Unsupervised Learning on Top 5 European League Football Players
S.Y. Husada
2022-06-19
1 Preparation
1.1 Introduction
1.1.1 Subject
The data set used in this analysis consists of football players from the top 5 European League: Premier League, Serie A, La Liga, Bundesliga, and Ligue 1.
1.1.2 Metrics
There are various metrics to measure the beautiful game and the players, but for this clustering analysis, we will focus on the Standard Stats. The details of each metrics can be read on the glossary.
1.1.3 Timeframe
The selected season for this analysis is 2021/2022 season.
1.1.4 Data Source
fbref.com
1.1.5 Methods
- Principal Component Analysis
- K-Means Clustering
1.2 Glossary
These are some of the most common metrics used across all the tables. I put it here so we don’t need to see them repeatedly.
Nation – Nationality of the player.
Pos – Player Position.
Comp – Competition.
Age – Age at the season start for league play. Given on August 1 for winter leagues and February 1 for summer leagues.
Born – Year of birth.
MP – Matches Played. Matches Played by the player or squad.
Starts – Starts Game or games started by player.
Min – Minutes.
90s – 90s played. Minutes played divided by 90.
Gls – Goals.
Ast – Assists.
G-PK – Non-Penalty Goals.
PK – Penalty Kicks Made.
PKatt – Penalty Kicks Attempted.
CrdY – Yellow Cards.
CrdR – Red Cards.
xG – Expected Goals. Include penalty kicks, but do not include penalty shootouts (unless otherwise noted). Provided by StatsBomb.
npxG – Non-Penalty Expected Goals. Provided by StatsBomb.
xA – xG Assisted. XG which follows a pass that assists a shot. Provided by StatsBomb.
npxG+xA – Non-Penalty Expected Goals plus xG Assisted. Include penalty kicks, but do not include penalty shootouts (unless otherwise noted). Provided by StatsBomb.
1.3 Library
library(rvest)
library(tidyverse)
library(janitor)
library(FactoMineR)
library(factoextra)
library(NbClust)
library(ClusterR)
library(ggiraphExtra)1.4 Import HTML
# top5 <- read_html("https://fbref.com/en/comps/Big5/stats/players/Big-5-European-Leagues-Stats#stats_standard")# top5_table <- top5 %>% html_table() %>% as.data.frame()
# saveRDS(object = top5_table,
# file = "top5_table.RDS")top5_standard <- readRDS("top5_table.RDS")1.5 Wrangling
1.5.1 Column Headers
# there are repeating metrics, one in original count, and another in per 90 minutes version
# drop the per 90 minutes version
top5_standard <- top5_standard %>%
select(-contains("Per.90.Minutes")) # drop the per 90 minutes version
# assign first row to column headers
names(top5_standard) <-top5_standard[1,]
top5_standard <- top5_standard %>%
select(-Rk, -Matches) %>% #%>% # drop useless columns
slice(-1) # remove the first row because it is not an observation
head(top5_standard,3)## Player Nation Pos Squad Comp Age Born MP
## 1 Max Aarons eng ENG DF Norwich City eng Premier League 21 2000 34
## 2 Yunis Abdelhamid ma MAR DF Reims fr Ligue 1 33 1987 34
## 3 Salis Abdul Samed gh GHA MF Clermont Foot fr Ligue 1 21 2000 31
## Starts Min 90s Gls Ast G-PK PK PKatt CrdY CrdR xG npxG xA npxG+xA
## 1 32 2,881 32.0 0 2 0 0 0 8 0 0.7 0.7 1.4 2.1
## 2 34 2,983 33.1 2 0 2 0 0 5 1 1.2 1.2 0.8 2.1
## 3 29 2,462 27.4 1 0 1 0 0 12 3 0.8 0.8 1.1 1.91.5.2 Data Types
glimpse(top5_standard)## Rows: 3,037
## Columns: 22
## $ Player <chr> "Max Aarons", "Yunis Abdelhamid", "Salis Abdul Samed", "Laur~
## $ Nation <chr> "eng ENG", "ma MAR", "gh GHA", "fr FRA", "fr FRA", "ng NGA",~
## $ Pos <chr> "DF", "DF", "MF", "MF", "FW", "FW", "FW", "FW", "DF", "DF", ~
## $ Squad <chr> "Norwich City", "Reims", "Clermont Foot", "Lorient", "Saint-~
## $ Comp <chr> "eng Premier League", "fr Ligue 1", "fr Ligue 1", "fr Ligue ~
## $ Age <chr> "21", "33", "21", "28", "21", "22", "18", "23", "25", "33", ~
## $ Born <chr> "2000", "1987", "2000", "1993", "2000", "1998", "2003", "199~
## $ MP <chr> "34", "34", "31", "34", "1", "24", "7", "37", "8", "30", "13~
## $ Starts <chr> "32", "34", "29", "34", "1", "5", "1", "36", "6", "29", "1",~
## $ Min <chr> "2,881", "2,983", "2,462", "2,956", "45", "726", "103", "3,0~
## $ `90s` <chr> "32.0", "33.1", "27.4", "32.8", "0.5", "8.1", "1.1", "34.3",~
## $ Gls <chr> "0", "2", "1", "0", "0", "0", "0", "17", "0", "4", "0", "0",~
## $ Ast <chr> "2", "0", "0", "2", "0", "1", "0", "4", "0", "0", "1", "0", ~
## $ `G-PK` <chr> "0", "2", "1", "0", "0", "0", "0", "14", "0", "4", "0", "0",~
## $ PK <chr> "0", "0", "0", "0", "0", "0", "0", "3", "0", "0", "0", "0", ~
## $ PKatt <chr> "0", "0", "0", "0", "0", "0", "0", "3", "0", "0", "0", "0", ~
## $ CrdY <chr> "8", "5", "12", "9", "0", "3", "0", "9", "2", "2", "0", "0",~
## $ CrdR <chr> "0", "1", "3", "0", "0", "0", "0", "0", "0", "1", "0", "0", ~
## $ xG <chr> "0.7", "1.2", "0.8", "2.0", "0.0", "2.2", "0.3", "20.5", "0.~
## $ npxG <chr> "0.7", "1.2", "0.8", "2.0", "0.0", "2.2", "0.3", "18.3", "0.~
## $ xA <chr> "1.4", "0.8", "1.1", "2.9", "0.0", "1.1", "0.0", "3.6", "0.0~
## $ `npxG+xA` <chr> "2.1", "2.1", "1.9", "4.9", "0.0", "3.3", "0.4", "21.8", "0.~Adjust data types.
top5_standard <- top5_standard %>%
mutate(across(.cols = 2:5,
.fns = as.factor),
across(.cols = 6:length(names(top5_standard)),
.fns = as.numeric))1.5.3 NA & Duplicates
Check for NA
colSums(is.na(top5_standard))## Player Nation Pos Squad Comp Age Born MP Starts Min
## 0 0 0 0 0 117 117 116 116 1672
## 90s Gls Ast G-PK PK PKatt CrdY CrdR xG npxG
## 116 116 116 116 116 116 116 116 116 116
## xA npxG+xA
## 116 116From the uniform quantity of the missing rows, I say they’re from the same rows.
top5_standard %>% filter(is.na(Age)) %>% head(10) ## Player Nation Pos Squad Comp Age Born MP Starts Min 90s Gls Ast G-PK PK
## 1 Player Nation Pos Squad Comp NA NA NA NA NA NA NA NA NA NA
## 2 Player Nation Pos Squad Comp NA NA NA NA NA NA NA NA NA NA
## 3 Player Nation Pos Squad Comp NA NA NA NA NA NA NA NA NA NA
## 4 Player Nation Pos Squad Comp NA NA NA NA NA NA NA NA NA NA
## 5 Player Nation Pos Squad Comp NA NA NA NA NA NA NA NA NA NA
## 6 Player Nation Pos Squad Comp NA NA NA NA NA NA NA NA NA NA
## 7 Player Nation Pos Squad Comp NA NA NA NA NA NA NA NA NA NA
## 8 Player Nation Pos Squad Comp NA NA NA NA NA NA NA NA NA NA
## 9 Player Nation Pos Squad Comp NA NA NA NA NA NA NA NA NA NA
## 10 Player Nation Pos Squad Comp NA NA NA NA NA NA NA NA NA NA
## PKatt CrdY CrdR xG npxG xA npxG+xA
## 1 NA NA NA NA NA NA NA
## 2 NA NA NA NA NA NA NA
## 3 NA NA NA NA NA NA NA
## 4 NA NA NA NA NA NA NA
## 5 NA NA NA NA NA NA NA
## 6 NA NA NA NA NA NA NA
## 7 NA NA NA NA NA NA NA
## 8 NA NA NA NA NA NA NA
## 9 NA NA NA NA NA NA NA
## 10 NA NA NA NA NA NA NAThere are incorrect observations that are also duplicates. Let’s filter them out.
top5_standard <- top5_standard %>%
filter(Player != "Player")Verify that it is clean.
top5_standard %>% get_dupes()## [1] Player Nation Pos Squad Comp Age
## [7] Born MP Starts Min 90s Gls
## [13] Ast G-PK PK PKatt CrdY CrdR
## [19] xG npxG xA npxG+xA dupe_count
## <0 rows> (or 0-length row.names)top5_standard %>% anyNA()## [1] TRUEcolSums(is.na(top5_standard))## Player Nation Pos Squad Comp Age Born MP Starts Min
## 0 0 0 0 0 1 1 0 0 1556
## 90s Gls Ast G-PK PK PKatt CrdY CrdR xG npxG
## 0 0 0 0 0 0 0 0 0 0
## xA npxG+xA
## 0 0One left in Age, many more in Min.
top5_standard %>% filter(is.na(Age))## Player Nation Pos Squad Comp Age Born MP Starts Min 90s
## 1 Javier Llabrés FW,MF Mallorca es La Liga NA NA 5 1 132 1.5
## Gls Ast G-PK PK PKatt CrdY CrdR xG npxG xA npxG+xA
## 1 0 0 0 0 0 0 0 0.1 0.1 0.1 0.2Remove him out of the data.
top5_standard <- top5_standard %>%
filter(Player != "Javier Llabrés")top5_standard %>%
filter(is.na(Min)) ## Player Nation Pos Squad
## 1 Max Aarons eng ENG DF Norwich City
## 2 Yunis Abdelhamid ma MAR DF Reims
## 3 Salis Abdul Samed gh GHA MF Clermont Foot
## 4 Laurent Abergel fr FRA MF Lorient
## 5 Tammy Abraham eng ENG FW Roma
## 6 Francesco Acerbi it ITA DF Lazio
## 7 Marcos Acuña ar ARG DF Sevilla
## 8 Che Adams sct SCO FW Southampton
## 9 Tyler Adams us USA MF RB Leipzig
## 10 Amine Adli fr FRA FW,MF Leverkusen
## 11 Yacine Adli fr FRA MF,FW Bordeaux
## 12 Martin Agirregabiria es ESP DF Alavés
## 13 Lucien Agoume fr FRA MF Brest
## 14 Kevin Agudelo co COL MF,FW Spezia
## 15 Nayef Aguerd ma MAR DF Rennes
## 16 Ruben Aguilar fr FRA DF Monaco
## 17 Anel Ahmedhodzic ba BIH DF Bordeaux
## 18 Jean-Eudes Aholou ci CIV MF Strasbourg
## 19 Joseph Aidoo gh GHA DF Celta Vigo
## 20 Ola Aina ng NGA DF Torino
## 21 Rayan Aït Nouri fr FRA DF Wolves
## 22 Kristoffer Ajer no NOR DF Brentford
## 23 Ludovic Ajorque re REU FW Strasbourg
## 24 Manuel Akanji ch SUI DF Dortmund
## 25 Carlos Akapo gq EQG DF Cádiz
## 26 Kevin Akpoguma ng NGA DF Hoffenheim
## 27 David Alaba at AUT DF Real Madrid
## 28 Tomás Alarcón cl CHI MF Cádiz
## 29 Jordi Alba es ESP DF Barcelona
## 30 Luis Alberto es ESP MF Lazio
## 31 Raúl Albiol es ESP DF Villarreal
## 32 Marc Albrighton eng ENG FW,DF Leicester City
## 33 Thiago Alcántara es ESP MF Liverpool
## 34 Rubén Alcaraz es ESP MF Cádiz
## 35 Omar Alderete py PAR DF Valencia
## 36 Iván Alejo es ESP MF,FW Cádiz
## 37 Dogan Alemdar tr TUR GK Rennes
## 38 Carles Aleñá es ESP MF Getafe
## 39 Trent Alexander-Arnold eng ENG DF Liverpool
## 40 Mohamed Ali Cho fr FRA FW Angers
## 41 Alisson br BRA GK Liverpool
## 42 Allan br BRA MF Everton
## 43 Jim Allevinah ga GAB FW Clermont Foot
## 44 Miguel Almirón py PAR MF,FW Newcastle Utd
## 45 Marcos Alonso es ESP DF Chelsea
## 46 Giorgio Altare it ITA DF Cagliari
## 47 Yeray Álvarez es ESP DF Athletic Club
## 48 Dani Alves br BRA DF Barcelona
## 49 Daniel Amartey gh GHA DF Leicester City
## 50 Kelvin Amian fr FRA DF Spezia
## 51 Ethan Ampadu wls WAL MF,DF Venezia
## 52 Joachim Andersen dk DEN DF Crystal Palace
## 53 Felipe Anderson br BRA FW Lazio
## 54 Sebastian Andersson se SWE FW Köln
## 55 Andrés Andrade Cedeño pa PAN DF Arminia
## 56 Benjamin André fr FRA MF Lille
## 57 Robert Andrich de GER MF Leverkusen
## 58 José Ángel es ESP DF Osasuna
## 59 Angeliño es ESP DF RB Leipzig
## 60 Waldemar Anton de GER DF Stuttgart
## 61 Michail Antonio jm JAM FW West Ham
## 62 Christopher Antwi-Adjei gh GHA FW,MF Bochum
## 63 Houssem Aouar fr FRA MF,FW Lyon
## 64 Adil Aouchiche fr FRA MF,FW Saint-Étienne
## 65 Dennis Appiah fr FRA DF Nantes
## 66 Mauro Arambarri uy URU MF Getafe
## 67 Mattia Aramu it ITA MF,FW Venezia
## 68 Charles Aránguiz cl CHI MF Leverkusen
## 69 Néstor Araujo mx MEX DF Celta Vigo
## 70 Ronald Araújo uy URU DF Barcelona
## 71 Adam Armstrong eng ENG FW Southampton
## 72 Stuart Armstrong sct SCO MF Southampton
## 73 Marko Arnautovic at AUT FW Bologna
## 74 Maximilian Arnold de GER MF Wolfsburg
## 75 Tolgay Arslan de GER MF Udinese
## 76 Takuma Asano jp JPN FW,MF Bochum
## 77 Santiago Ascacíbar ar ARG MF Hertha BSC
## 78 Marco Asensio es ESP FW,MF Real Madrid
## 79 Kristjan Asllani al ALB MF Empoli
## 80 Iago Aspas es ESP FW Celta Vigo
## 81 Youcef Atal dz ALG DF Nice
## 82 Pierre-Emerick Aubameyang ga GAB FW Arsenal
## 83 Pierre-Emerick Aubameyang ga GAB FW Barcelona
## 84 Emil Audero it ITA GK Sampdoria
## 85 Tommaso Augello it ITA DF Sampdoria
## 86 Serge Aurier ci CIV DF Villarreal
## 87 Ezequiel Ávila ar ARG FW,MF Osasuna
## 88 Taiwo Awoniyi ng NGA FW Union Berlin
## 89 Jordan Ayew gh GHA FW Crystal Palace
## 90 Kaan Ayhan tr TUR DF Sassuolo
## 91 Luke Ayling eng ENG DF Leeds United
## 92 César Azpilicueta es ESP DF Chelsea
## 93 Iddrisu Baba gh GHA MF Mallorca
## 94 Daniel Bachmann at AUT GK Watford
## 95 Milan Badelj hr CRO MF Genoa
## 96 Édgar Badía es ESP GK Elche
## 97 Benoît Badiashile fr FRA DF Monaco
## 98 Stéphane Bahoken cm CMR FW Angers
## 99 Nedim Bajrami al ALB MF,FW Empoli
## 100 Mitchel Bakker nl NED DF Leverkusen
## 101 Ridle Baku de GER DF,FW Wolfsburg
## 102 Keita Baldé sn SEN FW,MF Cagliari
## 103 Mikel Balenziaga es ESP DF Athletic Club
## 104 Iván Balliu al ALB DF Rayo Vallecano
## 105 Jonathan Bamba fr FRA MF,FW Lille
## 106 Filippo Bandinelli it ITA MF Empoli
## 107 Mattia Bani it ITA DF Genoa
## 108 Antonín Barák cz CZE FW,MF Hellas Verona
## 109 Melvin Bard fr FRA DF Nice
## 110 Enis Bardhi mk MKD MF,FW Levante
## 111 Keidi Bare al ALB MF Espanyol
## 112 Nicolò Barella it ITA MF Inter
## 113 Harvey Barnes eng ENG FW,MF Leicester City
## 114 Antonio Barragán es ESP DF Elche
## 115 Leandro Barreiro Martins lu LUX MF Mainz 05
## 116 Jacob Barrett Laursen dk DEN DF Arminia
## 117 Musa Barrow gm GAM FW,MF Bologna
## 118 Marc Bartra es ESP DF Betis
## 119 Alessandro Bastoni it ITA DF Inter
## 120 Simone Bastoni it ITA MF,DF Spezia
## 121 Rodrigo Battaglia ar ARG MF Mallorca
## 122 Maximilian Bauer de GER DF Greuther Fürth
## 123 Oliver Baumann de GER GK Hoffenheim
## 124 Timo Baumgartl de GER DF Union Berlin
## 125 Christoph Baumgartner at AUT MF,FW Hoffenheim
## 126 Mohamed Bayo gn GUI FW Clermont Foot
## 127 Ihlas Bebou tg TOG FW,DF Hoffenheim
## 128 Rodrigo Becão br BRA DF Udinese
## 129 Sheraldo Becker sr SUR FW,MF Union Berlin
## 130 Jan Bednarek pl POL DF Southampton
## 131 Vid Belec si SVN GK Salernitana
## 132 Ishak Belfodil dz ALG FW Hertha BSC
## 133 Haris Belkebla dz ALG MF Brest
## 134 Stefan Bell de GER DF Mainz 05
## 135 Armel Bella Kotchap de GER DF Bochum
## 136 Raoul Bellanova it ITA DF Cagliari
## 137 Jean-Ricner Bellegarde fr FRA MF Strasbourg
## 138 Héctor Bellerín es ESP DF Betis
## 139 Jude Bellingham eng ENG MF Dortmund
## 140 Andrea Belotti it ITA FW Torino
## 141 Fran Beltrán es ESP MF Celta Vigo
## 142 Wissam Ben Yedder fr FRA FW Monaco
## 143 Walter Benítez ar ARG GK Nice
## 144 Ismaël Bennacer dz ALG MF Milan
## 145 Saïd Benrahma dz ALG FW,MF West Ham
## 146 Ramy Bensebaini dz ALG DF