Players analysis, in distribution.

What month were most goalkeepers born? Do attackers cluster differently from defenders? Where do the GOATs (Pelé, Maradona, Cruyff, Messi, CR7, R9…) fall on the curve — on the modal month or as outliers?

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'30s

1930 1934 1938

'50s

'60s

'70s

'80s

'90s

'00s

'10s

'20s

1,724

Players in window

Teams

21.8

Avg squad size

Tournaments

1938, 1970, 1974, 1998

Squads by position

Players in the selected window, split by role

GET /aggregates/players?years=1938,1970,1974,1998

By confederation

Where the players come from

GET /aggregates/players?years=1938,1970,1974,1998

Hemisphere split

Northern vs Southern hemisphere national teams

Northern1,393 (80.8%)

Southern331 (19.2%)

ApiTeam.country × hemisphere classification

Birth month, by position

One chart per role. GOAT pin-marks (gold dots above the bars) call out where iconic players sit. Look for the “relative-age effect” — many youth-academy systems privilege Q1 birthdays (Jan-Mar) for early physical development, and you sometimes see the same skew in elite squads.

Goalkeepers

Birth-month distribution + 1 GOAT marker

Lev Yashin· Oct

Modal month: Feb — 30 players (13.2%). Range: 11—30.

Defenders

Birth-month distribution + 2 GOAT markers

Franz Beckenbauer· Sep

Fabio Cannavaro· Sep

Modal month: Mar — 52 players (10.2%). Range: 33—52.

Midfielders

Birth-month distribution + 10 GOAT markers

Bobby Charlton· Oct

Diego Maradona· Oct

Michel Platini· Jun

Zico· Mar

Zinedine Zidane· Jun

Ronaldinho· Mar

Kaká· Apr

Andrés Iniesta· May

Xavi Hernández· Jan

Luka Modrić· Sep

Modal month: Mar — 57 players (11.0%). Range: 32—57.

Attackers

Birth-month distribution + 17 GOAT markers

Pelé· Oct

Garrincha· Oct

Eusébio· Jan

Gerd Müller· Nov

Johan Cruyff· Apr

Karl-Heinz Rummenigge· Sep

Paolo Rossi· Sep

Romário· Jan

Ronaldo (R9)· Sep

Cristiano Ronaldo· Feb

Lionel Messi· Jun

Kylian Mbappé· Dec

Neymar· Feb

Robert Lewandowski· Aug

Mohamed Salah· Jun

Karim Benzema· Dec

Vinícius Jr· Jul

Modal month: Jul — 49 players (10.7%). Range: 24—49.

All players

Every player from the 1938, 1970, 1974, 1998 squads. Search by name or filter by country, position, birth year or birth month. The C badge marks captains.

