Graph to show when people playing in the world cup are born. Similar to discussed for Ice Hockey in Gladwells' Outliers. Original dataset from https://github.com/amanthedorkknight/fifa18-all-player-statistics

worldBirth.py

# Pandas for managing datasets
import pandas as pd
# Matplotlib for additional customization
from matplotlib import pyplot as plt
%matplotlib inline
# Seaborn for plotting and styling
import seaborn as sns
# Read into dataframe -Done
import codecs

df = pd.read_csv('WorldCupDob.csv', sep='\t',  encoding='utf-8', index_col=None)

df.head()
hist = pd.DataFrame()

hist=df.groupby('Month')['No.'].count().hist()
import matplotlib.pyplot as plt
import matplotlib
import numpy as np

objects = ('January','February','March','April','May','June','July','August','September','October','November','December')
performance = [74,81,75,72,59,60,61,49,70,57,35,43]


y_pos = np.arange(len(hist))
plt.bar(y_pos, performance, align='center', alpha=0.5)

plt.xticks(y_pos, objects, rotation='vertical')
plt.ylabel('Number')
plt.xlabel('Month')
plt.title('Month Born World Cup Players')

plt.savefig('MonthBorn.png', bbox_inches='tight')

WorldCupDob.csv

No.	Pos.	Player	Day	Month	Year	age	Caps	Goals	Club
1	GK	Essam El-Hadary (captain)	15	January	1973	45	158	0	Saudi Arabia Al-Taawoun
2	DF	Ali Gabr	1	January	1989	29	21	1	England West Bromwich Albion
3	DF	Ahmed Elmohamady	9	September	1987	30	78	2	England Aston Villa
4	MF	Omar Gaber	30	January	1992	26	24	0	United States Los Angeles FC
5	MF	Sam Morsy	10	September	1991	26	5	0	England Wigan Athletic
6	DF	Ahmed Hegazi	25	January	1991	27	45	1	England West Bromwich Albion
7	DF	Ahmed Fathy	10	November	1984	33	126	3	Egypt Al Ahly
8	MF	Tarek Hamed	24	October	1988	29	21	0	Egypt Zamalek
9	FW	Marwan Mohsen	26	February	1989	29	24	4	Egypt Al Ahly
10	FW	Mohamed Salah	15	June	1992	25	57	33	England Liverpool
11	FW	Kahraba	13	April	1994	24	19	3	Saudi Arabia Al-Ittihad
12	DF	Ayman Ashraf	9	April	1991	27	4	0	Egypt Al Ahly
13	DF	Mohamed Abdel-Shafy	1	July	1985	32	51	1	Saudi Arabia Al-Fateh
14	FW	Ramadan Sobhi	23	January	1997	21	23	1	England Stoke City
15	DF	Mahmoud Hamdy	1	June	1995	23	0	0	Egypt Zamalek
16	GK	Sherif Ekramy	10	July	1983	34	22	0	Egypt Al Ahly
17	MF	Mohamed Elneny	11	July	1992	25	61	5	England Arsenal
18	FW	Shikabala	5	March	1986	32	29	2	Saudi Arabia Al-Raed
19	MF	Abdallah Said	13	July	1985	32	36	6	Finland KuPS
20	DF	Saad Samir	1	April	1989	29	11	0	Egypt Al Ahly
21	MF	Trézéguet	1	October	1994	23	24	2	Turkey Kasımpaşa
22	FW	Amr Warda	17	September	1993	24	16	0	Greece Atromitos
23	GK	Mohamed El-Shenawy	18	December	1988	29	3	0	Egypt Al Ahly
1	GK	Igor Akinfeev (captain)	8	April	1986	32	106	0	Russia CSKA Moscow
2	DF	Mário Fernandes	19	September	1990	27	5	0	Russia CSKA Moscow
3	DF	Ilya Kutepov	29	July	1993	24	7	0	Russia Spartak Moscow
4	DF	Sergei Ignashevich	14	July	1979	38	122	8	Russia CSKA Moscow
5	DF	Andrei Semyonov	24	March	1989	29	6	0	Russia Akhmat Grozny
6	MF	Denis Cheryshev	26	December	1990	27	11	0	Spain Villarreal
7	MF	Daler Kuzyayev	15	January	1993	25	6	0	Russia Zenit Saint Petersburg
8	MF	Yury Gazinsky	20	July	1989	28	6	0	Russia Krasnodar
9	MF	Alan Dzagoev	17	June	1990	27	57	9	Russia CSKA Moscow
10	FW	Fyodor Smolov	9	February	1990	28	32	12	Russia Krasnodar
11	MF	Roman Zobnin	11	February	1994	24	12	0	Russia Spartak Moscow
12	GK	Andrey Lunyov	13	November	1991	26	3	0	Russia Zenit Saint Petersburg
13	DF	Fyodor Kudryashov	5	April	1987	31	19	0	Russia Rubin Kazan
14	DF	Vladimir Granat	22	May	1987	31	12	1	Russia Rubin Kazan
15	MF	Aleksei Miranchuk	17	October	1995	22	18	4	Russia Lokomotiv Moscow
16	MF	Anton Miranchuk	17	October	1995	22	6	0	Russia Lokomotiv Moscow
17	MF	Aleksandr Golovin	30	May	1996	22	19	2	Russia CSKA Moscow
18	MF	Yuri Zhirkov	20	August	1983	34	84	2	Russia Zenit Saint Petersburg
19	MF	Aleksandr Samedov	19	July	1984	33	48	7	Russia Spartak Moscow
20	GK	Vladimir Gabulov	19	October	1983	34	10	0	Belgium Club Brugge
21	MF	Aleksandr Yerokhin	13	October	1989	28	17	0	Russia Zenit Saint Petersburg
22	FW	Artem Dzyuba	22	August	1988	29	23	11	Russia Arsenal Tula
23	DF	Igor Smolnikov	8	August	1988	29	27	0	Russia Zenit Saint Petersburg
1	GK	Abdullah Al-Mayouf	23	January	1987	31	11	0	Saudi Arabia Al-Hilal
2	DF	Mansoor Al-Harbi	19	October	1987	30	40	1	Saudi Arabia Al-Ahli
3	DF	Osama Hawsawi (captain)	31	March	1984	34	135	7	Saudi Arabia Al-Hilal
4	DF	Ali Al-Bulaihi	21	November	1989	28	4	0	Saudi Arabia Al-Hilal
5	DF	Omar Hawsawi	27	September	1985	32	42	3	Saudi Arabia Al-Nassr
6	DF	Mohammed Al-Breik	15	September	1992	25	11	1	Saudi Arabia Al-Hilal
7	MF	Salman Al-Faraj	1	August	1989	28	43	3	Saudi Arabia Al-Hilal
8	MF	Yahya Al-Shehri	26	June	1990	27	57	8	Spain Leganés
9	MF	Hattan Bahebri	16	July	1992	25	5	0	Saudi Arabia Al-Shabab
10	FW	Mohammad Al-Sahlawi	10	January	1987	31	40	28	Saudi Arabia Al-Nassr
11	MF	Abdulmalek Al-Khaibri	13	March	1986	32	36	0	Saudi Arabia Al-Hilal
12	MF	Mohamed Kanno	22	September	1994	23	6	1	Saudi Arabia Al-Hilal
13	DF	Yasser Al-Shahrani	25	May	1992	26	37	0	Saudi Arabia Al-Hilal
14	MF	Abdullah Otayf	3	August	1992	25	16	1	Saudi Arabia Al-Hilal
15	MF	Abdullah Al-Khaibari	16	August	1996	21	5	0	Saudi Arabia Al-Shabab
16	MF	Housain Al-Mogahwi	24	March	1988	30	18	1	Saudi Arabia Al-Ahli
17	MF	Taisir Al-Jassim	25	July	1984	33	132	19	Saudi Arabia Al-Ahli
18	MF	Salem Al-Dawsari	19	August	1991	26	33	4	Spain Villarreal
19	FW	Fahad Al-Muwallad	14	September	1994	23	45	10	Spain Levante
20	FW	Muhannad Assiri	14	October	1986	31	18	4	Saudi Arabia Al-Ahli
21	GK	Yasser Al-Mosailem	27	February	1984	34	32	0	Saudi Arabia Al-Ahli
22	GK	Mohammed Al-Owais	10	October	1991	26	6	0	Saudi Arabia Al-Ahli
23	DF	Motaz Hawsawi	17	February	1992	26	17	0	Saudi Arabia Al-Ahli
1	GK	Fernando Muslera	16	June	1986	31	97	0	Turkey Galatasaray
2	DF	José Giménez	20	January	1995	23	42	5	Spain Atlético Madrid
3	DF	Diego Godín (captain)	16	February	1986	32	116	8	Spain Atlético Madrid
4	DF	Guillermo Varela	24	March	1993	25	3	0	Uruguay Peñarol
5	MF	Carlos Sánchez	2	December	1984	33	36	1	Mexico Monterrey