M'Gladbach
## 147 Nabil Bentaleb dz ALG MF Angers
## 148 Rodrigo Bentancur uy URU MF Tottenham
## 149 Rodrigo Bentancur uy URU MF Juventus
## 150 Christian Benteke be BEL FW Crystal Palace
## 151 Karim Benzema fr FRA FW Real Madrid
## 152 Domenico Berardi it ITA FW Sassuolo
## 153 Yuri Berchiche es ESP DF Athletic Club
## 154 Álex Berenguer es ESP MF,FW Athletic Club
## 155 Bartosz Bereszynski pl POL DF Sampdoria
## 156 Jóhann Berg Guðmundsson is ISL MF Burnley
## 157 Federico Bernardeschi it ITA MF,FW Juventus
## 158 Paul Bernardoni fr FRA GK Angers
## 159 Paul Bernardoni fr FRA GK Saint-Étienne
## 160 Jason Berthomier fr FRA MF Clermont Foot
## 161 Beto gw GNB FW Udinese
## 162 Louis Beyer de GER DF M'Gladbach
## 163 Giulian Biancone fr FRA DF Troyes
## 164 Pedro Bigas es ESP DF Elche
## 165 El Bilal Touré ml MLI FW Reims
## 166 Cristiano Biraghi it ITA DF Fiorentina
## 167 Yves Bissouma ml MLI MF Brighton
## 168 Marco Bizot nl NED GK Brest
## 169 Ludovic Blas fr FRA MF,FW Nantes
## 170 Jérôme Boateng de GER DF Lyon
## 171 Jean-Paul Boëtius nl NED MF Mainz 05
## 172 Giacomo Bonaventura it ITA MF Fiorentina
## 173 Federico Bonazzoli it ITA FW,MF Salernitana
## 174 Kevin Bonifazi it ITA DF Bologna
## 175 Leonardo Bonucci it ITA DF Juventus
## 176 Sebastiaan Bornauw be BEL DF Wolfsburg
## 177 Rafael Borré co COL FW Eint Frankfurt
## 178 Sven Botman nl NED DF Lille
## 179 Denis Bouanga ga GAB FW,MF Saint-Étienne
## 180 Hicham Boudaoui dz ALG MF Nice
## 181 Ryad Boudebouz dz ALG MF,FW Saint-Étienne
## 182 Sofiane Boufal ma MAR FW,MF Angers
## 183 Farid Boulaya dz ALG MF,FW Metz
## 184 Yassine Bounou ma MAR GK Sevilla
## 185 Benjamin Bourigeaud fr FRA FW,MF Rennes
## 186 Jarrod Bowen eng ENG FW West Ham
## 187 Dedryck Boyata be BEL DF Hertha BSC
## 188 Lucas Boyé ar ARG FW Elche
## 189 Julian Brandt de GER MF,FW Dortmund
## 190 Darko Brašanac rs SRB MF Osasuna
## 191 Lilian Brassier fr FRA DF Brest
## 192 Claudio Bravo cl CHI GK Betis
## 193 Josip Brekalo hr CRO FW,MF Torino
## 194 Gleison Bremer br BRA DF Torino
## 195 Armando Broja al ALB FW Southampton
## 196 Dylan Bronn tn TUN DF Metz
## 197 John Brooks us USA DF Wolfsburg
## 198 Josh Brownhill eng ENG MF Burnley
## 199 Marcelo Brozovic hr CRO MF Inter
## 200 Cédric Brunner ch SUI DF Arminia
## 201 Ante Budimir hr CRO FW Osasuna
## 202 Emi Buendía ar ARG FW,MF Aston Villa
## 203 Osman Bukari gh GHA FW,MF Nantes
## 204 Alessandro Buongiorno it ITA DF Torino
## 205 Sascha Burchert de GER GK Greuther Fürth
## 206 Jonathan Burkardt de GER FW,MF Mainz 05
## 207 Dan Burn eng ENG DF Newcastle Utd
## 208 Dan Burn eng ENG DF Brighton
## 209 Maxime Busi be BEL DF Reims
## 210 Gianluca Busio us USA MF Venezia
## 211 Sergio Busquets es ESP MF Barcelona
## 212 Sam Byram eng ENG DF Norwich City
## 213 Jimmy Cabot fr FRA DF Angers
## 214 Leandro Cabrera uy URU DF Espanyol
## 215 Anthony Caci fr FRA DF Strasbourg
## 216 Marc-Aurèle Caillard fr FRA GK Metz
## 217 Davide Calabria it ITA DF Milan
## 218 Mattia Caldara it ITA DF Venezia
## 219 Fernando Calero es ESP DF Espanyol
## 220 Duje Caleta-Car hr CRO DF Marseille
## 221 Hakan Çalhanoglu tr TUR MF Inter
## 222 Daniel Caligiuri it ITA DF,MF Augsburg
## 223 José Callejón es ESP FW Fiorentina
## 224 Dominic Calvert-Lewin eng ENG FW Everton
## 225 Mahdi Camara fr FRA MF,DF Saint-Étienne
## 226 Eduardo Camavinga fr FRA MF Real Madrid
## 227 Andrea Cambiaso it ITA DF Genoa
## 228 José Campaña es ESP MF Levante
## 229 Emre Can de GER DF,MF Dortmund
## 230 Sergio Canales es ESP FW,MF Betis
## 231 João Cancelo pt POR DF Manchester City
## 232 Antonio Candreva it ITA MF,FW Sampdoria
## 233 Sergi Canós es ESP DF Brentford
## 234 Pierrick Capelle fr FRA MF,DF Angers
## 235 Étienne Capoue fr FRA MF Villarreal
## 236 Gianluca Caprari it ITA FW,MF Hellas Verona
## 237 Francesco Caputo it ITA FW Sampdoria
## 238 Maxence Caqueret fr FRA MF Lyon
## 239 Andrea Carboni it ITA DF Cagliari
## 240 Isaac Carcelen es ESP DF,MF Cádiz
## 241 Cárdenas es ESP GK Levante
## 242 Irvin Cardona fr FRA FW,MF Brest
## 243 Igor Carioca br BRA DF Lorient
## 244 Diego Carlos br BRA DF Sevilla
## 245 Yannick Carrasco be BEL DF,MF Atlético Madrid
## 246 Guido Carrillo ar ARG FW Elche
## 247 Dani Carvajal es ESP DF Real Madrid
## 248 William Carvalho pt POR MF Betis
## 249 Nicolò Casale it ITA DF Hellas Verona
## 250 Casemiro br BRA MF Real Madrid
## 251 Matty Cash pl POL DF Aston Villa
## 252 Kiko Casilla es ESP GK Elche
## 253 Timothy Castagne be BEL DF Leicester City
## 254 Koen Casteels be BEL GK Wolfsburg
## 255 Jean-Charles Castelletto cm CMR DF Nantes
## 256 Jonny Castro es ESP DF Wolves
## 257 Gaetano Castrovilli it ITA MF Fiorentina
## 258 Danilo Cataldi it ITA MF Lazio
## 259 Catena es ESP DF Rayo Vallecano
## 260 Craig Cathcart nir NIR DF Watford
## 261 Pietro Ceccaroni it ITA DF Venezia
## 262 Federico Ceccherini it ITA DF Hellas Verona
## 263 Zeki Çelik tr TUR DF Lille
## 264 Fabien Centonze fr FRA DF Metz
## 265 Luca Ceppitelli it ITA DF Cagliari
## 266 Franco Cervi ar ARG MF Celta Vigo
## 267 Leonardo César Jardim br BRA GK Lille
## 268 Trevoh Chalobah eng ENG DF Chelsea
## 269 Timothy Chandler us USA DF Eint Frankfurt
## 270 Brendan Chardonnet fr FRA DF Brest
## 271 Xavier Chavalerin fr FRA MF,FW Troyes
## 272 Giorgio Chiellini it ITA DF Juventus
## 273 Vlad Chiriche<U+0219> ro ROU DF Sassuolo
## 274 Pedro Chirivella es ESP MF Nantes
## 275 Joris Chotard fr FRA MF Montpellier
## 276 Andreas Christensen dk DEN DF Chelsea
## 277 Max Christiansen de GER MF Greuther Fürth
## 278 Samuel Chukwueze ng NGA MF,FW Villarreal
## 279 Víctor Chust es ESP DF Cádiz
## 280 Jasper Cillessen nl NED GK Valencia
## 281 Pathé Ciss sn SEN MF Rayo Vallecano
## 282 Ciaran Clark ie IRL DF Newcastle Utd
## 283 Jonathan Clauss fr FRA DF Lens
## 284 Carlos Clerc es ESP DF Levante
## 285 Tom Cleverley eng ENG MF Watford
## 286 Nathaniel Clyne eng ENG DF Crystal Palace
## 287 Conor Coady eng ENG DF Wolves
## 288 Séamus Coleman ie IRL DF Everton
## 289 Álex Collado es ESP MF,FW Granada
## 290 Omar Colley gm GAM DF Sampdoria
## 291 Nathan Collins ie IRL DF Burnley
## 292 Kingsley Coman fr FRA FW,DF Bayern Munich
## 293 Santi Comesaña es ESP MF Rayo Vallecano
## 294 Andrea Consigli it ITA GK Sassuolo
## 295 Abdu Conté pt POR DF Troyes
## 296 Liam Cooper sct SCO DF Leeds United
## 297 Sébastien Corchia fr FRA DF Nantes
## 298 Jack Cork eng ENG MF Burnley
## 299 Maxwel Cornet ci CIV FW,MF Burnley
## 300 Jesús Corona mx MEX FW,DF Sevilla
## 301 Ángel Correa ar ARG FW,MF Atlético Madrid
## 302 Joaquín Correa ar ARG FW Inter
## 303 Thierry Correia pt POR DF Valencia
## 304 David Pereira da Costa pt POR MF,FW Lens
## 305 Hélder Costa ao ANG MF,FW Valencia
## 306 Jaume Costa es ESP DF Mallorca
## 307 Benoît Costil fr FRA GK Bordeaux
## 308 Vladimír Coufal cz CZE DF West Ham
## 309 Lassana Coulibaly ml MLI MF Salernitana
## 310 Tanguy Coulibaly fr FRA DF,FW Stuttgart
## 311 Thibaut Courtois be BEL GK Real Madrid
## 312 Philippe Coutinho br BRA MF,FW Aston Villa
## 313 Nicolas Cozza fr FRA DF Montpellier
## 314 Alessio Cragno it ITA GK Cagliari
## 315 Aaron Cresswell eng ENG DF West Ham
## 316 Domenico Criscito it ITA DF Genoa
## 317 Bryan Cristante it ITA MF Roma
## 318 Domen Crnigoj si SVN MF,DF Venezia
## 319 Juan Cruz Armada es ESP DF Osasuna
## 320 Juan Cuadrado co COL DF,MF Juventus
## 321 Cucho co COL FW,MF Watford
## 322 Marc Cucurella es ESP DF Brighton
## 323 Jorge Cuenca es ESP DF Getafe
## 324 Matheus Cunha br BRA FW Atlético Madrid
## 325 Patrick Cutrone it ITA FW Empoli
## 326 Wylan Cyprien fr FRA MF Nantes
## 327 Rafael Czichos de GER DF Köln
## 328 Danilo D'Ambrosio it ITA DF Inter
## 329 Damien Da Silva fr FRA DF Lyon
## 330 Moanes Dabbur il ISR FW,MF Hoffenheim
## 331 Mahmoud Dahoud de GER MF Dortmund
## 332 Patson Daka zm ZAM FW Leicester City
## 333 Stuart Dallas nir NIR DF,MF Leeds United
## 334 Diogo Dalot pt POR DF Manchester Utd
## 335 Flavius Daniliuc at AUT DF Nice
## 336 Danilo br BRA DF,MF Juventus
## 337 Kevin Danso at AUT DF Lens
## 338 Dante br BRA DF Nice
## 339 Sergi Darder es ESP MF Espanyol
## 340 Vladimír Darida cz CZE MF Hertha BSC
## 341 Matteo Darmian it ITA DF Inter
## 342 Jonathan David ca CAN FW Lille
## 343 Alphonso Davies ca CAN DF Bayern Munich
## 344 Ben Davies wls WAL DF Tottenham
## 345 Pawel Dawidowicz pl POL DF Hellas Verona
## 346 Craig Dawson eng ENG DF West Ham
## 347 Kevin De Bruyne be BEL MF Manchester City
## 348 Rodrigo De Paul ar ARG MF Atlético Madrid
## 349 Mattia De Sciglio it ITA DF Juventus
## 350 Lorenzo De Silvestri it ITA DF Bologna
## 351 Grégoire Defrel mq MTQ FW Sassuolo
## 352 Alessandro Deiola it ITA MF Cagliari
## 353 Thomas Delaine fr FRA DF Metz
## 354 Thomas Delaney dk DEN MF Sevilla
## 355 Andy Delort dz ALG FW Nice
## 356 Moussa Dembélé fr FRA FW Lyon
## 357 Ousmane Dembélé fr FRA FW Barcelona
## 358 Merih Demiral tr TUR DF Atalanta
## 359 Kerem Demirbay de GER MF Leverkusen
## 360 Jason Denayer be BEL DF Lyon
## 361 Leander Dendoncker be BEL MF Wolves
## 362 Emmanuel Dennis ng NGA FW,MF Watford
## 363 Memphis Depay nl NED FW Barcelona
## 364 Arthur Desmas fr FRA GK Clermont Foot
## 365 Sergiño Dest us USA DF,FW Barcelona
## 366 Mattia Destro it ITA FW Genoa
## 367 Gerard Deulofeu es ESP FW,MF Udinese
## 368 Kiernan Dewsbury Hall eng ENG MF Leicester City
## 369 Federico Di Francesco it ITA FW,MF Empoli
## 370 Giovanni Di Lorenzo it ITA DF Napoli
## 371 Ángel Di María ar ARG FW Paris S-G
## 372 Francesco Di Tacchio it ITA MF Salernitana
## 373 Boulaye Dia sn SEN FW Villarreal
## 374 Moussa Diaby fr FRA FW,MF Leverkusen
## 375 Mouctar Diakhaby gn GUI DF Valencia
## 376 Habib Diallo sn SEN FW Strasbourg
## 377 Ibrahima Diallo fr FRA MF Southampton
## 378 Raphael Dias Belloli br BRA FW,MF Leeds United
## 379 Rúben Dias pt POR DF Manchester City
## 380 Brahim Díaz es ESP MF Milan
## 381 Víctor Díaz es ESP DF Granada
## 382 Eric Dier eng ENG DF Tottenham
## 383 Lucas Digne fr FRA DF Aston Villa
## 384 Lucas Digne fr FRA DF Everton
## 385 Virgil van Dijk nl NED DF Liverpool
## 386 Javairô Dilrosun nl NED MF,FW Bordeaux
## 387 Federico Dimarco it ITA DF Inter
## 388 Stole Dimitrievski mk MKD GK Rayo Vallecano
## 389 Tristan Dingomé cm CMR MF,FW Troyes
## 390 Sofiane Diop fr FRA MF,FW Monaco
## 391 Axel Disasi fr FRA DF Monaco
## 392 Matías Dituro ar ARG GK Celta Vigo
## 393 Tiago Djaló pt POR DF Lille
## 394 Djené tg TOG DF Getafe
## 395 Koffi Djidji ci CIV DF Torino
## 396 Alexander Djiku gh GHA DF Strasbourg
## 397 Berat Djimsiti al ALB DF Atalanta
## 398 Ouparine Djoco sn SEN GK Clermont Foot
## 399 Kasper Dolberg dk DEN FW Nice
## 400 Nicolás Domínguez ar ARG MF Bologna
## 401 Gianluigi Donnarumma it ITA GK Paris S-G
## 402 Niklas Dorsch de GER MF Augsburg
## 403 Gabriel Dos Santos br BRA DF Arsenal
## 404 Jodel Dossou bj BEN FW Clermont Foot
## 405 Lucas Douath fr FRA MF Saint-Étienne
## 406 Abdoulaye Doucouré ml MLI MF Everton
## 407 Cheick Doucouré ml MLI MF Lens
## 408 Souleyman Doumbia ci CIV DF Angers
## 409 Matthieu Dreyer fr FRA GK Lorient
## 410 Domingos Duarte pt POR DF Granada
## 411 Óscar Duarte cr CRC DF Levante
## 412 Rubén Duarte es ESP DF Alavés
## 413 Leo Dubois fr FRA DF Lyon
## 414 Martin Dúbravka sk SVK GK Newcastle Utd
## 415 Ondrej Duda sk SVK MF Köln
## 416 Jeremy Dudziak tn TUN MF,FW Greuther Fürth
## 417 Shane Duffy ie IRL DF Brighton
## 418 Denzel Dumfries nl NED DF Inter
## 419 Alfred Duncan gh GHA MF Fiorentina
## 420 Lewis Dunk eng ENG DF Brighton
## 421 Hugo Duro es ESP FW,MF Valencia
## 422 Jean-Kevin Duverne fr FRA DF Brest
## 423 Paulo Dybala ar ARG FW,MF Juventus
## 424 Edin Džeko ba BIH FW Inter
## 425 Enzo Ebosse cm CMR DF Angers
## 426 Tyronne Ebuehi ng NGA DF Venezia
## 427 Ederson br BRA GK Manchester City
## 428 Éderson br BRA MF Salernitana
## 429 Odsonne Édouard fr FRA FW Crystal Palace
## 430 Maximilian Eggestein de GER MF Freiburg
## 431 Albin Ekdal se SWE MF Sampdoria
## 432 Hugo Ekitike fr FRA FW Reims
## 433 Caleb Ekuban gh GHA FW,MF Genoa
## 434 Anthony Elanga se SWE FW Manchester Utd
## 435 Alberth Elis hn HON FW,MF Bordeaux
## 436 Elif Elmas mk MKD FW,MF Napoli
## 437 Aritz Elustondo es ESP DF Real Sociedad
## 438 Nico Elvedi ch SUI DF M'Gladbach
## 439 Sepe Elye Wahi fr FRA FW Montpellier
## 440 Mohamed Elyounoussi no NOR MF,FW Southampton
## 441 Adri Embarba es ESP FW,MF Espanyol
## 442 Breel Embolo ch SUI FW,MF M'Gladbach
## 443 Emerson br BRA DF Tottenham
## 444 Youssef En-Nesyri ma MAR FW Sevilla
## 445 Wataru Endo jp JPN MF Stuttgart
## 446 Martin Erlic hr CRO DF Spezia
## 447 Gonzalo Escalante ar ARG MF Alavés
## 448 Sergio Escudero es ESP DF,MF Granada
## 449 Alfonso Espino uy URU DF Cádiz
## 450 Maxime Estève fr FRA DF Montpellier
## 451 Pervis Estupiñán ec ECU DF Villarreal
## 452 Jonny Evans nir NIR DF Leicester City
## 453 Lukasz Fabianski pl POL GK West Ham
## 454 Fabinho br BRA MF Liverpool
## 455 Fábio br BRA DF Nantes
## 456 Wout Faes be BEL DF Reims
## 457 Romain Faivre fr FRA MF Brest
## 458 Fali es ESP DF,MF Cádiz
## 459 Davide Faraoni it ITA DF Hellas Verona
## 460 Wuilker Faríñez ve VEN GK Lens
## 461 Federico Fazio ar ARG DF Salernitana
## 462 Nabil Fekir fr FRA MF Betis
## 463 Felipe br BRA DF Atlético Madrid
## 464 Luiz Felipe it ITA DF Lazio
## 465 João Félix pt POR FW,MF Atlético Madrid
## 466 Kiko Femenía es ESP DF Watford
## 467 Bruno Fernandes pt POR MF Manchester Utd
## 468 Aitor Fernández es ESP GK Levante
## 469 Álex Fernández es ESP MF Cádiz
## 470 Álvaro Fernández es ESP GK Brentford
## 471 Fernando br BRA MF,DF Sevilla
## 472 Alex Ferrari it ITA DF Sampdoria
## 473 Salvador