NameCountryPositionBirth yearBirth month

1,677 / 1,677

Player	Country	Position	DOB	Birth month	WCs	Goals
Gerd Müller	West Germany	Attacker	1945-11-03	Nov	2	14
Jairzinho	Brazil	Attacker	1944-12-25	Dec	2	9
Grzegorz Lato	Poland	Attacker	1950-04-08	Apr	1	7
Leônidas	Brazil	Attacker	1913-09-06	Sep	1	7
Rivellino	Brazil	Midfielder	1946-01-01	Jan	2	6
Davor Šuker	Croatia	Attacker	1968-01-01	Jan	1	6
Andrzej Szarmach	Poland	Attacker	1950-10-03	Oct	1	5
Christian Vieri	Italy	Attacker	1973-07-12	Jul	1	5
Gabriel Batistuta	Argentina	Attacker	1969-02-01	Feb	1	5
György SárosiC	Hungary	Attacker	1912-09-15	Sep	1	5
Gyula Zsengellér	Hungary	Attacker	1915-12-27	Dec	1	5
Johan Neeskens	Netherlands	Midfielder	1951-09-15	Sep	1	5
Silvio Piola	Italy	Attacker	1913-09-29	Sep	1	5
Teófilo Cubillas	Peru	Attacker	1949-03-08	Mar	1	5
Anatoliy Byshovets	Soviet Union	Attacker	1946-04-23	Apr	1	4
Ernst Wilimowski	Poland	Attacker	1916-06-23	Jun	1	4
Gino Colaussi	Italy	Attacker	1914-03-04	Mar	1	4
Gustav Wetterström	Sweden	Attacker	1911-10-15	Oct	1	4
Johnny Rep	Netherlands	Attacker	1951-11-25	Nov	1	4
Luis Hernández	Mexico	Attacker	1968-12-22	Dec	1	4
Marcelo Salas	Chile	Attacker	1974-12-24	Dec	1	4
Pelé	Brazil	Attacker	1940-10-23	Oct	1	4
Ralf Edström	Sweden	Attacker	1952-10-07	Oct	1	4
Ronaldo	Brazil	Attacker	1976-09-22	Sep	1	4
Gianni Rivera	Italy	Midfielder	1943-08-18	Aug	2	3
Gigi Riva	Italy	Attacker	1944-11-07	Nov	2	3
Wolfgang Overath	West Germany	Midfielder	1943-09-29	Sep	2	3
André Abegglen	Switzerland	Attacker	1909-03-07	Mar	1	3
Arne Nyberg	Sweden	Attacker	1913-06-20	Jun	1	3
Bebeto	Brazil	Attacker	1964-02-16	Feb	1	3
César Sampaio	Brazil	Midfielder	1968-03-31	Mar	1	3
Dennis Bergkamp	Netherlands	Attacker	1969-05-10	May	1	3
Dušan Bajević	Yugoslavia	Attacker	1948-12-10	Dec	1	3
Johan CruyffC	Netherlands	Midfielder	1947-04-25	Apr	1	3
Jürgen KlinsmannC	Germany	Attacker	1964-07-30	Jul	1	3
Kazimierz DeynaC	Poland	Midfielder	1947-10-23	Oct	1	3
Oliver Bierhoff	Germany	Attacker	1968-05-01	May	1	3
Paul Breitner	West Germany	Defender	1951-09-05	Sep	1	3
Perácio	Brazil	Attacker	1917-11-02	Nov	1	3
René Houseman	Argentina	Midfielder	1953-07-19	Jul	1	3
Rivaldo	Brazil	Midfielder	1972-04-19	Apr	1	3
Thierry Henry	France	Attacker	1977-08-17	Aug	1	3
Uwe SeelerC	West Germany	Attacker	1936-11-05	Nov	1	3
Hristo BonevC	Bulgaria	Attacker	1947-02-03	Feb	2	2
Roberto Boninsegna	Italy	Attacker	1943-11-13	Nov	2	2
Abdeljalil Hadda	Morocco	Attacker	1972-03-21	Mar	1	2
Alan ShearerC	England	Attacker	1970-08-13	Aug	1	2
Alberto Gallardo	Peru	Midfielder	1940-11-28	Nov	1	2
Ariel Ortega	Argentina	Midfielder	1974-03-04	Mar	1	2
Brian Laudrup	Denmark	Attacker	1969-02-22	Feb	1	2
Emmanuel Petit	France	Midfielder	1970-09-22	Sep	1	2
Emmanuel Sanon	Haiti	Attacker	1951-06-25	Jun	1	2
Fernando Hierro	Spain	Midfielder	1968-03-23	Mar	1	2
Fernando Morientes	Spain	Attacker	1976-04-05	Apr	1	2
Florea Dumitrache	Romania	Attacker	1948-05-22	May	1	2
Héctor Socorro	Cuba	Attacker	1912-06-26	Jun	1	2
Héctor Yazalde	Argentina	Attacker	1946-05-29	May	1	2
Ivica Šurjak	Yugoslavia	Attacker	1953-03-23	Mar	1	2
Javier Valdivia	Mexico	Attacker	1941-12-04	Dec	1	2
Jean Nicolas	France	Attacker	1913-06-09	Jun	1	2
Joachim Streich	East Germany	Attacker	1951-04-13	Apr	1	2
Joe Jordan	Scotland	Attacker	1951-12-15	Dec	1	2
Ladislav Petráš	Czechoslovakia	Attacker	1946-12-01	Dec	1	2
Lilian Thuram	France	Defender	1972-01-01	Jan	1	2
Marc Wilmots	Belgium	Midfielder	1969-02-22	Feb	1	2
Michael Owen	England	Attacker	1979-12-14	Dec	1	2
Oldřich Nejedlý	Czechoslovakia	Attacker	1909-12-26	Dec	1	2
Pál Titkos	Hungary	Attacker	1908-01-08	Jan	1	2
Patrick Kluivert	Netherlands	Attacker	1976-07-01	Jul	1	2
Phillip Cocu	Netherlands	Midfielder	1970-10-29	Oct	1	2
Raoul Lambert	Belgium	Attacker	1944-10-20	Oct	1	2
Ricardo Peláez	Mexico	Attacker	1963-03-14	Mar	1	2
Robert Prosinečki	Croatia	Midfielder	1969-01-12	Jan	1	2
Roberto Baggio	Italy	Attacker	1967-02-18	Feb	1	2
Roland Sandberg	Sweden	Attacker	1946-12-16	Dec	1	2
Romeu	Brazil	Attacker	1911-03-26	Mar	1	2
Ronald de Boer	Netherlands	Midfielder	1970-05-15	May	1	2
Ruud Krol	Netherlands	Defender	1949-03-24	Mar	1	2
Salaheddine Bassir	Morocco	Attacker	1972-09-05	Sep	1	2
Shaun Bartlett	South Africa	Attacker	1972-10-31	Oct	1	2
Siniša Mihajlović	FR Yugoslavia	Defender	1969-02-20	Feb	1	2
Slobodan Komljenović	FR Yugoslavia	Defender	1971-01-02	Jan	1	2
Stanislav Karasi	Yugoslavia	Attacker	1946-11-08	Nov	1	2
Ștefan Dobay	Romania	Attacker	1909-09-26	Sep	1	2
Sven Jonasson	Sweden	Attacker	1909-07-09	Jul	1	2
Theodore Whitmore	Jamaica	Midfielder	1972-08-05	Aug	1	2
Tostão	Brazil	Attacker	1947-01-25	Jan	1	2
Viorel Moldovan	Romania	Attacker	1972-07-08	Jul	1	2
Wilfried Van Moer	Belgium	Midfielder	1945-03-01	Mar	1	2
Zinedine Zidane	France	Midfielder	1972-06-23	Jun	1	2
Asparuh Nikodimov	Bulgaria	Midfielder	1945-08-21	Aug	2	1
Dobromir Zhechev	Bulgaria	Defender	1942-11-12	Nov	2	1
Franz BeckenbauerC	West Germany	Midfielder	1945-09-11	Sep	2	1
Jürgen Grabowski	West Germany	Attacker	1944-07-07	Jul	2	1
Luis Cubilla	Uruguay	Attacker	1940-03-28	Mar	2	1
Ove Grahn	Sweden	Attacker	1943-05-09	May	2	1
Tarcisio Burgnich	Italy	Defender	1939-04-25	Apr	2	1
Víctor Espárrago	Uruguay	Midfielder	1944-10-06	Oct	2	1
Adrian Ilie	Romania	Attacker	1974-04-20	Apr	1	1
Alan Mullery	England	Midfielder	1941-11-23	Nov	1	1

