodon/profil/spieler/297212 | wales |
| https://www.transfermarkt.com/chris-mepham/profil/spieler/480987 | wales |
| https://www.transfermarkt.com/oliver-denham/profil/spieler/596215 | wales |
| https://www.transfermarkt.com/ben-davies/profil/spieler/192765 | wales |
| https://www.transfermarkt.com/rhys-norrington-davies/profil/spieler/543164 | wales |
| https://www.transfermarkt.com/neco-williams/profil/spieler/503680 | wales |
| https://www.transfermarkt.com/connor-roberts/profil/spieler/214666 | wales |
| https://www.transfermarkt.com/chris-gunter/profil/spieler/43853 | wales |
| https://www.transfermarkt.com/matt-smith/profil/spieler/365877 | wales |
| https://www.transfermarkt.com/aaron-ramsey/profil/spieler/50057 | wales |
| https://www.transfermarkt.com/joe-allen/profil/spieler/51452 | wales |
| https://www.transfermarkt.com/dylan-levitt/profil/spieler/496652 | wales |
| https://www.transfermarkt.com/joe-morrell/profil/spieler/293507 | wales |
| https://www.transfermarkt.com/wes-burns/profil/spieler/255731 | wales |
| https://www.transfermarkt.com/rubin-colwill/profil/spieler/626474 | wales |
| https://www.transfermarkt.com/jonathan-williams/profil/spieler/170322 | wales |
| https://www.transfermarkt.com/daniel-james/profil/spieler/319301 | wales |
| https://www.transfermarkt.com/harry-wilson/profil/spieler/279455 | wales |
| https://www.transfermarkt.com/rabbi-matondo/profil/spieler/404384 | wales |
| https://www.transfermarkt.com/gareth-bale/profil/spieler/39381 | wales |
| https://www.transfermarkt.com/sorba-thomas/profil/spieler/475416 | wales |
| https://www.transfermarkt.com/brennan-johnson/profil/spieler/470607 | wales |
| https://www.transfermarkt.com/kieffer-moore/profil/spieler/275590 | wales |
| https://www.transfermarkt.com/mark-harris/profil/spieler/344012 | wales |
| https://www.transfermarkt.com/carlos-acevedo/profil/spieler/356042 | mexiko |
| https://www.transfermarkt.com/luis-malagon/profil/spieler/423619 | mexiko |
| https://www.transfermarkt.com/cesar-montes/profil/spieler/387687 | mexiko |
| https://www.transfermarkt.com/israel-reyes/profil/spieler/687558 | mexiko |
| https://www.transfermarkt.com/jesus-angulo/profil/spieler/312568 | mexiko |
| https://www.transfermarkt.com/jesus-gallardo/profil/spieler/344854 | mexiko |
| https://www.transfermarkt.com/luis-reyes/profil/spieler/264133 | mexiko |
| https://www.transfermarkt.com/kevin-alvarez/profil/spieler/572705 | mexiko |
| https://www.transfermarkt.com/julian-araujo/profil/spieler/513970 | mexiko |
| https://www.transfermarkt.com/emilio-lara/profil/spieler/686449 | mexiko |
| https://www.transfermarkt.com/luis-chavez/profil/spieler/331059 | mexiko |
| https://www.transfermarkt.com/carlos-rodriguez/profil/spieler/534620 | mexiko |
| https://www.transfermarkt.com/erick-sanchez/profil/spieler/370875 | mexiko |
| https://www.transfermarkt.com/luis-romo/profil/spieler/532938 | mexiko |
| https://www.transfermarkt.com/fernando-beltran/profil/spieler/549294 | mexiko |
| https://www.transfermarkt.com/sebastian-cordova/profil/spieler/431533 | mexiko |
| https://www.transfermarkt.com/rodolfo-pizarro/profil/spieler/234918 | mexiko |
| https://www.transfermarkt.com/alexis-vega/profil/spieler/424689 | mexiko |
| https://www.transfermarkt.com/roberto-alvarado/profil/spieler/353583 | mexiko |
| https://www.transfermarkt.com/uriel-antuna/profil/spieler/355998 | mexiko |
| https://www.transfermarkt.com/henry-martin/profil/spieler/286339 | mexiko |
| https://www.transfermarkt.com/eduardo-aguirre/profil/spieler/400171 | mexiko |
| https://www.transfermarkt.com/moises-ramirez/profil/spieler/450233 | ecuador |
| https://www.transfermarkt.com/hernan-galindez/profil/spieler/77127 | ecuador |
| https://www.transfermarkt.com/alexander-dominguez/profil/spieler/84310 | ecuador |
| https://www.transfermarkt.com/piero-hincapie/profil/spieler/659813 | ecuador |
| https://www.transfermarkt.com/felix-torres/profil/spieler/468174 | ecuador |
| https://www.transfermarkt.com/jackson-porozo/profil/spieler/491616 | ecuador |
| https://www.transfermarkt.com/robert-arboleda/profil/spieler/139867 | ecuador |
| https://www.transfermarkt.com/xavier-arreaga/profil/spieler/323854 | ecuador |
| https://www.transfermarkt.com/pervis-estupinan/profil/spieler/349599 | ecuador |
| https://www.transfermarkt.com/diego-palacios/profil/spieler/425567 | ecuador |
| https://www.transfermarkt.com/byron-castillo/profil/spieler/400961 | ecuador |
| https://www.transfermarkt.com/angelo-preciado/profil/spieler/450241 | ecuador |
| https://www.transfermarkt.com/carlos-gruezo/profil/spieler/189475 | ecuador |
| https://www.transfermarkt.com/jhegson-mendez/profil/spieler/330682 | ecuador |
| https://www.transfermarkt.com/dixon-arroyo/profil/spieler/193929 | ecuador |
| https://www.transfermarkt.com/jose-cifuentes/profil/spieler/450211 | ecuador |
| https://www.transfermarkt.com/moises-caicedo/profil/spieler/687626 | ecuador |
| https://www.transfermarkt.com/alan-franco/profil/spieler/400960 | ecuador |
| https://www.transfermarkt.com/jeremy-sarmiento/profil/spieler/568005 | ecuador |
| https://www.transfermarkt.com/romario-ibarra/profil/spieler/263605 | ecuador |
| https://www.transfermarkt.com/alexander-alvarado/profil/spieler/379838 | ecuador |
| https://www.transfermarkt.com/gonzalo-plata/profil/spieler/592735 | ecuador |
| https://www.transfermarkt.com/angel-mena/profil/spieler/123609 | ecuador |
| https://www.transfermarkt.com/michael-estrada/profil/spieler/265481 | ecuador |
| https://www.transfermarkt.com/enner-valencia/profil/spieler/139503 | ecuador |
| https://www.transfermarkt.com/leonardo-campana/profil/spieler/606872 | ecuador |
| https://www.transfermarkt.com/jordy-caicedo/profil/spieler/360412 | ecuador |
| https://www.transfermarkt.com/djorkaeff-reasco/profil/spieler/473346 | ecuador |
| https://www.transfermarkt.com/mathew-ryan/profil/spieler/128969 | australien |
| https://www.transfermarkt.com/andrew-redmayne/profil/spieler/51975 | australien |
| https://www.transfermarkt.com/danny-vukovic/profil/spieler/43113 | australien |
| https://www.transfermarkt.com/harry-souttar/profil/spieler/298091 | australien |
| https://www.transfermarkt.com/milos-degenek/profil/spieler/187353 | australien |
| https://www.transfermarkt.com/bailey-wright/profil/spieler/147419 | australien |
| https://www.transfermarkt.com/trent-sainsbury/profil/spieler/145840 | australien |
| https://www.transfermarkt.com/kye-rowles/profil/spieler/399990 | australien |
| https://www.transfermarkt.com/gianni-stensness/profil/spieler/627472 | australien |
| https://www.transfermarkt.com/aziz-behich/profil/spieler/136834 | australien |
| https://www.transfermarkt.com/jason-davidson/profil/spieler/137669 | australien |
| https://www.transfermarkt.com/joel-king/profil/spieler/616430 | australien |
| https://www.transfermarkt.com/nathaniel-atkinson/profil/spieler/556038 | australien |
| https://www.transfermarkt.com/fran-karacic/profil/spieler/367795 | australien |
| https://www.transfermarkt.com/rhyan-grant/profil/spieler/108108 | australien |
| https://www.transfermarkt.com/james-jeggo/profil/spieler/179467 | australien |
| https://www.transfermarkt.com/connor-metcalfe/profil/spieler/522223 | australien |
| https://www.transfermarkt.com/kenny-dougall/profil/spieler/334804 | australien |
| https://www.transfermarkt.com/aaron-mooy/profil/spieler/123951 | australien |
| https://www.transfermarkt.com/riley-mcgree/profil/spieler/428061 | australien |
| https://www.transfermarkt.com/jackson-irvine/profil/spieler/192557 | australien |
| https://www.transfermarkt.com/ajdin-hrustic/profil/spieler/265625 | australien |
| https://www.transfermarkt.com/tom-rogic/profil/spieler/213672 | australien |
| https://www.transfermarkt.com/denis-genreau/profil/spieler/470618 | australien |
| https://www.transfermarkt.com/awer-mabil/profil/spieler/255729 | australien |
| https://www.transfermarkt.com/craig-goodwin/profil/spieler/214798 | australien |
| https://www.transfermarkt.com/mathew-leckie/profil/spieler/126214 | australien |
| https://www.transfermarkt.com/ben-folami/profil/spieler/532107 | australien |
| https://www.transfermarkt.com/martin-boyle/profil/spieler/140554 | australien |
| https://www.transfermarkt.com/marco-tilio/profil/spieler/565531 | australien |
| https://www.transfermarkt.com/nick-dagostino/profil/spieler/399165 | australien |
| https://www.transfermarkt.com/jamie-maclaren/profil/spieler/173591 | australien |
| https://www.transfermarkt.com/adam-taggart/profil/spieler/171721 | australien |
| https://www.transfermarkt.com/mitchell-duke/profil/spieler/177775 | australien |
| https://www.transfermarkt.com/bruno-fornaroli/profil/spieler/72651 | australien |
| https://www.transfermarkt.com/bechir-ben-said/profil/spieler/348144 | tunesien |
| https://www.transfermarkt.com/aymen-dahmen/profil/spieler/569433 | tunesien |
| https://www.transfermarkt.com/mohamed-sedki-debchi/profil/spieler/572190 | tunesien |
| https://www.transfermarkt.com/dylan-bronn/profil/spieler/450417 | tunesien |
| https://www.transfermarkt.com/montassar-talbi/profil/spieler/496706 | tunesien |
| https://www.transfermarkt.com/omar-rekik/profil/spieler/578292 | tunesien |
| https://www.transfermarkt.com/nader-ghandri/profil/spieler/275956 | tunesien |
| https://www.transfermarkt.com/bilel-ifa/profil/spieler/93447 | tunesien |
| https://www.transfermarkt.com/ali-abdi/profil/spieler/211474 | tunesien |
| https://www.transfermarkt.com/ali-maaloul/profil/spieler/133042 | tunesien |
| https://www.transfermarkt.com/mortadha-ben-ouanes/profil/spieler/230921 | tunesien |
| https://www.transfermarkt.com/rami-kaib/profil/spieler/274373 | tunesien |
| https://www.transfermarkt.com/mohamed-drager/profil/spieler/192167 | tunesien |
| https://www.transfermarkt.com/hamza-mathlouthi/profil/spieler/169399 | tunesien |
| https://www.transfermarkt.com/ellyes-skhiri/profil/spieler/290587 | tunesien |
| https://www.transfermarkt.com/anis-slimane/profil/spieler/546712 | tunesien |
| https://www.transfermarkt.com/aissa-laidouni/profil/spieler/233782 | tunesien |
| https://www.transfermarkt.com/ferjani-sassi/profil/spieler/191903 | tunesien |
| https://www.transfermarkt.com/ghaylen-chaaleli/profil/spieler/346776 | tunesien |
| https://www.transfermarkt.com/chaim-el-djebali/profil/spieler/743501 | tunesien |
| https://www.transfermarkt.com/hannibal-mejbri/profil/spieler/607224 | tunesien |
| https://www.transfermarkt.com/saif-eddine-khaoui/profil/spieler/270411 | tunesien |
| https://www.transfermarkt.com/naim-sliti/profil/spieler/184491 | tunesien |
| https://www.transfermarkt.com/youssef-msakni/profil/spieler/69110 | tunesien |
| https://www.transfermarkt.com/sayfallah-ltaief/profil/spieler/388220 | tunesien |
| https://www.transfermarkt.com/issam-jebali/profil/spieler/122635 | tunesien |
| https://www.transfermarkt.com/wahbi-khazri/profil/spieler/103565 | tunesien |
| https://www.transfermarkt.com/seifeddine-jaziri/profil/spieler/209304 | tunesien |
| https://www.transfermarkt.com/taha-yassine-khenissi/profil/spieler/142252 | tunesien |
| https://www.transfermarkt.com/mohammed-al-rubaie/profil/spieler/509914 | saudi-arabien |
| https://www.transfermarkt.com/mohammed-al-owais/profil/spieler/262845 | saudi-arabien |
| https://www.transfermarkt.com/fawaz-al-qarni/profil/spieler/193167 | saudi-arabien |
| https://www.transfermarkt.com/amin-al-bukhari/profil/spieler/509875 | saudi-arabien |
| https://www.transfermarkt.com/ziyad-al-sahafi/profil/spieler/421391 | saudi-arabien |
| https://www.transfermarkt.com/abdulelah-al-amri/profil/spieler/509894 | saudi-arabien |
| https://www.transfermarkt.com/ali-al-oujami/profil/spieler/264909 | saudi-arabien |
| https://www.transfermarkt.com/hassan-tambakti/profil/spieler/509897 | saudi-arabien |
| https://www.transfermarkt.com/ali-al-boleahi/profil/spieler/229877 | saudi-arabien |
| https://www.transfermarkt.com/yasser-al-shahrani/profil/spieler/171915 | saudi-arabien |
| https://www.transfermarkt.com/sultan-al-ghannam/profil/spieler/435045 | saudi-arabien |
| https://www.transfermarkt.com/mohammed-al-burayk/profil/spieler/379058 | saudi-arabien |
| https://www.transfermarkt.com/nasser-al-dawsari/profil/spieler/509911 | saudi-arabien |
| https://www.transfermarkt.com/ali-al-hassan/profil/spieler/141805 | saudi-arabien |
| https://www.transfermarkt.com/abdullah-otayf/profil/spieler/193159 | saudi-arabien |
| https://www.transfermarkt.com/mohamed-kanno/profil/spieler/308120 | saudi-arabien |
| https://www.transfermarkt.com/salman-al-faraj/profil/spieler/155487 | saudi-arabien |
| https://www.transfermarkt.com/sami-al-najei/profil/spieler/434672 | saudi-arabien |
| https://www.transfermarkt.com/abdulrahman-ghareeb/profil/spieler/164593 | saudi-arabien |
| https://www.transfermarkt.com/salem-al-dawsari/profil/spieler/195332 | saudi-arabien |
| https://www.transfermarkt.com/khalid-al-ghannam/profil/spieler/631923 | saudi-arabien |
| https://www.transfermarkt.com/abdulaziz-al-bishi/profil/spieler/153350 | saudi-arabien |
| https://www.transfermarkt.com/abdulrahman-al-obood/profil/spieler/441191 | saudi-arabien |
| https://www.transfermarkt.com/hattan-bahebri/profil/spieler/201379 | saudi-arabien |
| https://www.transfermarkt.com/firas-al-buraikan/profil/spieler/631922 | saudi-arabien |
| https://www.transfermarkt.com/abdullah-al-hamdan/profil/spieler/68626 | saudi-arabien |
| https://www.transfermarkt.com/keisuke-osako/profil/spieler/415521 | japan |
| https://www.transfermarkt.com/kosei-tani/profil/spieler/405382 | japan |
| https://www.transfermarkt.com/zion-suzuki/profil/spieler/432298 | japan |
| https://www.transfermarkt.com/shogo-taniguchi/profil/spieler/307870 | japan |
| https://www.transfermarkt.com/shinnosuke-nakatani/profil/spieler/275532 | japan |
| https://www.transfermarkt.com/shinnosuke-hatanaka/profil/spieler/310916 | japan |
| https://www.transfermarkt.com/tomoki-iwata/profil/spieler/356236 | japan |
| https://www.transfermarkt.com/sho-sasaki/profil/spieler/213249 | japan |
| https://www.transfermarkt.com/hayato-araki/profil/spieler/602314 | japan |
| https://www.transfermarkt.com/takuma-ominami/profil/spieler/423112 | japan |
| https://www.transfermarkt.com/daiki-sugioka/profil/spieler/489408 | japan |
| https://www.transfermarkt.com/miki-yamane/profil/spieler/395589 | japan |
| https://www.transfermarkt.com/ryuta-koike/profil/spieler/315666 | japan |
| https://www.transfermarkt.com/kento-hashimoto/profil/spieler/183436 | japan |
| https://www.transfermarkt.com/joel-chima-fujita/profil/spieler/697277 | japan |
| https://www.transfermarkt.com/kota-mizunuma/profil/spieler/79419 | japan |
| https://www.transfermarkt.com/tsukasa-morishima/profil/spieler/351564 | japan |
| https://www.transfermarkt.com/yasuto-wakizaka/profil/spieler/512699 | japan |
| https://www.transfermarkt.com/gakuto-notsuda/profil/spieler/218277 | japan |
| https://www.transfermarkt.com/yuki-soma/profil/spieler/594069 | japan |
| https://www.transfermarkt.com/yuto-iwasaki/profil/spieler/353880 | japan |
| https://www.transfermarkt.com/makoto-mitsuta/profil/spieler/683327 | japan |
| https://www.transfermarkt.com/ryo-miyaichi/profil/spieler/129688 | japan |
| https://www.transfermarkt.com/takuma-nishimura/profil/spieler/353567 | japan |
| https://www.transfermarkt.com/shuto-machino/profil/spieler/550580 | japan |
| https://www.transfermarkt.com/mao-hosoya/profil/spieler/663514 | japan |
| https://www.transfermarkt.com/hyeon-woo-jo/profil/spieler/260171 | sudkorea |
| https://www.transfermarkt.com/bum-keun-song/profil/spieler/508237 | sudkorea |
| https://www.transfermarkt.com/seung-gyu-kim/profil/spieler/92076 | sudkorea |
| https://www.transfermarkt.com/min-jae-kim/profil/spieler/503482 | sudkorea |
| https://www.transfermarkt.com/kyung-won-kwon/profil/spieler/260189 | sudkorea |
| https://www.transfermarkt.com/yu-min-cho/profil/spieler/561212 | sudkorea |
| https://www.transfermarkt.com/young-gwon-kim/profil/spieler/126640 | sudkorea |
| https://www.transfermarkt.com/jin-su-kim/profil/spieler/132529 | sudkorea |
| https://www.transfermarkt.com/chul-hong/profil/spieler/151791 | sudkorea |
| https://www.transfermarkt.com/tae-hwan-kim/profil/spieler/156009 | sudkorea |
| https://www.transfermarkt.com/moon-hwan-kim/profil/spieler/524592 | sudkorea |
| https://www.transfermarkt.com/jong-gyu-yoon/profil/spieler/402163 | sudkorea |
| https://www.transfermarkt.com/jun-ho-son/profil/spieler/312446 | sudkorea |
| https://www.transfermarkt.com/woo-young-jung/profil/spieler/171935 | sudkorea |
| https://www.transfermarkt.com/in-beom-hwang/profil/spieler/365394 | sudkorea |
| https://www.transfermarkt.com/seung-ho-paik/profil/spieler/282689 | sudkorea |
| https://www.transfermarkt.com/kang-in-lee/profil/spieler/557149 | sudkorea |