6	MF	Rodrigo Bentancur	25	June	1997	20	7	0	Italy Juventus
7	MF	Cristian Rodríguez	30	September	1985	32	105	11	Uruguay Peñarol
8	MF	Nahitan Nández	28	December	1995	22	12	0	Argentina Boca Juniors
9	FW	Luis Suárez	24	January	1987	31	98	51	Spain Barcelona
10	FW	Giorgian De Arrascaeta	1	June	1994	24	14	2	Brazil Cruzeiro
11	FW	Cristhian Stuani	12	October	1986	31	41	5	Spain Girona
12	GK	Martín Campaña	29	May	1989	29	1	0	Argentina Independiente
13	DF	Gastón Silva	5	March	1994	24	17	0	Argentina Independiente
14	MF	Lucas Torreira	11	February	1996	22	3	0	Italy Sampdoria
15	MF	Matías Vecino	24	August	1991	26	22	1	Italy Inter Milan
16	DF	Maxi Pereira	8	June	1984	34	125	3	Portugal Porto
17	MF	Diego Laxalt	7	February	1993	25	6	0	Italy Genoa
18	FW	Maxi Gómez	14	August	1996	21	5	0	Spain Celta Vigo
19	DF	Sebastián Coates	7	October	1990	27	30	1	Portugal Sporting CP
20	FW	Jonathan Urretaviscaya	19	March	1990	28	4	0	Mexico Monterrey
21	FW	Edinson Cavani	14	February	1987	31	101	42	France Paris Saint-Germain
22	DF	Martín Cáceres	7	April	1987	31	76	4	Italy Lazio
23	GK	Martín Silva	25	March	1983	35	11	0	Brazil Vasco da Gama
1	GK	Alireza Beiranvand	21	September	1992	25	22	0	Iran Persepolis
2	MF	Mehdi Torabi	10	September	1994	23	17	4	Iran Saipa
3	DF	Ehsan Hajsafi	25	February	1990	28	94	6	Greece Olympiacos
4	DF	Rouzbeh Cheshmi	24	July	1993	24	10	1	Iran Esteghlal
5	DF	Milad Mohammadi	29	September	1993	24	19	0	Russia Akhmat Grozny
6	MF	Saeid Ezatolahi	1	October	1996	21	25	1	Russia Amkar Perm
7	MF	Masoud Shojaei (captain)	9	June	1984	34	74	8	Greece AEK Athens
8	DF	Morteza Pouraliganji	19	April	1992	26	27	2	Qatar Al-Sadd
9	MF	Omid Ebrahimi	16	September	1987	30	30	0	Iran Esteghlal
10	FW	Karim Ansarifard	3	April	1990	28	64	17	Greece Olympiacos
11	MF	Vahid Amiri	2	April	1988	30	36	1	Iran Persepolis
12	GK	Mohammad Rashid Mazaheri	18	May	1989	29	3	0	Iran Zob Ahan
13	DF	Mohammad Reza Khanzadeh	11	May	1991	27	11	1	Iran Padideh
14	FW	Saman Ghoddos	6	September	1993	24	8	1	Sweden Östersund
15	DF	Pejman Montazeri	6	September	1983	34	46	1	Iran Esteghlal
16	FW	Reza Ghoochannejhad	20	September	1987	30	43	17	Netherlands Heerenveen
17	FW	Mehdi Taremi	18	July	1992	25	26	11	Qatar Al-Gharafa
18	FW	Alireza Jahanbakhsh	11	August	1993	24	38	4	Netherlands AZ
19	DF	Majid Hosseini	20	June	1996	21	1	0	Iran Esteghlal
20	FW	Sardar Azmoun	1	January	1995	23	33	23	Russia Rubin Kazan
21	FW	Ashkan Dejagah	5	July	1986	31	46	9	England Nottingham Forest
22	GK	Amir Abedzadeh	26	April	1993	25	1	0	Portugal Marítimo
23	DF	Ramin Rezaeian	21	March	1990	28	28	2	Belgium Oostende
1	GK	Yassine Bounou	5	April	1991	27	11	0	Spain Girona
2	DF	Achraf Hakimi	4	November	1998	19	10	1	Spain Real Madrid
3	DF	Hamza Mendyl	21	October	1997	20	13	0	France Lille
4	DF	Manuel da Costa	6	May	1986	32	28	1	Turkey İstanbul Başakşehir
5	DF	Medhi Benatia (captain)	17	April	1987	31	57	2	Italy Juventus
6	DF	Romain Saïss	26	March	1990	28	24	1	England Wolverhampton Wanderers
7	MF	Hakim Ziyech	19	March	1993	25	18	9	Netherlands Ajax
8	MF	Karim El Ahmadi	27	January	1985	33	51	1	Netherlands Feyenoord
9	FW	Ayoub El Kaabi	25	June	1993	24	10	11	Morocco RS Berkane
10	MF	Younès Belhanda	25	February	1990	28	47	5	Turkey Galatasaray
11	MF	Fayçal Fajr	1	August	1988	29	23	2	Spain Getafe
12	GK	Munir Mohamedi	10	May	1989	29	27	0	Spain Numancia
13	FW	Khalid Boutaïb	24	April	1987	31	18	7	Turkey Yeni Malatyaspor
14	MF	Mbark Boussoufa	15	August	1984	33	59	7	United Arab Emirates Al-Jazira
15	MF	Youssef Aït Bennasser	7	July	1996	21	14	0	France Caen
16	MF	Nordin Amrabat	31	March	1987	31	44	4	Spain Leganés
17	DF	Nabil Dirar	25	February	1986	32	34	3	Turkey Fenerbahçe
18	MF	Amine Harit	18	June	1997	20	6	0	Germany Schalke 04
19	FW	Youssef En-Nesyri	1	June	1997	21	16	2	Spain Málaga
20	FW	Aziz Bouhaddouz	30	March	1987	31	15	3	Germany FC St. Pauli
21	MF	Sofyan Amrabat	21	August	1996	21	6	0	Netherlands Feyenoord
22	GK	Ahmed Reda Tagnaouti	5	April	1996	22	2	0	Morocco IR Tanger
23	MF	Mehdi Carcela	1	July	1989	28	20	1	Belgium Standard Liège
1	GK	Rui Patrício	15	February	1988	30	69	0	Portugal Sporting CP
2	DF	Bruno Alves	27	November	1981	36	96	11	Scotland Rangers
3	DF	Pepe	26	February	1983	35	95	5	Turkey Beşiktaş
4	MF	Manuel Fernandes	5	February	1986	32	14	3	Russia Lokomotiv Moscow
5	DF	Raphaël Guerreiro	22	December	1993	24	24	2	Germany Borussia Dortmund
6	DF	José Fonte	22	December	1983	34	31	0	China Dalian Yifang
7	FW	Cristiano Ronaldo (captain)	5	February	1985	33	150	81	Spain Real Madrid
8	MF	João Moutinho	8	September	1986	31	110	7	France Monaco
9	FW	André Silva	6	November	1995	22	23	12	Italy Milan
10	MF	João Mário	19	January	1993	25	36	2	England West Ham United
11	MF	Bernardo Silva	10	August	1994	23	25	2	England Manchester City
12	GK	Anthony Lopes	1	October	1990	27	7	0	France Lyon
13	DF	Rúben Dias	14	May	1997	21	1	0	Portugal Benfica
14	MF	William Carvalho	7	April	1992	26	43	2	Portugal Sporting CP
15	DF	Ricardo Pereira	6	October	1993	24	4	0	Portugal Porto
16	MF	Bruno Fernandes	8	September	1994	23	6	1	Portugal Sporting CP
17	FW	Gonçalo Guedes	29	November	1996	21	10	3	Spain Valencia
18	FW	Gelson Martins	11	May	1995	23	18	0	Portugal Sporting CP
19	DF	Mário Rui	27	May	1991	27	4	0	Italy Napoli
20	FW	Ricardo Quaresma	26	September	1983	34	77	9	Turkey Beşiktaş
21	DF	Cédric	31	August	1991	26	29	1	England Southampton
22	GK	Beto	1	May	1982	36	14	0	Turkey Göztepe
23	MF	Adrien Silva	15	March	1989	29	23	1	England Leicester City
1	GK	David de Gea	7	November	1990	27	29	0	England Manchester United
2	DF	Dani Carvajal	11	January	1992	26	15	0	Spain Real Madrid
3	DF	Gerard Piqué	2	February	1987	31	98	5	Spain Barcelona
4	DF	Nacho	18	January	1990	28	17	0	Spain Real Madrid
5	MF	Sergio Busquets	16	July	1988	29	103	2	Spain Barcelona
6	MF	Andrés Iniesta	11	May	1984	34	127	14	Spain Barcelona
7	MF	Saúl	21	November	1994	23	10	0	Spain Atlético Madrid
8	MF	Koke	8	January	1992	26	40	0	Spain Atlético Madrid
9	FW	Rodrigo	6	March	1991	27	6	2	Spain Valencia
10	MF	Thiago	11	April	1991	27	29	2	Germany Bayern Munich