GOAT reference

Curated. Inclusion in this list isn't a championship ranking — it's a span of Ballon-d'Or winners + nominees + commonly-cited GOATs across eras, used for the overlay above.

NameCountryPositionBirth yearBirth month

30 / 30

Player	Country	Position	DOB	Birth month	Goals
Pelé	Brazil	Attacker	1940-10-23	Oct	—
Garrincha	Brazil	Attacker	1933-10-28	Oct	—
Eusébio	Portugal	Attacker	1942-01-25	Jan	—
Bobby Charlton	England	Midfielder	1937-10-11	Oct	—
Lev Yashin	Soviet Union	Goalkeeper	1929-10-22	Oct	—
Gerd Müller	West Germany	Attacker	1945-11-03	Nov	—
Johan Cruyff	Netherlands	Attacker	1947-04-25	Apr	—
Franz Beckenbauer	West Germany	Defender	1945-09-11	Sep	—
Diego Maradona	Argentina	Midfielder	1960-10-30	Oct	—
Michel Platini	France	Midfielder	1955-06-21	Jun	—
Zico	Brazil	Midfielder	1953-03-03	Mar	—
Karl-Heinz Rummenigge	West Germany	Attacker	1955-09-25	Sep	—
Paolo Rossi	Italy	Attacker	1956-09-23	Sep	—
Romário	Brazil	Attacker	1966-01-29	Jan	—
Ronaldo (R9)	Brazil	Attacker	1976-09-22	Sep	—
Zinedine Zidane	France	Midfielder	1972-06-23	Jun	—
Ronaldinho	Brazil	Midfielder	1980-03-21	Mar	—
Kaká	Brazil	Midfielder	1982-04-22	Apr	—
Fabio Cannavaro	Italy	Defender	1973-09-13	Sep	—
Andrés Iniesta	Spain	Midfielder	1984-05-11	May	—
Xavi Hernández	Spain	Midfielder	1980-01-25	Jan	—
Cristiano Ronaldo	Portugal	Attacker	1985-02-05	Feb	—
Lionel Messi	Argentina	Attacker	1987-06-24	Jun	—
Luka Modrić	Croatia	Midfielder	1985-09-09	Sep	—
Kylian Mbappé	France	Attacker	1998-12-20	Dec	—
Neymar	Brazil	Attacker	1992-02-05	Feb	—
Robert Lewandowski	Poland	Attacker	1988-08-21	Aug	—
Mohamed Salah	Egypt	Attacker	1992-06-15	Jun	—
Karim Benzema	France	Attacker	1987-12-19	Dec	—
Vinícius Jr	Brazil	Attacker	2000-07-12	Jul	—

Hat-tricks (3+ goals in a match)

Every individual 3+ goal performance in World Cup history. Oleg Salenko's 5-goal haul in 1994 v Cameroon is the all-time single-match record.