Ferrer es ESP DF,MF Spezia
## 474 Jordan Ferri fr FRA MF Montpellier
## 475 Fidel es ESP MF,FW Elche
## 476 Junior Firpo es ESP DF Leeds United
## 477 Mark Flekken nl NED GK Freiburg
## 478 Alexis Flips fr FRA FW,MF Reims
## 479 Alessandro Florenzi it ITA DF,FW Milan
## 480 Phil Foden eng ENG FW Manchester City
## 481 Seko Fofana ci CIV MF Lens
## 482 Youssouf Fofana fr FRA MF Monaco
## 483 Thomas Foket be BEL DF,MF Reims
## 484 José Fonte pt POR DF Lille
## 485 Pablo Fornals es ESP FW,MF West Ham
## 486 Emil Forsberg se SWE MF,FW RB Leipzig
## 487 Adam Forshaw eng ENG MF Leeds United
## 488 Fraser Forster eng ENG GK Southampton
## 489 Ben Foster eng ENG GK Watford
## 490 Dimitri Foulquier fr FRA DF Valencia
## 491 Juan Foyth ar ARG DF Villarreal
## 492 Przemyslaw Frankowski pl POL DF Lens
## 493 Fransérgio br BRA MF Bordeaux
## 494 Ryan Fraser sct SCO FW,MF Newcastle Utd
## 495 Davide Frattesi it ITA MF Sassuolo
## 496 Fred br BRA MF Manchester Utd
## 497 Remo Freuler ch SUI MF Atalanta
## 498 Marvin Friedrich de GER DF Union Berlin
## 499 Jeremie Frimpong nl NED DF Leverkusen
## 500 Jorge de Frutos es ESP MF,FW Levante
## 501 Chris Führich de GER MF,FW Stuttgart
## 502 Angelo Fulgini fr FRA MF,FW Angers
## 503 Manolo Gabbiadini it ITA FW,MF Sampdoria
## 504 Riccardo Gagliolo se SWE DF Salernitana
## 505 Javi Galán es ESP DF Celta Vigo
## 506 Iñigo Ruiz de Galarreta es ESP MF Mallorca
## 507 Pablo Galdames Millán cl CHI MF Genoa
## 508 Thiago Galhardo br BRA FW,MF Celta Vigo
## 509 Conor Gallagher eng ENG MF Crystal Palace
## 510 Gauthier Gallon fr FRA GK Troyes
## 511 Cristian Gamboa cr CRC DF Bochum
## 512 Kévin Gameiro fr FRA FW Strasbourg
## 513 Idrissa Gana Gueye sn SEN MF Paris S-G
## 514 Ignatius Ganago cm CMR FW Lens
## 515 Álvaro García es ESP FW Rayo Vallecano
## 516 Dani García es ESP MF Athletic Club
## 517 David García es ESP DF Osasuna
## 518 Eric García es ESP DF Barcelona
## 519 Francisco Garcia es ESP DF Rayo Vallecano
## 520 Manu García es ESP MF Alavés
## 521 Raúl García es ESP FW Athletic Club
## 522 Rubén García es ESP FW,MF Osasuna
## 523 Unai García es ESP DF Osasuna
## 524 Johan Gastien fr FRA MF Clermont Foot
## 525 David de Gea es ESP GK Manchester Utd
## 526 Dennis Geiger de GER MF Hoffenheim
## 527 Yannick Gerhardt de GER MF,DF Wolfsburg
## 528 Valère Germain fr FRA FW Montpellier
## 529 Gerson br BRA MF,FW Marseille
## 530 Dimitris Giannoulis gr GRE DF Norwich City
## 531 Ben Gibson eng ENG DF Norwich City
## 532 Niko Gießelmann de GER DF Union Berlin
## 533 Rafal Gikiewicz pl POL GK Augsburg
## 534 Óscar Gil es ESP DF Espanyol
## 535 Billy Gilmour sct SCO MF Norwich City
## 536 Matthias Ginter de GER DF M'Gladbach
## 537 Jimmy Giraudon fr FRA DF Troyes
## 538 Andrei Girotto br BRA DF,MF Nantes
## 539 Olivier Giroud fr FRA FW Milan
## 540 Serge Gnabry de GER FW,DF Bayern Munich
## 541 Ben Godfrey eng ENG DF Everton
## 542 Aleksandr Golovin ru RUS FW,MF Monaco
## 543 Dani Gómez es ESP FW Levante
## 544 Maxi Gómez uy URU FW Valencia
## 545 Moi Gómez es ESP MF,FW Villarreal
## 546 Papu Gómez ar ARG MF,FW Sevilla
## 547 Sergi Gómez es ESP DF Espanyol
## 548 Alfred Gomis sn SEN GK Rennes
## 549 Maxime Gonalons fr FRA MF Granada
## 550 Diego González es ESP DF Elche
## 551 Édgar González es ESP DF Betis
## 552 Nicolás González es ESP MF Barcelona
## 553 Nicolás González ar ARG FW Fiorentina
## 554 Anthony Gordon eng ENG MF,FW Everton
## 555 Leon Goretzka de GER MF Bayern Munich
## 556 Andoni Gorosabel es ESP DF Real Sociedad
## 557 Amine Gouiri fr FRA FW,MF Nice
## 558 Jeffrey Gouweleeuw nl NED DF Augsburg
## 559 Jonathan Gradit fr FRA DF Lens
## 560 Alberto Grassi it ITA MF Cagliari
## 561 Andrew Gravillon gp GLP DF Reims
## 562 Demarai Gray eng ENG MF,FW Everton
## 563 Ivo Grbic hr CRO GK Lille
## 564 Jack Grealish eng ENG FW Manchester City
## 565 Etienne Green eng ENG GK Saint-Étienne
## 566 Julian Green us USA MF Greuther Fürth
## 567 Mason Greenwood eng ENG FW,MF Manchester Utd
## 568 Michael Gregoritsch at AUT FW,MF Augsburg
## 569 Sebastian Griesbeck de GER DF,MF Greuther Fürth
## 570 Antoine Griezmann fr FRA FW,MF Atlético Madrid
## 571 Vincenzo Grifo it ITA MF,FW Freiburg
## 572 Florian Grillitsch at AUT DF,MF Hoffenheim
## 573 Arnaut Groeneveld nl NED FW Villarreal
## 574 Pascal Groß de GER MF,DF Brighton
## 575 Vicente Guaita es ESP GK Crystal Palace
## 576 Andrés Guardado mx MEX MF Betis
## 577 Sergi Guardiola es ESP FW Rayo Vallecano
## 578 Nemanja Gudelj rs SRB MF,DF Sevilla
## 579 Gabriel Gudmundsson se SWE DF,MF Lille
## 580 Gonçalo Guedes pt POR FW,MF Valencia
## 581 Marc Guéhi eng ENG DF Crystal Palace
## 582 Mattéo Guendouzi fr FRA MF Marseille
## 583 Raphaël Guerreiro pt POR DF Dortmund
## 584 Pape Gueye sn SEN MF Marseille
## 585 Josuha Guilavogui fr FRA MF,DF Bordeaux
## 586 Frederic Guilbert fr FRA DF Strasbourg
## 587 Hugo Guillamón es ESP MF,DF Valencia
## 588 Bruno Guimarães br BRA MF Newcastle Utd
## 589 Bruno Guimarães br BRA MF Lyon
## 590 Sehrou Guirassy gn GUI FW Rennes
## 591 Péter Gulácsi hu HUN GK RB Leipzig
## 592 Manuel Gulde de GER DF Freiburg
## 593 Gerard Gumbau es ESP MF Elche
## 594 Robert Gumny pl POL DF Augsburg
## 595 Ilkay Gündogan de GER MF Manchester City
## 596 Christian Günter de GER DF Freiburg
## 597 Koray Günter de GER DF Hellas Verona
## 598 Malo Gusto fr FRA DF Lyon
## 599 Raúl Guti es ESP MF Elche
## 600 Joško Gvardiol hr CRO DF RB Leipzig
## 601 Emmanuel Gyasi gh GHA FW,DF Spezia
## 602 Norbert Gyömbér sk SVK DF Salernitana
## 603 Erling Haaland no NOR FW Dortmund
## 604 Nicolas Haas ch SUI MF Empoli
## 605 Alexander Hack de GER DF Mainz 05
## 606 Robin Hack de GER FW,MF Arminia
## 607 André Hahn de GER MF,FW Augsburg
## 608 Amadou Haidara ml MLI MF RB Leipzig
## 609 Massadio Haïdara ml MLI DF Lens
## 610 Oualid El Hajjam ma MAR DF Troyes
## 611 Achraf Hakimi ma MAR DF Paris S-G
## 612 Samir Handanovic si SVN GK Inter
## 613 Grant Hanley sct SCO DF Norwich City
## 614 Ridgeciano Haps sr SUR DF Venezia
## 615 Genki Haraguchi jp JPN MF Union Berlin
## 616 Amine Harit ma MAR FW,MF Marseille
## 617 Varazdat Haroyan am ARM DF Cádiz
## 618 Jack Harrison eng ENG FW,MF Leeds United
## 619 Makoto Hasebe jp JPN DF Eint Frankfurt
## 620 Hans Hateboer nl NED DF Atalanta
## 621 Kai Havertz de GER FW,MF Chelsea
## 622 Isaac Hayden eng ENG MF,DF Newcastle Utd
## 623 Thorgan Hazard be BEL FW,DF Dortmund
## 624 Jonas Hector de GER DF Köln
## 625 Hwang Hee-chan kr KOR FW,MF Wolves
## 626 Silvan Hefti ch SUI DF Genoa
## 627 Jordan Henderson eng ENG MF Liverpool
## 628 Liam Henderson sct SCO MF Empoli
## 629 Benjamin Henrichs de GER DF RB Leipzig
## 630 Henrique br BRA DF Lyon
## 631 Dalbert Henrique br BRA DF,MF Cagliari
## 632 Matheus Henrique br BRA MF Sassuolo
## 633 Rico Henry eng ENG DF Brentford
## 634 Thomas Henry fr FRA FW Venezia
## 635 Christophe Hérelle mq MTQ DF Brest
## 636 Mario Hermoso es ESP DF Atlético Madrid
## 637 Aridane Hernández gq EQG DF Osasuna
## 638 Lucas Hernández fr FRA DF Bayern Munich
## 639 Luis Hernández es ESP DF Cádiz
## 640 Theo Hernández fr FRA DF Milan
## 641 Ander Herrera es ESP MF Paris S-G
## 642 Sergio Herrera es ESP GK Osasuna
## 643 Yangel Herrera ve VEN MF Espanyol
## 644 Son Heung-min kr KOR FW,MF Tottenham
## 645 Aaron Hickey sct SCO DF Bologna
## 646 Piero Hincapié ec ECU DF Leverkusen
## 647 Martin Hinteregger at AUT DF Eint Frankfurt
## 648 Nicolas Höfler de GER MF Freiburg
## 649 Jonas Hofmann de GER MF,FW M'Gladbach
## 650 Lucas Höler de GER FW,MF Freiburg
## 651 Mason Holgate eng ENG DF Everton
## 652 Gerrit Holtmann ph PHI FW,MF Bochum
## 653 Franck Honorat fr FRA MF,FW Brest
## 654 Timo Horn de GER GK Köln
## 655 Cédric Hountondji bj BEN DF Clermont Foot
## 656 Lukáš Hrádecký fi FIN GK Leverkusen
## 657 Branimir Hrgota se SWE FW Greuther Fürth
## 658 Petko Hristov bg BUL DF Spezia
## 659 Timo Hübers de GER DF Köln
## 660 Will Hughes eng ENG MF Crystal Palace
## 661 Mats Hummels de GER DF Dortmund
## 662 Elseid Hysaj al ALB DF Lazio
## 663 Pierre Højbjerg dk DEN MF Tottenham
## 664 Iago br BRA DF Augsburg
## 665 Roger Ibanez br BRA DF Roma
## 666 Vicente Iborra es ESP MF Villarreal
## 667 Zlatan Ibrahimovic se SWE FW Milan
## 668 Mauro Icardi ar ARG FW Paris S-G
## 669 Borja Iglesias es ESP FW Betis
## 670 Igor br BRA DF Fiorentina
## 671 Kelechi Iheanacho ng NGA FW Leicester City
## 672 Jonathan Ikone fr FRA MF,FW Lille
## 673 Ivan Ilic rs SRB MF Hellas Verona
## 674 Ciro Immobile it ITA FW Lazio
## 675 Danny Ings eng ENG FW Aston Villa
## 676 Lorenzo Insigne it ITA FW Napoli
## 677 Alexander Isak se SWE FW Real Sociedad
## 678 Ardian Ismajli al ALB DF Empoli
## 679 Hiroki Ito jp JPN DF Stuttgart
## 680 Gian-Luca Itter de GER DF Greuther Fürth
## 681 Alex Iwobi ng NGA MF,DF Everton
## 682 Lee Jae-sung kr KOR MF,FW Mainz 05
## 683 Paul Jaeckel de GER DF Union Berlin
## 684 Kristijan Jakic hr CRO MF Eint Frankfurt
## 685 Ismail Jakobs de GER DF,FW Monaco
## 686 Daniel James wls WAL FW,MF Leeds United
## 687 Reece James eng ENG DF Chelsea
## 688 Vitaly Janelt de GER MF Brentford
## 689 Pontus Jansson se SWE DF Brentford
## 690 Adnan Januzaj be BEL FW,MF Real Sociedad
## 691 Luis Javier Suárez co COL FW Granada
## 692 Jemerson br BRA DF Metz
## 693 Mathias Jensen dk DEN MF Brentford
## 694 Moritz Jenz de GER DF Lorient
## 695 Gabriel Jesus br BRA FW Manchester City
## 696 Juan Jesus br BRA DF Napoli
## 697 Raúl Jiménez mx MEX FW Wolves
## 698 Joelinton br BRA MF,FW Newcastle Utd
## 699 Dennis Johnsen no NOR FW,MF Venezia
## 700 Ben Johnson eng ENG DF West Ham
## 701 Frenkie de Jong nl NED MF Barcelona
## 702 Joan Jordán es ESP MF Sevilla
## 703 Jorginho it ITA MF Chelsea
## 704 Josan es ESP DF,MF Elche
## 705 Willian José br BRA FW Betis
## 706 Joselu es ESP FW Alavés
## 707 Diogo Jota pt POR FW Liverpool
## 708 Stevan Jovetic me MNE FW Hertha BSC
## 709 Juanmi es ESP FW Betis
## 710 Hamed Junior Traorè ci CIV FW,MF Sassuolo
## 711 Vinicius Júnior br BRA FW Real Madrid
## 712 Jens Jønsson dk DEN MF Cádiz
## 713 Christian Kabasele be BEL DF Watford
## 714 Issa Kaboré bf BFA DF Troyes
## 715 Pavel Kaderábek cz CZE DF Hoffenheim
## 716 Florian Kainz at AUT MF,FW Köln
## 717 Gaël Kakuta cd COD MF,FW Lens
## 718 Sasa Kalajdzic at AUT FW Stuttgart
## 719 Arnaud Kalimuendo fr FRA FW Lens
## 720 Pierre Kalulu fr FRA DF Milan
## 721 Daichi Kamada jp JPN MF,FW Eint Frankfurt
## 722 Boubacar Kamara fr FRA MF,DF Marseille
## 723 Hassane Kamara ci CIV DF Watford
## 724 Kevin Kampl si SVN MF RB Leipzig
## 725 Harry Kane eng ENG FW Tottenham
## 726 Lee Kangin kr KOR MF,FW Mallorca
## 727 N'Golo Kanté fr FRA MF Chelsea
## 728 Atakan Karazor de GER MF Stuttgart
## 729 Rick Karsdorp nl NED DF Roma
## 730 Grigoris Kastanos cy CYP MF,FW Salernitana
## 731 Moise Kean it ITA FW Juventus
## 732 Michael Keane eng ENG DF Everton
## 733 Ilan Kebbal dz ALG MF,FW Reims
## 734 Thilo Kehrer de GER DF Paris S-G
## 735 Naby Keïta gn GUI MF Liverpool
## 736 Marc-Oliver Kempf de GER DF Hertha BSC
## 737 Jonjoe Kenny eng ENG DF Everton
## 738 Franck Kessié ci CIV MF Milan
## 739 Wahbi Khazri tn TUN FW,MF Saint-Étienne
## 740 Rani Khedira de GER MF Union Berlin
## 741 Kike es ESP FW Osasuna
## 742 Luca Kilian de GER DF Köln
## 743 Max Kilman eng ENG DF Wolves
## 744 Joshua Kimmich de GER MF Bayern Munich
## 745 Presnel Kimpembe fr FRA DF Paris S-G
## 746 Joshua King no NOR FW Watford
## 747 Jakub Kiwior pl POL MF Spezia
## 748 Sofian Kiyine ma MAR MF,FW Venezia
## 749 Mateusz Klich pl POL MF Leeds United
## 750 Fabian Klos de GER FW Arminia
## 751 Lukas Klostermann de GER DF RB Leipzig
## 752 Justin Kluivert nl NED MF Nice
## 753 Robin Knoche de GER DF Union Berlin
## 754 Gregor Kobel ch SUI GK Dortmund
## 755 Robin Koch de GER MF,DF Leeds United
## 756 Dominik Kohr de GER MF Mainz 05
## 757 Koke es ESP MF Atlético Madrid
## 758 Randal Kolo Muani fr FRA FW,MF Nantes
## 759 Timothée Kolodziejczak fr FRA DF Saint-Étienne
## 760 Ghislain Konan ci CIV DF Reims
## 761 Geoffrey Kondogbia cf CTA MF,DF Atlético Madrid
## 762 Kouadio Koné fr FRA MF M'Gladbach
## 763 Ezri Konsa eng ENG DF Aston Villa
## 764 Teun Koopmeiners nl NED MF Atalanta
## 765 Odilon Kossonou ci CIV DF Leverkusen
## 766 Filip Kostic rs SRB DF,FW Eint Frankfurt
## 767 Rominigue Kouamé ml MLI MF Troyes
## 768 Kalidou Koulibaly sn SEN DF Napoli
## 769 Jules Koundé fr FRA DF Sevilla
## 770 Boubakar Kouyaté ml MLI DF Metz
## 771 Cheikhou Kouyaté sn SEN MF Crystal Palace
## 772 Mateo Kovacic hr CRO MF Chelsea
## 773 Viktor Kovalenko ua UKR MF Spezia
## 774 Emil Krafth se SWE DF Newcastle Utd
## 775 Andrej Kramaric hr CRO FW,MF Hoffenheim
## 776 Toni Kroos de GER MF Real Madrid
## 777 Florian Krüger de GER FW,MF Arminia
## 778 Tim Krul nl NED GK Norwich City
## 779 Rade Krunic ba BIH MF,FW Milan
## 780 Max Kruse de GER FW,MF Wolfsburg
## 781 Max Kruse de GER FW,MF Union Berlin
## 782 Lukas Kübler de GER DF Freiburg
## 783 Takefusa Kubo jp JPN FW,MF Mallorca
## 784 Juraj Kucka sk SVK MF Watford
## 785 Dejan Kulusevski se SWE MF,FW Tottenham
## 786 Marash Kumbulla al ALB DF Roma
## 787 Fabian Kunze de GER MF Arminia
## 788 Enock Kwateng fr FRA DF Bordeaux
## 789 Giorgos Kyriakopoulos gr GRE DF,FW Sassuolo
## 790 Gaëtan Laborde fr FRA FW Rennes
## 791 Alexandre Lacazette fr FRA FW,MF Arsenal
## 792 Maxence Lacroix fr FRA DF Wolfsburg
## 793 Alban Lafont fr FRA GK Nantes
## 794 Víctor Laguardia es ESP DF Alavés
## 795 Konrad Laimer at AUT MF RB Leipzig
## 796 Stefan Lainer at AUT DF M'Gladbach
## 797 Adam Lallana eng ENG MF Brighton
## 798 Vassilis Lambropoulos gr GRE DF Bochum
## 799 Érik Lamela ar ARG FW Sevilla
## 800 Tariq