| https://www.transfermarkt.com/jae-sung-lee/profil/spieler/314398 | sudkorea |
| https://www.transfermarkt.com/heung-min-son/profil/spieler/91845 | sudkorea |
| https://www.transfermarkt.com/sang-ho-na/profil/spieler/508381 | sudkorea |
| https://www.transfermarkt.com/chang-hoon-kwon/profil/spieler/259350 | sudkorea |
| https://www.transfermarkt.com/hyun-jun-yang/profil/spieler/853110 | sudkorea |
| https://www.transfermarkt.com/woo-yeong-jeong/profil/spieler/297583 | sudkorea |
| https://www.transfermarkt.com/hee-chan-hwang/profil/spieler/292246 | sudkorea |
| https://www.transfermarkt.com/ui-jo-hwang/profil/spieler/260166 | sudkorea |
| https://www.transfermarkt.com/gue-sung-cho/profil/spieler/652537 | sudkorea |
| https://www.transfermarkt.com/meshaal-barsham/profil/spieler/560423 | katar |
| https://www.transfermarkt.com/saad-al-sheeb/profil/spieler/143539 | katar |
| https://www.transfermarkt.com/yousef-hassan/profil/spieler/462353 | katar |
| https://www.transfermarkt.com/tarek-salman/profil/spieler/311730 | katar |
| https://www.transfermarkt.com/pedro-miguel/profil/spieler/228727 | katar |
| https://www.transfermarkt.com/bassam-al-rawi/profil/spieler/376232 | katar |
| https://www.transfermarkt.com/boualem-khoukhi/profil/spieler/222669 | katar |
| https://www.transfermarkt.com/abdelkarim-hassan/profil/spieler/171412 | katar |
| https://www.transfermarkt.com/homam-ahmed/profil/spieler/556713 | katar |
| https://www.transfermarkt.com/musab-khoder/profil/spieler/308650 | katar |
| https://www.transfermarkt.com/karim-boudiaf/profil/spieler/222385 | katar |
| https://www.transfermarkt.com/assim-madibo/profil/spieler/336667 | katar |
| https://www.transfermarkt.com/salem-al-hajri/profil/spieler/375745 | katar |
| https://www.transfermarkt.com/ahmed-fadel/profil/spieler/257063 | katar |
| https://www.transfermarkt.com/abdulaziz-hatem/profil/spieler/113915 | katar |
| https://www.transfermarkt.com/mohammed-waad/profil/spieler/481935 | katar |
| https://www.transfermarkt.com/abdullah-al-ahrak/profil/spieler/375744 | katar |
| https://www.transfermarkt.com/ali-asad/profil/spieler/150884 | katar |
| https://www.transfermarkt.com/akram-afif/profil/spieler/336646 | katar |
| https://www.transfermarkt.com/abdelrahman-moustafa/profil/spieler/415049 | katar |
| https://www.transfermarkt.com/khalid-muneer-mazeed/profil/spieler/551686 | katar |
| https://www.transfermarkt.com/hasan-al-haydos/profil/spieler/86286 | katar |
| https://www.transfermarkt.com/hazem-ahmed/profil/spieler/449710 | katar |
| https://www.transfermarkt.com/ismaeel-mohammed/profil/spieler/223908 | katar |
| https://www.transfermarkt.com/almoez-ali/profil/spieler/345095 | katar |
| https://www.transfermarkt.com/ahmed-alaaeldin/profil/spieler/187987 | katar |
| https://www.transfermarkt.com/mohammed-muntari/profil/spieler/266935 | katar |
| https://www.transfermarkt.com/keylor-navas/profil/spieler/79422 | costa-rica |
| https://www.transfermarkt.com/aaron-cruz/profil/spieler/192326 | costa-rica |
| https://www.transfermarkt.com/leonel-moreira/profil/spieler/126911 | costa-rica |
| https://www.transfermarkt.com/juan-pablo-vargas/profil/spieler/271907 | costa-rica |
| https://www.transfermarkt.com/francisco-calvo/profil/spieler/188470 | costa-rica |
| https://www.transfermarkt.com/oscar-duarte/profil/spieler/175323 | costa-rica |
| https://www.transfermarkt.com/kendall-waston/profil/spieler/195540 | costa-rica |
| https://www.transfermarkt.com/ian-lawrence/profil/spieler/782887 | costa-rica |
| https://www.transfermarkt.com/bryan-oviedo/profil/spieler/124983 | costa-rica |
| https://www.transfermarkt.com/keysher-fuller/profil/spieler/525122 | costa-rica |
| https://www.transfermarkt.com/carlos-martinez/profil/spieler/511169 | costa-rica |
| https://www.transfermarkt.com/orlando-galo/profil/spieler/549756 | costa-rica |
| https://www.transfermarkt.com/daniel-chacon/profil/spieler/524992 | costa-rica |
| https://www.transfermarkt.com/yeltsin-tejeda/profil/spieler/194218 | costa-rica |
| https://www.transfermarkt.com/celso-borges/profil/spieler/81532 | costa-rica |
| https://www.transfermarkt.com/gerson-torres/profil/spieler/372737 | costa-rica |
| https://www.transfermarkt.com/brandon-aguilera/profil/spieler/631996 | costa-rica |
| https://www.transfermarkt.com/bryan-ruiz/profil/spieler/39642 | costa-rica |
| https://www.transfermarkt.com/jewison-bennette/profil/spieler/743627 | costa-rica |
| https://www.transfermarkt.com/joel-campbell/profil/spieler/131248 | costa-rica |
| https://www.transfermarkt.com/carlos-mora/profil/spieler/740789 | costa-rica |
| https://www.transfermarkt.com/anthony-contreras/profil/spieler/483362 | costa-rica |
| https://www.transfermarkt.com/johan-venegas/profil/spieler/195424 | costa-rica |
| https://www.transfermarkt.com/alireza-beiranvand/profil/spieler/229081 | iran |
| https://www.transfermarkt.com/payam-niazmand/profil/spieler/343044 | iran |
| https://www.transfermarkt.com/hossein-hosseini/profil/spieler/132561 | iran |
| https://www.transfermarkt.com/morteza-pouraliganji/profil/spieler/132563 | iran |
| https://www.transfermarkt.com/armin-sohrabian/profil/spieler/302899 | iran |
| https://www.transfermarkt.com/aref-aghasi/profil/spieler/385102 | iran |
| https://www.transfermarkt.com/saman-fallah/profil/spieler/852386 | iran |
| https://www.transfermarkt.com/omid-noorafkan/profil/spieler/332274 | iran |
| https://www.transfermarkt.com/abolfazl-jalali/profil/spieler/599240 | iran |
| https://www.transfermarkt.com/saleh-hardani/profil/spieler/697155 | iran |
| https://www.transfermarkt.com/ramin-rezaeian/profil/spieler/188312 | iran |
| https://www.transfermarkt.com/mehdi-shiri/profil/spieler/280298 | iran |
| https://www.transfermarkt.com/milad-sarlak/profil/spieler/302898 | iran |
| https://www.transfermarkt.com/reza-asadi/profil/spieler/408805 | iran |
| https://www.transfermarkt.com/mehdi-mehdipour/profil/spieler/280033 | iran |
| https://www.transfermarkt.com/yasin-salmani/profil/spieler/616797 | iran |
| https://www.transfermarkt.com/seyed-mohammad-karimi/profil/spieler/560057 | iran |
| https://www.transfermarkt.com/mohammad-khodabandelou/profil/spieler/557151 | iran |
| https://www.transfermarkt.com/seyed-mehdi-hosseini/profil/spieler/286979 | iran |
| https://www.transfermarkt.com/mehdi-ghayedi/profil/spieler/478192 | iran |
| https://www.transfermarkt.com/mehdi-torabi/profil/spieler/283833 | iran |
| https://www.transfermarkt.com/mohammad-mohebi/profil/spieler/603149 | iran |
| https://www.transfermarkt.com/saeid-sadeghi/profil/spieler/305528 | iran |
| https://www.transfermarkt.com/shahriar-moghanlou/profil/spieler/357125 | iran |
Documentación para decargar info. de Transfermarkt
Ejemplo 2: Transfermarkt
- Código
- Data
| player_name | name_in_home_country | date_of_birth | place_of_birth | age | height | citizenship | position | foot | player_agent | current_club | joined | contract_expires | contract_option | outfitter | player_valuation | max_player_valuation | max_player_valuation_date | URL | date_of_last_contract_extension | on_loan_from | contract_there_expires | website | tik_tok | na | full_name | x2nd_club | |||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Aaron Ramsdale | Aaron Christopher Ramsdale | 1998-05-14 | Chesterton | 24 | 1.90 | England | Goalkeeper | right | World in Motion | Arsenal FC | 2021-08-20 | 2025-06-30 | Option for a further year | adidas | http://twitter.com/AaronRamsdale98 | http://www.instagram.com/aaronramsdale/ | 2.8e+07 | 2.80e+07 | 2022-06-15 | https://www.transfermarkt.com/aaron-ramsdale/profil/spieler/427568 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Jordan Pickford | Jordan Lee Pickford | 1994-03-07 | Washington | 28 | 1.85 | England | Goalkeeper | left | ICM Stellar Sports | Everton FC | 2017-07-01 | 2024-06-30 | NA | Puma | http://twitter.com/JPickford1 | http://www.instagram.com/jpickford1/ | 2.0e+07 | 4.00e+07 | 2018-12-19 | https://www.transfermarkt.com/jordan-pickford/profil/spieler/130164 | 2018-09-26 | NA | NA | NA | NA | NA | NA | NA | NA |
| Nick Pope | Nicholas David Pope | 1992-04-19 | Soham | 30 | 1.98 | England | Goalkeeper | right | ICM Stellar Sports | Newcastle United | 2022-07-01 | 2026-06-30 | NA | NA | http://twitter.com/Popey1992 | http://www.instagram.com/npope29/ | 1.5e+07 | 1.50e+07 | 2021-03-18 | https://www.transfermarkt.com/nick-pope/profil/spieler/192080 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Fikayo Tomori | Oluwafikayomi Oluwadamilola Tomori | 1997-12-19 | Calgary, Alberta | 24 | 1.85 | England Canada | Defender - Centre-Back | right | SPORT INVEST | AC Milan | 2021-07-01 | 2027-06-30 | NA | adidas | http://twitter.com/fikayotomori_ | http://www.instagram.com/fikayotomori/ | 5.0e+07 | 5.00e+07 | 2022-06-07 | https://www.transfermarkt.com/fikayo-tomori/profil/spieler/303254 | 2022-08-12 | NA | NA | NA | NA | NA | NA | NA | NA |
| Ben White | Benjamin William White | 1997-10-08 | Poole | 24 | 1.86 | England | Defender - Centre-Back | right | NA | Arsenal FC | 2021-07-30 | 2026-06-30 | NA | adidas | http://twitter.com/ben6white | http://www.instagram.com/ben_white6/ | 4.0e+07 | 4.00e+07 | 2021-10-05 | https://www.transfermarkt.com/ben-white/profil/spieler/335721 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Harry Maguire | Jacob Harry Maguire | 1993-03-05 | Sheffield | 29 | 1.94 | England | Defender - Centre-Back | right | Triple S Sports | Manchester United | 2019-08-05 | 2025-06-30 | Option for a further year | Puma | http://twitter.com/HarryMaguire93 | http://www.instagram.com/harrymaguire93/ | 3.8e+07 | 7.00e+07 | 2019-09-12 | https://www.transfermarkt.com/harry-maguire/profil/spieler/177907 | NA | http://www.facebook.com/HarryMaguire93/ | NA | NA | NA | NA | NA | NA | NA |
| Marc Guéhi | Addji Keaninkin Marc-Israel Guéhi | 2000-07-13 | Abidjan | 22 | 1.82 | England Cote d'Ivoire | Defender - Centre-Back | right | Unique Sports Group | Crystal Palace | 2021-07-18 | 2026-06-30 | NA | NA | NA | http://www.instagram.com/marcguehi/ | 3.2e+07 | 3.20e+07 | 2022-06-15 | https://www.transfermarkt.com/marc-guehi/profil/spieler/392757 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| John Stones | NA | 1994-05-28 | Barnsley | 28 | 1.88 | England | Defender - Centre-Back | right | Wasserman | Manchester City | 2016-08-09 | 2026-06-30 | NA | Nike | NA | http://www.instagram.com/johnstonesofficial/?hl=it | 2.8e+07 | 6.00e+07 | 2018-12-19 | https://www.transfermarkt.com/john-stones/profil/spieler/186590 | 2021-08-10 | NA | NA | NA | NA | NA | NA | NA | NA |
| Conor Coady | Conor David Coady | 1993-02-25 | Liverpool | 29 | 1.85 | England | Defender - Centre-Back | right | World in Motion | Everton FC | 2022-08-08 | 2023-06-30 | Option to buy | adidas | NA | http://www.instagram.com/conorcoady_/ | 2.5e+07 | 2.50e+07 | 2020-10-13 | https://www.transfermarkt.com/conor-coady/profil/spieler/128901 | NA | NA | Wolverhampton Wanderers | Jun 30, 2025 | NA | NA | NA | NA | NA |
| Trent Alexander-Arnold | Trent John Alexander-Arnold | 1998-10-07 | Liverpool | 23 | 1.80 | England | Defender - Right-Back | right | PLG | Liverpool FC | 2016-07-01 | 2025-06-30 | NA | Under Armour | http://twitter.com/TrentAA | http://www.instagram.com/trentarnold66/ | 8.0e+07 | 1.10e+08 | 2019-12-10 | https://www.transfermarkt.com/trent-alexander-arnold/profil/spieler/314353 | 2021-07-30 | http://www.facebook.com/trentarnold66/ | NA | NA | NA | NA | NA | NA | NA |
| Reece James | NA | 1999-12-08 | London | 22 | 1.80 | England | Defender - Right-Back | right | Unique Sports Group | Chelsea FC | 2019-07-01 | 2028-06-30 | NA | Nike | http://twitter.com/reecejames_24 | http://www.instagram.com/reecejames/ | 6.0e+07 | 6.00e+07 | 2022-06-15 | https://www.transfermarkt.com/reece-james/profil/spieler/472423 | 2022-09-05 | NA | NA | NA | http://www.reecejames.com/ | http://vm.tiktok.com/ZMNQqTkTP | NA | NA | NA |
| James Justin | James Michael Justin | 1998-02-23 | Luton | 24 | 1.83 | England St. Lucia | Defender - Right-Back | right | ICM Stellar Sports | Leicester City | 2019-07-01 | 2026-06-30 | NA | Nike | http://twitter.com/jamesjustin98 | http://www.instagram.com/jamesjustin7/ | 2.5e+07 | 2.50e+07 | 2022-06-15 | https://www.transfermarkt.com/james-justin/profil/spieler/413220 | 2022-02-23 | NA | NA | NA | NA | NA | NA | NA | NA |
| Kyle Walker | Kyle Andrew Walker | 1990-05-28 | Sheffield | 32 | 1.83 | England | Defender - Right-Back | right | CAA Base Ltd | Manchester City | 2017-07-14 | 2024-06-30 | NA | Puma | http://twitter.com/kylewalker2 | http://www.instagram.com/kylewalker2/ | 1.8e+07 | 5.00e+07 | 2018-03-23 | https://www.transfermarkt.com/kyle-walker/profil/spieler/95424 | 2019-06-19 | http://www.facebook.com/kyle.walker2 | NA | NA | NA | NA | NA | NA | NA |
| Kieran Trippier | Kieran John Trippier | 1990-09-19 | Bury | 31 | 1.73 | England | Defender - Right-Back | right | CAA Base Ltd | Newcastle United | 2022-01-07 | 2024-06-30 | NA | Nike | http://twitter.com/trippier2 | http://www.instagram.com/ktrippier2/ | 1.5e+07 | 3.50e+07 | 2018-10-17 | https://www.transfermarkt.com/kieran-trippier/profil/spieler/95810 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Declan Rice | NA | 1999-01-14 | London | 23 | 1.88 | England Ireland | midfield - Defensive Midfield | right | Relatives | West Ham United | 2017-07-01 | 2024-06-30 | club option 1 year | adidas | http://twitter.com/_DeclanRice | http://www.instagram.com/declanrice/ | 8.0e+07 | 8.00e+07 | 2022-06-15 | https://www.transfermarkt.com/declan-rice/profil/spieler/357662 | 2018-12-28 | NA | NA | NA | NA | http://www.tiktok.com/@declanrice_ | NA | NA | NA |
| Kalvin Phillips | Kalvin Mark Phillips | 1995-12-02 | Leeds | 26 | 1.79 | England Jamaica | midfield - Defensive Midfield | right | ICM Stellar Sports | Manchester City | 2022-07-04 | 2028-06-30 | NA | NA | http://twitter.com/kalvinphillips | http://www.instagram.com/kalvinphillips/ | 5.0e+07 | 5.00e+07 | 2022-03-29 | https://www.transfermarkt.com/kalvin-phillips/profil/spieler/351749 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Phil Foden | Philip Walter Foden | 2000-05-28 | Stockport | 22 | 1.71 | England | midfield - Central Midfield | left | NA | Manchester City | 2017-07-01 | 2024-06-30 | NA | Nike | http://twitter.com/PhilFoden | http://www.instagram.com/philfoden/ | 9.0e+07 | 9.00e+07 | 2022-03-29 | https://www.transfermarkt.com/phil-foden/profil/spieler/406635 | 2018-12-10 | http://www.facebook.com/officialfoden/ | NA | NA | http://phil-foden.com/ | http://vm.tiktok.com/ZMN2a6HEF | NA | NA | NA |
| Jude Bellingham | Jude Victor William Bellingham | 2003-06-29 | Stourbridge | 19 | 1.86 | England | midfield - Central Midfield | right | NA | Borussia Dortmund | 2020-07-23 | 2025-06-30 | NA | adidas | http://twitter.com/BellinghamJude | http://www.instagram.com/judebellingham/ | 8.0e+07 | 8.00e+07 | 2022-06-09 | https://www.transfermarkt.com/jude-bellingham/profil/spieler/581678 | 2021-06-29 | NA | NA | NA | NA | NA | NA | NA | NA |
| James Ward-Prowse | James Michael Edward Ward-Prowse | 1994-11-01 | Portsmouth | 27 | 1.77 | England | midfield - Central Midfield | right | ICM Stellar Sports | Southampton FC | 2012-07-01 | 2026-06-30 | NA | NA | http://twitter.com/Prowsey16 | http://www.instagram.com/prowsey16/ | 3.2e+07 | 3.20e+07 | 2021-10-05 | https://www.transfermarkt.com/james-ward-prowse/profil/spieler/181579 | 2021-08-19 | http://www.facebook.com/prowsey16 | NA | NA | NA | NA | NA | NA | NA |
| Conor Gallagher | NA | 2000-02-06 | Epsom | 22 | 1.82 | England | midfield - Central Midfield | right | Elite Management Agency | Chelsea FC | 2022-07-01 | 2025-06-30 | NA | NA | NA | http://www.instagram.com/conorgallagher92/ | 2.5e+07 | 2.50e+07 | 2022-03-29 | https://www.transfermarkt.com/conor-gallagher/profil/spieler/488362 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Bukayo Saka | NA | 2001-09-05 | London | 21 | 1.78 | England Nigeria | midfield - Right Midfield | left | Elite Project Group Ltd | Arsenal FC | 2019-07-01 | 2024-06-30 | NA | New Balance | http://twitter.com/BukayoSaka87 | http://www.instagram.com/bukayosaka87/ | 6.5e+07 | 6.50e+07 | 2021-05-28 | https://www.transfermarkt.com/bukayo-saka/profil/spieler/433177 | 2020-07-01 | NA | NA | NA | NA | NA | NA | NA | NA |
| Mason Mount | Mason Tony Mount | 1999-01-10 | Portsmouth | 23 | 1.80 | England | midfield - Attacking Midfield | right | Relatives | Chelsea FC | 2019-07-01 | 2024-06-30 | NA | Nike | http://twitter.com/masonmount_10 | http://www.instagram.com/masonmount/ | 7.5e+07 | 7.50e+07 | 2021-05-28 | https://www.transfermarkt.com/mason-mount/profil/spieler/346483 | 2019-07-15 | http://www.facebook.com/MasonMountOfficial/ | NA | NA | NA | http://www.tiktok.com/@masonmount | NA | NA | NA |