11	FW	Lucas Vázquez	1	July	1991	26	7	0	Spain Real Madrid
12	DF	Álvaro Odriozola	14	December	1995	22	4	1	Spain Real Sociedad
13	GK	Kepa Arrizabalaga	3	October	1994	23	1	0	Spain Athletic Bilbao
14	DF	César Azpilicueta	28	August	1989	28	22	0	England Chelsea
15	DF	Sergio Ramos (captain)	30	March	1986	32	152	13	Spain Real Madrid
16	DF	Nacho Monreal	26	February	1986	32	22	1	England Arsenal
17	FW	Iago Aspas	1	August	1987	30	10	5	Spain Celta Vigo
18	DF	Jordi Alba	21	March	1989	29	62	8	Spain Barcelona
19	FW	Diego Costa	7	October	1988	29	20	7	Spain Atlético Madrid
20	MF	Marco Asensio	21	January	1996	22	12	0	Spain Real Madrid
21	FW	David Silva	8	January	1986	32	121	35	England Manchester City
22	MF	Isco	21	April	1992	26	28	10	Spain Real Madrid
23	GK	Pepe Reina	31	August	1982	35	36	0	Italy Napoli
1	GK	Mathew Ryan	8	April	1992	26	44	0	England Brighton & Hove Albion
2	DF	Milos Degenek	28	April	1994	24	18	0	Japan Yokohama F. Marinos
3	DF	James Meredith	5	April	1988	30	2	0	England Millwall
4	FW	Tim Cahill	6	December	1979	38	106	50	England Millwall
5	DF	Mark Milligan	4	August	1985	32	71	6	Saudi Arabia Al-Ahli
6	DF	Matthew Jurman	8	December	1989	28	4	0	South Korea Suwon Samsung Bluewings
7	FW	Mathew Leckie	4	February	1991	27	53	8	Germany Hertha BSC
8	MF	Massimo Luongo	25	September	1992	25	36	5	England Queens Park Rangers
9	FW	Tomi Juric	22	July	1991	26	35	8	Switzerland Luzern
10	FW	Robbie Kruse	5	October	1988	29	64	5	Germany VfL Bochum
11	FW	Andrew Nabbout	17	December	1992	25	4	1	Japan Urawa Red Diamonds
12	GK	Brad Jones	19	March	1982	36	6	0	Netherlands Feyenoord
13	MF	Aaron Mooy	15	September	1990	27	34	5	England Huddersfield Town
14	FW	Jamie Maclaren	29	July	1993	24	6	0	Scotland Hibernian
15	MF	Mile Jedinak (captain)	3	August	1984	33	76	18	England Aston Villa
16	DF	Aziz Behich	16	December	1990	27	23	2	Turkey Bursaspor
17	FW	Daniel Arzani	4	January	1999	19	2	1	Australia Melbourne City
18	GK	Danny Vukovic	27	March	1985	33	1	0	Belgium Genk
19	DF	Josh Risdon	27	July	1992	25	8	0	Australia Western Sydney Wanderers
20	DF	Trent Sainsbury	5	January	1992	26	35	3	Switzerland Grasshoppers
21	FW	Dimitri Petratos	10	November	1992	25	2	0	Australia Newcastle Jets
22	MF	Jackson Irvine	7	March	1993	25	19	2	England Hull City
23	MF	Tom Rogic	16	December	1992	25	37	7	Scotland Celtic
1	GK	Kasper Schmeichel	5	November	1986	31	35	0	England Leicester City
2	MF	Michael Krohn-Dehli	6	June	1983	35	59	6	Spain Deportivo La Coruña
3	DF	Jannik Vestergaard	3	August	1992	25	16	1	Germany Borussia Mönchengladbach
4	DF	Simon Kjær (captain)	26	March	1989	29	78	3	Spain Sevilla
5	DF	Jonas Knudsen	16	September	1992	25	3	0	England Ipswich Town
6	DF	Andreas Christensen	10	April	1996	22	16	1	England Chelsea
7	MF	William Kvist	24	February	1985	33	80	2	Denmark Copenhagen
8	MF	Thomas Delaney	3	September	1991	26	27	4	Germany Werder Bremen
9	FW	Nicolai Jørgensen	15	January	1991	27	31	8	Netherlands Feyenoord
10	MF	Christian Eriksen	14	February	1992	26	78	22	England Tottenham Hotspur
11	FW	Martin Braithwaite	5	June	1991	27	20	1	France Bordeaux
12	FW	Kasper Dolberg	6	October	1997	20	6	1	Netherlands Ajax
13	DF	Mathias Jørgensen	23	April	1990	28	12	0	England Huddersfield Town
14	DF	Henrik Dalsgaard	27	July	1989	28	11	0	England Brentford
15	FW	Viktor Fischer	9	June	1994	24	19	3	Denmark Copenhagen
16	GK	Jonas Lössl	1	February	1989	29	1	0	England Huddersfield Town
17	DF	Jens Stryger Larsen	21	February	1991	27	13	1	Italy Udinese
18	MF	Lukas Lerager	12	July	1993	24	4	0	France Bordeaux
19	MF	Lasse Schöne	27	May	1986	32	36	3	Netherlands Ajax
20	FW	Yussuf Poulsen	15	June	1994	23	28	4	Germany RB Leipzig
21	FW	Andreas Cornelius	16	March	1993	25	18	4	Italy Atalanta
22	GK	Frederik Rønnow	4	August	1992	25	6	0	Denmark Brøndby
23	FW	Pione Sisto	4	February	1995	23	14	1	Spain Celta Vigo
1	GK	Hugo Lloris (captain)	26	December	1986	31	98	0	England Tottenham Hotspur
2	DF	Benjamin Pavard	28	March	1996	22	6	0	Germany VfB Stuttgart
3	DF	Presnel Kimpembe	13	August	1995	22	2	0	France Paris Saint-Germain
4	DF	Raphaël Varane	25	April	1993	25	42	2	Spain Real Madrid
5	DF	Samuel Umtiti	14	November	1993	24	19	2	Spain Barcelona
6	MF	Paul Pogba	15	March	1993	25	54	9	England Manchester United
7	FW	Antoine Griezmann	21	March	1991	27	54	20	Spain Atlético Madrid
8	FW	Thomas Lemar	12	November	1995	22	12	3	France Monaco
9	FW	Olivier Giroud	30	September	1986	31	74	31	England Chelsea
10	FW	Kylian Mbappé	20	December	1998	19	15	4	France Paris Saint-Germain
11	FW	Ousmane Dembélé	15	May	1997	21	12	2	Spain Barcelona
12	MF	Corentin Tolisso	3	August	1994	23	9	0	Germany Bayern Munich
13	MF	N'Golo Kanté	29	March	1991	27	24	1	England Chelsea
14	MF	Blaise Matuidi	9	April	1987	31	67	9	Italy Juventus
15	MF	Steven Nzonzi	15	December	1988	29	4	0	Spain Sevilla
16	GK	Steve Mandanda	28	March	1985	33	27	0	France Marseille
17	DF	Adil Rami	27	December	1985	32	35	1	France Marseille
18	FW	Nabil Fekir	18	July	1993	24	12	2	France Lyon
19	DF	Djibril Sidibé	29	July	1992	25	17	1	France Monaco
20	FW	Florian Thauvin	26	January	1993	25	4	0	France Marseille
21	DF	Lucas Hernández	14	February	1996	22	5	0	Spain Atlético Madrid
22	DF	Benjamin Mendy	17	July	1994	23	7	0	England Manchester City
23	GK	Alphonse Areola	27	February	1993	25	0	0	France Paris Saint-Germain
1	GK	Pedro Gallese	23	February	1990	28	38	0	Mexico Veracruz
2	DF	Alberto Rodríguez	31	March	1984	34	59	0	Colombia Atlético Junior
3	DF	Aldo Corzo	20	May	1989	29	25	0	Peru Universitario
4	DF	Anderson Santamaría	10	January	1992	26	4	0	Mexico Puebla
5	DF	Miguel Araujo	24	October	1994	23	7	0	Peru Alianza Lima
6	DF	Miguel Trauco	25	August	1992	25	27	0	Brazil Flamengo
7	MF	Paolo Hurtado	27	July	1990	27	31	3	Portugal Vitória de Guimarães
8	MF	Christian Cueva	23	November	1991	26	44	8	Brazil São Paulo
9	FW	Paolo Guerrero (captain)	1	January	1984	34	88	34	Brazil Flamengo
10	FW	Jefferson Farfán	26	October	1984	33	84	25	Russia Lokomotiv Moscow
11	FW	Raúl Ruidíaz	25	July	1990	27	30	4	Mexico Morelia
12	GK	Carlos Cáceda	27	September	1991	26	4	0	Peru Deportivo Municipal
13	MF	Renato Tapia	28	July	1995	22	23	1	Netherlands Feyenoord