Lamptey eng ENG DF,FW Brighton
## 801 Manuel Lanzini ar ARG MF,FW West Ham
## 802 Aymeric Laporte es ESP DF Manchester City
## 803 Julien Laporte fr FRA DF Lorient
## 804 Kevin Lasagna it ITA FW,MF Hellas Verona
## 805 Jamaal Lascelles eng ENG DF Newcastle Utd
## 806 Armand Lauriente fr FRA FW,MF Lorient
## 807 Darko Lazovic rs SRB DF Hellas Verona
## 808 Manuel Lazzari it ITA DF Lazio
## 809 Jérémy Le Douaron fr FRA FW Brest
## 810 Enzo Le Fée fr FRA MF,FW Lorient
## 811 Vincent Le Goff fr FRA DF Lorient
## 812 Robin Le Normand fr FRA DF Real Sociedad
## 813 Rafael Leão pt POR FW Milan
## 814 Jean-Louis Leca fr FRA GK Lens
## 815 Jeremías Ledesma ar ARG GK Cádiz
## 816 Pierre Lees-Melou fr FRA MF Norwich City
## 817 Maxim Leitsch de GER DF Bochum
## 818 Lucas Leiva br BRA MF Lazio
## 819 Florian Lejeune fr FRA DF Alavés
## 820 Iñigo Lekue es ESP DF Athletic Club
## 821 Thomas Lemar fr FRA MF Atlético Madrid
## 822 Mario Lemina ga GAB MF Nice
## 823 Fabien Lemoine fr FRA MF Lorient
## 824 Aaron Lennon eng ENG MF Burnley
## 825 Robert Lewandowski pl POL FW Bayern Munich
## 826 Jamie Leweling de GER FW,DF Greuther Fürth
## 827 Dimitri Liénard fr FRA DF,MF Strasbourg
## 828 Philipp Lienhart at AUT DF Freiburg
## 829 Matthijs de Ligt nl NED DF Juventus
## 830 Andreas Linde se SWE GK Greuther Fürth
## 831 Victor Lindelöf se SWE DF Manchester Utd
## 832 Jesper Lindstrøm dk DEN FW,MF Eint Frankfurt
## 833 Pol Lirola es ESP DF,MF Marseille
## 834 Valentino Livramento eng ENG DF Southampton
## 835 Dejan Ljubicic at AUT MF,FW Köln
## 836 Diego Llorente es ESP DF Leeds United
## 837 Marcos Llorente es ESP DF,MF Atlético Madrid
## 838 Hugo Lloris fr FRA GK Tottenham
## 839 Stanislav Lobotka sk SVK MF Napoli
## 840 Manuel Locatelli it ITA MF Juventus
## 841 Banzouzi Locko fr FRA DF,MF Reims
## 842 Renan Lodi br BRA DF Atlético Madrid
## 843 Ruben Loftus-Cheek eng ENG MF,DF Chelsea
## 844 Sean Longstaff eng ENG MF Newcastle Utd
## 845 Ademola Lookman ng NGA FW,MF Leicester City
## 846 Anthony Lopes pt POR GK Lyon
## 847 Diego López es ESP GK Espanyol
## 848 Maxime Lopez fr FRA MF Sassuolo
## 849 Pau López es ESP GK Marseille
## 850 Unai López es ESP MF Rayo Vallecano
## 851 Dion Lopy sn SEN MF Reims
## 852 Anthony Losilla fr FRA MF Bochum
## 853 Jordan Lotomba ch SUI DF Nice
## 854 Imran Louza ma MAR MF Watford
## 855 Matteo Lovato it ITA DF Cagliari
## 856 Eduard Löwen de GER MF Bochum
## 857 Matthew Lowton eng ENG DF Burnley
## 858 Anthony Lozano hn HON FW,MF Cádiz
## 859 Hirving Lozano mx MEX FW Napoli
## 860 Jean Lucas br BRA MF Monaco
## 861 José Luis Gayà es ESP DF Valencia
## 862 José Luis Morales es ESP FW,MF Levante
## 863 José Luis Palomino ar ARG DF Atalanta
## 864 Douglas Luiz br BRA MF Aston Villa
## 865 Romelu Lukaku be BEL FW Chelsea
## 866 Castello Lukeba fr FRA DF Lyon
## 867 Saša Lukic rs SRB MF Torino
## 868 Sebastiano Luperto it ITA DF Empoli
## 869 Andreas Luthe de GER GK Union Berlin
## 870 Charalambos Lykogiannis gr GRE DF Cagliari
## 871 Alexis Mac Allister ar ARG MF,FW Brighton
## 872 Darwin Machís ve VEN MF,FW Granada
## 873 Yvann Macon fr FRA DF Saint-Étienne
## 874 James Maddison eng ENG MF,FW Leicester City
## 875 Niki Mäenpää fi FIN GK Venezia
## 876 Pablo Maffeo es ESP DF Mallorca
## 877 Giulio Maggiore it ITA MF Spezia
## 878 Hugo Magnetti fr FRA MF Brest
## 879 Yohann Magnin fr FRA MF,DF Clermont Foot
## 880 Harry Maguire eng ENG DF Manchester Utd
## 881 Riyad Mahrez dz ALG FW Manchester City
## 882 Arne Maier de GER MF Augsburg
## 883 Habib Maïga ci CIV MF,FW Metz
## 884 Mike Maignan fr FRA GK Milan
## 885 Lovro Majer hr CRO MF Rennes
## 886 Jean-Victor Makengo fr FRA MF Udinese
## 887 Nemanja Maksimovic rs SRB MF Getafe
## 888 Nikola Maksimovic rs SRB DF Genoa
## 889 Youssef Maleh it ITA MF Fiorentina
## 890 Donyell Malen nl NED FW Dortmund
## 891 Ruslan Malinovskyi ua UKR FW,MF Atalanta
## 892 Hugo Mallo es ESP DF Celta Vigo
## 893 Mickael Malsa mq MTQ MF Levante
## 894 Giorgi Mamardashvili ge GEO GK Valencia
## 895 Rey Manaj al ALB FW Spezia
## 896 Vincent Manceau fr FRA DF Angers
## 897 Gianluca Mancini it ITA DF Roma
## 898 Reinildo Mandava mz MOZ DF Atlético Madrid
## 899 Reinildo Mandava mz MOZ DF Lille
## 900 Aïssa Mandi dz ALG DF Villarreal
## 901 Rolando Mandragora it ITA MF Torino
## 902 Sadio Mané sn SEN FW Liverpool
## 903 Eliaquim Mangala fr FRA DF Saint-Étienne
## 904 Orel Mangala be BEL MF Stuttgart
## 905 Thomas Mangani fr FRA MF Angers
## 906 Ricardo Mangas pt POR DF Bordeaux
## 907 Javier Manquillo es ESP DF Newcastle Utd
## 908 Nikola Maraš rs SRB DF Rayo Vallecano
## 909 Fernando Marçal br BRA DF Wolves
## 910 Solly March eng ENG DF,FW Brighton
## 911 Riccardo Marchizza it ITA DF Empoli
## 912 Gian Marco Ferrari it ITA DF Sassuolo
## 913 Óscar de Marcos es ESP DF Athletic Club
## 914 Pablo Marí es ESP DF Udinese
## 915 José María Giménez uy URU DF Atlético Madrid
## 916 Razvan Marin ro ROU MF Cagliari
## 917 Guillermo Maripán cl CHI DF Monaco
## 918 Omar Marmoush eg EGY FW,MF Stuttgart
## 919 Marquinhos br BRA DF Paris S-G
## 920 Roger Martí es ESP FW Levante
## 921 Aarón Martín es ESP DF Mainz 05
## 922 Jonas Martin fr FRA MF Rennes
## 923 Martinelli br BRA FW,MF Arsenal
## 924 Lucas Martínez Quarta ar ARG DF Fiorentina
## 925 Emiliano Martínez ar ARG GK Aston Villa
## 926 Iñigo Martínez es ESP DF Athletic Club
## 927 Lautaro Martínez ar ARG FW Inter
## 928 Gelson Martins pt POR FW,MF Monaco
## 929 Adam Marušic me MNE DF Lazio
## 930 Omar Mascarell es ESP MF Elche
## 931 Adam Masina ma MAR DF Watford
## 932 Erhan Mašovic rs SRB DF Bochum
## 933 Pape Matar Sarr sn SEN MF Metz
## 934 Jean-Philippe Mateta fr FRA FW Crystal Palace
## 935 Nemanja Matic rs SRB MF Manchester Utd
## 936 Joël Matip cm CMR DF Liverpool
## 937 Azor Matusiwa nl NED MF Reims
## 938 Neal Maupay fr FRA FW Brighton
## 939 Stephy Mavididi eng ENG FW,MF Montpellier
## 940 Konstantinos Mavropanos gr GRE DF Stuttgart
## 941 Luís Maximiano pt POR GK Granada
## 942 Borja Mayoral es ESP FW Getafe
## 943 Pasquale Mazzocchi it ITA DF Venezia
## 944 Pasquale Mazzocchi it ITA DF Salernitana
## 945 Kevin Mbabu ch SUI DF Wolfsburg
## 946 Kylian Mbappé fr FRA FW Paris S-G
## 947 Bryan Mbeumo fr FRA FW Brentford
## 948 Nathanael Mbuku fr FRA FW,MF Reims
## 949 James McArthur sct SCO MF Crystal Palace
## 950 Alex McCarthy eng ENG GK Southampton
## 951 John McGinn sct SCO MF Aston Villa
## 952 Weston McKennie us USA MF Juventus
## 953 Kenny McLean sct SCO MF Norwich City
## 954 Dwight McNeil eng ENG MF Burnley
## 955 Scott McTominay sct SCO MF Manchester Utd
## 956 Gary Medel cl CHI DF Bologna
## 957 Facundo Medina ar ARG DF Lens
## 958 Ben Mee eng ENG DF Burnley
## 959 Gonzalo Melero es ESP MF Levante
## 960 Birger Meling no NOR DF Rennes
## 961 Houboulang Mendes fr FRA DF Lorient
## 962 Nuno Mendes pt POR DF Paris S-G
## 963 Thiago Mendes br BRA MF,DF Lyon
## 964 Brais Méndez es ESP MF Celta Vigo
## 965 Édgar Méndez es ESP FW,MF Alavés
## 966 Batista Mendy fr FRA MF,DF Angers
## 967 Edouard Mendy sn SEN GK Chelsea
## 968 Ferland Mendy fr FRA DF Real Madrid
## 969 Nampalys Mendy sn SEN MF Leicester City
## 970 Gideon Mensah gh GHA DF Bordeaux
## 971 Mikel Merino es ESP MF Real Sociedad
## 972 Quentin Merlin fr FRA DF Nantes
## 973 Dries Mertens be BEL FW,MF Napoli
## 974 Illan Meslier fr FRA GK Leeds United
## 975 Lionel Messi ar ARG FW,MF Paris S-G
## 976 Junior Messias br BRA FW,MF Milan
## 977 Thomas Meunier be BEL DF Dortmund
## 978 Mexer mz MOZ DF Bordeaux
## 979 Marco Meyerhöfer de GER DF Greuther Fürth
## 980 Nikola Milenkovic rs SRB DF Fiorentina
## 981 Arkadiusz Milik pl POL FW Marseille
## 982 Sergej Milinkovic-Savic rs SRB MF Lazio
## 983 Vanja Milinkovic-Savic rs SRB GK Torino
## 984 Éder Militão br BRA DF Real Madrid
## 985 Luis Milla es ESP MF Granada
## 986 Pere Milla es ESP FW,MF Elche
## 987 Santi Mina es ESP FW Celta Vigo
## 988 Tyrone Mings eng ENG DF Aston Villa
## 989 Rafa Mir es ESP FW Sevilla
## 990 Jorge Miramón es ESP DF Levante
## 991 Tyrick Mitchell eng ENG DF Crystal Palace
## 992 Stefan Mitrovic rs SRB DF Getafe
## 993 Maximilian Mittelstädt de GER DF,FW Hertha BSC
## 994 Henrikh Mkhitaryan am ARM MF,FW Roma
## 995 Jakub Moder pl POL MF,FW Brighton
## 996 Anthony Modeste fr FRA FW Köln
## 997 Luka Modric hr CRO MF Real Madrid
## 998 Terem Moffi ng NGA FW Lorient
## 999 Johan Mojica co COL DF Elche
## 1000 Jorge Molina es ESP FW Granada
## 1001 Nahuel Molina ar ARG DF Udinese
## 1002 Florent Mollet fr FRA FW,MF Montpellier
## 1003 Jon Moncayola es ESP MF Osasuna
## 1004 Thomas Monconduit fr FRA MF Lorient
## 1005 Gonzalo Montiel ar ARG DF Sevilla
## 1006 Lorenzo Montipò it ITA GK Hellas Verona
## 1007 Ángel Montoro es ESP MF Granada
## 1008 Álvaro Morata es ESP FW Juventus
## 1009 Alberto Moreno es ESP MF,DF Villarreal
## 1010 Álex Moreno es ESP DF Betis
## 1011 Gerard Moreno es ESP FW Villarreal
## 1012 Tete Morente es ESP MF,FW Elche
## 1013 Manu Morlanes es ESP MF Espanyol
## 1014 Harold Moukoudi cm CMR DF Saint-Étienne
## 1015 Steve Mounié bj BEN FW Brest
## 1016 Mason Mount eng ENG MF,FW Chelsea
## 1017 Lucas Moura br BRA FW,MF Tottenham
## 1018 João Moutinho pt POR MF Wolves
## 1019 Samuel Moutoussamy cd COD MF Nantes
## 1020 Toni Moya es ESP MF Alavés
## 1021 Nordi Mukiele fr FRA DF RB Leipzig
## 1022 Mert Müldür tr TUR DF Sassuolo
## 1023 Florian Müller de GER GK Stuttgart
## 1024 Thomas Müller de GER MF Bayern Munich
## 1025 Marshall Munetsi zw ZIM MF,DF Reims
## 1026 Iker Muniain es ESP MF Athletic Club
## 1027 Aihen Muñoz es ESP DF Real Sociedad
## 1028 Luis Muriel co COL FW Atalanta
## 1029 Jeison Murillo co COL DF Celta Vigo
## 1030 Vedat Muriqi xk KVX FW Mallorca
## 1031 Jacob Murphy eng ENG FW,DF Newcastle Utd
## 1032 Yunus Musah us USA MF,FW Valencia
## 1033 Jamal Musiala de GER MF,FW Bayern Munich
## 1034 Juan Musso ar ARG GK Atalanta
## 1035 Vitaliy Mykolenko ua UKR DF Everton
## 1036 Joakim Mæhle dk DEN DF Atalanta
## 1037 Obite N'Dicka fr FRA DF Eint Frankfurt
## 1038 Kévin N'Doram fr FRA MF Metz
## 1039 Vital N'Simba cd COD DF Clermont Foot
## 1040 Nacho es ESP DF Real Madrid
## 1041 Mickael Nade fr FRA DF Saint-Étienne
## 1042 Nahitan Nández uy URU MF,DF Cagliari
## 1043 Paul Nardi fr FRA GK Lorient
## 1044 Ximo Navarro es ESP DF Alavés
## 1045 Jesús Navas es ESP DF Sevilla
## 1046 Keylor Navas cr CRC GK Paris S-G
## 1047 Loum Ndiaye sn SEN MF Alavés
## 1048 Wilfred Ndidi ng NGA MF,DF Leicester City
## 1049 Álvaro Negredo es ESP FW Cádiz
## 1050 Luca Netz de GER DF M'Gladbach
## 1051 Manuel Neuer de GER GK Bayern Munich
## 1052 Florian Neuhaus de GER MF M'Gladbach
## 1053 Carlos Neva es ESP DF Granada
## 1054 Rúben Neves pt POR MF Wolves
## 1055 Neymar br BRA FW,MF Paris S-G
## 1056 Opa Nguette sn SEN FW,MF Metz
## 1057 Moussa Niakhate fr FRA DF Mainz 05
## 1058 Ibrahima Niane sn SEN FW Metz
## 1059 Florian Niederlechner de GER FW Augsburg
## 1060 Håvard Nielsen no NOR MF,FW Greuther Fürth
## 1061 Dimitris Nikolaou gr GRE DF Spezia
## 1062 Joakim Nilsson se SWE DF Arminia
## 1063 Christopher Nkunku fr FRA FW,MF RB Leipzig
## 1064 Lukas Nmecha de GER FW,MF Wolfsburg
## 1065 Nolito es ESP MF Celta Vigo
## 1066 Arnaud Nordin fr FRA FW,MF Saint-Étienne
## 1067 Mathias Normann no NOR MF Norwich City
## 1068 Randy Ntekja fr FRA FW,MF Rayo Vallecano
## 1069 Alexander Nübel de GER GK Monaco
## 1070 Bram Nuytinck nl NED DF Udinese
## 1071 Gerzino Nyamsi fr FRA DF Strasbourg
## 1072 M'Bala Nzola ao ANG FW Spezia
## 1073 Christian Nørgaard dk DEN MF Brentford
## 1074 Joel Obi ng NGA MF,DF Salernitana
## 1075 Jan Oblak si SVN GK Atlético Madrid
## 1076 Lucas Ocampos ar ARG FW Sevilla
## 1077 Álvaro Odriozola es ESP DF Fiorentina
## 1078 Florent Ogier fr FRA DF Clermont Foot
## 1079 David Okereke ng NGA FW,MF Venezia
## 1080 Masaya Okugawa jp JPN MF,FW Arminia
## 1081 Michael Olise fr FRA FW,MF Crystal Palace
## 1082 Brian Oliván es ESP DF Mallorca
## 1083 Mathías Olivera uy URU DF Getafe
## 1084 Warmed Omari fr FRA DF Rennes
## 1085 Jonas Omlin ch SUI GK Montpellier
## 1086 Amadou Onana be BEL MF Lille
## 1087 Jean Onana cm CMR MF Bordeaux
## 1088 Karim Onisiwo at AUT FW Mainz 05
## 1089 Frank Onyeka ng NGA MF Brentford
## 1090 Willi Orban hu HUN DF RB Leipzig
## 1091 Riccardo Orsolini it ITA FW Bologna
## 1092 Stefan Ortega de GER GK Arminia
## 1093 Victor Osimhen ng NGA FW Napoli
## 1094 David Ospina co COL GK Napoli
## 1095 Otávio br BRA MF Bordeaux
## 1096 Remi Oudin fr FRA MF,FW Bordeaux
## 1097 Alexandre Oukidja dz ALG GK Metz
## 1098 Azzedine Ounahi ma MAR MF Angers
## 1099 Reece Oxford eng ENG DF Augsburg
## 1100 Mikel Oyarzabal es ESP FW,MF Real Sociedad
## 1101 Salih Özcan tr TUR MF Köln
## 1102 Fernando Pacheco es ESP GK Alavés
## 1103 Gavi Paez es ESP MF,FW Barcelona
## 1104 Vincent Pajot fr FRA MF Metz
## 1105 Exequiel Palacios ar ARG MF Leverkusen
## 1106 Helibelton Palacios co COL DF Elche
## 1107 Isaac Palazón Camacho es ESP FW,MF Rayo Vallecano
## 1108 Nicolas Pallois fr FRA DF Nantes
## 1109 Erik Palmer-Brown us USA DF Troyes
## 1110 Emerson Palmieri it ITA DF Lyon
## 1111 Miloš Pantovic rs SRB MF,FW Bochum
## 1112 Lucas Paquetá br BRA MF,FW Lyon
## 1113 Daniel Parejo es ESP MF Villarreal
## 1114 Fabiano Parisi it ITA DF Empoli
## 1115 Thomas Partey gh GHA MF Arsenal
## 1116 Mario Pašalic hr CRO MF,FW Atalanta
## 1117 Patric es ESP DF Lazio
## 1118 Rui Patrício pt POR GK Roma
## 1119 Paulinho br BRA FW,MF Leverkusen
## 1120 Gabriel Paulista br BRA DF Valencia
## 1121 Benjamin Pavard fr FRA DF Bayern Munich
## 1122 Leonardo Pavoletti it ITA FW Cagliari
## 1123 Dimitri Payet fr FRA FW,MF Marseille
## 