| Raheem Sterling | Raheem Shaquille Sterling | 1994-12-08 | Kingston | 27 | 1.70 | England Jamaica | attack - Left Winger | right | Relatives | Chelsea FC | 2022-07-13 | 2027-06-30 | NA | New Balance | http://twitter.com/sterling7 | http://www.instagram.com/sterling7/ | 7.0e+07 | 1.60e+08 | 2019-12-10 | https://www.transfermarkt.com/raheem-sterling/profil/spieler/134425 | NA | http://www.facebook.com/sterling7official | NA | NA | NA | NA | NA | NA | NA |
| Jack Grealish | Jack Peter Grealish | 1995-09-10 | Birmingham | 27 | 1.80 | England Ireland | attack - Left Winger | right | ICM Stellar Sports | Manchester City | 2021-08-05 | 2027-06-30 | NA | Nike | http://twitter.com/JackGrealish | http://www.instagram.com/jackgrealish/ | 7.0e+07 | 1.00e+08 | 2021-10-05 | https://www.transfermarkt.com/jack-grealish/profil/spieler/203460 | NA | http://www.facebook.com/JackGrealishOfficial | NA | NA | NA | http://www.tiktok.com/@jackgrealish | NA | NA | NA |
| Jarrod Bowen | NA | 1996-12-20 | Leominster | 25 | 1.82 | England | attack - Right Winger | left | PLG | West Ham United | 2020-01-31 | 2025-06-30 | NA | NA | NA | http://www.instagram.com/jarrodbowen/ | 4.2e+07 | 4.20e+07 | 2022-06-15 | https://www.transfermarkt.com/jarrod-bowen/profil/spieler/314875 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Harry Kane | Harry Edward Kane | 1993-07-28 | London | 29 | 1.88 | England | attack - Centre-Forward | right | CK66 | Tottenham Hotspur | 2011-01-01 | 2024-06-30 | NA | Nike | http://twitter.com/hkane | http://www.instagram.com/harrykane/ | 9.0e+07 | 1.50e+08 | 2018-05-28 | https://www.transfermarkt.com/harry-kane/profil/spieler/132098 | 2018-06-08 | http://www.facebook.com/harrykaneofficial | NA | NA | NA | NA | NA | NA | NA |
| Tammy Abraham | Kevin Oghenetega Tamaraebi Bakumo-Abraham | 1997-10-02 | London | 24 | 1.94 | England Nigeria | attack - Centre-Forward | right | NA | AS Roma | 2021-08-17 | 2026-06-30 | NA | Nike | http://twitter.com/tammyabraham | http://www.instagram.com/tammyabraham/ | 5.0e+07 | 5.00e+07 | 2019-12-10 | https://www.transfermarkt.com/tammy-abraham/profil/spieler/331726 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Mike Maignan | Mike Peterson Maignan | 1995-07-03 | Cayenne | 27 | 1.91 | France French Guiana | Goalkeeper | right | ESN | AC Milan | 2021-07-01 | 2026-06-30 | NA | NA | http://twitter.com/mmseize | http://www.instagram.com/mmseize/ | 3.5e+07 | 3.50e+07 | 2022-06-07 | https://www.transfermarkt.com/mike-maignan/profil/spieler/182906 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Alphonse Areola | Alphonse Francis Aréola | 1993-02-27 | Paris | 29 | 1.95 | France Philippines | Goalkeeper | right | Rafaela Pimenta | West Ham United | 2022-07-01 | 2027-06-30 | Option for a further year | NA | http://twitter.com/areolaofficiel | http://www.instagram.com/alphonseareola/ | 8.0e+06 | 1.75e+07 | 2019-03-07 | https://www.transfermarkt.com/alphonse-areola/profil/spieler/120629 | NA | http://www.facebook.com/AlphonseAreola/ | NA | NA | NA | NA | NA | NA | NA |
| Hugo Lloris | Hugo Hadrien Dominique Lloris | 1986-12-26 | Nizza | 35 | 1.88 | France | Goalkeeper | left | NA | Tottenham Hotspur | 2012-08-31 | 2024-06-30 | NA | Nike | NA | NA | 7.0e+06 | 3.00e+07 | 2018-07-16 | https://www.transfermarkt.com/hugo-lloris/profil/spieler/17965 | 2022-01-21 | NA | NA | NA | NA | NA | NA | NA | NA |
| Jules Koundé | NA | 1998-11-12 | Paris | 23 | 1.78 | France Benin | Defender - Centre-Back | right | ESN | FC Barcelona | 2022-07-28 | 2027-06-30 | NA | Puma | http://twitter.com/jkeey4 | http://www.instagram.com/jkeey4/ | 6.0e+07 | 6.00e+07 | 2021-03-19 | https://www.transfermarkt.com/jules-kounde/profil/spieler/411975 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Lucas Hernández | Lucas François Bernard Hernández Pi | 1996-02-14 | Marseille | 26 | 1.84 | France Spain | Defender - Centre-Back | left | Manuel García Quilón | Bayern Munich | 2019-07-01 | 2024-06-30 | NA | Nike | http://twitter.com/LucasHernandez | http://www.instagram.com/lucashernandez21/ | 5.0e+07 | 7.00e+07 | 2019-02-28 | https://www.transfermarkt.com/lucas-hernandez/profil/spieler/281963 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Raphaël Varane | Raphaël Xavier Varane | 1993-04-25 | Lille | 29 | 1.91 | France Martinique | Defender - Centre-Back | right | CAA Base Ltd | Manchester United | 2021-08-14 | 2025-06-30 | NA | Puma | http://twitter.com/raphaelvarane | http://www.instagram.com/raphaelvarane/ | 4.8e+07 | 8.00e+07 | 2018-07-15 | https://www.transfermarkt.com/raphael-varane/profil/spieler/164770 | NA | http://www.facebook.com/raphaelvarane/ | NA | NA | http://www.raphael-varane.net/ | NA | NA | NA | NA |
| Presnel Kimpembe | NA | 1995-08-13 | Beaumont-sur-Oise | 27 | 1.83 | France DR Congo | Defender - Centre-Back | left | MEDIATION CONSEIL FOOTBALL | Paris Saint-Germain | 2015-07-01 | 2024-06-30 | NA | Nike | http://twitter.com/kimpembe_3 | http://www.instagram.com/kimpembe3/ | 4.0e+07 | 4.00e+07 | 2021-01-07 | https://www.transfermarkt.com/presnel-kimpembe/profil/spieler/282041 | 2020-07-11 | NA | NA | NA | NA | NA | NA | NA | NA |
| Ibrahima Konaté | NA | 1999-05-25 | Paris | 23 | 1.94 | France Mali | Defender - Centre-Back | right | ICM Stellar Sports | Liverpool FC | 2021-07-01 | 2026-06-30 | NA | Nike | http://twitter.com/ibrahimakonate_ | http://www.instagram.com/ibrahimakonate/ | 4.0e+07 | 4.50e+07 | 2019-06-05 | https://www.transfermarkt.com/ibrahima-konate/profil/spieler/357119 | NA | http://www.facebook.com/IbrahimaKonateOfficial | NA | NA | NA | NA | NA | NA | NA |
| William Saliba | William Alain André Gabriel Saliba | 2001-03-24 | Bondy | 21 | 1.92 | France Cameroon | Defender - Centre-Back | right | ND SPORTS MANAGEMENT | Arsenal FC | 2019-07-25 | 2024-06-30 | NA | NA | NA | http://www.instagram.com/w.saliba4/ | 3.0e+07 | 3.00e+07 | 2022-05-30 | https://www.transfermarkt.com/william-saliba/profil/spieler/495666 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Theo Hernández | Theo Bernard François Hernández | 1997-10-06 | Marseille | 24 | 1.84 | France Spain | Defender - Left-Back | left | Manuel García Quilón | AC Milan | 2019-07-06 | 2026-06-30 | NA | NA | http://twitter.com/TheoHernandez | http://www.instagram.com/theo3hernandez/ | 5.5e+07 | 5.50e+07 | 2022-06-07 | https://www.transfermarkt.com/theo-hernandez/profil/spieler/339808 | 2022-02-11 | NA | NA | NA | NA | NA | NA | NA | NA |
| Lucas Digne | NA | 1993-07-20 | Meaux | 29 | 1.78 | France | Defender - Left-Back | left | Beckster Int. | Aston Villa | 2022-01-13 | 2026-06-30 | NA | adidas | http://twitter.com/LucasDigne | http://www.instagram.com/lucasdigne/ | 2.5e+07 | 3.50e+07 | 2019-12-10 | https://www.transfermarkt.com/lucas-digne/profil/spieler/126664 | NA | http://www.facebook.com/Lucas.Digne.Official.Player/ | NA | NA | http://www.lucas-digne.com/ | NA | NA | NA | NA |
| Benjamin Pavard | NA | 1996-03-28 | Maubeuge | 26 | 1.86 | France | Defender - Right-Back | right | Carmenta | Bayern Munich | 2019-07-01 | 2024-06-30 | NA | adidas | http://twitter.com/benpavard28 | http://instagram.com/benpavard21/ | 3.0e+07 | 4.50e+07 | 2020-09-16 | https://www.transfermarkt.com/benjamin-pavard/profil/spieler/353366 | NA | http://facebook.com/BenjaminPavardOfficial | NA | NA | NA | NA | NA | NA | NA |
| Jonathan Clauss | NA | 1992-09-25 | Strasbourg | 29 | 1.78 | France | Defender - Right-Back | right | YOU FIRST | Olympique Marseille | 2022-07-20 | 2025-06-30 | NA | Nike | http://twitter.com/Djoninho25/ | http://www.instagram.com/djoninho25/ | 1.5e+07 | 1.50e+07 | 2022-05-30 | https://www.transfermarkt.com/jonathan-clauss/profil/spieler/175639 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Aurélien Tchouameni | Aurélien Djani Tchouameni | 2000-01-27 | Rouen | 22 | 1.88 | France Cameroon | midfield - Defensive Midfield | right | ESN | Real Madrid | 2022-07-01 | 2028-06-30 | NA | Nike | http://twitter.com/atchouameni | http://www.instagram.com/aurelientchm17/ | 6.0e+07 | 6.00e+07 | 2022-05-30 | https://www.transfermarkt.com/aurelien-tchouameni/profil/spieler/413112 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| N'Golo Kanté | NA | 1991-03-29 | Paris | 31 | 1.68 | France Mali | midfield - Defensive Midfield | right | KDS FM | Chelsea FC | 2016-07-16 | 2023-06-30 | NA | adidas | http://twitter.com/nglkante | http://www.instagram.com/nglkante/ | 4.0e+07 | 1.00e+08 | 2018-12-19 | https://www.transfermarkt.com/ngolo-kante/profil/spieler/225083 | 2018-11-23 | http://www.facebook.com/nglkante | NA | NA | NA | NA | NA | NA | NA |
| Boubacar Kamara | Boubacar Bernard Kamara | 1999-11-23 | Marseille | 22 | 1.84 | France Senegal | midfield - Defensive Midfield | right | Sport Avenir Management International | Aston Villa | 2022-07-01 | 2027-06-30 | NA | Nike | NA | http://www.instagram.com/bouba_darkoss | 2.5e+07 | 3.70e+07 | 2021-04-09 | https://www.transfermarkt.com/boubacar-kamara/profil/spieler/394327 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Mattéo Guendouzi | Matteo Elias Kenzo Guendouzi Olié | 1999-04-14 | Poissy | 23 | 1.85 | France Morocco | midfield - Central Midfield | right | Relatives | Olympique Marseille | 2022-07-01 | 2025-06-30 | NA | adidas | http://twitter.com/matteoguendouzi | http://www.instagram.com/matteoguendouzi/ | 2.5e+07 | 5.00e+07 | 2019-12-10 | https://www.transfermarkt.com/matteo-guendouzi/profil/spieler/465830 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Adrien Rabiot | Adrien Rabiot-Provost | 1995-04-03 | Saint-Maurice | 27 | 1.88 | France | midfield - Central Midfield | left | Relatives | Juventus FC | 2019-07-01 | 2023-06-30 | NA | adidas | http://twitter.com/Adriien_Rabiiot | http://www.instagram.com/adrienrabiot_25/ | 1.7e+07 | 5.00e+07 | 2018-06-04 | https://www.transfermarkt.com/adrien-rabiot/profil/spieler/182913 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Moussa Diaby | NA | 1999-07-07 | Paris | 23 | 1.70 | France Mali | attack - Left Winger | left | AIS SPORT SERVICE | Bayer 04 Leverkusen | 2019-07-01 | 2025-06-30 | NA | NA | http://twitter.com/moussadiaby_19 | http://www.instagram.com/moussadiabyofficial/ | 6.0e+07 | 6.00e+07 | 2022-06-09 | https://www.transfermarkt.com/moussa-diaby/profil/spieler/395516 | 2020-12-17 | http://www.facebook.com/MoussaDiabyOfficial/ | NA | NA | NA | NA | NA | NA | NA |
| Kingsley Coman | Kingsley Junior Coman | 1996-06-13 | Paris | 26 | 1.80 | France Guadeloupe | attack - Right Winger | right | Relatives | Bayern Munich | 2017-07-01 | 2027-06-30 | NA | Nike | NA | http://instagram.com/king_coman/ | 6.0e+07 | 6.50e+07 | 2021-03-31 | https://www.transfermarkt.com/kingsley-coman/profil/spieler/243714 | 2022-01-12 | http://www.facebook.com/kingcoman11 | NA | NA | NA | NA | NA | NA | NA |
| Christopher Nkunku | Christopher Alan Nkunku | 1997-11-14 | Lagny-sur-Marne | 24 | 1.75 | France DR Congo | attack - Second Striker | right | Pini Zahavi | RB Leipzig | 2019-07-18 | 2026-06-30 | NA | adidas | http://twitter.com/c_nk97 | http://www.instagram.com/c_nkunku/ | 8.0e+07 | 8.00e+07 | 2022-06-09 | https://www.transfermarkt.com/christopher-nkunku/profil/spieler/344381 | 2022-06-23 | NA | NA | NA | NA | http://vm.tiktok.com/ZMNjM5EKH | NA | NA | NA |
| Antoine Griezmann | Antoine Griezmann | 1991-03-21 | Mâcon | 31 | 1.76 | France | attack - Second Striker | left | BY AND FOR | Atlético de Madrid | 2021-08-31 | 2023-06-30 | Obligation to buy with conditions | Puma | http://twitter.com/AntoGriezmann | http://www.instagram.com/antogriezmann/ | 3.5e+07 | 1.50e+08 | 2018-10-31 | https://www.transfermarkt.com/antoine-griezmann/profil/spieler/125781 | NA | http://www.facebook.com/antoine.griezmann/ | FC Barcelona | Jun 30, 2024 | NA | http://vm.tiktok.com/ZMLwAuGvh | NA | NA | NA |
| Kylian Mbappé | Kylian Mbappé Lottin | 1998-12-20 | Paris | 23 | 1.78 | France | attack - Centre-Forward | right | Relatives | Paris Saint-Germain | 2018-07-01 | 2025-06-30 | NA | Nike | http://twitter.com/KMbappe | http://www.instagram.com/k.mbappe/ | 1.6e+08 | 2.00e+08 | 2018-12-17 | https://www.transfermarkt.com/kylian-mbappe/profil/spieler/342229 | 2022-05-21 | http://www.facebook.com/kylianmbappeofficiel/ | NA | NA | NA | NA | NA | NA | NA |
| Karim Benzema | <U+0643><U+0631><U+064A><U+0645> <U+0628><U+0646> <U+0632><U+064A><U+0645><U+0627> | 1987-12-19 | Lyon | 34 | 1.85 | France Algeria | attack - Centre-Forward | right | NA | Real Madrid | 2009-07-09 | 2023-06-30 | NA | adidas | http://twitter.com/benzema | http://www.instagram.com/karimbenzema/ | 3.0e+07 | 6.00e+07 | 2016-02-22 | https://www.transfermarkt.com/karim-benzema/profil/spieler/18922 | 2021-08-20 | http://www.facebook.com/KarimBenzema/?ref=ts&fref=ts | NA | NA | http://k-benzema.fr/ | NA | NA | NA | NA |
| Wissam Ben Yedder | NA | 1990-08-12 | Sarcelles | 32 | 1.70 | France Tunisia | attack - Centre-Forward | both | Sport Cover | AS Monaco | 2019-08-14 | 2024-06-30 | NA | Puma | http://twitter.com/WissBenYedder | http://www.instagram.com/wissbenyedder/ | 2.5e+07 | 5.00e+07 | 2020-03-13 | https://www.transfermarkt.com/wissam-ben-yedder/profil/spieler/146854 | NA | http://www.facebook.com/wby10 | NA | NA | NA | NA | NA | NA | NA |
| Alisson | NA | 1992-10-02 | Novo Hamburgo | 29 | 1.91 | Brazil | Goalkeeper | right | NWS - Neis World Sports | Liverpool FC | 2018-07-19 | 2027-06-30 | NA | Nike | http://twitter.com/Alissonbecker | http://www.instagram.com/alissonbecker/ | 5.0e+07 | 9.00e+07 | 2019-12-10 | https://www.transfermarkt.com/alisson/profil/spieler/105470 | 2021-08-04 | http://www.facebook.com/AlissonBeckerOficial/ | NA | NA | NA | NA | NA | Alisson Ramses Becker | NA |
| Ederson | NA | 1993-08-17 | Osasco (SP) | 29 | 1.88 | Brazil Portugal | Goalkeeper | left | Gestifute | Manchester City | 2017-07-01 | 2026-06-30 | NA | Puma | http://twitter.com/edersonmoraes93 | http://instagram.com/ederson93/ | 4.5e+07 | 7.00e+07 | 2019-06-13 | https://www.transfermarkt.com/ederson/profil/spieler/238223 | 2021-09-01 | http://www.facebook.com/Ederson93/ | NA | NA | NA | NA | NA | Ederson Santana de Moraes | NA |
| Weverton | NA | 1987-12-13 | Rio Branco | 34 | 1.89 | Brazil | Goalkeeper | right | NA | Sociedade Esportiva Palmeiras | 2018-01-01 | 2024-12-31 | NA | NA | NA | http://www.instagram.com/weverton010/ | 4.0e+06 | 6.00e+06 | 2021-12-17 | https://www.transfermarkt.com/weverton/profil/spieler/69400 | 2020-02-07 | http://www.facebook.com/GoleiroWeverton | NA | NA | NA | NA | NA | Weverton Pereira da Silva | NA |
| Marquinhos | NA | 1994-05-14 | São Paulo | 28 | 1.83 | Brazil Portugal | Defender - Centre-Back | right | Bertolucci Sports | Paris Saint-Germain | 2013-07-19 | 2024-06-30 | NA | Nike | http://twitter.com/marquinhos_m5 | http://www.instagram.com/marquinhosm5/ | 7.0e+07 | 7.50e+07 | 2021-06-04 | https://www.transfermarkt.com/marquinhos/profil/spieler/181767 | 2020-01-13 | http://www.facebook.com/m5marquinhos | NA | NA | http://marquinhosm5.com/ | NA | NA | Marcos Aoás Corrêa | NA |
| Éder Militão | Éder Gabriel Militão | 1998-01-18 | Sertãozinho | 24 | 1.86 | Brazil | Defender - Centre-Back | right | UJ Football Talent | Real Madrid | 2019-07-01 | 2025-06-30 | NA | adidas | http://twitter.com/edermilitao | http://www.instagram.com/edermilitaooficial13/ | 6.0e+07 | 6.00e+07 | 2021-12-30 | https://www.transfermarkt.com/eder-militao/profil/spieler/401530 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Bremer | NA | 1997-03-18 | Itapitanga | 25 | 1.88 | Brazil | Defender - Centre-Back | right | CAA Base Ltd | Juventus FC | 2022-07-20 | 2027-06-30 | NA | NA | NA | http://www.instagram.com/bremer/ | 3.5e+07 | 3.50e+07 | 2022-06-07 | https://www.transfermarkt.com/bremer/profil/spieler/516716 | NA | NA | NA | NA | NA | NA | NA | Gleison Bremer Silva Nascimento | NA |
| Roger Ibañez | NA | 1998-11-23 | Canela | 23 | 1.86 | Brazil Italy | Defender - Centre-Back | right | Bertolucci Sports | AS Roma | 2021-07-01 | 2025-06-30 | NA | NA | http://twitter.com/ibanez41oficial | http://www.instagram.com/ibanez41oficial/ | 2.3e+07 | 2.50e+07 | 2021-06-03 | https://www.transfermarkt.com/roger-ibanez/profil/spieler/524481 | 2021-03-04 | NA | NA | NA | NA | NA | NA | Roger Ibañez da Silva | NA |
| Thiago Silva | Thiago Emiliano da Silva | 1984-09-22 | Rio de Janeiro | 37 | 1.81 | Brazil France | Defender - Centre-Back | right | Paulo Tonietto | Chelsea FC | 2020-08-28 | 2023-06-30 | NA | Nike | http://twitter.com/tsilva3 | http://instagram.com/thiagosilva/ | 2.5e+06 | 4.00e+07 | 2013-01-07 | https://www.transfermarkt.com/thiago-silva/profil/spieler/29241 | 2022-01-03 | NA | NA | NA | NA | http://www.tiktok.com/@thiagosilva | NA | NA | NA |