14	MF	Andy Polo	29	September	1994	23	17	1	United States Portland Timbers
15	DF	Christian Ramos	4	November	1988	29	66	3	Mexico Veracruz
16	MF	Wilder Cartagena	23	September	1994	23	3	0	Mexico Veracruz
17	DF	Luis Advíncula	2	March	1990	28	65	0	Mexico Lobos BUAP
18	FW	André Carrillo	14	June	1991	27	45	5	England Watford
19	MF	Yoshimar Yotún	7	April	1990	28	73	2	United States Orlando City
20	FW	Edison Flores	14	May	1994	24	29	9	Denmark AaB
21	GK	José Carvallo	1	March	1986	32	6	0	Peru UTC
22	DF	Nilson Loyola	26	October	1994	23	3	0	Peru Melgar
23	MF	Pedro Aquino	13	April	1995	23	13	0	Mexico Lobos BUAP
1	GK	Nahuel Guzmán	10	February	1986	32	6	0	Mexico UANL
2	DF	Gabriel Mercado	18	March	1987	31	20	3	Spain Sevilla
3	DF	Nicolás Tagliafico	31	August	1992	25	4	0	Netherlands Ajax
4	DF	Cristian Ansaldi	20	September	1986	31	5	0	Italy Torino
5	MF	Lucas Biglia	30	January	1986	32	57	1	Italy Milan
6	DF	Federico Fazio	17	March	1987	31	9	1	Italy Roma
7	MF	Éver Banega	29	June	1988	29	62	6	Spain Sevilla
8	DF	Marcos Acuña	28	October	1991	26	10	0	Portugal Sporting CP
9	FW	Gonzalo Higuaín	10	December	1987	30	71	31	Italy Juventus
10	FW	Lionel Messi (captain)	24	June	1987	30	124	64	Spain Barcelona
11	MF	Ángel Di María	14	February	1988	30	94	19	France Paris Saint-Germain
12	GK	Franco Armani	16	October	1986	31	0	0	Argentina River Plate
13	MF	Maximiliano Meza	15	December	1992	25	2	0	Argentina Independiente
14	DF	Javier Mascherano	8	June	1984	34	143	3	China Hebei China Fortune
15	MF	Enzo Pérez	22	February	1986	32	23	1	Argentina River Plate
16	DF	Marcos Rojo	20	March	1990	28	56	2	England Manchester United
17	DF	Nicolás Otamendi	12	February	1988	30	54	4	England Manchester City
18	DF	Eduardo Salvio	13	July	1990	27	9	0	Portugal Benfica
19	FW	Sergio Agüero	2	June	1988	30	85	37	England Manchester City
20	MF	Giovani Lo Celso	9	April	1996	22	5	0	France Paris Saint-Germain
21	FW	Paulo Dybala	15	November	1993	24	12	0	Italy Juventus
22	MF	Cristian Pavón	21	January	1996	22	5	0	Argentina Boca Juniors
23	GK	Willy Caballero	28	September	1981	36	3	0	England Chelsea
1	GK	Dominik Livaković	9	January	1995	23	1	0	Croatia Dinamo Zagreb
2	DF	Šime Vrsaljko	10	January	1992	26	35	0	Spain Atlético Madrid
3	DF	Ivan Strinić	17	July	1987	30	43	0	Italy Sampdoria
4	FW	Ivan Perišić	2	February	1989	29	66	18	Italy Inter Milan
5	DF	Vedran Ćorluka	5	February	1986	32	99	4	Russia Lokomotiv Moscow
6	DF	Dejan Lovren	5	July	1989	28	39	2	England Liverpool
7	MF	Ivan Rakitić	10	March	1988	30	92	14	Spain Barcelona
8	MF	Mateo Kovačić	6	May	1994	24	41	1	Spain Real Madrid
9	FW	Andrej Kramarić	19	June	1991	26	31	9	Germany 1899 Hoffenheim
10	MF	Luka Modrić (captain)	9	September	1985	32	106	12	Spain Real Madrid
11	MF	Marcelo Brozović	16	November	1992	25	35	6	Italy Inter Milan
12	GK	Lovre Kalinić	3	April	1990	28	11	0	Belgium Gent
13	DF	Tin Jedvaj	28	November	1995	22	12	0	Germany Bayer Leverkusen
14	MF	Filip Bradarić	11	January	1992	26	4	0	Croatia Rijeka
15	DF	Duje Ćaleta-Car	17	September	1996	21	1	0	Austria Red Bull Salzburg
16	FW	Nikola Kalinić[note 2]	5	January	1988	30	42	15	Italy Milan
17	FW	Mario Mandžukić	21	May	1986	32	83	30	Italy Juventus
18	FW	Ante Rebić	21	September	1993	24	16	1	Germany Eintracht Frankfurt
19	MF	Milan Badelj	25	February	1989	29	38	1	Italy Fiorentina
20	FW	Marko Pjaca	6	May	1995	23	16	1	Germany Schalke 04
21	DF	Domagoj Vida	29	April	1989	29	59	2	Turkey Beşiktaş
22	DF	Josip Pivarić	30	January	1989	29	19	0	Ukraine Dynamo Kyiv
23	GK	Danijel Subašić	27	October	1984	33	38	0	France Monaco
1	GK	Hannes Þór Halldórsson	27	April	1984	34	49	0	Denmark Randers
2	DF	Birkir Már Sævarsson	11	November	1984	33	79	1	Iceland Valur
3	MF	Samúel Friðjónsson	22	February	1996	22	4	0	Norway Vålerenga
4	MF	Albert Guðmundsson	15	June	1997	20	5	3	Netherlands PSV Eindhoven
5	DF	Sverrir Ingi Ingason	5	August	1993	24	20	3	Russia Rostov
6	DF	Ragnar Sigurðsson	19	June	1986	31	77	3	Russia Rostov
7	MF	Jóhann Berg Guðmundsson	27	October	1990	27	67	7	England Burnley
8	MF	Birkir Bjarnason	27	May	1988	30	67	9	England Aston Villa
9	FW	Björn Bergmann Sigurðarson	26	February	1991	27	12	1	Russia Rostov
10	MF	Gylfi Sigurðsson	8	September	1989	28	57	19	England Everton
11	FW	Alfreð Finnbogason	1	February	1989	29	47	13	Germany FC Augsburg
12	GK	Frederik Schram	19	January	1995	23	4	0	Denmark Roskilde
13	GK	Rúnar Alex Rúnarsson	18	February	1995	23	3	0	Denmark Nordsjælland
14	DF	Kári Árnason	13	October	1982	35	67	5	Scotland Aberdeen
15	DF	Hólmar Örn Eyjólfsson	6	August	1990	27	10	1	Bulgaria Levski Sofia
16	MF	Ólafur Ingi Skúlason	1	April	1983	35	36	1	Turkey Kardemir Karabükspor
17	MF	Aron Gunnarsson (captain)	22	April	1989	29	77	2	Wales Cardiff City
18	DF	Hörður Björgvin Magnússon	11	February	1993	25	16	2	England Bristol City
19	MF	Rúrik Gíslason	25	February	1988	30	47	3	Germany SV Sandhausen
20	MF	Emil Hallfreðsson	29	June	1984	33	64	1	Italy Udinese
21	MF	Arnór Ingvi Traustason	30	April	1993	25	19	5	Sweden Malmö
22	FW	Jón Daði Böðvarsson	25	May	1992	26	38	2	England Reading
23	DF	Ari Freyr Skúlason	14	May	1987	31	56	0	Belgium Lokeren
1	GK	Ikechukwu Ezenwa	16	October	1988	29	24	0	Nigeria Enyimba
2	DF	Brian Idowu	18	May	1992	26	5	1	Russia Amkar Perm
3	DF	Elderson Echiéjilé	20	January	1988	30	62	3	Belgium Cercle Brugge
4	MF	Wilfred Ndidi	16	December	1996	21	17	0	England Leicester City
5	DF	William Troost-Ekong	1	September	1993	24	22	1	Turkey Bursaspor
6	DF	Leon Balogun	28	June	1988	29	19	0	Germany Mainz 05
7	FW	Ahmed Musa	14	October	1992	25	72	13	Russia CSKA Moscow
8	MF	Oghenekaro Etebo	9	November	1995	22	14	1	Spain Las Palmas
9	FW	Odion Ighalo	16	June	1989	28	19	4	China Changchun Yatai
10	MF	John Obi Mikel (captain)	22	April	1987	31	85	6	China Tianjin TEDA
11	FW	Victor Moses	12	December	1990	27	34	11	England Chelsea
12	DF	Shehu Abdullahi	12	March	1993	25	25	0	Turkey Bursaspor
13	FW	Simeon Nwankwo	7	May	1992	26	2	0	Italy Crotone
14	FW	Kelechi Iheanacho	10	March	1996	22	18	8	England Leicester City
15	MF	Joel Obi	22	May	1991	27	17	0	Italy Torino