1124 Mads Pedersen dk DEN MF,DF Augsburg
## 1125 Alfonso Pedraza es ESP DF Villarreal
## 1126 Pedro es ESP FW Lazio
## 1127 João Pedro br BRA FW,MF Watford
## 1128 João Pedro it ITA FW Cagliari
## 1129 Pedrosa es ESP DF Espanyol
## 1130 Peter Pekarík sk SVK DF Hertha BSC
## 1131 Lorenzo Pellegrini it ITA MF,FW Roma
## 1132 Luca Pellegrini it ITA DF Juventus
## 1133 Timothee Pembele fr FRA DF Bordeaux
## 1134 Mathias Pereira Lage pt POR DF Angers
## 1135 Danilo Pereira pt POR MF Paris S-G
## 1136 Luan Peres Petroni br BRA DF Marseille
## 1137 Roberto Pereyra ar ARG MF,FW Udinese
## 1138 Lucas Pérez es ESP FW Elche
## 1139 Lucas Pérez es ESP FW,MF Cádiz
## 1140 Nehuén Pérez ar ARG DF Udinese
## 1141 Ivan Perišic hr CRO DF Inter
## 1142 Romain Perraud fr FRA DF Southampton
## 1143 Lucas Perrin fr FRA DF Strasbourg
## 1144 Matteo Pessina it ITA MF,FW Atalanta
## 1145 Danijel Petkovic me MNE GK Angers
## 1146 Léo Pétrot fr FRA DF Lorient
## 1147 Jens Petter Hauge no NOR FW,MF Eint Frankfurt
## 1148 Germán Pezzella ar ARG DF Betis
## 1149 Giuseppe Pezzella it ITA DF Atalanta
## 1150 Kalvin Phillips eng ENG MF Leeds United
## 1151 Jordan Pickford eng ENG GK Everton
## 1152 Amos Pieper de GER DF Arminia
## 1153 Ronaël Pierre-Gabriel fr FRA DF Brest
## 1154 Tomás Pina Isla es ESP MF Alavés
## 1155 Andrea Pinamonti it ITA FW Empoli
## 1156 Ethan Pinnock jm JAM DF Brentford
## 1157 Yeremi Pino es ESP MF,FW Villarreal
## 1158 Gerard Piqué es ESP DF Barcelona
## 1159 Marko Pjaca hr CRO MF,FW Torino
## 1160 Marvin Plattenhardt de GER DF Hertha BSC
## 1161 Alassane Pléa fr FRA FW,MF M'Gladbach
## 1162 Tommaso Pobega it ITA MF Torino
## 1163 Daniel Podence pt POR FW,MF Wolves
## 1164 Paul Pogba fr FRA MF,FW Manchester Utd
## 1165 Matteo Politano it ITA FW Napoli
## 1166 Sebastian Polter de GER FW Bochum
## 1167 Pere Pons es ESP MF Alavés
## 1168 Nick Pope eng ENG GK Burnley
## 1169 Manolo Portanova it ITA FW,MF Genoa
## 1170 Portu es ESP FW,MF Real Sociedad
## 1171 Stefan Posch at AUT DF Hoffenheim
## 1172 Yussuf Poulsen dk DEN FW RB Leipzig
## 1173 Gaëtan Poussin fr FRA GK Bordeaux
## 1174 Dennis Praet be BEL FW,MF Torino
## 1175 Sanjin Prcic ba BIH MF Strasbourg
## 1176 Nicolas de Préville fr FRA FW,MF Metz
## 1177 Manuel Prietl at AUT MF Arminia
## 1178 Grischa Prömel de GER MF Union Berlin
## 1179 Ivan Provedel it ITA GK Spezia
## 1180 Javi Puado es ESP FW,MF Espanyol
## 1181 Antonio Puertas es ESP MF,FW Granada
## 1182 Teemu Pukki fi FIN FW Norwich City
## 1183 Christian Pulisic us USA MF,FW Chelsea
## 1184 Ignacio Pussetto ar ARG FW,MF Udinese
## 1185 Fabio Quagliarella it ITA FW Sampdoria
## 1186 Quini es ESP DF Granada
## 1187 Adrien Rabiot fr FRA MF Juventus
## 1188 Uroš Racic rs SRB MF Valencia
## 1189 Nemanja Radoja rs SRB MF Levante
## 1190 Ivan Radovanovic rs SRB DF,MF Salernitana
## 1191 Rafinha br BRA MF,FW Real Sociedad
## 1192 Antonio Raillo es ESP DF Mallorca
## 1193 Predrag Rajkovic rs SRB GK Reims
## 1194 Ivan Rakitic hr CRO MF Sevilla
## 1195 Adil Rami fr FRA DF Troyes
## 1196 Sandro Ramírez es ESP FW Getafe
## 1197 Aaron Ramsdale eng ENG GK Arsenal
## 1198 Jacob Ramsey eng ENG MF Aston Villa
## 1199 Luca Ranieri it ITA DF Salernitana
## 1200 Elba Rashani xk KVX FW,MF Clermont Foot
## 1201 Marcus Rashford eng ENG FW,MF Manchester Utd
## 1202 Milot Rashica xk KVX FW,MF Norwich City
## 1203 Giacomo Raspadori it ITA MF,FW Sassuolo
## 1204 David Raum de GER DF Hoffenheim
## 1205 David Raya es ESP GK Brentford
## 1206 Arkadiusz Reca pl POL DF Spezia
## 1207 Nathan Redmond eng ENG MF,FW Southampton
## 1208 Sergio Reguilón es ESP DF Tottenham
## 1209 Manolo Reina es ESP GK Mallorca
## 1210 Pepe Reina es ESP GK Lazio
## 1211 Karim Rekik nl NED DF Sevilla
## 1212 Álex Remiro es ESP GK Real Sociedad
## 1213 Marco Reus de GER MF,FW Dortmund
## 1214 Elvis Rexhbeçaj de GER MF Bochum
## 1215 Nico Ribaudo es ESP MF,FW Espanyol
## 1216 Franck Ribéry fr FRA MF,FW Salernitana
## 1217 Samuele Ricci it ITA MF Empoli
## 1218 Declan Rice eng ENG MF West Ham
## 1219 Chris Richards us USA DF Hoffenheim
## 1220 Richarlison br BRA FW,MF Everton
## 1221 Marco Richter de GER FW,MF Hertha BSC
## 1222 Diego Rico es ESP DF Real Sociedad
## 1223 Sergio Rico es ESP GK Mallorca
## 1224 Manuel Riemann de GER GK Bochum
## 1225 Tomás Rincón ve VEN MF Sampdoria
## 1226 Luis Rioja es ESP FW,MF Alavés
## 1227 Renaud Ripart fr FRA FW,DF Troyes
## 1228 Mihailo Ristic rs SRB DF Montpellier
## 1229 Matt Ritchie sct SCO DF Newcastle Utd
## 1230 Rober es ESP DF Levante
## 1231 Connor Roberts wls WAL DF Burnley
## 1232 Andrew Robertson sct SCO DF Liverpool
## 1233 Enzo Roco cl CHI DF Elche
## 1234 Stian Rode Gregersen no NOR DF Bordeaux
## 1235 Rodri es ESP MF Manchester City
## 1236 Rodrigo es ESP MF,FW Leeds United
## 1237 Ángel Rodríguez es ESP FW Mallorca
## 1238 Dani Rodríguez es ESP MF,FW Mallorca
## 1239 Guido Rodríguez ar ARG MF Betis
## 1240 Jay Rodriguez eng ENG FW Burnley
## 1241 Ricardo Rodríguez ch SUI DF Torino
## 1242 Rodrygo br BRA FW Real Madrid
## 1243 Mads Roerslev dk DEN DF Brentford
## 1244 Rogério br BRA DF Sassuolo
## 1245 Alessio Romagnoli it ITA DF Milan
## 1246 Simone Romagnoli it ITA DF Empoli
## 1247 Cristian Romero ar ARG DF Tottenham
## 1248 Sergio Romero ar ARG GK Venezia
## 1249 Oriol Romeu es ESP MF Southampton
## 1250 Cristiano Ronaldo pt POR FW Manchester Utd
## 1251 Valentin Rongier fr FRA DF,MF Marseille
## 1252 Marten de Roon nl NED MF,DF Atalanta
## 1253 Pablo Rosario nl NED MF Nice
## 1254 Jérôme Roussillon fr FRA DF Wolfsburg
## 1255 Nicolò Rovella it ITA MF Genoa
## 1256 Amir Rrahmani xk KVX DF Napoli
## 1257 Antonio Rüdiger de GER DF Chelsea
## 1258 Mário Rui pt POR DF Napoli
## 1259 Fabián Ruiz Peña es ESP MF Napoli
## 1260 Víctor Ruiz es ESP DF Betis
## 1261 Gerónimo Rulli ar ARG GK Villarreal
## 1262 Franco Russo ar ARG DF Mallorca
## 1263 Georginio Rutter fr FRA FW,MF Hoffenheim
## 1264 Julian Ryerson no NOR DF Union Berlin
## 1265 José Sá pt POR GK Wolves
## 1266 Alexis Saelemaekers be BEL FW Milan
## 1267 Allan Saint-Maximin fr FRA FW,MF Newcastle Utd
## 1268 Romain Saïss ma MAR DF Wolves
## 1269 Bukayo Saka eng ENG FW,MF Arsenal
## 1270 Mamadou Sakho fr FRA DF Montpellier
## 1271 Mohamed Salah eg EGY FW Liverpool
## 1272 William Saliba fr FRA DF Marseille
## 1273 Mohammed Salisu gh GHA DF Southampton
## 1274 Roland Sallai hu HUN MF,FW Freiburg
## 1275 Yoann Salmier gf GUF DF Troyes
## 1276 Salvi es ESP MF,FW Cádiz
## 1277 Diadie Samassékou ml MLI MF Hoffenheim
## 1278 Mama Samba Baldé gw GNB FW,MF Troyes
## 1279 Albert Sambi Lokonga be BEL MF Arsenal
## 1280 Junior Sambia fr FRA DF,FW Montpellier
## 1281 Antonio Sanabria py PAR FW Torino
## 1282 Oihan Sancet es ESP FW Athletic Club
## 1283 Renato Sanches pt POR MF Lille
## 1284 Antonio Sánchez es ESP MF,FW Mallorca
## 1285 Davinson Sánchez co COL DF Tottenham
## 1286 Germán Sánchez es ESP DF Granada
## 1287 Manuel Sánchez es ESP DF Osasuna
## 1288 Robert Sánchez es ESP GK Brighton
## 1289 Jadon Sancho eng ENG FW,MF Manchester Utd
## 1290 Alex Sandro br BRA DF Juventus
## 1291 Leroy Sané de GER FW,MF Bayern Munich
## 1292 Baptiste Santamaria fr FRA MF,DF Rennes
## 1293 Samir Santos br BRA DF Watford
## 1294 Samir Santos br BRA DF Udinese
## 1295 Riccardo Saponara it ITA FW Fiorentina
## 1296 Josh Sargent us USA FW,MF Norwich City
## 1297 Ismaila Sarr sn SEN FW,MF Watford
## 1298 Téji Savanier fr FRA MF Montpellier
## 1299 Esteban Saveljich me MNE DF Rayo Vallecano
## 1300 Stefan Savic me MNE DF Atlético Madrid
## 1301 Joe Scally us USA DF M'Gladbach
## 1302 Gianluca Scamacca it ITA FW Sassuolo
## 1303 Fabian Schär ch SUI DF Newcastle Utd
## 1304 Patrik Schick cz CZE FW Leverkusen
## 1305 Xaver Schlager at AUT MF Wolfsburg
## 1306 Nico Schlotterbeck de GER DF Freiburg
## 1307 Jeffrey Schlupp gh GHA MF,FW Crystal Palace
## 1308 Kasper Schmeichel dk DEN GK Leicester City
## 1309 Benno Schmitz de GER DF Köln
## 1310 Alessandro Schöpf at AUT MF Arminia
## 1311 Jerdy Schouten nl NED MF Bologna
## 1312 Marvin Schwäbe de GER GK Köln
## 1313 Alexander Schwolow de GER GK Hertha BSC
## 1314 Paul Seguin de GER MF Greuther Fürth
## 1315 Alidu Seidu gh GHA DF Clermont Foot
## 1316 Davie Selke de GER FW Hertha BSC
## 1317 Matz Sels be BEL GK Strasbourg
## 1318 Nélson Semedo pt POR DF Wolves
## 1319 Luigi Sepe it ITA GK Salernitana
## 1320 Suat Serdar de GER MF,FW Hertha BSC
## 1321 Janni Serra de GER FW Arminia
## 1322 Ryan Sessegnon eng ENG DF Tottenham
## 1323 Salva Sevilla es ESP MF Mallorca
## 1324 Stephan El Shaarawy it ITA DF,FW Roma
## 1325 Luke Shaw eng ENG DF Manchester Utd
## 1326 Jonjo Shelvey eng ENG MF Newcastle Utd
## 1327 Adrien Silva pt POR MF Sampdoria
## 1328 André Silva pt POR FW RB Leipzig
## 1329 Bernardo Silva pt POR MF,FW Manchester City
## 1330 Caio Henrique Oliveira Silva br BRA DF Monaco
## 1331 David Silva es ESP MF Real Sociedad
## 1332 Rui Silva pt POR GK Betis
## 1333 Thiago Silva br BRA DF Chelsea
## 1334 Marco Silvestri it ITA GK Udinese
## 1335 Mohamed Simakan fr FRA DF RB Leipzig
## 1336 Giovanni Simeone ar ARG FW Hellas Verona
## 1337 Moses Simon ng NGA FW,MF Nantes
## 1338 Unai Simón es ESP GK Athletic Club
## 1339 Wilfried Singo ci CIV DF Torino
## 1340 Salvatore Sirigu it ITA GK Genoa
## 1341 Ibrahima Sissoko fr FRA MF,DF Strasbourg
## 1342 Moussa Sissoko fr FRA MF Watford
## 1343 Ellyes Skhiri tn TUN MF Köln
## 1344 Oliver Skipp eng ENG MF Tottenham
## 1345 Leo Skiri Østigård no NOR DF Genoa
## 1346 Lukasz Skorupski pl POL GK Bologna
## 1347 Milan Škriniar sk SVK DF Inter
## 1348 Chris Smalling eng ENG DF Roma
## 1349 Emile Smith Rowe eng ENG MF,FW Arsenal
## 1350 Cédric Soares pt POR DF Arsenal
## 1351 Danilo Soares br BRA DF Bochum
## 1352 Rubén Sobrino es ESP FW,MF Cádiz
## 1353 Carlos Soler es ESP MF Valencia
## 1354 Yann Sommer ch SUI GK M'Gladbach
## 1355 Son es ESP DF Levante
## 1356 David Soria es ESP GK Getafe
## 1357 Roberto Soriano it ITA MF,FW Bologna
## 1358 Borna Sosa hr CRO DF Stuttgart
## 1359 Florian Sotoca fr FRA FW,MF Lens
## 1360 Riccardo Sottil it ITA FW Fiorentina
## 1361 Tomáš Soucek cz CZE MF West Ham
## 1362 Adama Soumaoro fr FRA DF Bologna
## 1363 Boubakary Soumaré fr FRA MF Leicester City
## 1364 Arnaud Souquet fr FRA DF Montpellier
## 1365 Djibril Sow ch SUI MF Eint Frankfurt
## 1366 Çaglar Söyüncü tr TUR DF Leicester City
## 1367 Anton Stach de GER MF Mainz 05
## 1368 Kostas Stafylidis gr GRE DF,MF Bochum
## 1369 Niklas Stark de GER DF,MF Hertha BSC
## 1370 Calvin Stengs nl NED MF Nice
## 1371 Raheem Sterling eng ENG FW Manchester City
## 1372 Angelo Stiller de GER MF Hoffenheim
## 1373 Lars Stindl de GER MF,FW M'Gladbach
## 1374 Petar Stojanovic si SVN DF Empoli
## 1375 John Stones eng ENG DF Manchester City
## 1376 Thomas Strakosha al ALB GK Lazio
## 1377 Pascal Struijk nl NED DF Leeds United
## 1378 Stefano Sturaro it ITA MF Genoa
## 1379 Damián Suárez uy URU DF Getafe
## 1380 Denis Suárez es ESP MF Celta Vigo
## 1381 Luis Suárez uy URU FW Atlético Madrid
## 1382 Niklas Süle de GER DF Bayern Munich
## 1383 Kamaldeen Sulemana gh GHA MF,FW Rennes
## 1384 Mattias Svanberg se SWE MF Bologna
## 1385 Michael Svoboda at AUT DF Venezia
## 1386 Wojciech Szczesny pl POL GK Juventus
## 1387 Dominik Szoboszlai hu HUN MF,FW RB Leipzig
## 1388 Alexander Sørloth no NOR FW Real Sociedad
## 1389 Jonathan Tah de GER DF Leverkusen
## 1390 Flavien Tait fr FRA MF Rennes
## 1391 Adrien Tameze cm CMR MF,DF Hellas Verona
## 1392 Renato Tapia pe PER MF Celta Vigo
## 1393 Edmond Tapsoba bf BFA DF Leverkusen
## 1394 Florian Tardieu fr FRA MF Troyes
## 1395 Matt Targett eng ENG DF Aston Villa
## 1396 Matt Targett eng ENG DF Newcastle Utd
## 1397 James Tarkowski eng ENG DF Burnley
## 1398 Nuno Tavares pt POR DF Arsenal
## 1399 Charlie Taylor eng ENG DF Burnley
## 1400 Aurélien Tchouaméni fr FRA MF Monaco
## 1401 Alex Telles br BRA DF Manchester Utd
## 1402 Nahuel Tenaglia ar ARG DF Alavés
## 1403 Marc-André ter Stegen de GER GK Barcelona
## 1404 Pietro Terracciano it ITA GK Fiorentina
## 1405 Martin Terrier fr FRA FW,MF Rennes
## 1406 Arthur Theate be BEL DF Bologna
## 1407 Jan Thielmann de GER MF,FW Köln
## 1408 Luke Thomas eng ENG DF Leicester City
## 1409 Romain Thomas fr FRA DF Angers
## 1410 Adrien Thomasson fr FRA MF Strasbourg
## 1411 Morten Thorsby no NOR MF Sampdoria
## 1412 Khéphren Thuram-Ulie fr FRA MF Nice
## 1413 Youri Tielemans be BEL MF Leicester City
## 1414 Kieran Tierney sct SCO DF Arsenal
## 1415 Timothy Tillman de GER MF Greuther Fürth
## 1416 Jean-Clair Todibo fr FRA DF Nice
## 1417 Karl Toko Ekambi cm CMR FW Lyon
## 1418 Jeremy Toljan de GER DF Sassuolo
## 1419 Rafael Tolói it ITA DF Atalanta
## 1420 Raúl de Tomás es ESP FW Espanyol
## 1421 Tiago Tomás pt POR FW Stuttgart
## 1422 Takehiro Tomiyasu jp JPN DF Arsenal
## 1423 Fikayo Tomori eng ENG DF Milan
## 1424 Sandro Tonali it ITA MF Milan
## 1425 Ivan Toney eng ENG FW Brentford
## 1426 Lucas Torreira uy URU MF Fiorentina
## 1427 Raúl Torrente es ESP DF Granada
## 1428 Ferrán Torres es ESP FW Barcelona
## 1429 Óliver Torres es ESP MF,FW Sevilla
## 1430 Pau Torres es ESP DF Villarreal
## 1431 Lucas Torró es ESP MF Osasuna
## 1432 Lucas Tousart fr FRA MF Hertha BSC
## 1433 Yoann Touzghar tn TUN FW Troyes
## 1434 Andros Townsend eng ENG MF Everton
## 1435 Adama Traoré es ESP FW Wolves
## 1436 Boubacar Traoré ml MLI MF Metz
## 1437 Hamari Traoré ml MLI DF Rennes
## 1438 Ismaël Traoré ci CIV DF Angers
## 1439 Kevin Trapp de GER GK Eint Frankfurt
## 1440 Miguel Trauco pe PER DF Saint-Étienne
## 1441 Óscar Trejo ar ARG MF Rayo Vallecano
## 1442 Manu Trigueros es ESP MF,FW Villarreal
## 1443 Christopher