| Alex Telles | Alex Nicolao Telles | 1992-12-15 | Caxias do Sul | 29 | 1.81 | Brazil Italy | Defender - Left-Back | left | Pini Zahavi | Sevilla FC | 2022-08-04 | 2023-06-30 | NA | NA | http://twitter.com/AT13Oficial | http://instagram.com/alextelles13 | 1.8e+07 | 4.00e+07 | 2019-12-30 | https://www.transfermarkt.com/alex-telles/profil/spieler/255755 | NA | http://www.facebook.com/AlexTelles13Oficial/ | Manchester United | Jun 30, 2024 | NA | NA | NA | NA | NA |
| Alex Sandro | NA | 1991-01-26 | Catanduva | 31 | 1.81 | Brazil | Defender - Left-Back | left | NA | Juventus FC | 2015-08-20 | 2023-06-30 | NA | Nike | NA | http://www.instagram.com/alxsndro12/ | 6.0e+06 | 5.00e+07 | 2018-03-24 | https://www.transfermarkt.com/alex-sandro/profil/spieler/79960 | 2018-12-20 | NA | NA | NA | NA | NA | NA | Alex Sandro Lobo Silva | NA |
| Danilo | NA | 1991-07-15 | Bicas | 31 | 1.84 | Brazil | Defender - Right-Back | right | B2F | Juventus FC | 2019-08-07 | 2024-06-30 | NA | NA | http://twitter.com/2DaniLuiz | http://www.instagram.com/daniluiz2/ | 1.3e+07 | 2.50e+07 | 2015-07-01 | https://www.transfermarkt.com/danilo/profil/spieler/145707 | NA | NA | NA | NA | NA | NA | NA | Danilo Luiz da Silva | NA |
| Fabinho | NA | 1993-10-23 | Campinas | 28 | 1.88 | Brazil | midfield - Defensive Midfield | right | Gestifute | Liverpool FC | 2018-07-01 | 2026-06-30 | NA | adidas | http://twitter.com/_fabinhotavares | http://www.instagram.com/fabinho/ | 6.0e+07 | 7.00e+07 | 2019-12-10 | https://www.transfermarkt.com/fabinho/profil/spieler/225693 | 2021-08-03 | http://www.facebook.com/fabinhotavaresoficial | NA | NA | NA | NA | NA | Fabio Henrique Tavares | NA |
| Casemiro | NA | 1992-02-23 | São José dos Campos | 30 | 1.85 | Brazil Spain | midfield - Defensive Midfield | right | Best of You | Manchester United | 2022-08-22 | 2026-06-30 | Option for a further year | NA | http://twitter.com/Casemiro | http://www.instagram.com/casemiro/ | 4.0e+07 | 8.00e+07 | 2020-03-05 | https://www.transfermarkt.com/casemiro/profil/spieler/16306 | NA | http://www.facebook.com/Casemiro92 | NA | NA | NA | NA | NA | Carlos Henrique José Francisco Venancio Casimiro | NA |
| Bruno Guimarães | Bruno Guimarães Rodrigues Moura | 1997-11-16 | Rio de Janeiro | 24 | 1.82 | Brazil Spain | midfield - Defensive Midfield | right | Bertolucci Sports | Newcastle United | 2022-01-30 | 2026-06-30 | NA | adidas | http://twitter.com/brunoog97 | http://www.instagram.com/brunoguimaraes/ | 4.0e+07 | 4.00e+07 | 2022-06-15 | https://www.transfermarkt.com/bruno-guimaraes/profil/spieler/520624 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Fred | NA | 1993-03-05 | Belo Horizonte | 29 | 1.69 | Brazil | midfield - Central Midfield | left | Fabio Mello Sports | Manchester United | 2018-07-01 | 2023-06-30 | Option for a further year | NA | http://twitter.com/Fred08oficial | http://www.instagram.com/fred08oficial/ | 2.0e+07 | 5.00e+07 | 2018-08-13 | https://www.transfermarkt.com/fred/profil/spieler/191614 | NA | http://www.facebook.com/fred08oficial/ | NA | NA | http://www.fred8.com.br/ | NA | NA | Frederico Rodrigues de Paula Santos | NA |
| Lucas Paquetá | NA | 1997-08-27 | Rio de Janeiro | 25 | 1.80 | Brazil Portugal | midfield - Attacking Midfield | left | Brazil Soccer | West Ham United | 2022-08-29 | 2027-06-30 | Option for a further year | Nike | http://twitter.com/lucaspaqueta97 | http://www.instagram.com/lucaspaqueta | 3.5e+07 | 3.50e+07 | 2019-03-01 | https://www.transfermarkt.com/lucas-paqueta/profil/spieler/444523 | NA | NA | NA | NA | NA | NA | NA | Lucas Tolentino Coelho de Lima | NA |
| Éverton Ribeiro | Éverton Augusto de Barros Ribeiro | 1989-04-10 | Arujá | 33 | 1.74 | Brazil | midfield - Attacking Midfield | left | NA | Clube de Regatas do Flamengo | 2017-06-20 | 2023-12-31 | NA | Nike | http://twitter.com/evertonri | http://www.instagram.com/evertonri/ | 4.5e+06 | 1.70e+07 | 2015-01-07 | https://www.transfermarkt.com/everton-ribeiro/profil/spieler/52896 | 2019-12-13 | NA | NA | NA | NA | NA | NA | Éverton Ribeiro | NA |
| Vinicius Junior | NA | 2000-07-12 | São Gonçalo | 22 | 1.76 | Brazil Spain | attack - Left Winger | right | TFM Agency | Real Madrid | 2018-07-12 | 2024-06-30 | NA | Nike | http://twitter.com/vinijr | http://www.instagram.com/vinijr/ | 1.0e+08 | 1.00e+08 | 2021-12-30 | https://www.transfermarkt.com/vinicius-junior/profil/spieler/371998 | NA | http://facebook.com/viniiciusjunior11 | NA | NA | NA | http://vm.tiktok.com/ZMNF3aV3E | NA | Vinicius José Paixão de Oliveira Junior | NA |
| Neymar | NA | 1992-02-05 | Mogi das Cruzes | 30 | 1.75 | Brazil | attack - Left Winger | right | Relatives | Paris Saint-Germain | 2017-08-03 | 2025-06-30 | player option 1 year | Puma | http://twitter.com/neymarjr | http://instagram.com/neymarjr | 7.5e+07 | 1.80e+08 | 2018-01-24 | https://www.transfermarkt.com/neymar/profil/spieler/68290 | 2021-05-08 | http://www.facebook.com/neymarjr | NA | NA | http://www.neymaroficial.com/ | http://www.tiktok.com/@neymarjr | NA | Neymar da Silva Santos Júnior | NA |
| Rodrygo | NA | 2001-01-09 | Osasco | 21 | 1.74 | Brazil | attack - Right Winger | right | Un1que football | Real Madrid | 2019-07-01 | 2025-06-30 | NA | Nike | http://twitter.com/RodrygoGoes | http://instagram.com/rodrygogoes/ | 6.0e+07 | 6.00e+07 | 2022-06-03 | https://www.transfermarkt.com/rodrygo/profil/spieler/412363 | NA | http://facebook.com/rodrygogoes01/ | NA | NA | NA | http://www.tiktok.com/@rodrygogoes | NA | Rodrygo Silva de Goes | NA |
| Raphinha | NA | 1996-12-14 | Porto Alegre | 25 | 1.76 | Brazil Italy | attack - Right Winger | left | D20 Sports | FC Barcelona | 2022-07-13 | 2027-06-30 | NA | NA | NA | http://www.instagram.com/raphinha/ | 4.5e+07 | 4.50e+07 | 2022-03-29 | https://www.transfermarkt.com/raphinha/profil/spieler/411295 | NA | http://www.facebook.com/RaphinhaReal | NA | NA | NA | NA | NA | Raphael Dias Belloli | NA |
| Antony | NA | 2000-02-24 | São Paulo | 22 | 1.72 | Brazil | attack - Right Winger | left | 4ComM | Manchester United | 2022-08-30 | 2027-06-30 | NA | Puma | http://twitter.com/antony00 | http://www.instagram.com/antony00/ | 3.5e+07 | 3.50e+07 | 2022-01-05 | https://www.transfermarkt.com/antony/profil/spieler/602105 | NA | NA | NA | NA | NA | NA | NA | Antony Matheus dos Santos | NA |
| Richarlison | NA | 1997-05-10 | Nova Venécia | 25 | 1.84 | Brazil | attack - Centre-Forward | right | CAA Base Ltd | Tottenham Hotspur | 2022-07-01 | 2027-06-30 | NA | Nike | http://twitter.com/richarlison97 | http://www.instagram.com/richarlison/ | 4.8e+07 | 6.50e+07 | 2020-03-06 | https://www.transfermarkt.com/richarlison/profil/spieler/378710 | NA | http://www.facebook.com/richarlison9 | NA | NA | NA | http://vm.tiktok.com/ZMNC89Hh3 | NA | Richarlison de Andrade | NA |
| Roberto Firmino | NA | 1991-10-02 | Maceió | 30 | 1.81 | Brazil | attack - Centre-Forward | right | ROGON | Liverpool FC | 2015-07-01 | 2023-06-30 | NA | adidas | NA | http://www.instagram.com/roberto_firmino/ | 3.2e+07 | 9.00e+07 | 2019-12-10 | https://www.transfermarkt.com/roberto-firmino/profil/spieler/131789 | 2018-04-29 | http://www.facebook.com/robertofirmino | NA | NA | NA | NA | NA | Roberto Firmino Barbosa de Oliveira | NA |
| Matheus Cunha | NA | 1999-05-27 | João Pessoa | 23 | 1.84 | Brazil | attack - Centre-Forward | right | Bertolucci Sports | Atlético de Madrid | 2021-08-25 | 2026-06-30 | NA | Nike | http://twitter.com/mathcunha20 | http://www.instagram.com/mathcunha_/ | 3.0e+07 | 3.20e+07 | 2020-11-26 | https://www.transfermarkt.com/matheus-cunha/profil/spieler/517894 | NA | NA | NA | NA | NA | NA | NA | Matheus Santos Carneiro da Cunha | NA |
| Pedro | NA | 1997-06-20 | Rio de Janeiro | 25 | 1.85 | Brazil | attack - Centre-Forward | right | PGB SPORTS | Clube de Regatas do Flamengo | 2021-01-04 | 2025-12-31 | NA | adidas | http://twitter.com/pedro9oficial | http://www.instagram.com/pedroguilherme/ | 1.2e+07 | 1.80e+07 | 2019-08-15 | https://www.transfermarkt.com/pedro/profil/spieler/432895 | NA | http://www.facebook.com/Pedro9Oficial | NA | NA | NA | NA | NA | Pedro Guilherme Abreu dos Santos | NA |
| Manuel Neuer | Manuel Peter Neuer | 1986-03-27 | Gelsenkirchen | 36 | 1.93 | Germany | Goalkeeper | right | PRO Profil GmbH | Bayern Munich | 2011-07-01 | 2024-06-30 | NA | adidas | http://twitter.com/Manuel_Neuer | http://www.instagram.com/manuelneuer/ | 1.5e+07 | 4.50e+07 | 2015-02-04 | https://www.transfermarkt.com/manuel-neuer/profil/spieler/17259 | 2022-05-23 | http://www.facebook.com/pages/Manuel-Neuer/143253979025868 | NA | NA | http://manuel-neuer.com/ | http://www.tiktok.com/@manuelneuer | NA | NA | NA |
| Kevin Trapp | NA | 1990-07-08 | Merzig | 32 | 1.89 | Germany | Goalkeeper | right | Sports360 GmbH | Eintracht Frankfurt | 2019-08-07 | 2024-06-30 | NA | adidas | NA | http://www.instagram.com/kevintrapp/ | 7.0e+06 | 1.20e+07 | 2016-02-04 | https://www.transfermarkt.com/kevin-trapp/profil/spieler/45672 | NA | http://www.facebook.com/Kevin.Trapp.Official | NA | NA | NA | NA | NA | NA | NA |
| Oliver Baumann | NA | 1990-06-02 | Breisach am Rhein | 32 | 1.87 | Germany | Goalkeeper | right | CN Sports | TSG 1899 Hoffenheim | 2014-07-01 | 2024-06-30 | NA | adidas | NA | http://www.instagram.com/olibaumann90/ | 4.5e+06 | 1.00e+07 | 2018-06-05 | https://www.transfermarkt.com/oliver-baumann/profil/spieler/55089 | 2021-12-09 | http://www.facebook.com/pages/OliverBaumann/161962667202906frefts | NA | NA | NA | NA | NA | NA | NA |
| Antonio Rüdiger | NA | 1993-03-03 | Berlin | 29 | 1.90 | Germany Sierra Leone | Defender - Centre-Back | right | FSB – Spielerberatung GmbH | Real Madrid | 2022-07-01 | 2026-06-30 | NA | Nike | http://twitter.com/ToniRuediger | http://www.instagram.com/toniruediger/ | 4.0e+07 | 5.00e+07 | 2019-06-13 | https://www.transfermarkt.com/antonio-rudiger/profil/spieler/86202 | NA | http://www.facebook.com/toni.ruediger | NA | NA | NA | NA | NA | NA | NA |
| Niklas Süle | NA | 1995-09-03 | Frankfurt am Main | 27 | 1.95 | Germany | Defender - Centre-Back | right | Sports360 GmbH | Borussia Dortmund | 2022-07-01 | 2026-06-30 | NA | Nike | NA | NA | 3.5e+07 | 6.00e+07 | 2019-06-05 | https://www.transfermarkt.com/niklas-sule/profil/spieler/166601 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Nico Schlotterbeck | NA | 1999-12-01 | Waiblingen | 22 | 1.91 | Germany | Defender - Centre-Back | left | Robert Schneider | Borussia Dortmund | 2022-07-01 | 2027-06-30 | NA | NA | NA | http://www.instagram.com/nico.schlotterbeck/ | 3.3e+07 | 3.30e+07 | 2022-06-09 | https://www.transfermarkt.com/nico-schlotterbeck/profil/spieler/388198 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Jonathan Tah | Jonathan Glao Tah | 1996-02-11 | Hamburg | 26 | 1.95 | Germany | Defender - Centre-Back | right | Hu & Gu | Bayer 04 Leverkusen | 2015-07-16 | 2025-06-30 | NA | Under Armour | http://twitter.com/jonatah | http://www.instagram.com/jonathantah_/ | 2.5e+07 | 4.00e+07 | 2018-08-22 | https://www.transfermarkt.com/jonathan-tah/profil/spieler/196357 | 2021-09-28 | http://www.facebook.com/JonathanTah4 | NA | NA | NA | NA | NA | NA | NA |
| Thilo Kehrer | Jan Thilo Kehrer | 1996-09-21 | Tübingen | 25 | 1.86 | Germany Burundi | Defender - Centre-Back | right | Dirk Hebel | West Ham United | 2022-08-17 | 2026-06-30 | club option 2 years | Nike | http://twitter.com/KehrerThilo | http://www.instagram.com/thilokehrer/ | 2.2e+07 | 3.50e+07 | 2018-12-17 | https://www.transfermarkt.com/thilo-kehrer/profil/spieler/228948 | NA | http://www.facebook.com/ThiloKehrer20/ | NA | NA | NA | NA | NA | NA | NA |
| Lukas Klostermann | Lukas Manuel Klostermann | 1996-06-03 | Gevelsberg | 26 | 1.89 | Germany | Defender - Centre-Back | right | EMG Mundial | RB Leipzig | 2014-08-22 | 2024-06-30 | NA | NA | http://twitter.com/lukaskl96 | http://instagram.com/lukaskl96/ | 1.8e+07 | 3.80e+07 | 2020-09-16 | https://www.transfermarkt.com/lukas-klostermann/profil/spieler/215599 | 2020-05-08 | http://www.facebook.com/Lukas-Klostermann-1461015337545063 | NA | NA | NA | NA | NA | NA | NA |
| David Raum | NA | 1998-04-22 | Nürnberg | 24 | 1.80 | Germany | Defender - Left-Back | left | ROOF | RB Leipzig | 2022-07-31 | 2027-06-30 | NA | NA | NA | http://www.instagram.com/david.raum/ | 2.0e+07 | 2.00e+07 | 2022-06-09 | https://www.transfermarkt.com/david-raum/profil/spieler/318204 | NA | http://www.facebook.com/david.raum.35?ref=br_rs | NA | NA | NA | NA | NA | NA | NA |
| Benjamin Henrichs | NA | 1997-02-23 | Bocholt | 25 | 1.85 | Germany Ghana | Defender - Right-Back | right | CN Sports | RB Leipzig | 2021-07-01 | 2025-06-30 | NA | NA | http://twitter.com/Henrichs39 | http://www.instagram.com/bennyhenrichs/ | 1.4e+07 | 2.00e+07 | 2018-12-17 | https://www.transfermarkt.com/benjamin-henrichs/profil/spieler/202591 | NA | NA | NA | NA | NA | http://www.tiktok.com/@bennyhenrichs | NA | NA | NA |
| Joshua Kimmich | Joshua Walter Kimmich | 1995-02-08 | Rottweil | 27 | 1.77 | Germany | midfield - Defensive Midfield | right | NA | Bayern Munich | 2015-07-02 | 2025-06-30 | NA | NA | NA | http://www.instagram.com/jok_32/ | 8.0e+07 | 9.00e+07 | 2021-02-10 | https://www.transfermarkt.com/joshua-kimmich/profil/spieler/161056 | 2021-08-23 | http://www.facebook.com/jo.kimmich?group_id=0 | NA | NA | NA | NA | NA | NA | NA |
| Anton Stach | NA | 1998-11-15 | Buchholz in der Nordheide | 23 | 1.94 | Germany | midfield - Defensive Midfield | both | ROOF | 1.FSV Mainz 05 | 2021-07-31 | 2024-06-30 | Option for a further year | NA | NA | http://www.instagram.com/anton_stach/ | 1.3e+07 | 1.30e+07 | 2022-06-09 | https://www.transfermarkt.com/anton-stach/profil/spieler/344069 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Leon Goretzka | Leon Christoph Goretzka | 1995-02-06 | Bochum | 27 | 1.89 | Germany | midfield - Central Midfield | right | Neubauer 13 GmbH | Bayern Munich | 2018-07-01 | 2026-06-30 | NA | NA | NA | http://instagram.com/leon_goretzka | 6.5e+07 | 7.00e+07 | 2021-02-10 | https://www.transfermarkt.com/leon-goretzka/profil/spieler/153084 | 2021-09-16 | http://www.facebook.com/LeonGoretzka/ | NA | NA | NA | NA | NA | NA | NA |
| Ilkay Gündogan | Ilkay Gündogan | 1990-10-24 | Gelsenkirchen | 31 | 1.80 | Germany | midfield - Central Midfield | right | KIN Partners | Manchester City | 2016-07-01 | 2023-06-30 | NA | adidas | NA | http://www.instagram.com/ilkayguendogan/ | 2.5e+07 | 5.00e+07 | 2019-06-13 | https://www.transfermarkt.com/ilkay-gundogan/profil/spieler/53622 | 2019-08-09 | http://www.facebook.com/IlkayGuendogan | NA | NA | NA | NA | NA | NA | NA |
| Kai Havertz | Kai Lukas Havertz | 1999-06-11 | Aachen | 23 | 1.90 | Germany | midfield - Attacking Midfield | left | ROOF | Chelsea FC | 2020-09-04 | 2025-06-30 | NA | Nike | http://twitter.com/kaihavertz29 | http://www.instagram.com/kaihavertz29/ | 7.0e+07 | 9.00e+07 | 2019-06-05 | https://www.transfermarkt.com/kai-havertz/profil/spieler/309400 | NA | http://www.facebook.com/kaihavertz29/ | NA | NA | NA | NA | NA | NA | NA |
| Jamal Musiala | NA | 2003-02-26 | Stuttgart | 19 | 1.84 | Germany England | midfield - Attacking Midfield | right | 11WINS | Bayern Munich | 2020-07-01 | 2026-06-30 | NA | NA | http://twitter.com/JamalMusiala | http://www.instagram.com/jamalmusiala10/ | 6.5e+07 | 6.50e+07 | 2022-06-09 | https://www.transfermarkt.com/jamal-musiala/profil/spieler/580195 | 2021-03-05 | NA | NA | NA | NA | NA | NA | NA | NA |
| Julian Brandt | NA | 1996-05-02 | Bremen | 26 | 1.85 | Germany | midfield - Attacking Midfield | right | Relatives | Borussia Dortmund | 2019-07-01 | 2024-06-30 | NA | Nike | http://twitter.com/JulianBrandt | http://www.instagram.com/julianbrandt/ | 2.5e+07 | 5.00e+07 | 2019-06-05 | https://www.transfermarkt.com/julian-brandt/profil/spieler/187492 | NA | http://www.facebook.com/julianbrandtofficial/ | NA | NA | NA | NA | NA | NA | NA |
| Leroy Sané | Leroy Aziz Sané | 1996-01-11 | Essen | 26 | 1.83 | Germany France | attack - Left Winger | left | LIAN Sports Group | Bayern Munich | 2020-07-15 | 2025-06-30 | NA | Nike | http://twitter.com/leroy_sane | http://www.instagram.com/leroysane/ | 6.0e+07 | 1.00e+08 | 2018-12-19 | https://www.transfermarkt.com/leroy-sane/profil/spieler/192565 | NA | http://www.facebook.com/leroysane | NA | NA | NA | NA | NA | NA | NA |
| Serge Gnabry | Serge David Gnabry | 1995-07-14 | Stuttgart | 27 | 1.76 | Germany Cote d'Ivoire | attack - Right Winger | right | ROOF | Bayern Munich | 2017-07-01 | 2026-06-30 | NA | adidas | http://twitter.com/SergeGnabry | http://instagram.com/sergegnabry# | 6.5e+07 | 9.00e+07 | 2020-03-11 | https://www.transfermarkt.com/serge-gnabry/profil/spieler/159471 | 2022-07-16 | http://www.facebook.com/SergeGnabry | NA | NA | NA | NA | NA | NA | NA |