16	GK	Daniel Akpeyi	8	March	1986	32	7	0	South Africa Chippa United
17	MF	Ogenyi Onazi	25	December	1992	25	52	1	Turkey Trabzonspor
18	FW	Alex Iwobi	3	May	1996	22	19	5	England Arsenal
19	MF	John Ogu	20	April	1988	30	20	2	Israel Hapoel Be'er Sheva
20	DF	Chidozie Awaziem	1	January	1997	21	4	0	France Nantes
21	DF	Tyronne Ebuehi	16	December	1995	22	7	0	Netherlands ADO Den Haag
22	DF	Kenneth Omeruo	17	October	1993	24	39	0	Turkey Kasımpaşa
23	GK	Francis Uzoho	28	October	1998	19	6	0	Spain Deportivo La Coruña
1	GK	Alisson	2	October	1992	25	26	0	Italy Roma
2	DF	Thiago Silva	22	September	1984	33	71	5	France Paris Saint-Germain
3	DF	Miranda	7	September	1984	33	47	2	Italy Inter Milan
4	DF	Pedro Geromel	21	September	1985	32	2	0	Brazil Grêmio
5	MF	Casemiro	23	February	1992	26	24	0	Spain Real Madrid
6	DF	Filipe Luís	9	August	1985	32	33	2	Spain Atlético Madrid
7	FW	Douglas Costa	14	September	1990	27	25	3	Italy Juventus
8	MF	Renato Augusto	8	February	1988	30	28	5	China Beijing Sinobo Guoan
9	FW	Gabriel Jesus	3	April	1997	21	17	10	England Manchester City
10	FW	Neymar	5	February	1992	26	85	55	France Paris Saint-Germain
11	MF	Philippe Coutinho	12	June	1992	26	37	10	Spain Barcelona
12	DF	Marcelo (captain)	12	May	1988	30	54	6	Spain Real Madrid
13	DF	Marquinhos	14	May	1994	24	26	0	France Paris Saint-Germain
14	DF	Danilo	15	July	1991	26	18	0	England Manchester City
15	MF	Paulinho	25	July	1988	29	50	12	Spain Barcelona
16	GK	Cássio	6	June	1987	31	1	0	Brazil Corinthians
17	MF	Fernandinho	4	May	1985	33	44	2	England Manchester City
18	MF	Fred	5	March	1993	25	8	0	Ukraine Shakhtar Donetsk
19	MF	Willian	9	August	1988	29	57	8	England Chelsea
20	FW	Roberto Firmino	2	October	1991	26	21	6	England Liverpool
21	FW	Taison	13	January	1988	30	8	1	Ukraine Shakhtar Donetsk
22	DF	Fagner	11	June	1989	29	4	0	Brazil Corinthians
23	GK	Ederson	17	August	1993	24	1	0	England Manchester City
1	GK	Keylor Navas	15	December	1986	31	81	0	Spain Real Madrid
2	DF	Johnny Acosta	21	July	1983	34	69	2	Colombia Águilas Doradas
3	DF	Giancarlo González	8	February	1988	30	70	2	Italy Bologna
4	DF	Ian Smith	6	March	1998	20	4	0	Sweden Norrköping
5	MF	Celso Borges	27	May	1988	30	113	21	Spain Deportivo La Coruña
6	DF	Óscar Duarte	3	June	1989	29	39	2	Spain Espanyol
7	MF	Christian Bolaños	17	May	1984	34	81	6	Costa Rica Saprissa
8	DF	Bryan Oviedo	18	February	1990	28	44	1	England Sunderland
9	MF	Daniel Colindres	10	January	1985	33	11	0	Costa Rica Saprissa
10	MF	Bryan Ruiz (captain)	18	August	1985	32	110	24	Portugal Sporting CP
11	FW	Johan Venegas	27	November	1988	29	47	10	Costa Rica Saprissa
12	FW	Joel Campbell	26	June	1992	25	77	15	Spain Real Betis
13	MF	Rodney Wallace	17	June	1988	29	30	4	United States New York City FC
14	MF	Randall Azofeifa	30	December	1984	33	58	3	Costa Rica Herediano
15	DF	Francisco Calvo	8	July	1992	25	38	4	United States Minnesota United
16	DF	Cristian Gamboa	24	October	1989	28	68	3	Scotland Celtic
17	MF	Yeltsin Tejeda	17	March	1992	26	51	0	Switzerland Lausanne
18	GK	Patrick Pemberton	24	April	1982	36	39	0	Costa Rica Alajuelense
19	DF	Kendall Waston	1	January	1988	30	26	3	Canada Vancouver Whitecaps FC
20	MF	David Guzmán	18	February	1990	28	43	0	United States Portland Timbers
21	FW	Marco Ureña	5	March	1990	28	64	15	United States Los Angeles FC
22	DF	Kenner Gutiérrez	9	June	1989	29	9	0	Costa Rica Alajuelense
23	GK	Leonel Moreira	2	April	1990	28	9	0	Costa Rica Herediano
1	GK	Vladimir Stojković	28	July	1983	34	81	0	Serbia Partizan
2	DF	Antonio Rukavina	26	January	1984	34	47	0	Spain Villarreal
3	DF	Duško Tošić	19	January	1985	33	24	1	Turkey Beşiktaş
4	MF	Luka Milivojević	7	April	1991	27	28	1	England Crystal Palace
5	DF	Uroš Spajić	13	February	1993	25	5	0	Belgium Anderlecht
6	DF	Branislav Ivanović	22	February	1984	34	103	13	Russia Zenit Saint Petersburg
7	MF	Andrija Živković	11	July	1996	21	10	0	Portugal Benfica
8	FW	Aleksandar Prijović	21	April	1990	28	9	1	Greece PAOK
9	FW	Aleksandar Mitrović	16	September	1994	23	37	16	England Fulham
10	MF	Dušan Tadić	20	November	1988	29	53	13	England Southampton
11	DF	Aleksandar Kolarov (captain)	10	November	1985	32	76	10	Italy Roma
12	GK	Predrag Rajković	31	October	1995	22	8	0	Israel Maccabi Tel Aviv
13	DF	Miloš Veljković	26	September	1995	22	2	0	Germany Werder Bremen
14	DF	Milan Rodić	2	April	1991	27	1	0	Serbia Red Star Belgrade
15	DF	Nikola Milenković	12	October	1997	20	3	0	Italy Fiorentina
16	MF	Marko Grujić	13	April	1996	22	8	0	Wales Cardiff City
17	MF	Filip Kostić	1	November	1992	25	23	2	Germany Hamburger SV
18	FW	Nemanja Radonjić	15	February	1996	22	3	0	Serbia Red Star Belgrade
19	FW	Luka Jović	23	December	1997	20	1	0	Germany Eintracht Frankfurt
20	MF	Sergej Milinković-Savić	27	February	1995	23	4	0	Italy Lazio
21	MF	Nemanja Matić	1	August	1988	29	40	2	England Manchester United
22	MF	Adem Ljajić	29	September	1991	26	29	6	Italy Torino
23	GK	Marko Dmitrović	24	January	1992	26	2	0	Spain Eibar
1	GK	Yann Sommer	17	December	1988	29	35	0	Germany Borussia Mönchengladbach
2	DF	Stephan Lichtsteiner (captain)	16	January	1984	34	100	8	Italy Juventus
3	DF	François Moubandje	21	June	1990	27	18	0	France Toulouse
4	DF	Nico Elvedi	30	September	1996	21	6	0	Germany Borussia Mönchengladbach
5	DF	Manuel Akanji	19	July	1995	22	7	0	Germany Borussia Dortmund
6	DF	Michael Lang	8	February	1991	27	24	2	Switzerland Basel
7	FW	Breel Embolo	14	February	1997	21	25	3	Germany Schalke 04
8	MF	Remo Freuler	15	April	1992	26	10	0	Italy Atalanta
9	FW	Haris Seferović	22	February	1992	26	51	12	Portugal Benfica
10	MF	Granit Xhaka	27	September	1992	25	62	9	England Arsenal
11	MF	Valon Behrami	19	April	1985	33	79	2	Italy Udinese
12	GK	Yvon Mvogo	6	June	1994	24	0	0	Germany RB Leipzig
13	DF	Ricardo Rodríguez	25	August	1992	25	53	5	Italy Milan
14	MF	Steven Zuber	17	August	1991	26	12	3	Germany 1899 Hoffenheim
15	MF	Blerim Džemaili	12	April	1986	32	65	9	Italy Bologna
16	MF	Gelson Fernandes	2	September	1986	31	67	2	Germany Eintracht Frankfurt
17	MF	Denis Zakaria	20	November	1996	21	10	0	Germany Borussia Mönchengladbach
18	FW	Mario Gavranović	24	November	1989	28	14	5	Croatia Dinamo Zagreb