Trimmel at AUT DF Union Berlin
## 1444 Francisco Trincão pt POR FW,MF Wolves
## 1445 William Troost-Ekong ng NGA DF Watford
## 1446 Leandro Trossard be BEL FW,MF Brighton
## 1447 Adrien Truffert fr FRA DF Rennes
## 1448 Tuta br BRA DF Eint Frankfurt
## 1449 Iyenoma Udogie it ITA DF Udinese
## 1450 Matthieu Udol fr FRA DF Metz
## 1451 Hwang Ui-jo kr KOR FW Bordeaux
## 1452 Enes Ünal tr TUR FW Getafe
## 1453 Cengiz Ünder tr TUR FW,MF Marseille
## 1454 Dayot Upamecano fr FRA DF Bayern Munich
## 1455 Mark Uth de GER MF,FW Köln
## 1456 Antonio Vacca it ITA MF Venezia
## 1457 Óscar Valentín es ESP MF Rayo Vallecano
## 1458 Martin Valjent sk SVK DF Mallorca
## 1459 Federico Valverde uy URU MF Real Madrid
## 1460 Vanderson br BRA FW,MF Monaco
## 1461 Raphaël Varane fr FRA DF Manchester Utd
## 1462 Jamie Vardy eng ENG FW Leicester City
## 1463 Ruben Vargas ch SUI MF,FW Augsburg
## 1464 Sebastian Vasiliadis gr GRE MF Arminia
## 1465 Johan Vásquez mx MEX DF Genoa
## 1466 José Luis García Vayá es ESP MF Levante
## 1467 Kevin Vázquez es ESP DF Celta Vigo
## 1468 Lucas Vázquez es ESP DF Real Madrid
## 1469 Miguel Veloso pt POR MF Hellas Verona
## 1470 Joël Veltman nl NED DF Brighton
## 1471 Unai Vencedor Paris es ESP MF Athletic Club
## 1472 Lorenzo Venuti it ITA DF Fiorentina
## 1473 Daniele Verde it ITA FW,MF Spezia
## 1474 Gonzalo Verdú es ESP DF Elche
## 1475 Jordan Veretout fr FRA MF Roma
## 1476 Marco Verratti it ITA MF Paris S-G
## 1477 Mikel Vesga es ESP MF Athletic Club
## 1478 Rúben Vezo pt POR DF Levante
## 1479 Guglielmo Vicario it ITA GK Empoli
## 1480 Aleix Vidal es ESP DF,MF Espanyol
## 1481 Nacho Vidal es ESP DF Osasuna
## 1482 Nick Viergever nl NED DF Greuther Fürth
## 1483 Matías Viña uy URU DF Roma
## 1484 Mattia Viti it ITA DF Empoli
## 1485 Daniel Vivian es ESP DF Athletic Club
## 1486 Dušan Vlahovic rs SRB FW Fiorentina
## 1487 Dušan Vlahovic rs SRB FW Juventus
## 1488 Kevin Vogt de GER DF Hoffenheim
## 1489 Mërgim Vojvoda xk KVX DF Torino
## 1490 Kevin Volland de GER MF,FW Monaco
## 1491 Aster Vranckx be BEL MF Wolfsburg
## 1492 Stefan de Vrij nl NED DF Inter
## 1493 Walace br BRA MF Udinese
## 1494 Kyle Walker eng ENG DF Manchester City
## 1495 Kyle Walker-Peters eng ENG DF Southampton
## 1496 Aaron Wan-Bissaka eng ENG DF Manchester Utd
## 1497 Joel Ward eng ENG DF Crystal Palace
## 1498 James Ward-Prowse eng ENG MF Southampton
## 1499 Daniel Wass dk DEN MF Valencia
## 1500 Ollie Watkins eng ENG FW Aston Villa
## 1501 Timothy Weah us USA MF,FW Lille
## 1502 Adam Webster eng ENG DF Brighton
## 1503 Wout Weghorst nl NED FW Burnley
## 1504 Wout Weghorst nl NED FW Wolfsburg
## 1505 Danny Welbeck eng ENG FW Brighton
## 1506 Timo Werner de GER FW,MF Chelsea
## 1507 Ashley Westwood eng ENG MF Burnley
## 1508 Ben White eng ENG DF Arsenal
## 1509 Silvan Widmer ch SUI DF Mainz 05
## 1510 Georginio Wijnaldum nl NED MF Paris S-G
## 1511 Jetro Willems nl NED DF Greuther Fürth
## 1512 Brandon Williams eng ENG DF Norwich City
## 1513 Iñaki Williams es ESP FW Athletic Club
## 1514 Nico Williams es ESP MF Athletic Club
## 1515 Joe Willock eng ENG MF Newcastle Utd
## 1516 Callum Wilson eng ENG FW Newcastle Utd
## 1517 Patrick Wimmer at AUT FW,MF Arminia
## 1518 Jonas Wind dk DEN FW,MF Wolfsburg
## 1519 Florian Wirtz de GER MF,FW Leverkusen
## 1520 Yoane Wissa cd COD FW,MF Brentford
## 1521 Axel Witsel be BEL MF,DF Dortmund
## 1522 Marius Wolf de GER DF,FW Dortmund
## 1523 Jeong Woo-yeong kr KOR FW,MF Freiburg
## 1524 Chris Wood nz NZL FW Burnley
## 1525 Chris Wood nz NZL FW Newcastle Utd
## 1526 Christopher Wooh cm CMR DF Lens
## 1527 Xeka pt POR MF Lille
## 1528 Granit Xhaka ch SUI MF,DF Arsenal
## 1529 Burak Yilmaz tr TUR FW Lille
## 1530 Maya Yoshida jp JPN DF Sampdoria
## 1531 Ashley Young eng ENG DF,FW Aston Villa
## 1532 Zaydou Youssouf fr FRA MF Saint-Étienne
## 1533 Mattia Zaccagni it ITA FW Lazio
## 1534 Wilfried Zaha ci CIV FW Crystal Palace
## 1535 Denis Zakaria ch SUI MF,DF M'Gladbach
## 1536 Joseba Zaldúa es ESP DF Real Sociedad
## 1537 Andre-Frank Zambo Anguissa cm CMR MF Napoli
## 1538 Nicolò Zaniolo it ITA FW Roma
## 1539 Duván Zapata co COL FW Atalanta
## 1540 Gabriele Zappa it ITA DF Cagliari
## 1541 Davide Zappacosta it ITA DF Atalanta
## 1542 Oier Zarraga es ESP MF Athletic Club
## 1543 Akim Zedadka dz ALG DF Clermont Foot
## 1544 Robin Zentner de GER GK Mainz 05
## 1545 Andi Zeqiri ch SUI FW,MF Augsburg
## 1546 Piotr Zielinski pl POL MF Napoli
## 1547 David Zima cz CZE DF Torino
## 1548 Oleksandr Zinchenko ua UKR DF Manchester City
## 1549 Hakim Ziyech ma MAR FW,MF Chelsea
## 1550 Nadir Zortea it ITA DF,MF Salernitana
## 1551 Kurt Zouma fr FRA DF West Ham
## 1552 Igor Zubeldia es ESP DF Real Sociedad
## 1553 Martín Zubimendi es ESP MF Real Sociedad
## 1554 Szymon Zurkowski pl POL MF Empoli
## 1555 Martin Ødegaard no NOR MF Arsenal
## 1556 Milan Ðuric ba BIH FW Salernitana
## Comp Age Born MP Starts Min 90s Gls Ast G-PK PK PKatt CrdY
## 1 eng Premier League 21 2000 34 32 NA 32.0 0 2 0 0 0 8
## 2 fr Ligue 1 33 1987 34 34 NA 33.1 2 0 2 0 0 5
## 3 fr Ligue 1 21 2000 31 29 NA 27.4 1 0 1 0 0 12
## 4 fr Ligue 1 28 1993 34 34 NA 32.8 0 2 0 0 0 9
## 5 it Serie A 23 1997 37 36 NA 34.3 17 4 14 3 3 9
## 6 it Serie A 33 1988 30 29 NA 28.2 4 0 4 0 0 2
## 7 es La Liga 29 1991 31 26 NA 25.1 1 3 1 0 0 10
## 8 eng Premier League 25 1996 30 23 NA 22.7 7 3 7 0 0 0
## 9 de Bundesliga 22 1999 24 12 NA 15.0 0 1 0 0 0 5
## 10 de Bundesliga 21 2000 25 13 NA 14.0 3 2 3 0 0 3
## 11 fr Ligue 1 21 2000 36 25 NA 25.1 1 7 1 0 0 5
## 12 es La Liga 25 1996 24 17 NA 18.0 0 1 0 0 0 4
## 13 fr Ligue 1 19 2002 27 21 NA 20.8 0 0 0 0 0 6
## 14 it Serie A 22 1998 23 12 NA 13.7 3 1 3 0 0 2
## 15 fr Ligue 1 25 1996 31 31 NA 30.4 2 2 2 0 0 3
## 16 fr Ligue 1 28 1993 28 22 NA 23.8 0 2 0 0 0 4
## 17 fr Ligue 1 22 1999 15 15 NA 15.0 0 1 0 0 0 6
## 18 fr Ligue 1 27 1994 25 11 NA 11.2 1 1 1 0 0 2
## 19 es La Liga 25 1995 32 30 NA 29.3 0 0 0 0 0 1
## 20 it Serie A 24 1996 21 17 NA 16.0 0 0 0 0 0 4
## 21 eng Premier League 20 2001 23 20 NA 20.3 1 2 1 0 0 4
## 22 eng Premier League 23 1998 24 23 NA 22.2 1 3 1 0 0 5
## 23 fr Ligue 1 27 1994 36 31 NA 30.4 12 8 9 3 3 5
## 24 de Bundesliga 26 1995 26 25 NA 25.1 1 0 1 0 0 3
## 25 es La Liga 28 1993 25 21 NA 20.5 0 0 0 0 0 4
## 26 de Bundesliga 26 1995 26 19 NA 17.0 2 2 2 0 0 5
## 27 es La Liga 29 1992 30 30 NA 29.4 2 3 2 0 0 2
## 28 es La Liga 22 1999 23 16 NA 15.8 0 1 0 0 0 5
## 29 es La Liga 32 1989 30 30 NA 29.4 2 10 2 0 0 11
## 30 it Serie A 28 1992 34 27 NA 26.1 5 9 5 0 0 5
## 31 es La Liga 35 1985 28 28 NA 27.4 0 0 0 0 0 8
## 32 eng Premier League 31 1989 17 11 NA 12.6 1 2 1 0 0 3
## 33 eng Premier League 30 1991 25 17 NA 17.0 1 4 1 0 0 2
## 34 es La Liga 30 1991 14 12 NA 12.3 2 0 2 0 0 7
## 35 es La Liga 24 1996 29 28 NA 26.7 2 0 2 0 0 15
## 36 es La Liga 26 1995 20 11 NA 11.8 2 2 2 0 0 7
## 37 fr Ligue 1 18 2002 12 12 NA 12.0 0 0 0 0 0 1
## 38 es La Liga 23 1998 33 30 NA 25.8 1 2 1 0 0 6
## 39 eng Premier League 22 1998 32 32 NA 31.7 2 12 2 0 0 2
## 40 fr Ligue 1 17 2004 32 21 NA 20.4 4 1 4 0 0 6
## 41 eng Premier League 28 1992 36 36 NA 36.0 0 1 0 0 0 0
## 42 eng Premier League 30 1991 28 25 NA 24.3 0 2 0 0 0 7
## 43 fr Ligue 1 26 1995 30 13 NA 16.5 1 2 1 0 0 1
## 44 eng Premier League 27 1994 30 19 NA 19.1 1 0 1 0 0 2
## 45 eng Premier League 30 1990 28 25 NA 24.1 4 4 4 0 0 8
## 46 it Serie A 22 1998 19 17 NA 16.3 1 0 1 0 0 5
## 47 es La Liga 26 1995 22 21 NA 20.7 0 0 0 0 0 6
## 48 es La Liga 38 1983 14 13 NA 12.2 1 3 1 0 0 2
## 49 eng Premier League 26 1994 28 23 NA 23.6 0 0 0 0 0 4
## 50 it Serie A 23 1998 32 31 NA 29.4 1 1 1 0 0 9
## 51 it Serie A 20 2000 29 26 NA 25.4 0 3 0 0 0 13
## 52 eng Premier League 25 1996 34 32 NA 32.4 0 3 0 0 0 4
## 53 it Serie A 28 1993 38 33 NA 32.1 6 8 6 0 0 2
## 54 de Bundesliga 30 1991 26 13 NA 14.0 3 1 3 0 0 3
## 55 de Bundesliga 22 1998 17 12 NA 11.6 0 0 0 0 0 4
## 56 fr Ligue 1 30 1990 33 33 NA 30.6 2 1 2 0 0 12
## 57 de Bundesliga 26 1994 26 21 NA 20.2 4 2 4 0 0 5
## 58 es La Liga 31 1989 23 12 NA 12.0 1 1 1 0 0 2
## 59 de Bundesliga 24 1997 29 26 NA 25.5 2 5 2 0 0 3
## 60 de Bundesliga 25 1996 29 29 NA 28.8 2 1 2 0 0 6
## 61 eng Premier League 31 1990 36 34 NA 33.0 10 8 10 0 1 8
## 62 de Bundesliga 27 1994 25 12 NA 12.6 1 1 1 0 0 2
## 63 fr Ligue 1 23 1998 36 29 NA 27.8 6 4 6 0 0 1
## 64 fr Ligue 1 19 2002 35 11 NA 12.0 0 4 0 0 0 2
## 65 fr Ligue 1 29 1992 32 22 NA 23.3 0 0 0 0 0 4
## 66 es La Liga 25 1995 31 31 NA 29.6 0 5 0 0 0 13
## 67 it Serie A 26 1995 32 25 NA 23.3 7 5 4 3 4 6
## 68 de Bundesliga 32 1989 26 16 NA 17.5 1 4 1 0 0 2
## 69 es La Liga 29 1991 34 29 NA 29.1 0 0 0 0 0 4
## 70 es La Liga 22 1999 30 25 NA 25.2 4 0 4 0 0 6
## 71 eng Premier League 24 1997 23 17 NA 15.7 2 2 2 0 0 1
## 72 eng Premier League 29 1992 25 15 NA 16.4 2 0 2 0 0 1
## 73 it Serie A 32 1989 33 32 NA 29.9 14 1 12 2 3 6
## 74 de Bundesliga 27 1994 34 34 NA 33.3 4 2 4 0 0 4
## 75 it Serie A 30 1990 30 22 NA 18.4 1 0 1 0 0 9
## 76 de Bundesliga 26 1994 27 20 NA 17.9 3 4 3 0 0 1
## 77 de Bundesliga 24 1997 28 27 NA 26.4 0 1 0 0 0 5
## 78 es La Liga 25 1996 31 19 NA 19.2 10 0 10 0 0 2
## 79 it Serie A 19 2002 23 14 NA 15.0 1 1 1 0 0 2
## 80 es La Liga 33 1987 37 36 NA 34.3 18 5 15 3 5 9
## 81 fr Ligue 1 25 1996 17 13 NA 12.7 2 1 2 0 0 4
## 82 eng Premier League 32 1989 14 12 NA 11.5 4 1 4 0 2 3
## 83 es La Liga 32 1989 17 13 NA 12.0 11 1 11 0 0 0
## 84 it Serie A 24 1997 29 29 NA 28.4 0 0 0 0 0 2
## 85 it Serie A 26 1994 36 25 NA 26.6 1 1 1 0 0 0
## 86 es La Liga 28 1992 19 10 NA 11.2 0 1 0 0 0 4
## 87 es La Liga 27 1994 36 22 NA 20.8 6 1 5 1 1 9
## 88 de Bundesliga 23 1997 31 29 NA 24.2 15 1 13 2 2 1
## 89 eng Premier League 29 1991 31 23 NA 22.4 3 3 3 0 0 2
## 90 it Serie A 26 1994 23 14 NA 15.0 1 0 1 0 0 2
## 91 eng Premier League 29 1991 26 26 NA 25.2 2 2 2 0 0 4
## 92 eng Premier League 31 1989 27 24 NA 23.0 1 2 1 0 0 3
## 93 es La Liga 25 1996 26 23 NA 21.5 2 0 2 0 0 9
## 94 eng Premier League 27 1994 12 12 NA 12.0 0 0 0 0 0 0
## 95 it Serie A 32 1989 34 34 NA 31.6 1 0 1 0 0 4
## 96 es La Liga 29 1992 24 24 NA 24.0 0 0 0 0 0 2
## 97 fr Ligue 1 20 2001 24 21 NA 20.4 1 0 1 0 0 4
## 98 fr Ligue 1 29 1992 29 12 NA 12.2 3 1 3 0 0 0
## 99 it Serie A 22 1999 35 23 NA 22.8 6 5 3 3 3 3
## 100 de Bundesliga 21 2000 25 19 NA 20.2 0 4 0 0 0 6
## 101 de Bundesliga 23 1998 34 28 NA 27.2 3 5 3 0 0 4
## 102 it Serie A 26 1995 26 14 NA 13.7 3 1 3 0 0 2
## 103 es La Liga 33 1988 26 23 NA 22.5 0 0 0 0 0 2
## 104 es La Liga 29 1992 35 35 NA 35.0 1 2 1 0 0 10
## 105 fr Ligue 1 25 1996 31 28 NA 27.0 1 2 1 0 0 3
## 106 it Serie A 26 1995 35 24 NA 21.7 2 3 2 0 0 10
## 107 it Serie A 27 1993 17 13 NA 13.5 0 0 0 0 0 1
## 108 it Serie A 26 1994 29 27 NA 26.0 11 4 7 4 4 4
## 109 fr Ligue 1 20 2000 33 30 NA 28.8 2 2 2 0 0 3
## 110 es La Liga 26 1995 30 17 NA 18.9 3 3 1 2 2 3
## 111 es La Liga 23 1997 25 18 NA 16.5 1 1 1 0 0 9
## 112 it Serie A 24 1997 36 36 NA 32.4 3 11 3 0 0 9
## 113 eng Premier League 23 1997 32 24 NA 23.3 6 10 6 0 0 2
## 114 es La Liga 34 1987 16 12 NA 11.3 0 0 0 0 0 5
## 115 de Bundesliga 21 2000 31 20 NA 19.9 1 2 1 0 0 3
## 116 de Bundesliga 26 1994 24 20 NA 18.1 2 0 2 0 0 1
## 117 it Serie A 22 1998 34 25 NA 23.7 6 6 6 0 0 0
## 118 es La Liga 30 1991 23 23 NA 22.1 1 0 1 0 0 5
## 119 it Serie A 22 1999 31 29 NA 25.7 1 2 1 0 0 4
## 120 it Serie A 24 1996 31 26 NA 25.4 3 3 3 0 0 5
## 121 es La Liga 30 1991 26 12 NA 13.1 0 0 0 0 0 4
## 122 de Bundesliga 21 2000 26 18 NA 18.8 0 0 0 0 0 5
## 123 de Bundesliga 31 1990 33 33 NA 33.0 0 0 0 0 0 1
## 124 de Bundesliga 25 1996 25 25 NA 24.1 1 2 1 0 0 5
## 125 de Bundesliga 21 1999 29 23 NA 21.0 7 2 7 0 0 5
## 126 fr Ligue 1 23 1998 32 27 NA 26.8 14 5 12 2 3 1
## 127 de Bundesliga 27 1994 28 25 NA 23.2 7 2 7 0 0 0
## 128 it Serie A 25 1996 35 35 NA 34.8 2 1 2 0 0 10
## 129 de Bundesliga 26 1995 28 22 NA 19.5 4 6 4 0 0 4
## 130 eng Premier League 25 1996 31 30 NA 29.2 4 0 4 0 0 10
## 131 it Serie A 31 1990 23 21 NA 21.5 0 0 0 0 0 1
## 132 de Bundesliga 29 1992 26 17 NA 18.2 5 2 4 1 1 1
## 133 fr Ligue 1 27 1994 31 26 NA 25.7 0 0 0 0 0 2
## 134 de Bundesliga 29 1991 33 33 NA 31.8 2 0 2 0 0 9
## 135 de Bundesliga 19 2001 22 20 NA 19.6 0 0 0 0 0 5
## 136 it Serie A 21 2000 31 27 NA 27.7 1 2 1 0 0 3
## 137 fr Ligue 1 23 1998 36 26 NA 25.9 2 3 2 0 0 5
## 138 es La Liga 26 1995 23 22 NA 22.0 0 2 0 0 0 2
## 139 de Bundesliga 18 2003 32 32 NA 31.0 3 8 3 0 0 9
## 140 it Serie A 27 1993 22 16 NA 15.2 8 1 5 3 3 1
## 141 es La Liga 22 1999 37 31 NA 28.9 1 0 1 0 0 4
## 142 fr Ligue 1 30 1990 37 29 NA 28.1 25 5 17 8 8 3
## 143 fr Ligue 1 28 1993 37 37 NA 37.0 0 0 0 0 0 2
## 144 it Serie A 23 1997 31 15 NA 16.9 2 1 2 0 0 7
## 145 eng Premier League 25 1995 32 26 NA 24.1 8 6 8 0 0 0
## 146 de Bundesliga 26 1995 23 22 NA 22.4 4 1 2 2 2 6
## 147 fr Ligue 1 26 1994 18 18 NA 16.8 1 0 1 0 0 4
## 148 eng Premier League 24 1997 17 16 NA 15.1 0 4 0 0 0 5
## 149 it Serie A 24 1997 19 13 NA 12.8 0 1 0 0 0 1
## 150 eng Premier League 30 1990 25 11 NA 12.7 4 1 4 0 0 3
## 151 es La Liga 33 1987 32 31 NA 28.8 27 12 20 7 11 0
## 152 it Serie A 26 1994 33 33 NA 31.3 15 14 9 6 6 9
## 153 es La Liga 31 1990 14 11 NA 11.3 1 2 1 0 0 3
## 154 es La Liga 26 1995 34 24 NA 24.1 3 6 3 0 1 8
## 155 it Serie A 29 1992 35 35 NA 32.7 0 3 0 0 0 12
## 156 eng Premier League 30 1990 18 13 NA 12.2 0 1 0 0 0 2
## 157 it Serie A 27 1994 28 16 NA 16.4 1 3 1 0 0 5
## 158 fr Ligue 1 24 1997 13 13 NA 13.0 0 0 0 0 0 0
## 159 fr Ligue 1 24 1997 19 19 NA 19.0 0 0 0 0 0 0
## 160 fr Ligue 1 31 1990 29 22 NA 19.2 1 5 1 0 0 0
## 161 it Serie A 23 1998 28 24 NA 24.1 11 0 11 0 0 1
## 162 de Bundesliga 21 2000 17 15 NA 15.4 0 0 0 0 0 5