| Jonas Hofmann | NA | 1992-07-14 | Heidelberg | 30 | 1.76 | Germany | attack - Right Winger | right | Dr. Gutfleisch | Borussia Mönchengladbach | 2016-01-01 | 2025-06-30 | club option 1 year | NA | NA | http://www.instagram.com/jonasho23/ | 1.3e+07 | 1.60e+07 | 2021-02-10 | https://www.transfermarkt.com/jonas-hofmann/profil/spieler/7161 | 2022-08-08 | http://www.facebook.com/JonasHofmann07/ | NA | NA | NA | NA | NA | NA | NA |
| Thomas Müller | NA | NA | Weilheim in Oberbayern | 33 | 1.85 | Germany | attack - Second Striker | right | Kögl & Partner GmbH | Bayern Munich | 2009-07-01 | 2024-06-30 | NA | adidas | http://twitter.com/esmuellert_ | http://www.instagram.com/esmuellert/ | 2.2e+07 | 7.50e+07 | 2015-10-16 | https://www.transfermarkt.com/thomas-muller/profil/spieler/58358 | 2022-05-03 | http://www.facebook.com/es.muellert.wieder | NA | NA | http://www.esmuellertwieder.de/ | http://www.tiktok.com/@esmuellert | NA | NA | NA |
| Timo Werner | NA | 1996-03-06 | Stuttgart | 26 | 1.80 | Germany | attack - Centre-Forward | right | Sports360 GmbH | RB Leipzig | 2022-08-09 | 2026-06-30 | NA | adidas | http://twitter.com/TimoWerner | http://www.instagram.com/timowerner/ | 3.5e+07 | 8.00e+07 | 2020-03-11 | https://www.transfermarkt.com/timo-werner/profil/spieler/170527 | NA | http://www.facebook.com/TimoWerner | NA | NA | NA | NA | NA | NA | NA |
| Karim Adeyemi | Karim-David Adeyemi | 2002-01-18 | München | 20 | 1.80 | Germany Nigeria | attack - Centre-Forward | left | KICK & RUN SPORTS | Borussia Dortmund | 2022-07-01 | 2027-06-30 | NA | Nike | http://twitter.com/karim_adeyemi | http://www.instagram.com/karim_adeyemi/ | 3.5e+07 | 3.50e+07 | 2021-12-16 | https://www.transfermarkt.com/karim-adeyemi/profil/spieler/496094 | NA | NA | NA | NA | NA | http://www.tiktok.com/@karimadeyemi27 | NA | NA | NA |
| Lukas Nmecha | Lukas Okechukwu Nmecha | 1998-12-14 | Hamburg | 23 | 1.85 | Germany England | attack - Centre-Forward | right | ROGON | VfL Wolfsburg | 2021-07-16 | 2025-06-30 | NA | NA | http://twitter.com/LukasNmecha | http://www.instagram.com/l.nmecha_/ | 1.8e+07 | 1.80e+07 | 2021-12-22 | https://www.transfermarkt.com/lukas-nmecha/profil/spieler/314288 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Diogo Costa | NA | 1999-09-19 | Rothrist | 22 | 1.86 | Portugal Switzerland | Goalkeeper | right | Gestifute | FC Porto | 2019-07-01 | 2026-06-30 | NA | NA | NA | http://www.instagram.com/diogomcosta99/ | 2.5e+07 | 2.50e+07 | 2022-05-31 | https://www.transfermarkt.com/diogo-costa/profil/spieler/357153 | 2021-10-16 | http://www.facebook.com/diogo.meireles.921 | NA | NA | NA | NA | NA | Diogo Meireles Costa | NA |
| Rui Silva | Rui Tiago Dantas da Silva | 1994-02-07 | Maia | 28 | 1.91 | Portugal | Goalkeeper | left | Team of Future | Real Betis Balompié | 2021-07-01 | 2026-06-30 | NA | NA | NA | http://www.instagram.com/ruisilva_1/ | 1.5e+07 | 1.50e+07 | 2022-06-03 | https://www.transfermarkt.com/rui-silva/profil/spieler/234811 | NA | http://www.facebook.com/rui.silva.100483 | NA | NA | NA | NA | NA | NA | NA |
| Rui Patrício | Rui Pedro dos Santos Patrício | 1988-02-15 | Leiria | 34 | 1.90 | Portugal | Goalkeeper | left | Gestifute | AS Roma | 2021-07-13 | 2024-06-30 | NA | Puma | NA | http://www.instagram.com/rpatricio1/ | 6.0e+06 | 2.00e+07 | 2013-03-28 | https://www.transfermarkt.com/rui-patricio/profil/spieler/45026 | NA | http://www.facebook.com/Rui-Patricio-379050318848791 | NA | NA | NA | NA | NA | NA | NA |
| David Carmo | David Mota Veiga Teixeira Carmo | 1999-07-19 | Aveiro | 23 | 1.96 | Portugal | Defender - Centre-Back | left | Proeleven S.A. | FC Porto | 2022-07-05 | 2027-06-30 | NA | NA | NA | http://www.instagram.com/d__carmo92/ | 1.5e+07 | 1.50e+07 | 2022-05-31 | https://www.transfermarkt.com/david-carmo/profil/spieler/498237 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Domingos Duarte | Domingos de Sousa Coutinho Meneses Duarte | 1995-03-10 | Cascais | 27 | 1.92 | Portugal | Defender - Centre-Back | right | PCR Sports | Getafe CF | 2022-07-11 | 2026-06-30 | NA | NA | NA | http://www.instagram.com/domingos_mduarte/ | 8.0e+06 | 1.20e+07 | 2021-01-05 | https://www.transfermarkt.com/domingos-duarte/profil/spieler/257376 | NA | http://www.facebook.com/domingoscmduarte14 | NA | NA | NA | NA | NA | NA | NA |
| Pepe | NA | 1983-02-26 | Maceió | 39 | 1.87 | Portugal Brazil | Defender - Centre-Back | right | Gestifute | FC Porto | 2019-01-08 | 2023-06-30 | NA | Umbro | http://twitter.com/officialpepe | http://www.instagram.com/official_pepe/ | 1.0e+06 | 3.00e+07 | 2007-07-10 | https://www.transfermarkt.com/pepe/profil/spieler/14132 | 2020-11-04 | http://www.facebook.com/Pepe | NA | NA | NA | NA | NA | Képler Laveran Lima Ferreira | NA |
| Nuno Mendes | Nuno Alexandre Tavares Mendes | 2002-06-19 | Lisboa | 20 | 1.83 | Portugal | Defender - Left-Back | left | MRP.POSITIONUMBER | Paris Saint-Germain | 2022-07-01 | 2026-06-30 | NA | adidas | NA | http://www.instagram.com/nunomendes_5/ | 4.0e+07 | 4.00e+07 | 2021-06-01 | https://www.transfermarkt.com/nuno-mendes/profil/spieler/616341 | NA | http://www.facebook.com/mario.joao.1481 | NA | NA | NA | NA | NA | NA | NA |
| João Cancelo | João Pedro Cavaco Cancelo | 1994-05-27 | Barreiro | 28 | 1.82 | Portugal | Defender - Right-Back | right | Gestifute | Manchester City | 2019-08-07 | 2027-06-30 | NA | Nike | NA | http://www.instagram.com/jpcancelo/ | 6.5e+07 | 6.50e+07 | 2022-06-15 | https://www.transfermarkt.com/joao-cancelo/profil/spieler/182712 | 2022-02-01 | http://www.facebook.com/cancelooficial/?ref=br_rs | NA | NA | NA | NA | NA | NA | NA |
| Diogo Dalot | José Diogo Dalot Teixeira | 1999-03-18 | Braga | 23 | 1.83 | Portugal | Defender - Right-Back | right | Proeleven S.A. | Manchester United | 2018-07-01 | 2023-06-30 | club option 1 year | Nike | http://twitter.com/DalotDiogo | http://www.instagram.com/diogodalot/ | 2.0e+07 | 2.00e+07 | 2019-06-13 | https://www.transfermarkt.com/diogo-dalot/profil/spieler/357147 | NA | http://www.facebook.com/DalotDiogo/ | NA | NA | NA | NA | NA | NA | NA |
| José Perides | NA | 1935-04-18 | Tete | 87 | NA | Portugal Mozambique | midfield | NA | NA | Retired | 1967-07-01 | NA | NA | NA | NA | NA | NA | NA | NA | https://www.transfermarkt.com/jose-perides/profil/spieler/251219 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Rúben Neves | Rúben Diogo da Silva Neves | 1997-03-13 | Santa Maria da Feira | 25 | 1.80 | Portugal | midfield - Defensive Midfield | right | Gestifute | Wolverhampton Wanderers | 2017-07-08 | 2024-06-30 | NA | Nike | http://twitter.com/rubendsneves_ | http://www.instagram.com/rubendsneves/ | 4.0e+07 | 5.00e+07 | 2019-09-12 | https://www.transfermarkt.com/ruben-neves/profil/spieler/225161 | 2018-07-02 | http://www.facebook.com/rubendsneves/ | NA | NA | http://www.rubenneves.pt/ | NA | NA | NA | NA |
| João Palhinha | João Maria Lobo Alves Palhinha Gonçalves | 1995-07-09 | Lisboa | 27 | 1.90 | Portugal | midfield - Defensive Midfield | right | NA | Fulham FC | 2022-07-04 | 2027-06-30 | NA | NA | NA | http://www.instagram.com/joaopalhinha6/ | 2.5e+07 | 2.60e+07 | 2021-12-27 | https://www.transfermarkt.com/joao-palhinha/profil/spieler/257455 | NA | http://www.facebook.com/jpalhinha/ | NA | NA | NA | NA | NA | NA | NA |
| William Carvalho | William Silva de Carvalho | 1992-04-07 | Luanda | 30 | 1.87 | Portugal Angola | midfield - Defensive Midfield | right | Media Base Sports | Real Betis Balompié | 2018-07-13 | 2026-06-30 | NA | NA | http://twitter.com/wllmcarvalho14 | http://instagram.com/wcarvalho14 | 1.6e+07 | 3.00e+07 | 2016-07-29 | https://www.transfermarkt.com/william-carvalho/profil/spieler/100131 | 2022-09-02 | http://www.facebook.com/WilliamCarvalhoOfficial/ | NA | NA | NA | NA | NA | NA | NA |
| Danilo Pereira | Danilo Luís Hélio Pereira | 1991-09-09 | Bissau | 31 | 1.88 | Portugal Guinea-Bissau | midfield - Defensive Midfield | right | Gestifute | Paris Saint-Germain | 2021-07-01 | 2025-06-30 | NA | Nike | http://twitter.com/iamDaniloP | http://www.instagram.com/iamdanilopereira/ | 1.4e+07 | 3.00e+07 | 2019-06-07 | https://www.transfermarkt.com/danilo-pereira/profil/spieler/141050 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Matheus Nunes | NA | 1998-08-27 | Rio de Janeiro | 24 | 1.83 | Portugal Brazil | midfield - Central Midfield | right | Gestifute | Wolverhampton Wanderers | 2022-08-18 | 2027-06-30 | Option for a further year | NA | NA | http://www.instagram.com/matheusnunes73/ | 3.5e+07 | 3.50e+07 | 2022-05-31 | https://www.transfermarkt.com/matheus-nunes/profil/spieler/601883 | NA | NA | NA | NA | NA | NA | NA | Matheus Luiz Nunes | NA |
| Vitinha | NA | 2000-02-13 | Santo Tirso | 22 | 1.72 | Portugal | midfield - Central Midfield | right | Gestifute | Paris Saint-Germain | 2022-07-01 | 2027-06-30 | NA | Nike | http://twitter.com/vitinha | http://www.instagram.com/vitinha/ | 3.0e+07 | 3.00e+07 | 2022-05-31 | https://www.transfermarkt.com/vitinha/profil/spieler/487469 | NA | NA | NA | NA | NA | NA | NA | Vítor Machado Ferreira | NA |
| Otávio | NA | 1995-02-09 | João Pessoa | 27 | 1.72 | Portugal Brazil | midfield - Right Midfield | right | Live Soccer | FC Porto | 2014-09-01 | 2025-06-30 | NA | NA | http://twitter.com/otaviomonteiroo | http://www.instagram.com/otaviomonteiroo/ | 3.0e+07 | 3.00e+07 | 2022-05-31 | https://www.transfermarkt.com/otavio/profil/spieler/231289 | 2021-03-22 | http://www.facebook.com/OtavioMonteiroo | NA | NA | NA | NA | NA | Otávio Edmilson da Silva Monteiro | NA |
| Bruno Fernandes | Bruno Miguel Borges Fernandes | 1994-09-08 | Maia | 28 | 1.79 | Portugal | midfield - Attacking Midfield | right | MRP.POSITIONUMBER | Manchester United | 2020-01-29 | 2026-06-30 | Option for a further year | Nike | http://twitter.com/B_Fernandes8 | http://www.instagram.com/brunofernandes.10/ | 8.5e+07 | 9.00e+07 | 2020-12-17 | https://www.transfermarkt.com/bruno-fernandes/profil/spieler/240306 | 2022-04-01 | http://www.facebook.com/BrunoFernandesOfficial/ | NA | NA | NA | NA | NA | NA | NA |
| Bernardo Silva | Bernardo Mota Veiga de Carvalho e Silva | 1994-08-10 | Lisboa | 28 | 1.73 | Portugal | midfield - Attacking Midfield | left | Gestifute | Manchester City | 2017-07-01 | 2025-06-30 | NA | adidas | http://twitter.com/BernardoCSilva | http://www.instagram.com/bernardocarvalhosilva/ | 8.0e+07 | 1.00e+08 | 2019-06-13 | https://www.transfermarkt.com/bernardo-silva/profil/spieler/241641 | 2019-03-13 | http://www.facebook.com/BernardoSilvaOficial/ | NA | NA | NA | NA | NA | NA | NA |
| Rafael Leão | Rafael Alexandre da Conceição Leão | 1999-06-10 | Almada | 23 | 1.88 | Portugal Angola | attack - Left Winger | right | Gestifute | AC Milan | 2019-08-01 | 2024-06-30 | NA | adidas | http://twitter.com/RafaeLeao7 | http://www.instagram.com/iamrafaeleao93/ | 7.0e+07 | 7.00e+07 | 2022-06-07 | https://www.transfermarkt.com/rafael-leao/profil/spieler/357164 | NA | http://www.facebook.com/rafaelcanja9 | NA | NA | NA | http://vm.tiktok.com/ZMNV3DmD5 | NA | NA | NA |
| Diogo Jota | NA | 1996-12-04 | Porto | 25 | 1.78 | Portugal | attack - Left Winger | right | Gestifute | Liverpool FC | 2020-09-19 | 2027-06-30 | NA | adidas | http://twitter.com/DiogoJota18 | http://www.instagram.com/diogoj_18/ | 6.0e+07 | 6.00e+07 | 2021-12-23 | https://www.transfermarkt.com/diogo-jota/profil/spieler/340950 | 2022-08-02 | http://www.facebook.com/diogojota10 | NA | NA | NA | NA | NA | Diogo José Teixeira da Silva | NA |
| Gonçalo Guedes | Gonçalo Manuel Ganchinho Guedes | 1996-11-29 | Benavente | 25 | 1.79 | Portugal | attack - Left Winger | right | Gestifute | Wolverhampton Wanderers | 2022-08-08 | 2027-06-30 | NA | Nike | http://twitter.com/gguedesoficial | http://www.instagram.com/goncaloguedes15/ | 4.0e+07 | 4.00e+07 | 2018-01-01 | https://www.transfermarkt.com/goncalo-guedes/profil/spieler/225122 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Ricardo Horta | Ricardo Jorge Luz Horta | 1994-09-15 | Almada | 27 | 1.73 | Portugal | attack - Left Winger | right | Proeleven S.A. | SC Braga | 2017-07-18 | 2026-06-30 | NA | NA | NA | http://www.instagram.com/ricardohorta21/ | 2.0e+07 | 2.00e+07 | 2022-03-10 | https://www.transfermarkt.com/ricardo-horta/profil/spieler/261927 | 2021-10-14 | http://www.facebook.com/OficialRicardoHorta | NA | NA | NA | NA | NA | NA | NA |
| André Silva | André Miguel Valente Silva | 1995-11-06 | Baguim do Monte | 26 | 1.85 | Portugal | attack - Centre-Forward | right | Gestifute | RB Leipzig | 2021-07-02 | 2026-06-30 | NA | Nike | http://twitter.com/andrevsilva19 | http://www.instagram.com/andresilva9/ | 3.2e+07 | 4.50e+07 | 2021-06-01 | https://www.transfermarkt.com/andre-silva/profil/spieler/198008 | NA | http://www.facebook.com/andresilva49/ | NA | NA | NA | NA | NA | NA | NA |
| Unai Simón | Unai Simón Mendibil | 1997-06-11 | Vitoria-Gasteiz | 25 | 1.90 | Spain | Goalkeeper | right | ICM Stellar Sports | Athletic Bilbao | 2018-07-01 | 2025-06-30 | NA | NA | NA | NA | 2.5e+07 | 3.00e+07 | 2020-07-23 | https://www.transfermarkt.com/unai-simon/profil/spieler/262396 | 2020-08-20 | NA | NA | NA | NA | NA | NA | NA | NA |
| David Raya | David Raya Martin | 1995-09-15 | Barcelona | 26 | 1.84 | Spain | Goalkeeper | right | FUTBOL21 AGENCY | Brentford FC | 2019-07-06 | 2024-06-30 | NA | NA | NA | http://www.instagram.com/d.raya1/ | 2.2e+07 | 2.20e+07 | 2022-06-15 | https://www.transfermarkt.com/david-raya/profil/spieler/262749 | 2020-10-02 | NA | NA | NA | NA | NA | NA | NA | NA |
| Robert Sánchez | NA | 1997-11-18 | Cartagena | 24 | 1.97 | Spain England | Goalkeeper | right | ICM Stellar Sports | Brighton & Hove Albion | 2020-07-01 | 2025-06-30 | NA | NA | NA | http://www.instagram.com/robertsanchez_1/ | 1.6e+07 | 1.60e+07 | 2022-06-15 | https://www.transfermarkt.com/robert-sanchez/profil/spieler/403151 | 2021-02-23 | NA | NA | NA | NA | NA | NA | NA | NA |
| Pau Torres | Pau Francisco Torres | 1997-01-16 | Villarreal | 25 | 1.91 | Spain | Defender - Centre-Back | left | InterStarDeporte | Villarreal CF | 2018-07-01 | 2024-06-30 | NA | NA | http://twitter.com/pauttorres | http://www.instagram.com/pauttorres/ | 5.0e+07 | 5.00e+07 | 2021-01-05 | https://www.transfermarkt.com/pau-torres/profil/spieler/399776 | 2019-10-02 | NA | NA | NA | NA | NA | NA | NA | NA |
| Iñigo Martínez | Iñigo Martínez Berridi | 1991-05-17 | Ondarroa | 31 | 1.82 | Spain | Defender - Centre-Back | left | Carmelo Sánchez | Athletic Bilbao | 2018-01-30 | 2023-06-30 | NA | NA | http://twitter.com/inigomartinez | http://www.instagram.com/inigomartinez/ | 2.5e+07 | 3.20e+07 | 2018-03-22 | https://www.transfermarkt.com/inigo-martinez/profil/spieler/158863 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Eric García | Eric García Martret | 2001-01-09 | Barcelona | 21 | 1.82 | Spain | Defender - Centre-Back | right | Puyol, De la Peña & Sostres | FC Barcelona | 2021-07-01 | 2026-06-30 | NA | NA | NA | http://www.instagram.com/ericgm3/ | 1.8e+07 | 2.00e+07 | 2020-10-13 | https://www.transfermarkt.com/eric-garcia/profil/spieler/466794 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Diego Llorente | Diego Javier Llorente Ríos | 1993-08-16 | Madrid | 29 | 1.86 | Spain | Defender - Centre-Back | right | Gelu Rodríguez | Leeds United | 2020-09-24 | 2024-06-30 | NA | NA | http://twitter.com/diego_2llorente | http://t.co/lPy7OYvM9N | 1.8e+07 | 2.50e+07 | 2019-06-11 | https://www.transfermarkt.com/diego-llorente/profil/spieler/246291 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Marcos Alonso | Marcos Alonso Mendoza | 1990-12-28 | Madrid | 31 | 1.89 | Spain | Defender - Left-Back | left | LIAN Sports Group | FC Barcelona | 2022-09-01 | 2023-06-30 | NA | Nike | http://twitter.com/marcosalonso03 | http://www.instagram.com/marcosalonso28/ | 1.2e+07 | 4.50e+07 | 2018-10-17 | https://www.transfermarkt.com/marcos-alonso/profil/spieler/112515 | NA | http://www.facebook.com/marcosalonsoMA3/?fref=ts | NA | NA | http://www.marcos-alonso.com/ | NA | NA | NA | NA |
| Jordi Alba | Jordi Alba Ramos | 1989-03-21 | L'Hospitalet de Llobregat | 33 | 1.70 | Spain | Defender - Left-Back | left | InterStarDeporte | FC Barcelona | 2012-07-01 | 2024-06-30 | NA | adidas | http://twitter.com/JordiAlba | http://instagram.com/JordiAlbaOficial# | 9.0e+06 | 7.00e+07 | 2018-10-31 | https://www.transfermarkt.com/jordi-alba/profil/spieler/69751 | 2019-02-28 | http://www.facebook.com/jordialbaofficial | NA | NA | NA | NA | NA | NA | NA |
| Daniel Carvajal | Daniel Carvajal Ramos | 1992-01-11 | Leganés | 30 | 1.73 | Spain | Defender - Right-Back | right | Ginés Carvajal | Real Madrid | 2013-07-01 | 2025-06-30 | NA | Nike | http://twitter.com/DaniCarvajal92 | http://www.instagram.com/dani.carvajal.2/ | 1.8e+07 | 6.00e+07 | 2018-03-22 | https://www.transfermarkt.com/daniel-carvajal/profil/spieler/138927 | 2021-07-29 | http://www.facebook.com/danicarvajaloficial | NA | NA | NA | NA | NA | NA | NA |