19	FW	Josip Drmić	8	August	1992	25	29	9	Germany Borussia Mönchengladbach
20	DF	Johan Djourou	18	January	1987	31	74	2	Turkey Antalyaspor
21	GK	Roman Bürki	14	November	1990	27	9	0	Germany Borussia Dortmund
22	DF	Fabian Schär	20	December	1991	26	39	7	Spain Deportivo La Coruña
23	MF	Xherdan Shaqiri	10	October	1991	26	70	20	England Stoke City
1	GK	Manuel Neuer (captain)	27	March	1986	32	76	0	Germany Bayern Munich
2	DF	Marvin Plattenhardt	26	January	1992	26	6	0	Germany Hertha BSC
3	DF	Jonas Hector	27	May	1990	28	38	3	Germany 1. FC Köln
4	DF	Matthias Ginter	19	January	1994	24	18	0	Germany Borussia Mönchengladbach
5	DF	Mats Hummels	16	December	1988	29	64	5	Germany Bayern Munich
6	MF	Sami Khedira	4	April	1987	31	75	7	Italy Juventus
7	MF	Julian Draxler	20	September	1993	24	44	6	France Paris Saint-Germain
8	MF	Toni Kroos	4	January	1990	28	83	12	Spain Real Madrid
9	FW	Timo Werner	6	March	1996	22	14	8	Germany RB Leipzig
10	MF	Mesut Özil	15	October	1988	29	90	23	England Arsenal
11	FW	Marco Reus	31	May	1989	29	31	9	Germany Borussia Dortmund
12	GK	Kevin Trapp	8	July	1990	27	3	0	France Paris Saint-Germain
13	MF	Thomas Müller	13	September	1989	28	91	38	Germany Bayern Munich
14	MF	Leon Goretzka	6	February	1995	23	15	6	Germany Schalke 04
15	DF	Niklas Süle	3	September	1995	22	11	0	Germany Bayern Munich
16	DF	Antonio Rüdiger	3	March	1993	25	24	1	England Chelsea
17	DF	Jérôme Boateng	3	September	1988	29	71	1	Germany Bayern Munich
18	DF	Joshua Kimmich	8	February	1995	23	29	3	Germany Bayern Munich
19	MF	Sebastian Rudy	28	February	1990	28	25	1	Germany Bayern Munich
20	MF	Julian Brandt	2	May	1996	22	16	1	Germany Bayer Leverkusen
21	MF	İlkay Gündoğan	24	October	1990	27	26	4	England Manchester City
22	GK	Marc-André ter Stegen	30	April	1992	26	20	0	Spain Barcelona
23	FW	Mario Gómez	10	July	1985	32	75	31	Germany VfB Stuttgart
1	GK	José de Jesús Corona	26	January	1981	37	52	0	Mexico Cruz Azul
2	DF	Hugo Ayala	31	March	1987	31	43	1	Mexico UANL
3	DF	Carlos Salcedo	29	September	1993	24	21	0	Germany Eintracht Frankfurt
4	DF	Rafael Márquez	13	February	1979	39	145	18	Mexico Atlas
5	MF	Érick Gutiérrez	15	June	1995	22	9	0	Mexico Pachuca
6	MF	Jonathan dos Santos	26	April	1990	28	32	0	United States LA Galaxy
7	MF	Miguel Layún	25	June	1988	29	64	6	Spain Sevilla
8	FW	Marco Fabián	21	July	1989	28	39	9	Germany Eintracht Frankfurt
9	FW	Raúl Jiménez	5	May	1991	27	63	13	Portugal Benfica
10	MF	Giovani dos Santos	11	May	1989	29	105	19	United States LA Galaxy
11	FW	Carlos Vela	1	March	1989	29	68	18	United States Los Angeles FC
12	GK	Alfredo Talavera	18	September	1982	35	27	0	Mexico Toluca
13	GK	Guillermo Ochoa	13	July	1985	32	94	0	Belgium Standard Liège
14	FW	Javier Hernández	1	June	1988	30	102	49	England West Ham United
15	DF	Héctor Moreno	17	January	1988	30	92	3	Spain Real Sociedad
16	DF	Héctor Herrera	19	April	1990	28	66	5	Portugal Porto
17	MF	Jesús Manuel Corona	6	January	1993	25	36	7	Portugal Porto
18	MF	Andrés Guardado (captain)	28	September	1986	31	145	25	Spain Real Betis
19	FW	Oribe Peralta	12	January	1984	34	67	26	Mexico América
20	MF	Javier Aquino	11	February	1990	28	53	0	Mexico UANL
21	DF	Edson Álvarez	24	October	1997	20	13	1	Mexico América
22	FW	Hirving Lozano	30	July	1995	22	28	7	Netherlands PSV Eindhoven
23	MF	Jesús Gallardo	15	August	1994	23	23	0	Mexico UNAM
1	GK	Kim Seung-gyu	30	September	1990	27	33	0	Japan Vissel Kobe
2	DF	Lee Yong	24	December	1986	31	28	0	South Korea Jeonbuk Hyundai Motors
3	DF	Jung Seung-hyun	3	April	1994	24	6	0	Japan Sagan Tosu
4	DF	Oh Ban-suk	20	May	1988	30	2	0	South Korea Jeju United
5	DF	Yun Young-sun	4	October	1988	29	6	0	South Korea Seongnam FC
6	DF	Park Joo-ho	16	January	1987	31	36	0	South Korea Ulsan Hyundai
7	FW	Son Heung-min	8	July	1992	25	67	21	England Tottenham Hotspur
8	MF	Ju Se-jong	30	October	1990	27	11	1	South Korea Asan Mugunghwa
9	FW	Kim Shin-wook	14	April	1988	30	50	10	South Korea Jeonbuk Hyundai Motors
10	MF	Lee Seung-woo	6	January	1998	20	4	0	Italy Hellas Verona
11	FW	Hwang Hee-chan	26	January	1996	22	14	2	Austria Red Bull Salzburg
12	DF	Kim Min-woo	25	February	1990	28	20	1	South Korea Sangju Sangmu
13	MF	Koo Ja-cheol	27	February	1989	29	68	19	Germany FC Augsburg
14	DF	Hong Chul	17	September	1990	27	14	0	South Korea Sangju Sangmu
15	MF	Jung Woo-young	14	December	1989	28	30	1	Japan Vissel Kobe
16	MF	Ki Sung-yueng (captain)	24	January	1989	29	102	10	Wales Swansea City
17	MF	Lee Jae-sung	10	August	1992	25	35	6	South Korea Jeonbuk Hyundai Motors
18	MF	Moon Seon-min	9	June	1992	26	3	1	South Korea Incheon United
19	DF	Kim Young-gwon	27	February	1990	28	53	2	China Guangzhou Evergrande
20	DF	Jang Hyun-soo	28	September	1991	26	51	3	Japan FC Tokyo
21	GK	Kim Jin-hyeon	6	July	1987	30	15	0	Japan Cerezo Osaka
22	DF	Go Yo-han	10	March	1988	30	20	0	South Korea FC Seoul
23	GK	Cho Hyun-woo	25	September	1991	26	6	0	South Korea Daegu FC
1	GK	Robin Olsen	8	January	1990	28	18	0	Denmark Copenhagen
2	DF	Mikael Lustig	13	December	1986	31	66	6	Scotland Celtic
3	DF	Victor Nilsson Lindelöf	17	July	1994	23	21	1	England Manchester United
4	DF	Andreas Granqvist (captain)	16	April	1985	33	72	6	Russia Krasnodar
5	DF	Martin Olsson	17	May	1988	30	43	5	Wales Swansea City
6	DF	Ludwig Augustinsson	21	April	1994	24	15	0	Germany Werder Bremen
7	MF	Sebastian Larsson	6	June	1985	33	100	6	England Hull City
8	MF	Albin Ekdal	28	July	1989	28	34	0	Germany Hamburger SV
9	FW	Marcus Berg	17	August	1986	31	57	18	United Arab Emirates Al Ain
10	MF	Emil Forsberg	23	October	1991	26	36	6	Germany RB Leipzig
11	FW	John Guidetti	15	April	1992	26	20	1	Spain Alavés
12	GK	Karl-Johan Johnsson	28	January	1990	28	5	0	France Guingamp
13	MF	Gustav Svensson	7	February	1987	31	13	0	United States Seattle Sounders FC
14	DF	Filip Helander	22	April	1993	25	4	0	Italy Bologna
15	MF	Oscar Hiljemark	28	June	1992	25	22	2	Italy Genoa
16	DF	Emil Krafth	2	August	1994	23	13	0	Italy Bologna
17	MF	Viktor Claesson	2	January	1992	26	22	3	Russia Krasnodar
18	DF	Pontus Jansson	13	February	1991	27	15	0	England Leeds United
19	MF	Marcus Rohdén	11	May	1991	27	12	1	Italy Crotone