## 163 fr Ligue 1 21 2000 33 26 NA 25.5 1 2 1 0 0 10
## 164 es La Liga 30 1990 19 19 NA 17.2 1 0 1 0 0 6
## 165 fr Ligue 1 19 2001 21 15 NA 13.3 2 4 1 1 1 2
## 166 it Serie A 28 1992 37 37 NA 35.0 4 1 3 1 2 5
## 167 eng Premier League 24 1996 26 25 NA 23.5 1 2 1 0 0 10
## 168 fr Ligue 1 30 1991 38 38 NA 38.0 0 1 0 0 0 1
## 169 fr Ligue 1 23 1997 35 35 NA 32.9 10 5 5 5 5 10
## 170 fr Ligue 1 32 1988 24 19 NA 18.0 0 1 0 0 0 6
## 171 de Bundesliga 27 1994 33 19 NA 20.0 2 2 2 0 0 3
## 172 it Serie A 31 1989 31 28 NA 25.2 4 4 4 0 0 8
## 173 it Serie A 24 1997 32 19 NA 20.7 10 0 8 2 2 6
## 174 it Serie A 25 1996 22 14 NA 13.4 0 0 0 0 0 4
## 175 it Serie A 34 1987 24 22 NA 22.3 5 0 2 3 3 1
## 176 de Bundesliga 22 1999 27 23 NA 22.3 1 0 1 0 0 4
## 177 de Bundesliga 25 1995 31 28 NA 26.4 8 4 8 0 0 5
## 178 fr Ligue 1 21 2000 25 25 NA 25.0 3 1 3 0 0 4
## 179 fr Ligue 1 26 1994 34 28 NA 27.1 9 6 9 0 0 4
## 180 fr Ligue 1 21 1999 29 21 NA 18.0 3 2 3 0 0 7
## 181 fr Ligue 1 31 1990 30 27 NA 25.0 3 4 2 1 1 2
## 182 fr Ligue 1 27 1993 29 28 NA 25.9 8 4 5 3 3 6
## 183 fr Ligue 1 28 1993 24 18 NA 17.0 4 2 4 0 0 1
## 184 es La Liga 30 1991 31 31 NA 31.0 0 2 0 0 0 2
## 185 fr Ligue 1 27 1994 38 38 NA 35.5 11 12 11 0 0 2
## 186 eng Premier League 24 1996 36 34 NA 33.1 12 10 12 0 0 6
## 187 de Bundesliga 30 1990 23 22 NA 21.1 0 0 0 0 0 1
## 188 es La Liga 25 1996 24 22 NA 19.0 7 3 7 0 0 3
## 189 de Bundesliga 25 1996 31 22 NA 23.1 9 8 9 0 0 3
## 190 es La Liga 29 1992 35 27 NA 26.7 1 2 1 0 0 8
## 191 fr Ligue 1 21 1999 31 23 NA 25.1 1 0 1 0 0 4
## 192 es La Liga 38 1983 17 17 NA 16.2 0 0 0 0 0 2
## 193 it Serie A 23 1998 32 26 NA 25.4 7 2 7 0 0 1
## 194 it Serie A 24 1997 33 33 NA 32.1 3 1 3 0 0 7
## 195 eng Premier League 19 2001 32 21 NA 21.9 6 0 6 0 0 2
## 196 fr Ligue 1 26 1995 30 28 NA 28.3 1 2 1 0 0 10
## 197 de Bundesliga 28 1993 31 29 NA 29.1 1 1 1 0 0 2
## 198 eng Premier League 25 1995 35 32 NA 32.8 2 3 2 0 0 10
## 199 it Serie A 28 1992 35 35 NA 32.6 2 1 2 0 0 7
## 200 de Bundesliga 27 1994 27 26 NA 24.3 0 1 0 0 0 6
## 201 es La Liga 30 1991 28 20 NA 19.3 8 2 6 2 2 3
## 202 eng Premier League 24 1996 35 22 NA 21.1 4 6 4 0 0 1
## 203 fr Ligue 1 22 1998 24 10 NA 11.2 2 4 2 0 0 1
## 204 it Serie A 22 1999 23 12 NA 13.1 0 1 0 0 0 5
## 205 de Bundesliga 31 1989 14 14 NA 14.0 0 0 0 0 0 0
## 206 de Bundesliga 21 2000 34 32 NA 29.0 11 3 10 1 1 0
## 207 eng Premier League 29 1992 16 16 NA 16.0 0 1 0 0 0 4
## 208 eng Premier League 29 1992 13 12 NA 11.4 1 0 1 0 0 4
## 209 fr Ligue 1 21 1999 18 13 NA 14.4 1 0 1 0 0 3
## 210 it Serie A 19 2002 29 23 NA 21.7 1 1 1 0 0 8
## 211 es La Liga 33 1988 36 36 NA 35.5 2 0 2 0 0 12
## 212 eng Premier League 27 1993 15 11 NA 11.4 0 0 0 0 0 3
## 213 fr Ligue 1 27 1994 24 24 NA 22.3 0 5 0 0 0 4
## 214 es La Liga 30 1991 37 37 NA 37.0 2 0 2 0 0 7
## 215 fr Ligue 1 24 1997 37 26 NA 26.6 1 3 1 0 0 4
## 216 fr Ligue 1 27 1994 19 17 NA 17.1 0 0 0 0 0 1
## 217 it Serie A 24 1996 26 24 NA 23.5 2 2 2 0 0 2
## 218 it Serie A 27 1994 31 30 NA 30.0 1 0 1 0 0 9
## 219 es La Liga 25 1995 16 13 NA 12.1 0 0 0 0 0 3
## 220 fr Ligue 1 24 1996 26 24 NA 22.9 2 0 2 0 0 6
## 221 it Serie A 27 1994 34 33 NA 27.6 7 12 4 3 3 11
## 222 de Bundesliga 33 1988 28 24 NA 22.3 4 2 1 3 3 4
## 223 it Serie A 34 1987 30 16 NA 14.4 1 2 1 0 0 0
## 224 eng Premier League 24 1997 17 15 NA 14.3 5 2 3 2 3 2
## 225 fr Ligue 1 23 1998 35 34 NA 34.1 3 0 3 0 0 8
## 226 es La Liga 18 2002 25 12 NA 13.2 2 1 2 0 0 8
## 227 it Serie A 21 2000 26 21 NA 19.9 1 4 1 0 0 5
## 228 es La Liga 28 1993 20 16 NA 15.8 2 2 2 0 1 6
## 229 de Bundesliga 27 1994 24 19 NA 18.8 5 1 1 4 4 5
## 230 es La Liga 30 1991 34 33 NA 31.0 5 8 5 0 0 6
## 231 eng Premier League 27 1994 36 36 NA 35.9 1 7 1 0 0 7
## 232 it Serie A 34 1987 36 36 NA 34.7 7 10 6 1 2 6
## 233 eng Premier League 24 1997 31 25 NA 23.1 3 2 3 0 0 8
## 234 fr Ligue 1 34 1987 30 12 NA 13.3 0 1 0 0 0 1
## 235 es La Liga 33 1988 30 26 NA 25.4 1 1 1 0 0 9
## 236 it Serie A 28 1993 35 33 NA 30.4 12 7 10 2 2 4
## 237 it Serie A 33 1987 36 31 NA 31.0 11 3 11 0 1 0
## 238 fr Ligue 1 21 2000 31 26 NA 25.9 0 0 0 0 0 5
## 239 it Serie A 20 2001 30 25 NA 24.6 0 0 0 0 0 6
## 240 es La Liga 28 1993 25 17 NA 17.2 0 1 0 0 0 2
## 241 es La Liga 24 1997 24 24 NA 24.0 0 0 0 0 0 3
## 242 fr Ligue 1 23 1997 32 13 NA 14.8 4 2 4 0 0 2
## 243 fr Ligue 1 24 1996 28 17 NA 17.5 0 0 0 0 0 3
## 244 es La Liga 28 1993 34 34 NA 32.9 3 0 3 0 0 4
## 245 es La Liga 27 1993 34 28 NA 28.7 6 6 4 2 2 5
## 246 es La Liga 30 1991 29 11 NA 13.0 2 0 2 0 0 3
## 247 es La Liga 29 1992 24 17 NA 17.2 1 3 1 0 0 1
## 248 es La Liga 29 1992 33 20 NA 20.1 2 3 2 0 0 6
## 249 it Serie A 23 1998 36 30 NA 28.7 0 1 0 0 0 10
## 250 es La Liga 29 1992 32 31 NA 28.5 1 3 1 0 0 11
## 251 eng Premier League 23 1997 38 38 NA 37.5 4 3 4 0 0 8
## 252 es La Liga 34 1986 14 14 NA 14.0 0 0 0 0 0 3
## 253 eng Premier League 25 1995 27 22 NA 23.6 1 0 1 0 0 1
## 254 de Bundesliga 29 1992 28 28 NA 28.0 0 0 0 0 0 1
## 255 fr Ligue 1 26 1995 28 28 NA 27.9 1 0 1 0 0 8
## 256 eng Premier League 27 1994 13 10 NA 11.4 2 0 2 0 0 1
## 257 it Serie A 24 1997 23 16 NA 15.5 1 1 1 0 0 4
## 258 it Serie A 26 1994 32 19 NA 19.0 1 2 1 0 0 8
## 259 es La Liga 26 1994 36 36 NA 36.0 2 2 2 0 0 8
## 260 eng Premier League 32 1989 31 27 NA 26.6 0 1 0 0 0 3
## 261 it Serie A 25 1995 35 35 NA 34.7 2 1 2 0 0 7
## 262 it Serie A 29 1992 34 29 NA 26.2 1 0 1 0 0 12
## 263 fr Ligue 1 24 1997 32 30 NA 30.0 2 3 2 0 0 10
## 264 fr Ligue 1 25 1996 19 18 NA 17.6 4 1 4 0 0 3
## 265 it Serie A 31 1989 24 16 NA 16.1 1 1 1 0 0 3
## 266 es La Liga 27 1994 33 21 NA 20.0 4 3 4 0 0 5
## 267 fr Ligue 1 26 1995 17 17 NA 17.0 0 0 0 0 0 0
## 268 eng Premier League 22 1999 20 17 NA 16.1 3 1 3 0 0 2
## 269 de Bundesliga 31 1990 17 15 NA 13.5 0 0 0 0 0 4
## 270 fr Ligue 1 26 1994 32 31 NA 29.8 3 0 3 0 0 6
## 271 fr Ligue 1 30 1991 34 31 NA 30.2 5 2 5 0 0 4
## 272 it Serie A 36 1984 21 16 NA 15.0 0 0 0 0 0 2
## 273 it Serie A 31 1989 29 27 NA 25.6 0 0 0 0 0 4
## 274 fr Ligue 1 24 1997 31 31 NA 29.3 3 1 3 0 0 6
## 275 fr Ligue 1 19 2001 36 33 NA 32.6 1 1 1 0 0 5
## 276 eng Premier League 25 1996 19 17 NA 16.6 0 0 0 0 0 2
## 277 de Bundesliga 24 1996 27 22 NA 22.8 0 0 0 0 0 5
## 278 es La Liga 22 1999 27 12 NA 14.8 3 3 3 0 0 4
## 279 es La Liga 21 2000 25 20 NA 20.3 0 0 0 0 0 2
## 280 es La Liga 32 1989 17 17 NA 16.2 0 1 0 0 0 1
## 281 es La Liga 27 1994 31 11 NA 12.2 2 1 2 0 0 5
## 282 eng Premier League 31 1989 13 12 NA 11.3 0 1 0 0 0 2
## 283 fr Ligue 1 28 1992 37 35 NA 33.8 5 11 5 0 0 3
## 284 es La Liga 29 1992 19 18 NA 16.8 0 0 0 0 0 6
## 285 eng Premier League 31 1989 28 20 NA 18.0 0 2 0 0 0 2
## 286 eng Premier League 30 1991 16 15 NA 15.0 0 1 0 0 0 1
## 287 eng Premier League 28 1993 38 38 NA 37.3 4 0 4 0 0 4
## 288 eng Premier League 32 1988 30 30 NA 29.5 1 0 1 0 0 4
## 289 es La Liga 22 1999 17 13 NA 11.3 2 1 2 0 0 1
## 290 it Serie A 28 1992 32 31 NA 30.5 0 0 0 0 0 6
## 291 eng Premier League 20 2001 19 18 NA 18.6 2 0 2 0 0 2
## 292 de Bundesliga 25 1996 21 16 NA 15.1 6 2 6 0 0 1
## 293 es La Liga 24 1996 35 32 NA 29.8 1 2 1 0 0 12
## 294 it Serie A 34 1987 37 37 NA 36.9 0 0 0 0 0 2
## 295 fr Ligue 1 23 1998 17 17 NA 15.0 0 1 0 0 0 2
## 296 eng Premier League 29 1991 21 21 NA 20.2 0 1 0 0 0 5
## 297 fr Ligue 1 30 1990 28 13 NA 14.7 0 3 0 0 0 0
## 298 eng Premier League 32 1989 20 20 NA 18.6 1 0 1 0 0 4
## 299 eng Premier League 24 1996 26 21 NA 19.6 9 1 9 0 1 2
## 300 es La Liga 28 1993 18 12 NA 12.9 2 4 2 0 0 2
## 301 es La Liga 26 1995 36 21 NA 20.6 12 5 12 0 0 3
## 302 it Serie A 26 1994 26 12 NA 11.4 6 1 6 0 0 2
## 303 es La Liga 22 1999 19 18 NA 15.7 0 1 0 0 0 5
## 304 fr Ligue 1 20 2001 33 16 NA 16.3 3 5 3 0 0 2
## 305 es La Liga 27 1994 22 13 NA 12.4 0 1 0 0 0 3
## 306 es La Liga 33 1988 25 21 NA 20.3 0 4 0 0 0 5
## 307 fr Ligue 1 34 1987 25 25 NA 25.0 0 0 0 0 0 1
## 308 eng Premier League 28 1992 28 25 NA 24.5 0 4 0 0 0 5
## 309 it Serie A 25 1996 31 29 NA 25.9 0 0 0 0 0 3
## 310 de Bundesliga 20 2001 21 11 NA 12.0 0 1 0 0 0 8
## 311 es La Liga 29 1992 36 36 NA 36.0 0 0 0 0 0 1
## 312 eng Premier League 29 1992 19 16 NA 14.8 5 3 5 0 0 0
## 313 fr Ligue 1 22 1999 34 32 NA 30.8 2 2 2 0 0 2
## 314 it Serie A 27 1994 35 35 NA 35.0 0 0 0 0 0 3
## 315 eng Premier League 31 1989 31 31 NA 30.3 2 3 2 0 0 3
## 316 it Serie A 34 1986 20 18 NA 18.0 6 1 0 6 7 4
## 317 it Serie A 26 1995 34 29 NA 29.8 2 0 2 0 0 9
## 318 it Serie A 25 1995 34 22 NA 20.9 3 1 3 0 0 3
## 319 es La Liga 29 1992 23 22 NA 21.5 0 0 0 0 0 4
## 320 it Serie A 33 1988 33 28 NA 27.6 4 3 4 0 0 9
## 321 eng Premier League 22 1999 25 11 NA 12.7 5 2 5 0 0 3
## 322 eng Premier League 23 1998 35 35 NA 34.3 1 1 1 0 0 6
## 323 es La Liga 21 1999 32 31 NA 29.8 1 0 1 0 0 6
## 324 es La Liga 22 1999 29 8 NA 11.8 6 4 6 0 0 3
## 325 it Serie A 23 1998 28 15 NA 15.6 3 0 3 0 0 1
## 326 fr Ligue 1 26 1995 24 17 NA 16.6 2 3 2 0 0 3
## 327 de Bundesliga 31 1990 17 16 NA 15.6 0 1 0 0 0 4
## 328 it Serie A 32 1988 20 9 NA 11.1 1 1 1 0 0 2
## 329 fr Ligue 1 33 1988 17 13 NA 12.5 0 0 0 0 0 5
## 330 de Bundesliga 29 1992 27 17 NA 14.6 3 4 3 0 0 5
## 331 de Bundesliga 25 1996 22 20 NA 18.4 2 3 2 0 0 7
## 332 eng Premier League 22 1998 23 13 NA 12.9 5 3 5 0 0 2
## 333 eng Premier League 30 1991 34 34 NA 32.4 1 1 1 0 0 5
## 334 eng Premier League 22 1999 24 19 NA 20.0 0 0 0 0 0 4
## 335 fr Ligue 1 20 2001 24 14 NA 14.4 0 0 0 0 0 4
## 336 it Serie A 30 1991 22 22 NA 21.0 1 2 1 0 0 6
## 337 fr Ligue 1 22 1998 33 32 NA 31.0 2 2 2 0 0 9
## 338 fr Ligue 1 37 1983 34 33 NA 31.9 0 0 0 0 0 7
## 339 es La Liga 27 1993 36 36 NA 34.7 3 9 3 0 0 4
## 340 de Bundesliga 30 1990 25 23 NA 19.8 2 5 2 0 0 6
## 341 it Serie A 31 1989 25 18 NA 16.7 2 1 2 0 0 4
## 342 fr Ligue 1 21 2000 38 32 NA 31.2 15 0 13 2 3 3
## 343 de Bundesliga 20 2000 22 20 NA 19.3 0 3 0 0 0 3
## 344 eng Premier League 28 1993 29 28 NA 28.2 1 1 1 0 0 6
## 345 it Serie A 26 1995 17 13 NA 13.3 0 0 0 0 0 3
## 346 eng Premier League 31 1990 34 30 NA 30.6 2 2 2 0 0 5
## 347 eng Premier League 30 1991 30 25 NA 24.5 15 8 15 0 0 2
## 348 es La Liga 27 1994 36 24 NA 23.9 3 1 3 0 0 7
## 349 it Serie A 28 1992 20 13 NA 13.0 1 2 1 0 0 2
## 350 it Serie A 33 1988 31 27 NA 25.5 3 2 3 0 0 7
## 351 it Serie A 30 1991 38 11 NA 15.1 2 2 2 0 0 3
## 352 it Serie A 25 1995 33 28 NA 23.7 4 1 4 0 0 5
## 353 fr Ligue 1 29 1992 29 26 NA 25.7 1 2 1 0 0 4
## 354 es La Liga 29 1991 26 15 NA 17.2 2 1 2 0 0 4
## 355 fr Ligue 1 29 1991 32 26 NA 27.2 16 2 13 3 3 3
## 356 fr Ligue 1 25 1996 30 25 NA 24.5 21 4 16 5 5 6
## 357 es La Liga 24 1997 21 15 NA 15.7 1 13 1 0 0 3
## 358 it Serie A 23 1998 28 22 NA 21.3 1 2 1 0 0 8
## 359 de Bundesliga 28 1993 29 23 NA 22.8 1 4 0 1 2 10
## 360 fr Ligue 1 26 1995 15 12 NA 11.1 3 0 3 0 0 2
## 361 eng Premier League 26 1995 30 21 NA 21.7 2 2 2 0 0 4
## 362 eng Premier League 23 1997 33 30 NA 28.7 10 6 10 0 0 9
## 363 es La Liga 27 1994 28 20 NA 20.6 12 2 8 4 5 3
## 364 fr Ligue 1 27 1994 15 15 NA 14.5 0 0 0 0 0 0
## 365 es La Liga 20 2000 21 17 NA 16.8 0 3 0 0 0 2
## 366 it Serie A 30 1991 27 21 NA 19.4 9 1 9 0 0 4
## 367 it Serie A 27 1994 34 31 NA 29.1 13 5 12 1 1 9
## 368 eng Premier League 22 1998 28 23 NA 23.4 1 3 1 0 0 4
## 369 it Serie A 27 1994 26 17 NA 15.2 5 0 5 0 0 2
## 370 it Serie A 27 1993 33 33 NA 31.9 1 4 1 0 0 3
## 371 fr Ligue 1 33 1988 26 19 NA 18.3 5 7 5 0 0 2
## 372 it Serie A 31 1990 18 14 NA 13.9 0 0 0 0 0 3
## 373 es La Liga 24 1996 25 13 NA 14.1 5 5 5 0 0 3
## 374 de Bundesliga 22 1999 32 32 NA 30.7 13 12 13 0 1 10
## 375 es La Liga 24 1996 29 21 NA 21.6 0 1 0 0 0 11
## 376 fr Ligue 1 26 1995 31 16 NA 17.1 11 1 9 2 2 2
## 377 eng Premier League 22 1999 23 10 NA 11.4 0 2 0 0 0 1
## 378 eng Premier League 24 1996 35 34 NA 32.4 11 3 7 4 4 7
## 379 eng Premier League 24 1997 29 27 NA 26.7 2 4 2 0 0 5
## 380 it Serie A 21 1999 31 25 NA 20.6 3 3 3 0 0 4
## 381 es La Liga 33 1988 22 18 NA 16.7 1 0 1 0 0 5
## 382 eng Premier League 27 1994 35 35 NA 34.1 0 0 0 0 0 1
## 383 eng Premier League 28 1993 16 16 NA 14.1 0 4 0 0 0 2
## 384 eng Premier League 28 1993 13 13 NA 13.0 0 0 0 0 0 4
## 385 eng Premier League 30 1991 34 34 NA 34.0 3 1 3 0 0 3
## 386 fr Ligue 1 23 1998 32 19 NA 19.2 2 6 2 0 0 3
## 387 it Serie A 23 1997 32 13 NA 15.9 2 3 2 0 1 1
## 388 es La Liga 27 1993 31 30 NA 30.8 0 0 0 0 0 0
## 389 fr Ligue 1 30 1991 25 12 NA 12.0 2 4 2 0 0 3
## 390 fr Ligue 1 21 2000 30 24 NA 21.6 6 4 6 0 0 6
## 391 fr Ligue 1 23 1998 32 30 NA 30.2 1 0 1 0 0 5
## 392 es La Liga 34 1987 38 38 NA 38.0 0 0 0 0 0 1
## 393 fr Ligue 1 21 2000 28 26 NA 25.9 1 1 1 0 0 4
## 394 es La Liga 29 1991 35 35 NA 34.6 0 1 0 0 0 11
## 395 it Serie A 28 1992 25 21 NA 19.3 0 0 0 0 0 6
## 396 fr Ligue 1 26 1994 31 30 NA 29.9 1 0 1 0 0 10
## 397 it Serie A 28 1993 31 25 NA 25.1 1 1 1 0 0 6
## 398 fr Ligue 1 23 1998 24 23 NA 23.5 0 0 0 0 0 1
## 399 fr Ligue 1 23 1997 26 19 NA 16.6 6 2 4 2 2 0
## 400 it Serie A 23 1998 28 23 NA 22.4 0 3 0 0 0 8
## 401 fr Ligue 1 22 1999 17 17 NA 17.0 0 0 0 0 0 3
## 402 de Bundesliga 23 1998 30 27 NA 25.8 1 0 1 0 0 8
## 403 eng Premier League 23 1997 35 35 NA 34.0 5 0 5 0 0 8
## 404 fr Ligue 1 29 1992 35 23 NA 22.3 3 1 3 0 0 4
## 405 fr Ligue 1 17 2003 31 20 NA 20.0 1 0 1 0 0 7
## 406 eng Premier League 28 1993 30 29 NA 28.2 2 4 2 0 0 6
## 407 fr Ligue 1 21 2000 34 33 NA 32.7 1 4 1 0 0 7
## 408 fr Ligue 1 24 1996 27 27 NA 24.7 0 1 0 0 0 10
## 409 fr Ligue 1 32 1989 16 16 NA 16.0 0 0 0 0 0 0
## 410 es La Liga 26 1995 21 19 NA 18.7 1 0 1 0 0 7
## 411 es La Liga 32 1989 23 20 NA 19.7 2 0 2 0 0 5
## 412 es La Liga 25 1995 34 31 NA 29.1 0 4 0 0 0 12
## 413 fr Ligue 1 26 1994 23 20 NA 19.4 0 0 0 0 0 5
## 414 eng Premier League 32 1989 26 26 NA 