| César Azpilicueta | César Azpilicueta Tanco | 1989-08-28 | Pamplona | 33 | 1.78 | Spain | Defender - Right-Back | right | Relatives | Chelsea FC | 2012-08-24 | 2024-06-30 | NA | adidas | http://twitter.com/CesarAzpi | http://www.instagram.com/cesarazpi/ | 9.0e+06 | 4.00e+07 | 2018-03-23 | https://www.transfermarkt.com/cesar-azpilicueta/profil/spieler/57500 | 2022-08-04 | http://www.facebook.com/CesarAzpilicuetaOficial/?fref=ts | NA | NA | http://cesarazpi.com | NA | NA | NA | NA |
| Rodri | NA | 1996-06-22 | Madrid | 26 | 1.91 | Spain | midfield - Defensive Midfield | right | Pablo Barquero | Manchester City | 2019-07-04 | 2027-06-30 | NA | Nike | NA | NA | 8.0e+07 | 8.00e+07 | 2019-06-11 | https://www.transfermarkt.com/rodri/profil/spieler/357565 | 2022-07-12 | NA | NA | NA | NA | NA | NA | Rodrigo Hernández Cascante | NA |
| Sergio Busquets | Sergio Busquets Burgos | 1988-07-16 | Badia del Vallès | 34 | 1.89 | Spain | midfield - Defensive Midfield | right | TACTIC GRUP - OROBITG | FC Barcelona | 2008-07-01 | 2023-06-30 | NA | Nike | http://twitter.com/5sergiob | http://www.instagram.com/5sergiob/ | 9.0e+06 | 8.00e+07 | 2018-01-01 | https://www.transfermarkt.com/sergio-busquets/profil/spieler/65230 | 2018-09-27 | NA | NA | NA | NA | NA | NA | NA | NA |
| Gavi | NA | 2004-08-05 | Los Palacios y Villafranca | 18 | 1.73 | Spain | midfield - Central Midfield | right | Puyol, De la Peña & Sostres | FC Barcelona | 2021-07-01 | 2023-06-30 | NA | Nike | NA | http://www.instagram.com/pablogavi/ | 6.0e+07 | 6.00e+07 | 2022-03-21 | https://www.transfermarkt.com/gavi/profil/spieler/646740 | NA | NA | NA | NA | NA | NA | NA | Pablo Martín Páez Gavira | NA |
| Carlos Soler | Carlos Soler Barragán | 1997-01-02 | Valencia | 25 | 1.80 | Spain | midfield - Central Midfield | right | Promoesport | Paris Saint-Germain | 2022-09-01 | 2027-06-30 | NA | adidas | http://twitter.com/Carlos10Soler | http://t.co/kQbkGo12eW | 5.0e+07 | 5.00e+07 | 2019-06-11 | https://www.transfermarkt.com/carlos-soler/profil/spieler/372246 | NA | http://t.co/uOAX92L3qZ | NA | NA | NA | NA | NA | NA | NA |
| Marcos Llorente | Marcos Llorente Moreno | 1995-01-30 | Madrid | 27 | 1.84 | Spain | midfield - Central Midfield | right | NA | Atlético de Madrid | 2019-07-01 | 2027-06-30 | NA | Nike | http://twitter.com/marcosllorente | http://www.instagram.com/marcosllorente/ | 4.5e+07 | 8.00e+07 | 2021-05-31 | https://www.transfermarkt.com/marcos-llorente/profil/spieler/282411 | 2021-08-18 | NA | NA | NA | NA | NA | NA | NA | NA |
| Koke | NA | 1992-01-08 | Madrid | 30 | 1.76 | Spain | midfield - Central Midfield | right | Gesport Espizua SL | Atlético de Madrid | 2011-01-01 | 2024-06-30 | NA | adidas | http://twitter.com/Koke6 | http://www.instagram.com/koke6/ | 2.5e+07 | 7.00e+07 | 2018-01-01 | https://www.transfermarkt.com/koke/profil/spieler/74229 | 2017-05-23 | http://www.facebook.com/JorgeResurreccionKoke/?fref=ts | NA | NA | NA | NA | NA | Jorge Resurrección Merodio | NA |
| Dani Olmo | Daniel Olmo Carvajal | 1998-05-07 | Terrassa | 24 | 1.79 | Spain | midfield - Attacking Midfield | right | Niagara Sports Company | RB Leipzig | 2020-01-25 | 2024-06-30 | NA | NA | http://twitter.com/daniolmo7 | http://www.instagram.com/daniolmo7/ | 4.0e+07 | 5.00e+07 | 2021-07-15 | https://www.transfermarkt.com/dani-olmo/profil/spieler/293385 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Ansu Fati | Anssumane Fati Vieira | 2002-10-31 | Bissau | 19 | 1.78 | Spain Guinea-Bissau | attack - Left Winger | right | Relatives | FC Barcelona | 2020-09-23 | 2027-06-30 | club option 2 years | Nike | http://twitter.com/ANSUFATI | http://www.instagram.com/ansufati/ | 6.0e+07 | 8.00e+07 | 2020-10-08 | https://www.transfermarkt.com/ansu-fati/profil/spieler/466810 | 2021-10-21 | http://www.facebook.com/Ansu-Fati-644147996364233 | NA | NA | NA | NA | NA | NA | NA |
| Ferran Torres | Ferran Torres García | 2000-02-29 | Foios | 22 | 1.84 | Spain | attack - Left Winger | right | LEADERBROCK | FC Barcelona | 2022-01-01 | 2027-06-30 | NA | adidas | http://twitter.com/FerranTorres20 | http://www.instagram.com/ferrantorres/ | 4.5e+07 | 5.00e+07 | 2020-03-05 | https://www.transfermarkt.com/ferran-torres/profil/spieler/398184 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Marco Asensio | Marco Asensio Willemsen | 1996-01-21 | Palma de Mallorca | 26 | 1.82 | Spain Netherlands | attack - Right Winger | left | Horacio Gaggioli | Real Madrid | 2015-07-01 | 2023-06-30 | NA | adidas | http://twitter.com/marcoasensio10 | http://www.instagram.com/marcoasensio10/ | 4.0e+07 | 9.00e+07 | 2018-10-31 | https://www.transfermarkt.com/marco-asensio/profil/spieler/296622 | 2017-09-28 | NA | NA | NA | NA | NA | NA | NA | NA |
| Pablo Sarabia | Pablo Sarabia García | 1992-05-11 | Madrid | 30 | 1.74 | Spain | attack - Right Winger | left | Pablo Barquero | Paris Saint-Germain | 2019-07-02 | 2024-06-30 | NA | adidas | http://twitter.com/Pablosarabia92 | http://www.instagram.com/pablosarabia92/ | 2.5e+07 | 4.00e+07 | 2018-12-21 | https://www.transfermarkt.com/pablo-sarabia/profil/spieler/74230 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Álvaro Morata | Álvaro Borja Morata Martín | 1992-10-23 | Madrid | 29 | 1.87 | Spain | attack - Centre-Forward | right | Niagara Sports Company | Atlético de Madrid | 2020-07-01 | 2024-06-30 | NA | adidas | http://twitter.com/AlvaroMorata | http://instagram.com/alvaromorata | 2.5e+07 | 6.50e+07 | 2018-01-02 | https://www.transfermarkt.com/alvaro-morata/profil/spieler/128223 | 2020-09-21 | http://www.facebook.com/alvaromorata | NA | NA | http://alvaromorata9.com/ | NA | NA | NA | NA |
| Raúl de Tomás | Raúl de Tomás Gómez | 1994-10-17 | Madrid | 27 | 1.80 | Spain Dominican Republic | attack - Centre-Forward | right | ICM Stellar Sports | Rayo Vallecano | 2022-09-13 | 2027-06-30 | NA | NA | http://twitter.com/RaulDeTomas9 | http://www.instagram.com/rauldetomas17/ | 2.5e+07 | 2.50e+07 | 2022-06-03 | https://www.transfermarkt.com/raul-de-tomas/profil/spieler/162038 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Emiliano Martínez | Damián Emiliano Martínez Romero | 1992-09-02 | Mar del Plata | 30 | 1.95 | Argentina | Goalkeeper | right | Twenty Two S.A. | Aston Villa | 2020-09-16 | 2027-06-30 | NA | Puma | http://twitter.com/emimartinezz1 | http://t.co/oqYxin8T1R | 2.8e+07 | 3.50e+07 | 2021-07-16 | https://www.transfermarkt.com/emiliano-martinez/profil/spieler/111873 | 2022-01-21 | http://t.co/W0YOCi28F6 | NA | NA | NA | NA | NA | NA | NA |
| Juan Musso | Juan Agustín Musso | 1994-05-06 | San Nicolás | 28 | 1.91 | Argentina Italy | Goalkeeper | right | Alessandro Lucci - WSA | Atalanta BC | 2021-07-02 | 2025-06-30 | NA | NA | NA | http://www.instagram.com/juanmusso/ | 1.8e+07 | 2.00e+07 | 2020-08-25 | https://www.transfermarkt.com/juan-musso/profil/spieler/242359 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Gerónimo Rulli | NA | 1992-05-20 | La Plata | 30 | 1.89 | Argentina Italy | Goalkeeper | right | ICM Stellar Sports | Villarreal CF | 2020-09-04 | 2024-06-30 | NA | NA | http://twitter.com/gerorulli | http://www.instagram.com/gerorulli/ | 6.0e+06 | 1.40e+07 | 2017-06-05 | https://www.transfermarkt.com/geronimo-rulli/profil/spieler/229604 | NA | http://t.co/KjS6HNXo4S | NA | NA | NA | NA | NA | NA | NA |
| Franco Armani | NA | 1986-10-16 | Casilda | 35 | 1.89 | Argentina | Goalkeeper | right | NICOLAS PETROPULOS | CA River Plate | 2018-01-03 | 2024-12-31 | NA | NA | NA | http://www.instagram.com/francoarmani34/ | 3.5e+06 | 7.50e+06 | 2018-12-18 | https://www.transfermarkt.com/franco-armani/profil/spieler/119634 | 2022-02-16 | NA | NA | NA | NA | NA | NA | NA | NA |
| Cristian Romero | Cristian Gabriel Romero | 1998-04-27 | Córdoba | 24 | 1.85 | Argentina | Defender - Centre-Back | right | Ciro Palermo | Tottenham Hotspur | 2022-08-30 | 2027-06-30 | NA | NA | http://twitter.com/cutiromero2 | http://www.instagram.com/cutiromero2/?hl=it | 4.8e+07 | 4.80e+07 | 2022-06-15 | https://www.transfermarkt.com/cristian-romero/profil/spieler/355915 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Lisandro Martínez | NA | 1998-01-18 | Gualeguay | 24 | 1.75 | Argentina | Defender - Centre-Back | left | Scorefutbol | Manchester United | 2022-07-27 | 2027-06-30 | Option for a further year | NA | http://twitter.com/LisandrMartinez | http://www.instagram.com/lisandromartinezzz/ | 3.2e+07 | 3.20e+07 | 2022-01-05 | https://www.transfermarkt.com/lisandro-martinez/profil/spieler/480762 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Lucas Martínez Quarta | Lucas Martínez Quarta | 1996-05-10 | Mar del Plata | 26 | 1.83 | Argentina Italy | Defender - Centre-Back | right | Twenty Two S.A. | ACF Fiorentina | 2020-10-05 | 2025-06-30 | NA | Nike | http://twitter.com/chinomartinez28 | http://www.instagram.com/chinomartinezquarta96/ | 1.2e+07 | 1.50e+07 | 2021-12-28 | https://www.transfermarkt.com/lucas-martinez-quarta/profil/spieler/373373 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Facundo Medina | Facundo Axel Medina | 1999-05-28 | Buenos Aires | 23 | 1.84 | Argentina | Defender - Centre-Back | left | Dodici | RC Lens | 2020-07-02 | 2024-06-30 | NA | NA | NA | http://www.instagram.com/facumedina99_/ | 1.1e+07 | 1.10e+07 | 2022-05-30 | https://www.transfermarkt.com/facundo-medina/profil/spieler/474800 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Nehuén Pérez | Patricio Nehuén Pérez | 2000-06-24 | Hurlingham | 22 | 1.84 | Argentina | Defender - Centre-Back | right | Universal Sports Group | Udinese Calcio | 2022-07-29 | 2027-06-30 | NA | NA | NA | http://www.instagram.com/nehuen.perez/ | 6.0e+06 | 7.50e+06 | 2019-12-30 | https://www.transfermarkt.com/nehuen-perez/profil/spieler/491693 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Germán Pezzella | Germán Alejo Pezzella | 1991-06-27 | Bahia Blanca | 31 | 1.87 | Argentina Italy | Defender - Centre-Back | right | Guastadisegno | Real Betis Balompié | 2021-08-19 | 2025-06-30 | NA | NA | http://twitter.com/Gpezze | http://www.instagram.com/germanpezzella/ | 5.0e+06 | 2.00e+07 | 2018-12-20 | https://www.transfermarkt.com/german-pezzella/profil/spieler/113133 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Nicolás Otamendi | Nicolás Hernán Gonzalo Otamendi | 1988-02-12 | Buenos Aires | 34 | 1.83 | Argentina | Defender - Centre-Back | right | Gestifute | SL Benfica | 2020-09-29 | 2023-06-30 | NA | Nike | http://twitter.com/Notamendi30 | http://www.instagram.com/nicolasotamendi30/?hl=it | 3.5e+06 | 3.50e+07 | 2018-01-02 | https://www.transfermarkt.com/nicolas-otamendi/profil/spieler/54781 | NA | http://www.facebook.com/fcOtamendi | NA | NA | NA | NA | NA | NA | NA |
| Marcos Acuña | Marcos Javier Acuña | 1991-10-28 | Zapala | 30 | 1.72 | Argentina | Defender - Left-Back | left | Eleven Talent Group | Sevilla FC | 2020-09-14 | 2025-06-30 | NA | NA | http://twitter.com/AcunaMarcos17 | http://www.instagram.com/marcos.acuna10/ | 1.8e+07 | 1.80e+07 | 2019-06-07 | https://www.transfermarkt.com/marcos-acuna/profil/spieler/60410 | 2022-02-13 | NA | NA | NA | NA | NA | NA | NA | NA |
| Nicolás Tagliafico | Nicolás Alejandro Tagliafico | 1992-08-31 | Rafael Calzada | 30 | 1.72 | Argentina Italy | Defender - Left-Back | left | ICM Stellar Sports | Olympique Lyon | 2022-07-23 | 2025-06-30 | NA | Nike | http://twitter.com/nico_taglia | http://www.instagram.com/tagliafico3/ | 1.1e+07 | 3.50e+07 | 2019-12-18 | https://www.transfermarkt.com/nicolas-tagliafico/profil/spieler/131225 | NA | http://www.facebook.com/TagliaficoNico3 | NA | NA | NA | NA | NA | NA | NA |
| Nahuel Molina | Nahuel Molina Lucero | 1998-04-06 | Embalse | 24 | 1.75 | Argentina | Defender - Right-Back | right | NA | Atlético de Madrid | 2022-07-28 | 2027-06-30 | NA | NA | NA | http://www.instagram.com/nahuelmolina35/ | 2.0e+07 | 2.00e+07 | 2022-06-07 | https://www.transfermarkt.com/nahuel-molina/profil/spieler/424042 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Gonzalo Montiel | Gonzalo Ariel Montiel | 1997-01-01 | González Catán | 25 | 1.76 | Argentina | Defender - Right-Back | right | Interplayers | Sevilla FC | 2021-08-13 | 2026-06-30 | NA | NA | http://twitter.com/gonza_river5 | http://www.instagram.com/gonzalo_montiel29/ | 1.4e+07 | 1.70e+07 | 2021-07-16 | https://www.transfermarkt.com/gonzalo-montiel/profil/spieler/402733 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Guido Rodríguez | NA | 1994-04-12 | Sáenz Peña | 28 | 1.85 | Argentina Italy | midfield - Defensive Midfield | right | Interplayers | Real Betis Balompié | 2020-01-14 | 2024-06-30 | NA | NA | NA | http://www.instagram.com/guiido_rodriguez/ | 2.5e+07 | 2.50e+07 | 2021-12-30 | https://www.transfermarkt.com/guido-rodriguez/profil/spieler/342385 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Leandro Paredes | Leandro Daniel Paredes | 1994-06-29 | San Justo | 28 | 1.80 | Argentina | midfield - Defensive Midfield | right | Interplayers | Juventus FC | 2022-08-31 | 2023-06-30 | Obligation to buy with conditions | Nike | http://twitter.com/LParedss | http://instagram.com/leoparedes20 | 1.7e+07 | 4.00e+07 | 2019-03-07 | https://www.transfermarkt.com/leandro-paredes/profil/spieler/166237 | NA | NA | Paris Saint-Germain | Jun 30, 2024 | NA | NA | NA | NA | NA |
| Rodrigo de Paul | Rodrigo Javier de Paul | 1994-05-24 | Sarandí | 28 | 1.80 | Argentina Italy | midfield - Central Midfield | right | Augustin Jimenez | Atlético de Madrid | 2021-07-12 | 2026-06-30 | NA | adidas | http://twitter.com/rodridepaul | http://www.instagram.com/rodridepaul/ | 4.0e+07 | 4.00e+07 | 2021-07-16 | https://www.transfermarkt.com/rodrigo-de-paul/profil/spieler/255901 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Giovani Lo Celso | NA | 1996-04-09 | Rosario | 26 | 1.77 | Argentina Italy | midfield - Central Midfield | left | NA | Villarreal CF | 2022-08-14 | 2023-06-30 | NA | Puma | http://twitter.com/LoCelsoGiovani | http://instagram.com/locelsogiovani/ | 2.2e+07 | 5.00e+07 | 2019-06-11 | https://www.transfermarkt.com/giovani-lo-celso/profil/spieler/348795 | NA | NA | Tottenham Hotspur | Jun 30, 2025 | NA | NA | NA | NA | NA |
| Enzo Fernández | Enzo Jeremías Fernández | 2001-01-17 | San Martín | 21 | 1.78 | Argentina | midfield - Central Midfield | right | DE 9 FÚTBOL | SL Benfica | 2022-07-14 | 2027-06-30 | NA | NA | NA | http://www.instagram.com/enzojfernandez/ | 1.5e+07 | 1.50e+07 | 2022-05-24 | https://www.transfermarkt.com/enzo-fernandez/profil/spieler/648195 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Exequiel Palacios | Exequiel Alejandro Palacios | 1998-10-05 | Famaillá | 23 | 1.77 | Argentina | midfield - Central Midfield | right | Eleven Talent Group | Bayer 04 Leverkusen | 2020-01-01 | 2025-06-30 | NA | NA | NA | http://instagram.com/exepalaciosok/ | 1.5e+07 | 2.50e+07 | 2019-12-05 | https://www.transfermarkt.com/exequiel-palacios/profil/spieler/401578 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Alexis Mac Allister | NA | 1998-12-24 | Santa Rosa | 23 | 1.74 | Argentina | midfield - Attacking Midfield | right | NA | Brighton & Hove Albion | 2019-01-24 | 2023-06-30 | Option for a further year | NA | NA | http://www.instagram.com/alemacallister/ | 1.6e+07 | 1.60e+07 | 2022-06-15 | https://www.transfermarkt.com/alexis-mac-allister/profil/spieler/534033 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Thiago Almada | Thiago Ezequiel Almada | 2001-04-26 | Buenos Aires | 21 | 1.71 | Argentina | midfield - Attacking Midfield | right | Augustin Jimenez | Atlanta United FC | 2022-02-09 | 2025-12-31 | NA | Nike | NA | http://www.instagram.com/thiago_almada23/ | 1.5e+07 | 2.00e+07 | 2019-12-05 | https://www.transfermarkt.com/thiago-almada/profil/spieler/576028 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Papu Gómez | NA | 1988-02-15 | Buenos Aires | 34 | 1.67 | Argentina Italy | midfield - Attacking Midfield | right | Gr Sports | Sevilla FC | 2021-01-26 | 2024-06-30 | NA | adidas | NA | http://www.instagram.com/papugomez_official/ | 6.0e+06 | 1.80e+07 | 2017-10-13 | https://www.transfermarkt.com/papu-gomez/profil/spieler/20005 | NA | http://www.facebook.com/papugomezofficial/?fref=ts | NA | NA | NA | NA | NA | Alejandro Darío Gómez | NA |
| Nicolás González | Nicolás Iván González | 1998-04-06 | Belén de Escobar | 24 | 1.80 | Argentina Italy | attack - Left Winger | left | Gea World | ACF Fiorentina | 2021-07-01 | 2026-06-30 | NA | NA | NA | http://instagram.com/nicoigonzalez/ | 2.5e+07 | 2.50e+07 | 2021-02-10 | https://www.transfermarkt.com/nicolas-gonzalez/profil/spieler/486031 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Lionel Messi | Lionel Andrés Messi Cuccitini | 1987-06-24 | Rosario | 35 | 1.70 | Argentina Spain | attack - Right Winger | left | Relatives | Paris Saint-Germain | 2021-08-10 | 2023-06-30 | Option for a further year | adidas | NA | http://instagram.com/leomessi | 5.0e+07 | 1.80e+08 | 2018-01-01 | https://www.transfermarkt.com/lionel-messi/profil/spieler/28003 | NA | http://www.facebook.com/LeoMessi | NA | NA | http://www.leomessi.com | NA | NA | NA | NA |