20	FW	Ola Toivonen	3	July	1986	31	59	13	France Toulouse
21	MF	Jimmy Durmaz	22	March	1989	29	45	3	France Toulouse
22	FW	Isaac Kiese Thelin	24	June	1992	25	20	2	Belgium Waasland-Beveren
23	GK	Kristoffer Nordfeldt	23	June	1989	28	8	0	Wales Swansea City
1	GK	Thibaut Courtois	11	May	1992	26	58	0	England Chelsea
2	DF	Toby Alderweireld	2	March	1989	29	77	3	England Tottenham Hotspur
3	DF	Thomas Vermaelen	14	November	1985	32	66	1	Spain Barcelona
4	DF	Vincent Kompany	10	April	1986	32	77	4	England Manchester City
5	DF	Jan Vertonghen	24	April	1987	31	102	8	England Tottenham Hotspur
6	MF	Axel Witsel	12	January	1989	29	90	9	China Tianjin Quanjian
7	MF	Kevin De Bruyne	28	June	1991	26	62	14	England Manchester City
8	MF	Marouane Fellaini	22	November	1987	30	82	17	England Manchester United
9	FW	Romelu Lukaku	13	May	1993	25	69	36	England Manchester United
10	FW	Eden Hazard (captain)	7	January	1991	27	86	22	England Chelsea
11	MF	Yannick Carrasco	4	September	1993	24	26	5	China Dalian Yifang
12	GK	Simon Mignolet	6	March	1988	30	21	0	England Liverpool
13	GK	Koen Casteels	25	June	1992	25	0	0	Germany VfL Wolfsburg
14	FW	Dries Mertens	6	May	1987	31	69	14	Italy Napoli
15	DF	Thomas Meunier	12	September	1991	26	25	5	France Paris Saint-Germain
16	MF	Thorgan Hazard	29	March	1993	25	11	1	Germany Borussia Mönchengladbach
17	MF	Youri Tielemans	7	May	1997	21	9	0	France Monaco
18	FW	Adnan Januzaj	5	February	1995	23	8	0	Spain Real Sociedad
19	MF	Mousa Dembélé	16	July	1987	30	76	5	England Tottenham Hotspur
20	DF	Dedryck Boyata	28	November	1990	27	7	0	Scotland Celtic
21	FW	Michy Batshuayi	2	October	1993	24	16	7	Germany Borussia Dortmund
22	MF	Nacer Chadli	2	August	1989	28	45	5	England West Bromwich Albion
23	DF	Leander Dendoncker	15	April	1995	23	5	0	Belgium Anderlecht
1	GK	Jordan Pickford	7	March	1994	24	3	0	England Everton
2	DF	Kyle Walker	28	May	1990	28	35	0	England Manchester City
3	DF	Danny Rose	2	July	1990	27	18	0	England Tottenham Hotspur
4	MF	Eric Dier	15	January	1994	24	26	3	England Tottenham Hotspur
5	DF	John Stones	28	May	1994	24	26	0	England Manchester City
6	DF	Harry Maguire	5	March	1993	25	5	0	England Leicester City
7	MF	Jesse Lingard	15	December	1992	25	12	1	England Manchester United
8	MF	Jordan Henderson	17	June	1990	27	39	0	England Liverpool
9	FW	Harry Kane (captain)	28	July	1993	24	24	13	England Tottenham Hotspur
10	FW	Raheem Sterling	8	December	1994	23	38	2	England Manchester City
11	FW	Jamie Vardy	11	January	1987	31	22	7	England Leicester City
12	DF	Kieran Trippier	19	September	1990	27	7	0	England Tottenham Hotspur
13	GK	Jack Butland	10	March	1993	25	8	0	England Stoke City
14	FW	Danny Welbeck	26	November	1990	27	39	16	England Arsenal
15	DF	Gary Cahill	19	December	1985	32	60	5	England Chelsea
16	DF	Phil Jones	21	February	1992	26	25	0	England Manchester United
17	DF	Fabian Delph	21	November	1989	28	11	0	England Manchester City
18	DF	Ashley Young	9	July	1985	32	34	7	England Manchester United
19	FW	Marcus Rashford	31	October	1997	20	19	3	England Manchester United
20	MF	Dele Alli	11	April	1996	22	25	2	England Tottenham Hotspur
21	MF	Ruben Loftus-Cheek	23	January	1996	22	4	0	England Crystal Palace
22	DF	Trent Alexander-Arnold	7	October	1998	19	1	0	England Liverpool
23	GK	Nick Pope	19	April	1992	26	1	0	England Burnley
1	GK	Jaime Penedo	26	September	1981	36	131	0	Romania Dinamo București
2	DF	Michael Amir Murillo	11	February	1996	22	22	2	United States New York Red Bulls
3	DF	Harold Cummings	1	March	1992	26	52	0	United States San Jose Earthquakes
4	DF	Fidel Escobar	9	January	1995	23	23	1	United States New York Red Bulls
5	DF	Román Torres	20	March	1986	32	111	10	United States Seattle Sounders FC
6	MF	Gabriel Gómez	29	May	1984	34	144	12	Colombia Atlético Bucaramanga
7	FW	Blas Pérez	13	March	1981	37	118	43	Guatemala Municipal
8	MF	Édgar Bárcenas	23	October	1993	24	29	0	Mexico Tapachula
9	FW	Gabriel Torres	31	October	1988	29	72	14	Chile Huachipato
10	FW	Ismael Díaz	12	May	1997	21	11	2	Spain Deportivo Fabril
11	MF	Armando Cooper	26	November	1987	30	98	7	Chile Universidad de Chile
12	GK	José Calderón	14	August	1985	32	31	0	Panama Chorrillo
13	DF	Adolfo Machado	14	February	1985	33	76	1	United States Houston Dynamo
14	MF	Valentín Pimentel	30	May	1991	27	23	1	Panama Plaza Amador
15	DF	Erick Davis	31	March	1991	27	38	0	Slovakia Dunajská Streda
16	FW	Abdiel Arroyo	13	December	1993	24	33	5	Costa Rica Alajuelense
17	DF	Luis Ovalle	7	September	1988	29	25	0	Honduras CD Olimpia
18	FW	Luis Tejada	28	March	1982	36	105	43	Peru Sport Boys
19	MF	Ricardo Ávila	4	February	1997	21	5	0	Belgium Gent
20	MF	Aníbal Godoy	10	February	1990	28	88	1	United States San Jose Earthquakes
21	MF	José Luis Rodríguez	19	June	1998	19	2	0	Belgium Gent
22	GK	Álex Rodríguez	5	August	1990	27	6	0	Panama San Francisco
23	DF	Felipe Baloy (captain)	24	February	1981	37	102	3	Guatemala Municipal
1	GK	Farouk Ben Mustapha	1	July	1989	28	15	0	Saudi Arabia Al-Shabab
2	DF	Syam Ben Youssef	31	March	1989	29	42	1	Turkey Kasımpaşa
3	DF	Yohan Benalouane	28	March	1987	31	4	0	England Leicester City
4	DF	Yassine Meriah	2	July	1993	24	16	1	Tunisia CS Sfaxien
5	DF	Oussama Haddadi	28	January	1992	26	9	0	France Dijon
6	DF	Rami Bedoui	19	January	1990	28	8	0	Tunisia Étoile du Sahel
7	FW	Saîf-Eddine Khaoui	27	April	1995	23	5	0	France Troyes
8	FW	Fakhreddine Ben Youssef	23	June	1991	26	39	5	Saudi Arabia Al-Ettifaq
9	MF	Anice Badri	18	September	1990	27	7	2	Tunisia Espérance
10	FW	Wahbi Khazri	8	February	1991	27	35	12	France Rennes
11	DF	Dylan Bronn	19	June	1995	22	5	0	Belgium Gent
12	DF	Ali Maâloul	1	January	1990	28	46	0	Egypt Al Ahly
13	MF	Ferjani Sassi	18	March	1992	26	39	3	Saudi Arabia Al-Nassr
14	MF	Mohamed Amine Ben Amor	3	May	1992	26	26	1	Saudi Arabia Al-Ahli
15	FW	Ahmed Khalil	21	December	1994	23	3	0	Tunisia Club Africain
16	GK	Aymen Mathlouthi (captain)	14	September	1984	33	70	0	Saudi Arabia Al-Batin
17	MF	Ellyes Skhiri	10	May	1995	23	5	0	France Montpellier
18	FW	Bassem Srarfi	25	June	1997	20	5	0	France Nice
19	FW	Saber Khalifa	14	October	1986	31	44	7	Tunisia Club Africain