#	Player	Team	Opponent	Stage	Year	Goals
1	Oleg Salenko	Russia	Cameroon	Group	1994	5
2	Ernst Wilimowski	Poland	Brazil	Round of 16	1938	4
3	Ademir	Brazil	Sweden	Final round	1950	4
4	Sándor Kocsis	Hungary	West Germany	Group	1954	4
5	Eusébio	Portugal	North Korea	Quarter-final	1966	4
6	Emilio Butragueño	Spain	Denmark	Round of 16	1986	4
7	Bert Patenaude	United States	Paraguay	Group	1930	3
8	Pedro Cea	Uruguay	Yugoslavia	Semi-final	1930	3
9	Guillermo Stábile	Argentina	Mexico	Group	1930	3
10	Edmund Conen	Germany	Belgium	Round of 16	1934	3
11	Angelo Schiavio	Italy	United States	Round of 16	1934	3
12	Oldřich Nejedlý	Czechoslovakia	Germany	Semi-final	1934	3
13	Leônidas	Brazil	Poland	Round of 16	1938	3
14	Gyula Zsengellér	Hungary	Dutch East Indies	Round of 16	1938	3
15	Harry Andersson	Sweden	Cuba	Quarter-final	1938	3
16	Gustav Wetterström	Sweden	Cuba	Quarter-final	1938	3
17	Oscar Míguez	Uruguay	Bolivia	Group	1950	3
18	Estanislao Basora	Spain	Uruguay	Final round	1950	3
19	Sándor Kocsis	Hungary	South Korea	Group	1954	3
20	Erich Probst	Austria	Czechoslovakia	Group	1954	3
21	Carlos Borges	Uruguay	Scotland	Group	1954	3
22	Suat Mamat	Turkey	South Korea	Group	1954	3
23	Josef Hügi	Switzerland	Austria	Quarter-final	1954	3
24	Just Fontaine	France	Paraguay	Group	1958	3
25	Just Fontaine	France	West Germany	Third place	1958	3
26	Pelé	Brazil	France	Semi-final	1958	3
27	Florian Albert	Hungary	Bulgaria	Group	1962	3
28	Geoff Hurst	England	West Germany	Final	1966	3
29	Franz Beckenbauer	West Germany	Switzerland	Group	1966	3
30	Helmut Haller	West Germany	Switzerland	Group	1966	3
31	Eusébio	Portugal	Brazil	Group	1966	3
32	Gerd Müller	West Germany	Bulgaria	Group	1970	3
33	Gerd Müller	West Germany	Peru	Quarter-final	1970	3
34	Andrzej Szarmach	Poland	Haiti	Group	1974	3
35	Dušan Bajević	Yugoslavia	Zaire	Group	1974	3
36	Robbie Rensenbrink	Netherlands	Iran	Group	1978	3
37	Teófilo Cubillas	Peru	Iran	Group	1978	3
38	Karl-Heinz Rummenigge	West Germany	Chile	Group	1982	3
39	Zbigniew Boniek	Poland	Belgium	Second round	1982	3
40	László Kiss	Hungary	El Salvador	Group	1982	3
41	Paolo Rossi	Italy	Brazil	Second round	1982	3
42	Gary Lineker	England	Poland	Group	1986	3
43	Igor Belanov	Soviet Union	Belgium	Round of 16	1986	3
44	Tomáš Skuhravý	Czechoslovakia	Costa Rica	Round of 16	1990	3
45	Míchel	Spain	South Korea	Group	1990	3
46	Gabriel Batistuta	Argentina	Greece	Group	1994	3
47	Gabriel Batistuta	Argentina	Jamaica	Group	1998	3
48	Miroslav Klose	Germany	Saudi Arabia	Group	2002	3
49	Pauleta	Portugal	Poland	Group	2002	3
50	Gonzalo Higuaín	Argentina	South Korea	Group	2010	3
51	Thomas Müller	Germany	Portugal	Group	2014	3
52	Xherdan Shaqiri	Switzerland	Honduras	Group	2014	3
53	Cristiano Ronaldo	Portugal	Spain	Group	2018	3
54	Harry Kane	England	Panama	Group	2018	3
55	Gonçalo Ramos	Portugal	Switzerland	Round of 16	2022	3
56	Kylian Mbappé	France	Argentina	Final	2022	3

56 hat-tricks · 6with 4+ goals · Salenko's 5 (1994) is the only 5-goal haul on record