| Ángel Correa | Ángel Martín Correa Martínez | 1995-03-09 | Rosario | 27 | 1.71 | Argentina Spain | attack - Right Winger | right | Augustin Jimenez | Atlético de Madrid | 2015-01-01 | 2026-06-30 | NA | NA | http://twitter.com/AngelCorrea32 | http://www.instagram.com/angelcorrea32/ | 4.5e+07 | 4.50e+07 | 2022-03-21 | https://www.transfermarkt.com/angel-correa/profil/spieler/266807 | 2022-01-04 | NA | NA | NA | NA | NA | NA | NA | NA |
| Ángel Di María | Ángel Fabián di María | 1988-02-14 | Rosario | 34 | 1.80 | Argentina Italy | attack - Right Winger | left | Gestifute | Juventus FC | 2022-07-08 | 2023-06-30 | NA | adidas | NA | http://www.instagram.com/angeldimariajm/ | 1.2e+07 | 6.50e+07 | 2014-10-05 | https://www.transfermarkt.com/angel-di-maria/profil/spieler/45320 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Paulo Dybala | Paulo Bruno Exequiel Dybala | 1993-11-15 | Laguna Larga | 28 | 1.77 | Argentina Italy | attack - Second Striker | left | Relatives | AS Roma | 2022-07-20 | 2025-06-30 | NA | adidas | http://twitter.com/PauDybala_JR | http://www.instagram.com/paulodybala/ | 3.5e+07 | 1.10e+08 | 2018-06-07 | https://www.transfermarkt.com/paulo-dybala/profil/spieler/206050 | NA | http://www.facebook.com/paulodybala/?ref=ts&fref=ts | NA | NA | NA | NA | NA | NA | NA |
| Joaquín Correa | Carlos Joaquín Correa | 1994-08-13 | Juan Bautista Alberdi | 28 | 1.88 | Argentina Italy | attack - Second Striker | right | Alessandro Lucci - WSA | Inter Milan | 2022-07-01 | 2025-06-30 | NA | adidas | http://twitter.com/tucu_correa | http://www.instagram.com/tucucorrea/ | 2.3e+07 | 3.80e+07 | 2019-12-12 | https://www.transfermarkt.com/joaquin-correa/profil/spieler/227081 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Lautaro Martínez | Lautaro Javier Martínez | 1997-08-22 | Bahía Blanca | 25 | 1.74 | Argentina | attack - Centre-Forward | right | Footfeel & Echo Sports | Inter Milan | 2018-07-04 | 2026-06-30 | NA | Nike | NA | http://www.instagram.com/lautaromartinez/ | 7.5e+07 | 8.00e+07 | 2019-12-12 | https://www.transfermarkt.com/lautaro-martinez/profil/spieler/406625 | 2021-10-28 | NA | NA | NA | NA | NA | NA | NA | NA |
| Julián Álvarez | NA | 2000-01-31 | Calchín | 22 | 1.70 | Argentina | attack - Centre-Forward | right | Fernando Hidalgo | Manchester City | 2022-01-31 | 2027-06-30 | NA | NA | NA | http://www.instagram.com/juliaanalvarez/ | 2.3e+07 | 2.30e+07 | 2022-02-08 | https://www.transfermarkt.com/julian-alvarez/profil/spieler/576024 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Mark Flekken | NA | 1993-06-13 | Bocholtz | 29 | 1.95 | Netherlands | Goalkeeper | both | SEG | SC Freiburg | 2018-07-01 | NA | NA | NA | NA | http://www.instagram.com/markflekken/ | 7.0e+06 | 7.00e+06 | 2022-06-09 | https://www.transfermarkt.com/mark-flekken/profil/spieler/125714 | 2022-09-13 | NA | NA | NA | NA | NA | NA | NA | NA |
| Jasper Cillessen | Jacobus Antonius Peter Cillessen | 1989-04-22 | Nijmegen | 33 | 1.87 | Netherlands | Goalkeeper | right | SEG | NEC Nijmegen | 2022-08-08 | 2025-06-30 | NA | Mizuno | http://twitter.com/JasperCillessen | http://www.instagram.com/jaspercillessen/ | 3.0e+06 | 2.00e+07 | 2018-07-12 | https://www.transfermarkt.com/jasper-cillessen/profil/spieler/146227 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Kjell Scherpen | NA | 2000-01-23 | Emmen | 22 | 2.04 | Netherlands | Goalkeeper | right | Soccer Vision | Vitesse Arnhem | 2022-08-16 | 2023-06-30 | NA | NA | NA | http://www.instagram.com/kjellscherpen/ | 2.2e+06 | 2.80e+06 | 2021-05-19 | https://www.transfermarkt.com/kjell-scherpen/profil/spieler/463527 | NA | NA | Brighton & Hove Albion | Jun 30, 2024 | NA | NA | NA | NA | NA |
| Matthijs de Ligt | NA | 1999-08-12 | Leiderdorp | 23 | 1.89 | Netherlands | Defender - Centre-Back | right | Rafaela Pimenta | Bayern Munich | 2022-07-19 | 2027-06-30 | NA | adidas | http://twitter.com/mdeligt_04 | http://www.instagram.com/mdeligt_/ | 7.0e+07 | 7.50e+07 | 2019-06-12 | https://www.transfermarkt.com/matthijs-de-ligt/profil/spieler/326031 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Jurrien Timber | Jurriën David Norman Timber | 2001-06-17 | Utrecht | 21 | 1.82 | Netherlands Curacao | Defender - Centre-Back | right | Forza Sports Group | Ajax Amsterdam | 2020-09-18 | 2025-06-30 | NA | adidas | http://twitter.com/JurrienTimber | http://www.instagram.com/jurrientimber/ | 3.5e+07 | 3.50e+07 | 2022-06-08 | https://www.transfermarkt.com/jurrien-timber/profil/spieler/420243 | 2022-08-18 | NA | NA | NA | NA | NA | NA | NA | NA |
| Stefan de Vrij | NA | 1992-02-05 | Ouderkerk aan den IJssel | 30 | 1.89 | Netherlands | Defender - Centre-Back | right | Rafaela Pimenta | Inter Milan | 2018-07-01 | 2023-06-30 | NA | NA | http://twitter.com/Stefandevrij | http://www.instagram.com/Stefandevrij/ | 2.8e+07 | 6.00e+07 | 2019-12-12 | https://www.transfermarkt.com/stefan-de-vrij/profil/spieler/111196 | NA | http://www.facebook.com/stefan.devrij | NA | NA | NA | NA | NA | NA | NA |
| Nathan Aké | Nathan Benjamin Aké | 1995-02-18 | Den Haag | 27 | 1.80 | Netherlands Cote d'Ivoire | Defender - Centre-Back | left | Wasserman | Manchester City | 2020-08-05 | 2025-06-30 | NA | Nike | http://twitter.com/NathanAke | http://www.instagram.com/nathanake/ | 2.5e+07 | 4.00e+07 | 2020-10-13 | https://www.transfermarkt.com/nathan-ake/profil/spieler/177476 | NA | http://www.facebook.com/nathan.ake | NA | NA | NA | NA | NA | NA | NA |
| Jordan Teze | NA | 1999-09-30 | Groningen | 22 | 1.83 | Netherlands Congo | Defender - Centre-Back | right | HCM Sports Management | PSV Eindhoven | 2019-12-21 | 2025-06-30 | NA | NA | NA | http://www.instagram.com/jordanteze/ | 8.0e+06 | 8.00e+06 | 2022-06-08 | https://www.transfermarkt.com/jordan-teze/profil/spieler/364245 | 2022-05-27 | NA | NA | NA | NA | NA | NA | NA | NA |
| Bruno Martins Indi | Rolando Maximiliano Martins Indi | 1992-02-08 | Barreiro | 30 | 1.85 | Netherlands Portugal | Defender - Centre-Back | left | Juzzt Football | AZ Alkmaar | 2021-07-05 | 2025-06-30 | NA | NA | NA | NA | 2.2e+06 | 1.15e+07 | 2015-02-17 | https://www.transfermarkt.com/bruno-martins-indi/profil/spieler/112052 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Tyrell Malacia | Tyrell Johannes Chicco Malacia | 1999-08-17 | Rotterdam | 23 | 1.69 | Netherlands Curacao | Defender - Left-Back | left | Relatives | Manchester United | 2022-07-05 | 2026-06-30 | club option 1 year | NA | http://twitter.com/TyrellMalaciia | http://www.instagram.com/tyrellmalacia/ | 1.7e+07 | 1.70e+07 | 2022-06-08 | https://www.transfermarkt.com/tyrell-malacia/profil/spieler/339340 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Daley Blind | NA | 1990-03-09 | Amsterdam | 32 | 1.80 | Netherlands | Defender - Left-Back | left | SEG | Ajax Amsterdam | 2018-07-17 | 2023-06-30 | NA | adidas | http://twitter.com/blinddaley | http://www.instagram.com/blinddaley/ | 9.0e+06 | 2.50e+07 | 2019-12-18 | https://www.transfermarkt.com/daley-blind/profil/spieler/12282 | 2021-03-15 | http://www.facebook.com/Blinddaley/ | NA | NA | NA | NA | NA | NA | NA |
| Hans Hateboer | NA | 1994-01-09 | Beerta | 28 | 1.85 | Netherlands | Defender - Right-Back | right | Key United | Atalanta BC | 2017-01-31 | 2024-06-30 | NA | Nike | NA | http://www.instagram.com/hhateboer/ | 1.3e+07 | 1.80e+07 | 2020-08-25 | https://www.transfermarkt.com/hans-hateboer/profil/spieler/275303 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Teun Koopmeiners | NA | 1998-02-28 | Castricum | 24 | 1.83 | Netherlands | midfield - Defensive Midfield | left | Wasserman | Atalanta BC | 2021-08-30 | 2025-06-30 | Option for a further year | NA | http://twitter.com/tkoopmeiners98 | http://www.instagram.com/teunkoopmeiners/ | 2.5e+07 | 2.50e+07 | 2022-03-15 | https://www.transfermarkt.com/teun-koopmeiners/profil/spieler/360518 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Jerdy Schouten | Jerdy Hendrikus Gerardus Bernardus Schouten | 1997-01-12 | Spijkenisse | 25 | 1.85 | Netherlands | midfield - Defensive Midfield | right | Key United | Bologna FC 1909 | 2019-07-05 | 2026-06-30 | NA | NA | NA | http://www.instagram.com/jerdyschouten/ | 9.0e+06 | 9.00e+06 | 2021-06-03 | https://www.transfermarkt.com/jerdy-schouten/profil/spieler/347900 | 2022-08-23 | NA | NA | NA | NA | NA | NA | NA | NA |
| Frenkie de Jong | Frenkie de Jong | 1997-05-12 | Arkel | 25 | 1.80 | Netherlands | midfield - Central Midfield | right | HCM Sports Management | FC Barcelona | 2019-07-01 | 2026-06-30 | NA | Nike | http://twitter.com/DeJongFrenkie21 | http://www.instagram.com/frenkiedejong/ | 6.0e+07 | 9.00e+07 | 2019-12-20 | https://www.transfermarkt.com/frenkie-de-jong/profil/spieler/326330 | 2020-10-20 | NA | NA | NA | NA | NA | NA | NA | NA |
| Denzel Dumfries | Denzel Justus Morris Dumfries | 1996-04-18 | Rotterdam | 26 | 1.88 | Netherlands Aruba | midfield - Right Midfield | right | Rafaela Pimenta | Inter Milan | 2021-08-14 | 2025-06-30 | NA | NA | http://twitter.com/DenzelJMD2 | http://www.instagram.com/ddumfries2/ | 2.5e+07 | 2.50e+07 | 2022-06-07 | https://www.transfermarkt.com/denzel-dumfries/profil/spieler/321528 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| Steven Berghuis | NA | 1991-12-19 | Apeldoorn | 30 | 1.82 | Netherlands | midfield - Attacking Midfield | left | Key United | Ajax Amsterdam | 2021-07-16 | 2025-06-30 | NA | NA | NA | http://www.instagram.com/stevenberghuis/ | 1.4e+07 | 1.50e+07 | 2022-01-05 | https://www.transfermarkt.com/steven-berghuis/profil/spieler/129554 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
Documentación para decargar info. de Transfermarkt
Ejemplo 2: Transfermarkt
Code
library(ggplot2)
library(forcats)
library(ggrepel)
library(cowplot)
options(scipen = 8)
glimpse(bio)
data = bio %>%
left_join(jugadores, by = c("URL" = "player_url")) %>%
filter(!is.na(player_valuation)) %>%
group_by(country_name) %>%
mutate(rank = rank(-player_valuation, ties.method = "first"),
most_common_citizenship = names(which.max(table(citizenship)))) %>%
filter(rank <= 23) %>%
mutate(upper_bound = quantile(player_valuation, 0.75),
lower_bound = quantile(player_valuation, 0.25),
is_outlier = ifelse(player_valuation > (upper_bound + (upper_bound-lower_bound)*1.5), 1, 0)) %>%
ungroup() %>%
mutate(player_value_M_EUR = player_valuation/1000000,
group = case_when(country_name %in% c("katar", "ecuador", "niederlande", "senegal") ~ "A",
country_name %in% c("england", "iran", "vereinigte-staaten", "wales") ~ "B",
country_name %in% c("argentinien", "saudi-arabien", "mexiko", "polen") ~ "C",
country_name %in% c("danemark", "frankreich", "tunesien", "australien") ~ "D",
country_name %in% c("deutschland", "spanien", "costa-rica", "japan") ~ "E",
country_name %in% c("marokko", "kroatien", "belgien", "kanada") ~ "F",
country_name %in% c("schweiz", "kamerun", "brasilien", "serbien") ~ "G",
country_name %in% c("uruguay", "sudkorea", "portugal", "ghana") ~ "H"),
country_name = str_replace(most_common_citizenship, " Jamaica", ""))
col_text_and_lines = "grey80"
col_background = "#252525"
p1 = ggplot(data, aes(x = fct_reorder(country_name, player_value_M_EUR),
y = player_value_M_EUR, fill = group, col = group)) +
geom_boxplot(alpha = 0.65) +
geom_text_repel(data %>% filter(is_outlier == 1),
mapping = aes(label = player_name, col = group), size = 2) +
scale_fill_brewer(palette = "Set1") +
scale_colour_brewer(palette = "Set1") +
scale_y_continuous(breaks = seq(0, 180, 20)) +
coord_flip() +
theme_bw() +
guides(colour = "none",
fill = guide_legend(nrow = 1, label.position = "top")) +
labs(x = "", y = "\nValor de mercado\n[Millones de EUR]", fill = "Grupo",
title = "Distribución de valor $ de mercado de las 32 selecciones en Qatar 2022",
subtitle = "Se consideran los 23 jugadores mejor valorados de cada plantilla al 13-09-2022",
caption = "Data: Transfermarkt - Viz: @DatoFutbol_cl") +
theme(panel.background = element_rect(fill = col_background, colour = col_text_and_lines),
plot.background = element_rect(fill = col_background, colour = "transparent"),
legend.background = element_rect(fill = col_background, colour = "transparent"),
legend.box.background = element_rect(fill = col_background, colour = "transparent"),
panel.grid = element_line(colour = "grey20", size = 0.05),
text = element_text(colour = col_text_and_lines, size = 10),
axis.text.x = element_text(colour = col_text_and_lines),
axis.text.y = element_text(colour = col_text_and_lines),
legend.position = "top",
legend.key = element_rect(fill = col_background),
plot.margin = margin(1, 1, 0.5, 0.5, unit = "cm"))
p2 <- ggdraw() +
draw_plot(p1) +
draw_image("images/qatar.png", x = 0.42, y = 0.41, scale = 0.12)
p2
ggsave("images/valores_qatar.png", height = 9, width = 12)Ejemplo 3: FBref
- Código
- Data
| x |
|---|
| https://fbref.com/en/squads/b8fd03ef/2021-2022/Manchester-City-Stats |
| https://fbref.com/en/squads/822bd0ba/2021-2022/Liverpool-Stats |
| https://fbref.com/en/squads/cff3d9bb/2021-2022/Chelsea-Stats |
| https://fbref.com/en/squads/361ca564/2021-2022/Tottenham-Hotspur-Stats |
| https://fbref.com/en/squads/18bb7c10/2021-2022/Arsenal-Stats |
| https://fbref.com/en/squads/19538871/2021-2022/Manchester-United-Stats |
| https://fbref.com/en/squads/7c21e445/2021-2022/West-Ham-United-Stats |
| https://fbref.com/en/squads/a2d435b3/2021-2022/Leicester-City-Stats |
| https://fbref.com/en/squads/d07537b9/2021-2022/Brighton-and-Hove-Albion-Stats |
| https://fbref.com/en/squads/8cec06e1/2021-2022/Wolverhampton-Wanderers-Stats |
| https://fbref.com/en/squads/b2b47a98/2021-2022/Newcastle-United-Stats |
| https://fbref.com/en/squads/47c64c55/2021-2022/Crystal-Palace-Stats |
| https://fbref.com/en/squads/cd051869/2021-2022/Brentford-Stats |
| https://fbref.com/en/squads/8602292d/2021-2022/Aston-Villa-Stats |
| https://fbref.com/en/squads/33c895d4/2021-2022/Southampton-Stats |
| https://fbref.com/en/squads/d3fd31cc/2021-2022/Everton-Stats |
| https://fbref.com/en/squads/5bfb9659/2021-2022/Leeds-United-Stats |
| https://fbref.com/en/squads/943e8050/2021-2022/Burnley-Stats |
| https://fbref.com/en/squads/2abfe087/2021-2022/Watford-Stats |
| https://fbref.com/en/squads/1c781004/2021-2022/Norwich-City-Stats |
Documentación para decargar info. de FBref
Ejemplo 3: FBref
- Código
- Data
| x |
|---|
| https://fbref.com/en/players/3bb7b8b4/Ederson |
| https://fbref.com/en/players/bd6351cd/Joao-Cancelo |
| https://fbref.com/en/players/6434f10d/Rodri |
| https://fbref.com/en/players/3eb22ec9/Bernardo-Silva |
| https://fbref.com/en/players/119b9a8e/Aymeric-Laporte |
| https://fbref.com/en/players/31c69ef1/Ruben-Dias |
| https://fbref.com/en/players/e46012d4/Kevin-De-Bruyne |
| https://fbref.com/en/players/ed1e53f3/Phil-Foden |
| https://fbref.com/en/players/b400bde0/Raheem-Sterling |
| https://fbref.com/en/players/b0b4fd3e/Jack-Grealish |
| https://fbref.com/en/players/b66315ae/Gabriel-Jesus |
| https://fbref.com/en/players/819b3158/Ilkay-Gundogan |
| https://fbref.com/en/players/86dd77d1/Kyle-Walker |
| https://fbref.com/en/players/892d5bb1/Riyad-Mahrez |
| https://fbref.com/en/players/5eecec3d/John-Stones |
| https://fbref.com/en/players/51cf8561/Oleksandr-Zinchenko |
| https://fbref.com/en/players/101da2b5/Fernandinho |
| https://fbref.com/en/players/eaeca114/Nathan-Ake |
| https://fbref.com/en/players/9e1035f8/Ferran-Torres |
| https://fbref.com/en/players/dc7f8a28/Cole-Palmer |
| https://fbref.com/en/players/42130443/Zack-Steffen |
| https://fbref.com/en/players/5271c8f1/Benjamin-Mendy |
| https://fbref.com/en/players/96593e89/James-Mcatee |
| https://fbref.com/en/players/dd897ee7/Liam-Delap |
| https://fbref.com/en/players/17734ea0/Kayky-Chagas |
| https://fbref.com/en/players/d313e8ff/CJ-Egan-Riley |
| https://fbref.com/en/players/3e1550ee/Scott-Carson |
| https://fbref.com/en/players/5526deb1/Thomas-Doyle |
| https://fbref.com/en/players/007414dd/Samuel-Edozie |
| https://fbref.com/en/players/ecad9aa5/Romeo-Lavia |
| https://fbref.com/en/players/387e1d35/Luke-Mbete-Tatu |
| https://fbref.com/en/players/02aed921/Cieran-Slicker |
| https://fbref.com/en/players/c19a2df1/Josh-Wilson-Esbrand |
Documentación para decargar info. de FBref
Ejemplo 3: FBref
- Código
- Data
| Player | Versus | StatGroup | Statistic | Per90 | Percentile | BasedOnMinutes | scouting_period |
|---|---|---|---|---|---|---|---|