20	FW	Ghailene Chaalali	28	February	1994	24	6	1	Tunisia Espérance
21	DF	Hamdi Nagguez	28	October	1992	25	15	0	Egypt Zamalek
22	GK	Mouez Hassen	5	March	1995	23	3	0	France Châteauroux
23	FW	Naïm Sliti	27	July	1992	25	17	3	France Dijon
1	GK	David Ospina	31	August	1988	29	86	0	England Arsenal
2	DF	Cristián Zapata	30	September	1986	31	55	2	Italy Milan
3	DF	Óscar Murillo	18	April	1988	30	13	0	Mexico Pachuca
4	DF	Santiago Arias	13	January	1992	26	41	0	Netherlands PSV Eindhoven
5	MF	Wílmar Barrios	16	October	1993	24	10	0	Argentina Boca Juniors
6	MF	Carlos Sánchez	6	February	1986	32	85	0	Spain Espanyol
7	FW	Carlos Bacca	8	September	1986	31	45	14	Spain Villarreal
8	MF	Abel Aguilar	6	January	1985	33	70	7	Colombia Deportivo Cali
9	FW	Radamel Falcao (captain)	10	February	1986	32	73	29	France Monaco
10	MF	James Rodríguez	12	July	1991	26	63	21	Germany Bayern Munich
11	MF	Juan Cuadrado	26	May	1988	30	70	7	Italy Juventus
12	GK	Camilo Vargas	9	March	1989	29	5	0	Colombia Deportivo Cali
13	DF	Yerry Mina	23	September	1994	23	12	3	Spain Barcelona
14	FW	Luis Muriel	16	April	1991	27	18	2	Spain Sevilla
15	MF	Mateus Uribe	21	March	1991	27	8	0	Mexico América
16	MF	Jefferson Lerma	25	October	1994	23	5	0	Spain Levante
17	DF	Johan Mojica	21	August	1992	25	4	1	Spain Girona
18	DF	Farid Díaz	20	July	1983	34	13	0	Paraguay Olimpia
19	FW	Miguel Borja	26	January	1993	25	7	2	Brazil Palmeiras
20	MF	Juan Fernando Quintero	18	January	1993	25	15	2	Argentina River Plate
21	FW	José Izquierdo	7	July	1992	25	5	1	England Brighton & Hove Albion
22	GK	José Fernando Cuadrado	1	June	1985	33	1	0	Colombia Once Caldas
23	DF	Dávinson Sánchez	12	June	1996	22	9	0	England Tottenham Hotspur
1	GK	Eiji Kawashima	20	March	1983	35	84	0	France Metz
2	DF	Naomichi Ueda	24	October	1994	23	4	0	Japan Kashima Antlers
3	DF	Gen Shoji	11	December	1992	25	11	1	Japan Kashima Antlers
4	MF	Keisuke Honda	13	June	1986	32	95	36	Mexico Pachuca
5	DF	Yuto Nagatomo	12	September	1986	31	105	3	Turkey Galatasaray
6	DF	Wataru Endo	9	February	1993	25	12	0	Japan Urawa Red Diamonds
7	MF	Gaku Shibasaki	28	May	1992	26	18	3	Spain Getafe
8	MF	Genki Haraguchi	9	May	1991	27	33	6	Germany Fortuna Düsseldorf
9	FW	Shinji Okazaki	16	April	1986	32	113	50	England Leicester City
10	MF	Shinji Kagawa	17	March	1989	29	92	30	Germany Borussia Dortmund
11	MF	Takashi Usami	6	May	1992	26	24	3	Germany Fortuna Düsseldorf
12	GK	Masaaki Higashiguchi	12	May	1986	32	5	0	Japan Gamba Osaka
13	FW	Yoshinori Muto	15	July	1992	25	24	2	Germany Mainz 05
14	MF	Takashi Inui	2	June	1988	30	27	4	Spain Eibar
15	FW	Yuya Osako	18	May	1990	28	29	7	Germany 1. FC Köln
16	MF	Hotaru Yamaguchi	6	October	1990	27	42	2	Japan Cerezo Osaka
17	MF	Makoto Hasebe (captain)	18	January	1984	34	110	2	Germany Eintracht Frankfurt
18	MF	Ryota Oshima	23	January	1993	25	5	0	Japan Kawasaki Frontale
19	DF	Hiroki Sakai	12	April	1990	28	43	0	France Marseille
20	DF	Tomoaki Makino	11	May	1987	31	32	4	Japan Urawa Red Diamonds
21	DF	Gōtoku Sakai	14	March	1991	27	41	0	Germany Hamburger SV
22	DF	Maya Yoshida	24	August	1988	29	82	10	England Southampton
23	GK	Kosuke Nakamura	27	February	1995	23	4	0	Japan Kashiwa Reysol
1	GK	Wojciech Szczęsny	18	April	1990	28	35	0	Italy Juventus
2	DF	Michał Pazdan	21	September	1987	30	33	0	Poland Legia Warsaw
3	DF	Artur Jędrzejczyk	4	November	1987	30	36	3	Poland Legia Warsaw
4	DF	Thiago Cionek	21	April	1986	32	19	0	Italy SPAL
5	DF	Jan Bednarek	12	April	1996	22	3	0	England Southampton
6	MF	Jacek Góralski	21	September	1992	25	5	0	Bulgaria Ludogorets Razgrad
7	FW	Arkadiusz Milik	28	February	1994	24	40	12	Italy Napoli
8	MF	Karol Linetty	2	February	1995	23	20	1	Italy Sampdoria
9	FW	Robert Lewandowski (captain)	21	August	1988	29	95	55	Germany Bayern Munich
10	MF	Grzegorz Krychowiak	29	January	1990	28	51	2	England West Bromwich Albion
11	MF	Kamil Grosicki	8	June	1988	30	57	12	England Hull City
12	GK	Bartosz Białkowski	6	July	1987	30	1	0	England Ipswich Town
13	MF	Maciej Rybus	19	August	1989	28	51	2	Russia Lokomotiv Moscow
14	FW	Łukasz Teodorczyk	3	June	1991	27	17	4	Belgium Anderlecht
15	DF	Kamil Glik	3	February	1988	30	57	4	France Monaco
16	MF	Jakub Błaszczykowski	14	December	1985	32	99	20	Germany VfL Wolfsburg
17	MF	Sławomir Peszko	19	February	1985	33	43	2	Poland Lechia Gdańsk
18	DF	Bartosz Bereszyński	12	July	1992	25	8	0	Italy Sampdoria
19	MF	Piotr Zieliński	20	May	1994	24	33	5	Italy Napoli
20	DF	Łukasz Piszczek	3	June	1985	33	63	3	Germany Borussia Dortmund
21	MF	Rafał Kurzawa	29	January	1993	25	3	0	Poland Górnik Zabrze
22	GK	Łukasz Fabiański	18	April	1985	33	45	0	Wales Swansea City
23	FW	Dawid Kownacki	14	March	1997	21	2	1	Italy Sampdoria
1	GK	Abdoulaye Diallo	30	March	1992	26	17	0	France Rennes
2	DF	Adama Mbengue	1	December	1993	24	6	0	France Caen
3	DF	Kalidou Koulibaly	20	June	1991	26	26	0	Italy Napoli
4	DF	Kara Mbodji	22	November	1989	28	52	5	Belgium Anderlecht
5	MF	Idrissa Gueye	26	September	1989	28	61	1	England Everton
6	MF	Salif Sané	25	August	1990	27	22	0	Germany Hannover 96
7	FW	Moussa Sow	19	January	1986	32	51	18	Turkey Bursaspor
8	MF	Cheikhou Kouyaté (captain)	21	December	1989	28	48	2	England West Ham United
9	FW	Mame Biram Diouf	16	December	1987	30	49	10	England Stoke City
10	FW	Sadio Mané	10	April	1992	26	53	14	England Liverpool
11	MF	Cheikh N'Doye	29	March	1986	32	26	3	England Birmingham City
12	DF	Youssouf Sabaly	5	March	1993	25	5	0	France Bordeaux
13	MF	Alfred N'Diaye	6	March	1990	28	21	0	England Wolverhampton Wanderers
14	FW	Moussa Konaté	3	April	1993	25	28	10	France Amiens
15	FW	Diafra Sakho	24	December	1989	28	12	3	France Rennes
16	GK	Khadim N'Diaye	5	April	1985	33	26	0	Guinea Horoya
17	MF	Badou Ndiaye	27	October	1990	27	20	1	England Stoke City
18	FW	Ismaïla Sarr	25	February	1998	20	16	3	France Rennes
19	FW	M'Baye Niang	19	December	1994	23	7	0	Italy Torino
20	FW	Keita Baldé	8	March	1995	23	19	3	France Monaco
21	DF	Lamine Gassama	20	October	1989	28	36	0	Turkey Alanyaspor
22	DF	Moussa Wagué	4	October	1998	19	10	0	Belgium Eupen
23	GK	Alfred Gomis	5	September	1993	24	1	0	Italy SPAL