| João Cancelo | Fullbacks | Standard | Goals | 0.03 | 49 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Standard | Assists | 0.20 | 88 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Standard | Non-Penalty Goals | 0.03 | 49 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Standard | Penalty Kicks Made | 0.00 | 50 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Standard | Penalty Kicks Attempted | 0.00 | 50 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Standard | Yellow Cards | 0.20 | 36 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Standard | Red Cards | 0.00 | 55 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Standard | xG | 0.11 | 89 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Standard | Non-Penalty xG | 0.11 | 89 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Standard | xG Assisted | 0.14 | 85 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Standard | npxG + xA | 0.26 | 88 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Shooting | Goals | 0.03 | 49 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Shooting | Shots Total | 2.26 | 99 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Shooting | Shots on target | 0.64 | 98 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Shooting | Shots on target % | 28.40 | 65 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Shooting | Goals/Shot | 0.01 | 49 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Shooting | Goals/Shot on target | 0.04 | 45 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Shooting | Average Shot Distance | 21.50 | 21 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Shooting | Shots from free kicks | 0.03 | 83 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Shooting | Penalty Kicks Made | 0.00 | 50 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Shooting | Penalty Kicks Attempted | 0.00 | 50 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Shooting | xG | 0.11 | 89 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Shooting | Non-Penalty xG | 0.11 | 89 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Shooting | npxG/Sh | 0.05 | 35 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Shooting | Goals - xG | -0.09 | 2 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Shooting | Non-Penalty Goals - npxG | -0.09 | 2 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | Passes Completed | 76.75 | 98 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | Passes Attempted | 91.53 | 99 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | Pass Completion % | 83.90 | 92 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | Total Passing Distance | 1377.19 | 96 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | Progressive Passing Distance | 402.45 | 92 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | Passes Completed (Short) | 36.37 | 98 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | Passes Attempted (Short) | 39.38 | 98 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | Pass Completion % (Short) | 92.40 | 94 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | Passes Completed (Medium) | 31.57 | 97 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | Passes Attempted (Medium) | 36.42 | 98 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | Pass Completion % (Medium) | 86.70 | 89 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | Passes Completed (Long) | 8.28 | 96 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | Passes Attempted (Long) | 13.44 | 94 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | Pass Completion % (Long) | 61.60 | 88 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | Assists | 0.20 | 88 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | xG Assisted | 0.14 | 85 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | Key Passes | 1.09 | 70 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | Passes into Final Third | 7.42 | 97 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | Passes into Penalty Area | 2.65 | 98 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | Crosses into Penalty Area | 0.36 | 47 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Passing | Progressive Passes | 7.64 | 97 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Passes Attempted | 91.53 | 99 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Live-ball passes | 82.11 | 98 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Dead-ball passes | 9.43 | 53 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Passes from Free Kicks | 1.42 | 85 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Through Balls | 0.17 | 92 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Passes Under Pressure | 8.23 | 91 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Switches | 2.76 | 94 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Crosses | 2.87 | 82 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Corner Kicks | 0.03 | 47 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Inswinging Corner Kicks | 0.03 | 58 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Outswinging Corner Kicks | 0.00 | 30 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Straight Corner Kicks | 0.00 | 41 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Ground passes | 63.56 | 97 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Low Passes | 13.72 | 93 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | High Passes | 14.25 | 75 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Passes Attempted (Left) | 10.51 | 55 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Passes Attempted (Right) | 69.14 | 98 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Passes Attempted (Head) | 2.71 | 80 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Throw-Ins taken | 7.98 | 50 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Passes Attempted (Other) | 0.20 | 75 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Passes Completed | 76.75 | 98 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Passes Offside | 0.25 | 25 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Passes Out of Bounds | 1.51 | 6 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Passes Intercepted | 2.98 | 2 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Pass Types | Passes Blocked | 1.95 | 31 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Goal and Shot Creation | Shot-Creating Actions | 2.87 | 87 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Goal and Shot Creation | SCA (PassLive) | 2.29 | 91 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Goal and Shot Creation | SCA (PassDead) | 0.00 | 13 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Goal and Shot Creation | SCA (Drib) | 0.20 | 91 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Goal and Shot Creation | SCA (Sh) | 0.33 | 99 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Goal and Shot Creation | SCA (Fld) | 0.03 | 32 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Goal and Shot Creation | SCA (Def) | 0.03 | 53 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Goal and Shot Creation | Goal-Creating Actions | 0.45 | 93 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Goal and Shot Creation | GCA (PassLive) | 0.31 | 91 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Goal and Shot Creation | GCA (PassDead) | 0.00 | 34 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Goal and Shot Creation | GCA (Drib) | 0.03 | 91 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Goal and Shot Creation | GCA (Sh) | 0.08 | 94 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Goal and Shot Creation | GCA (Fld) | 0.00 | 42 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Goal and Shot Creation | GCA (Def) | 0.03 | 89 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Tackles | 2.48 | 68 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Tackles Won | 1.51 | 74 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Tackles (Def 3rd) | 0.86 | 18 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Tackles (Mid 3rd) | 1.00 | 87 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Tackles (Att 3rd) | 0.61 | 98 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Dribblers Tackled | 0.98 | 51 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Dribbles Contested | 2.31 | 74 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | % of dribblers tackled | 42.20 | 21 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Dribbled Past | 1.34 | 18 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Pressures | 9.68 | 15 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Successful Pressures | 3.32 | 30 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Successful Pressure % | 34.30 | 86 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Pressures (Def 3rd) | 2.96 | 4 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Pressures (Mid 3rd) | 3.85 | 22 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Pressures (Att 3rd) | 2.87 | 78 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Blocks | 1.26 | 6 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Shots Blocked | 0.11 | 2 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Shots Saved | 0.03 | 79 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Passes Blocked | 1.14 | 15 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Interceptions | 2.09 | 58 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Tkl+Int | 4.57 | 65 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Clearances | 1.56 | 18 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Defense | Errors | 0.00 | 67 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Touches | 103.58 | 99 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Touches (Def Pen) | 2.06 | 6 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Touches (Def 3rd) | 16.96 | 28 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Touches (Mid 3rd) | 55.58 | 97 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Touches (Att 3rd) | 38.29 | 98 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Touches (Att Pen) | 3.32 | 89 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Touches (Live-Ball) | 94.46 | 99 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Dribbles Completed | 1.48 | 91 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Dribbles Attempted | 2.93 | 94 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Successful Dribble % | 50.50 | 40 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Players Dribbled Past | 1.65 | 92 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Nutmegs | 0.33 | 97 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Carries | 75.44 | 99 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Total Carrying Distance | 329.68 | 99 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Progressive Carrying Distance | 180.11 | 99 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Progressive Carries | 10.15 | 98 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Carries into Final Third | 3.85 | 98 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Carries into Penalty Area | 0.98 | 94 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Miscontrols | 0.78 | 44 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Dispossessed | 0.81 | 47 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Pass Targets | 78.96 | 99 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Passes Received | 75.83 | 99 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Passes Received % | 96.00 | 94 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Possession | Progressive Passes Rec | 3.54 | 82 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Miscellaneous Stats | Yellow Cards | 0.20 | 36 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Miscellaneous Stats | Red Cards | 0.00 | 55 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Miscellaneous Stats | Second Yellow Card | 0.00 | 53 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Miscellaneous Stats | Fouls Committed | 1.03 | 53 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Miscellaneous Stats | Fouls Drawn | 1.03 | 59 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Miscellaneous Stats | Offsides | 0.06 | 46 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Miscellaneous Stats | Crosses | 2.87 | 82 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Miscellaneous Stats | Interceptions | 2.09 | 58 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Miscellaneous Stats | Tackles Won | 1.51 | 74 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Miscellaneous Stats | Penalty Kicks Won | 0.00 | 46 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Miscellaneous Stats | Penalty Kicks Conceded | 0.00 | 66 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Miscellaneous Stats | Own Goals | 0.00 | 56 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Miscellaneous Stats | Ball Recoveries | 9.73 | 87 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Miscellaneous Stats | Aerials won | 1.37 | 56 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Miscellaneous Stats | Aerials lost | 1.26 | 56 | 3227 | 2021-2022 Premier League |
| João Cancelo | Fullbacks | Miscellaneous Stats | % of Aerials Won | 52.10 | 56 | 3227 | 2021-2022 Premier League |
Documentación para decargar info. de FBref
Ejemplo 3: FBref
Code
library(ggplot2)
library(forcats)
library(glue)
library(ggtext)
options(scipen = 8)
target_metrics = c("Carries into Final Third", "Crosses", "Dribbles Completed", "Progressive Passes",
"xG Assisted", "Goals", "Non-Penalty xG", "Passes Under Pressure", "Switches",
"Tackles", "Successful Pressures", "Blocks", "Interceptions", "Clearances",
"Miscontrols", "Dispossessed", "Ball Recoveries", "Shots on target %", "Shots Total")
data = cancelo_PL2122_stats %>%
filter(Statistic %in% target_metrics) %>%
distinct(Statistic, .keep_all = T) %>%
mutate(stat_group = case_when(StatGroup %in% c("Standard", "Shooting") ~ "Ataque",
StatGroup %in% c("Passing", "Pass Types", "Possession") ~ "Posesión",
StatGroup %in% c("Miscellaneous Stats", "Defense") ~ "Defensa"),
stat_group = factor(stat_group, levels = c("Defensa", "Posesión", "Ataque")))
ggplot(data %>% filter(scouting_period == "2021-2022 Premier League"),
aes(x = Statistic, y = Percentile, fill = Percentile)) +
geom_bar(stat = "identity", position = "dodge") +
scale_y_continuous(limits = c(0, 100), breaks = seq(0, 100, 10), expand = c(0.012, 0)) +
coord_flip() +
theme_bw() +
geom_hline(yintercept = 50, size = 1) +
geom_hline(yintercept = c(25, 75), size = 0.5, col = "grey20", linetype = 'dotted') +
geom_label(aes(label = Per90), fill = "white", size = 2.7, hjust = 0) +
scale_fill_gradient2(low = "#f94144", mid = "#f9c74f", high = "#43aa8b",
midpoint = 50, breaks = c(0, 25, 50, 75, 100), limits = c(0, 100)) +
facet_grid(rows = vars(stat_group), scales = "free", switch = "y", space = "free_y") +
labs(x = "", y = "",
title = glue("\nPerfil estadístico de {unique(data$Player)}\n{unique(data$BasedOnMinutes)} minutos jugados en M. City en la temporada 21-22 de Premier League"),
subtitle = "Percentiles obtenidos al comparar con los laterales de las 5 principales ligas de Europa y Torneos UEFA\n",
caption = "Data: FBref - Las etiquetas muestran los valores cada 90 minutos.\nVisualización: @DatoFutbol_cl", fill = "Percentil") +
theme(legend.position = "bottom",
plot.margin = margin(0.5, 1, 0.5, 0.5, "cm"),
panel.spacing.y = unit(0, "lines"),
title = element_markdown(size = 12),
strip.background = element_rect(fill = "white"),
strip.text = element_text(size = 10, face = "bold"))
ggsave("images/barras_cancelo.png", width = 12, height = 9)Comentarios finales
Hoy en día es posible acceder a distintos datos abiertos de manera directa o vía web scraping.
En general, para acceder a ellos solo es necesario escribir unas pocas líneas de código. En caso de querer profundizar o personalizar una búsqueda, el paquete de R {rvest} puede ayudar.
Los datos más avanzados (eventing y tracking) si bien no están actualizados, aun así con ellos es posible conocer su formato y contenido, permitiendo practicar y aprender sobre nuevas métricas y metodologías de análisis, modelamiento y visualización de datos aplicadas al fútbol.
Los datos disponibles no están asociados únicamente a las principales competencias a nivel mundial sino que también a ligas de menor popularidad: ligas FBref, ligas Transfermarkt. Incluso es posible cruzarlas con un identificador específico.
Comentarios finales
- Hay muchos tipos de datos útiles (no alcanzamos a revisar todo en los ejemplos):
- Perfil personal de jugadores
- Historial de valores de mercado, traspasos, información de contrato e información de lesiones
- Performance en distintas competencias
- Alineaciones y sustituciones en cada partido
- Estadísticas a nivel de equipos
- Etc…
Gracias!