26.0 0 0 0 0 0 1
## 415 de Bundesliga 26 1994 31 20 NA 17.9 2 0 2 0 0 5
## 416 de Bundesliga 25 1995 22 15 NA 12.6 2 0 2 0 0 1
## 417 eng Premier League 29 1992 18 15 NA 16.0 1 0 1 0 0 7
## 418 it Serie A 25 1996 33 21 NA 22.5 5 4 5 0 0 3
## 419 it Serie A 28 1993 33 21 NA 21.5 2 2 2 0 0 3
## 420 eng Premier League 29 1991 29 29 NA 28.6 1 0 1 0 0 3
## 421 es La Liga 21 1999 30 22 NA 20.4 7 1 7 0 0 3
## 422 fr Ligue 1 24 1997 37 33 NA 33.4 1 3 1 0 0 1
## 423 it Serie A 27 1993 29 26 NA 22.9 10 5 9 1 2 3
## 424 it Serie A 35 1986 36 27 NA 27.4 13 6 13 0 0 2
## 425 fr Ligue 1 22 1999 27 21 NA 21.0 0 0 0 0 0 1
## 426 it Serie A 25 1995 19 12 NA 12.6 0 0 0 0 0 1
## 427 eng Premier League 27 1993 37 37 NA 37.0 0 0 0 0 0 3
## 428 it Serie A 22 1999 15 13 NA 12.7 2 1 2 0 0 5
## 429 eng Premier League 23 1998 28 18 NA 17.4 6 3 5 1 1 4
## 430 de Bundesliga 24 1996 31 26 NA 24.4 1 2 1 0 0 2
## 431 it Serie A 32 1989 26 19 NA 18.2 1 0 1 0 0 11
## 432 fr Ligue 1 19 2002 24 15 NA 14.1 10 3 9 1 2 1
## 433 it Serie A 27 1994 30 18 NA 19.1 1 2 1 0 0 2
## 434 eng Premier League 19 2002 21 14 NA 13.5 2 2 2 0 0 0
## 435 fr Ligue 1 25 1996 20 16 NA 15.7 9 1 9 0 1 2
## 436 it Serie A 21 1999 37 12 NA 18.0 3 4 3 0 0 3
## 437 es La Liga 27 1994 30 22 NA 23.4 4 1 4 0 0 3
## 438 de Bundesliga 24 1996 28 28 NA 27.0 1 0 1 0 0 3
## 439 fr Ligue 1 18 2003 33 21 NA 19.8 10 1 10 0 0 2
## 440 eng Premier League 26 1994 30 23 NA 22.7 4 2 4 0 0 4
## 441 es La Liga 29 1992 32 24 NA 22.1 0 2 0 0 0 4
## 442 de Bundesliga 24 1997 29 24 NA 24.1 9 3 9 0 0 3
## 443 eng Premier League 22 1999 31 26 NA 25.4 1 1 1 0 0 5
## 444 es La Liga 24 1997 23 15 NA 14.2 5 1 4 1 1 1
## 445 de Bundesliga 28 1993 33 33 NA 32.2 4 2 4 0 0 4
## 446 it Serie A 23 1998 30 30 NA 28.6 2 0 2 0 0 5
## 447 es La Liga 28 1993 17 15 NA 14.4 5 0 5 0 0 8
## 448 es La Liga 31 1989 27 15 NA 15.9 2 1 2 0 0 6
## 449 es La Liga 29 1992 37 37 NA 37.0 2 2 2 0 0 6
## 450 fr Ligue 1 19 2002 24 20 NA 20.6 0 0 0 0 0 2
## 451 es La Liga 23 1998 28 17 NA 17.5 0 1 0 0 0 3
## 452 eng Premier League 33 1988 18 16 NA 15.0 1 1 1 0 0 3
## 453 eng Premier League 36 1985 37 37 NA 37.0 0 0 0 0 0 2
## 454 eng Premier League 27 1993 29 26 NA 25.7 5 1 3 2 2 7
## 455 fr Ligue 1 31 1990 27 21 NA 18.5 0 2 0 0 0 8
## 456 fr Ligue 1 23 1998 37 37 NA 37.0 4 0 4 0 0 2
## 457 fr Ligue 1 23 1998 21 20 NA 19.9 7 5 2 5 5 1
## 458 es La Liga 27 1993 28 23 NA 20.0 0 2 0 0 0 6
## 459 it Serie A 29 1991 32 30 NA 28.6 4 5 4 0 0 8
## 460 fr Ligue 1 23 1998 13 11 NA 12.3 0 0 0 0 0 0
## 461 it Serie A 34 1987 16 16 NA 15.9 1 0 1 0 0 3
## 462 es La Liga 28 1993 34 33 NA 31.0 6 8 6 0 0 7
## 463 es La Liga 32 1989 26 15 NA 16.7 2 1 2 0 0 5
## 464 it Serie A 24 1997 31 28 NA 27.7 0 0 0 0 0 9
## 465 es La Liga 21 1999 24 13 NA 14.0 8 4 8 0 0 3
## 466 eng Premier League 30 1991 27 26 NA 23.8 0 5 0 0 0 2
## 467 eng Premier League 26 1994 36 35 NA 34.6 10 6 10 0 2 10
## 468 es La Liga 30 1991 13 13 NA 13.0 0 0 0 0 0 1
## 469 es La Liga 28 1992 32 22 NA 22.8 3 2 2 1 2 2
## 470 eng Premier League 23 1998 12 12 NA 12.0 0 0 0 0 0 0
## 471 es La Liga 34 1987 24 21 NA 20.6 1 1 1 0 0 6
## 472 it Serie A 27 1994 23 20 NA 18.3 1 0 1 0 0 4
## 473 it Serie A 23 1998 27 14 NA 16.6 0 3 0 0 0 3
## 474 fr Ligue 1 29 1992 34 33 NA 32.3 0 2 0 0 0 13
## 475 es La Liga 31 1989 33 29 NA 25.1 5 6 4 1 1 9
## 476 eng Premier League 24 1996 24 19 NA 19.0 0 2 0 0 0 11
## 477 de Bundesliga 28 1993 32 32 NA 32.0 0 0 0 0 0 0
## 478 fr Ligue 1 21 2000 25 13 NA 11.7 2 4 1 1 1 2
## 479 it Serie A 30 1991 24 12 NA 12.8 2 0 2 0 0 2
## 480 eng Premier League 21 2000 28 24 NA 23.6 9 5 9 0 0 1
## 481 fr Ligue 1 26 1995 38 38 NA 37.3 8 1 8 0 0 2
## 482 fr Ligue 1 22 1999 33 23 NA 24.3 0 4 0 0 0 4
## 483 fr Ligue 1 26 1994 29 26 NA 24.8 1 0 1 0 0 5
## 484 fr Ligue 1 37 1983 38 38 NA 38.0 0 2 0 0 0 4
## 485 eng Premier League 25 1996 36 32 NA 31.1 6 3 6 0 0 4
## 486 de Bundesliga 29 1991 31 20 NA 19.0 6 2 2 4 4 2
## 487 eng Premier League 29 1991 22 17 NA 17.0 0 1 0 0 0 5
## 488 eng Premier League 33 1988 19 19 NA 19.0 0 0 0 0 0 1
## 489 eng Premier League 38 1983 26 26 NA 26.0 0 1 0 0 0 0
## 490 es La Liga 28 1993 29 25 NA 26.0 0 1 0 0 0 11
## 491 es La Liga 23 1998 25 22 NA 21.4 1 1 1 0 0 6
## 492 fr Ligue 1 26 1995 37 28 NA 27.2 6 5 6 0 0 5
## 493 fr Ligue 1 30 1990 26 14 NA 14.0 0 1 0 0 0 7
## 494 eng Premier League 27 1994 27 18 NA 16.3 2 3 2 0 0 3
## 495 it Serie A 21 1999 36 35 NA 31.7 4 3 4 0 0 6
## 496 eng Premier League 28 1993 28 24 NA 22.5 4 4 4 0 0 5
## 497 it Serie A 29 1992 29 28 NA 26.3 1 3 1 0 0 10
## 498 de Bundesliga 25 1995 13 13 NA 13.0 0 0 0 0 0 4
## 499 de Bundesliga 20 2000 25 25 NA 22.8 1 6 1 0 0 6
## 500 es La Liga 24 1997 25 20 NA 19.6 4 7 4 0 0 4
## 501 de Bundesliga 23 1998 25 21 NA 19.0 3 2 3 0 0 3
## 502 fr Ligue 1 24 1996 36 35 NA 32.5 5 4 5 0 0 6
## 503 it Serie A 29 1991 18 15 NA 12.7 6 2 6 0 0 3
## 504 it Serie A 31 1990 17 12 NA 12.6 0 1 0 0 0 2
## 505 es La Liga 26 1994 37 37 NA 36.6 0 3 0 0 0 8
## 506 es La Liga 27 1993 22 17 NA 15.3 0 0 0 0 0 4
## 507 it Serie A 24 1996 19 11 NA 11.4 0 0 0 0 0 2
## 508 es La Liga 32 1989 31 9 NA 12.8 2 2 2 0 0 5
## 509 eng Premier League 21 2000 34 33 NA 31.6 8 3 8 0 0 10
## 510 fr Ligue 1 28 1993 31 31 NA 31.0 0 0 0 0 0 2
## 511 de Bundesliga 31 1989 23 20 NA 19.1 1 0 1 0 0 6
## 512 fr Ligue 1 34 1987 35 28 NA 26.5 11 3 10 1 3 0
## 513 fr Ligue 1 31 1989 26 18 NA 18.2 3 1 3 0 0 4
## 514 fr Ligue 1 22 1999 28 11 NA 11.4 5 1 5 0 0 2
## 515 es La Liga 28 1992 36 34 NA 33.3 7 4 7 0 0 6
## 516 es La Liga 31 1990 32 27 NA 24.2 0 0 0 0 0 9
## 517 es La Liga 27 1994 35 35 NA 34.5 4 0 4 0 0 8
## 518 es La Liga 20 2001 26 23 NA 22.7 0 0 0 0 0 5
## 519 es La Liga 21 1999 34 34 NA 33.6 1 0 1 0 0 4
## 520 es La Liga 23 1998 24 10 NA 12.0 0 1 0 0 0 3
## 521 es La Liga 35 1986 35 24 NA 20.0 6 2 6 0 1 3
## 522 es La Liga 28 1993 37 30 NA 26.4 1 6 1 0 2 1
## 523 es La Liga 29 1992 18 15 NA 15.6 0 0 0 0 0 5
## 524 fr Ligue 1 33 1988 32 32 NA 30.5 0 1 0 0 0 8
## 525 eng Premier League 30 1990 38 38 NA 38.0 0 0 0 0 0 0
## 526 de Bundesliga 23 1998 20 17 NA 15.3 2 2 2 0 0 6
## 527 de Bundesliga 27 1994 27 17 NA 17.5 1 3 1 0 0 2
## 528 fr Ligue 1 31 1990 34 22 NA 21.9 4 3 4 0 0 3
## 529 fr Ligue 1 24 1997 35 29 NA 28.3 9 4 9 0 0 3
## 530 eng Premier League 25 1995 18 14 NA 13.0 0 1 0 0 0 2
## 531 eng Premier League 28 1993 28 28 NA 27.7 0 0 0 0 0 5
## 532 de Bundesliga 29 1991 28 25 NA 23.1 3 6 3 0 0 3
## 533 de Bundesliga 33 1987 34 34 NA 34.0 0 0 0 0 0 0
## 534 es La Liga 24 1997 22 20 NA 18.8 0 2 0 0 0 7
## 535 eng Premier League 20 2001 24 21 NA 20.6 0 1 0 0 0 2
## 536 de Bundesliga 27 1994 28 27 NA 26.2 1 0 1 0 0 2
## 537 fr Ligue 1 29 1992 19 18 NA 18.0 0 0 0 0 0 5
## 538 fr Ligue 1 29 1992 36 36 NA 35.0 6 1 6 0 0 8
## 539 it Serie A 34 1986 29 22 NA 21.0 11 3 9 2 2 4
## 540 de Bundesliga 26 1995 34 25 NA 24.3 14 5 14 0 0 0
## 541 eng Premier League 23 1998 23 23 NA 22.5 0 0 0 0 0 6
## 542 fr Ligue 1 25 1996 27 17 NA 16.7 3 4 3 0 0 4
## 543 es La Liga 23 1998 28 11 NA 11.8 4 2 4 0 0 1
## 544 es La Liga 24 1996 29 21 NA 21.7 5 1 5 0 0 7
## 545 es La Liga 27 1994 29 13 NA 14.3 2 2 2 0 0 2
## 546 es La Liga 33 1988 29 19 NA 19.8 5 1 5 0 0 4
## 547 es La Liga 29 1992 31 31 NA 30.2 1 2 1 0 0 1
## 548 fr Ligue 1 27 1993 25 25 NA 25.0 0 0 0 0 0 1
## 549 es La Liga 32 1989 24 19 NA 16.2 0 2 0 0 0 6
## 550 es La Liga 26 1995 28 19 NA 19.9 0 0 0 0 0 3
## 551 es La Liga 24 1997 21 14 NA 16.3 1 1 1 0 0 6
## 552 es La Liga 19 2002 27 12 NA 12.4 2 1 2 0 0 6
## 553 it Serie A 23 1998 33 26 NA 26.2 7 6 4 3 3 4
## 554 eng Premier League 20 2001 35 25 NA 25.4 4 2 4 0 0 4
## 555 de Bundesliga 26 1995 19 19 NA 15.5 3 3 3 0 0 0
## 556 es La Liga 24 1996 32 25 NA 25.4 0 4 0 0 0 4
## 557 fr Ligue 1 21 2000 38 32 NA 30.6 10 9 7 3 5 3
## 558 de Bundesliga 30 1991 29 29 NA 28.6 2 0 1 1 1 9
## 559 fr Ligue 1 28 1992 35 35 NA 34.1 0 0 0 0 0 7
## 560 it Serie A 26 1995 30 26 NA 24.2 0 1 0 0 0 6
## 561 fr Ligue 1 23 1998 26 24 NA 23.7 0 0 0 0 0 9
## 562 eng Premier League 25 1996 34 28 NA 26.0 5 4 5 0 0 3
## 563 fr Ligue 1 25 1996 21 21 NA 21.0 0 0 0 0 0 3
## 564 eng Premier League 25 1995 26 22 NA 21.3 3 3 3 0 0 3
## 565 fr Ligue 1 21 2000 15 15 NA 13.3 0 0 0 0 0 1
## 566 de Bundesliga 26 1995 24 12 NA 11.7 0 0 0 0 0 2
## 567 eng Premier League 19 2001 18 16 NA 14.1 5 1 5 0 0 1
## 568 de Bundesliga 27 1994 25 15 NA 15.5 9 0 8 1 1 3
## 569 de Bundesliga 30 1990 29 28 NA 27.1 1 0 1 0 0 7
## 570 es La Liga 30 1991 26 21 NA 18.8 3 4 3 0 0 3
## 571 de Bundesliga 28 1993 34 33 NA 30.8 9 7 4 5 6 0
## 572 de Bundesliga 25 1995 18 16 NA 16.6 0 0 0 0 0 7
## 573 es La Liga 24 1997 23 17 NA 16.4 10 3 7 3 3 1
## 574 eng Premier League 30 1991 29 24 NA 22.6 2 4 2 0 1 1
## 575 eng Premier League 34 1987 30 30 NA 29.5 0 0 0 0 0 2
## 576 es La Liga 34 1986 28 17 NA 15.5 0 1 0 0 0 4
## 577 es La Liga 30 1991 32 20 NA 19.0 8 2 7 1 1 3
## 578 es La Liga 29 1991 21 9 NA 11.6 0 0 0 0 0 5
## 579 fr Ligue 1 22 1999 30 15 NA 14.9 1 0 1 0 0 3
## 580 es La Liga 24 1996 36 30 NA 29.0 11 6 10 1 2 3
## 581 eng Premier League 21 2000 36 36 NA 35.8 2 1 2 0 0 4
## 582 fr Ligue 1 22 1999 38 35 NA 35.0 4 6 4 0 0 6
## 583 de Bundesliga 27 1993 23 21 NA 19.9 4 2 3 1 1 1
## 584 fr Ligue 1 22 1999 28 17 NA 17.0 0 1 0 0 0 7
## 585 fr Ligue 1 30 1990 15 15 NA 14.8 1 1 1 0 0 4
## 586 fr Ligue 1 26 1994 33 28 NA 28.0 0 4 0 0 0 4
## 587 es La Liga 21 2000 31 28 NA 26.2 1 0 1 0 0 11
## 588 eng Premier League 23 1997 17 11 NA 11.5 5 1 5 0 0 4
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## 931 eng Premier League 27 1994 15 13 NA 12.0 0 1 0 0 0 0
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## 942 es La Liga 24 1997 18 11 NA 11.6 6 1 5 1 1 3
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## 951 eng Premier League 26 1994 35 35 NA 34.3 3 4 3 0 0 8
## 952 it Serie A 22 1998 21 15 NA 15.2 3 0 3 0 0 1
## 953 eng Premier League 29 1992 31 29 NA 30.1 1 0 1 0 0 3
## 954 eng Premier League 21 1999 38 35 NA 34.5 0 1 0 0 0 1
## 955 eng Premier League 24 1996 30 28 NA 26.5 1 1 1 0 0 9
## 956 it Serie A 33 1987 33 32 NA 31.4 0 1 0 0 0 10
## 957 fr Ligue 1 22 1999 31 30 NA 28.8 1 0 1 0 0 11
## 958 eng Premier League 31 1989 21 21 NA 20.4 3 0 3 0 0 3
## 959 es La Liga 27 1994 29 20 NA 18.8 7 2 5 2 2 5
## 960 fr Ligue 1 26 1994 31 20 NA 20.3 0 4 0 0 0 3
## 961 fr Ligue 1 23 1998 36 36 NA 35.8 0 1 0 0 0 5
## 962 fr Ligue 1 19 2002 27 18 NA 18.4 0 1 0 0 0 3
## 963 fr Ligue 1 29 1992 29 21 NA 20.7 2 1 2 0 0 3
## 964 es La Liga 24 1997 37 36 NA 33.6 4 5 4 0 0 8
## 965 es La Liga 31 1990 32 17 NA 17.9 1 1 1 0 0 6
## 966 fr Ligue 1 21 2000 34 27 NA 26.8 1 1 1 0 0 5
## 967 eng Premier League 29 1992 34 34 NA 34.0 0 0 0 0 0 3
## 968 es La Liga 26 1995 22 20 NA 19.3 2 1 2 0 0 4
## 969 eng Premier League 29 1992 14 12 NA 11.5 0 0 0 0 0 3
## 970 fr Ligue 1 23 1998 23 13 NA 13.4 0 2 0 0 0 1
## 971 es La Liga 25 1996 34 33 NA 32.1 3 2 3 0 0 8
## 972 fr Ligue 1 19 2002 28 21 NA 21.4 2 3 2 0 0 0
## 973 it Serie A 34 1987 30 16 NA 15.4 11 1 10 1 1 2
## 974 eng Premier League 21 2000 38 38 NA 37.6 0 0 0 0 0 2
## 975 fr Ligue 1 34 1987 26 24 NA 23.9 6 14 6 0 0 0
## 976 it Serie A 30 1991 26 14 NA 15.9 5 2 5 0 0 2
## 977 de Bundesliga 29 1991 17 17 NA 15.6 2 4 2 0 0 4
## 978 fr Ligue 1 32 1988 16 14 NA 13.6 1 0 1 0 0 2
## 979 de Bundesliga 25 1995 26 25 NA 25.3 1 0 1 0 0 0
## 980 it Serie A 23 1997 34 34 NA 32.5 1 0 1 0 0 10
## 981 fr Ligue 1 27 1994 23 15 NA 15.7 7 2 6 1 1 1
## 982 it Serie A 26 1995 37 36 NA 34.4 11 10 11 0 0 6
## 983 it Serie A 24 1997 27 27 NA 27.0 0 0 0 0 0 3
## 984 es La Liga 23 1998 34 34 NA 33.7 1 2 1 0 0 5
## 985 es La Liga 26 1994 33 32 NA 29.9 3 3 0 3 3 4
## 986 es La Liga 28 1992 32 17 NA 18.3 8 3 8 0 0 4
## 987 es La Liga 25 1995 33 30 NA 26.3 7 3 7 0 1 4
## 988 eng Premier League 28 1993 36 35 NA 35.4 1 3 1 0 0 11
## 989 es La Liga 24 1997 34 18 NA 20.1 10 0 10 0 0 6
## 990 es La Liga 32 1989 29 22 NA 22.0 1 0 1 0 0 5
## 991 eng Premier League 21 1999 36 35 NA 34.5 0 2 0 0 0 1
## 992 es La Liga 31 1990 32 31 NA 29.6 1 0 1 0 0 8
## 993 de Bundesliga 24 1997 24 16 NA 16.6 0 5 0 0 0 3
## 994 it Serie A 32 1989 31 29 NA 27.7 5 6 5 0 0 4
## 995 eng Premier League 22 1999 28 19 NA 18.9 0 3 0 0 0 1
## 996 de Bundesliga 33 1988 32 31 NA 29.0 20 4 19 1 1 4
## 997 es La Liga 35 1985 28 25 NA 22.6 2 8 1 1 1 4
## 998 fr Ligue 1 22 1999 37 34 NA 30.1 8 4 6 2 2 1
## 999 es La Liga 28 1992 33 32 NA 31.7 2 5 2 0 0 4
## 1000 es La Liga 39 1982 35 19 NA 21.8 10 5 10 0 1 2
## 1001 it Serie A 23 1997 35 31 NA 29.3 7 2 7 0 0 7
## 1002 fr Ligue 1 29 1991 35 32 NA 29.2 6 2 6 0 0 6
## 1003 es La Liga 23 1998 36 33 NA 32.4 2 3 2 0 0 2
## 1004 fr Ligue 1 30 1991 34 26 NA 25.0 3 2 3 0 0 5
## 1005 es La Liga 24 1997 18 15 NA 11.8 1 2 1 0 0 7
## 1006 it Serie A 25 1996 34 34 NA 34.0 0 0 0 0 0 1
## 1007 es La Liga 33 1988 24 13 NA 14.8 1 1 1 0 0 5
## 1008 it Serie A 28 1992 35 26 NA 25.6 9 4 8 1 1 5
## 1009 es La Liga 29 1992 24 13 NA 13.6 3 2 3 0 0 3
## 1010 es La Liga 28 1993 30 28 NA 26.7 5 3 5 0 0 3
## 1011 es La Liga 29 1992 17 14 NA 13.2 9 3 8 1 2 2
## 1012 es La Liga 24 1996 32 18 NA 18.1 3 3 3 0 0 4
## 1013 es La Liga 22 1999 27 11 NA 12.7 2 0 2 0 0 6
## 1014 fr Ligue 1 23 1997 24 17 NA 18.5 0 0 0 0 0 3
## 1015 fr Ligue 1 26 1994 35 25 NA 25.7 9 2 7 2 2 2
## 1016 eng Premier League 22 1999 32 27 NA 26.3 11 10 10 1 1 4
## 1017 eng Premier League 28 1992 34 19 NA 19.7 2 6 2 0 0 4
## 1018 eng Premier League 34 1986 35 34 NA 33.0 2 1 2 0 0 4
## 1019 fr Ligue 1 24 1996 30 16 NA 16.8 0 1 0 0 0 5
## 1020 es La Liga 23 1998 28 17 NA 15.4 0 1 0 0 0 2
## 1021 de Bundesliga 23 1997 28 21 NA 20.5 1 3 1 0 0 3
## 1022 it Serie A 22 1999 31 24 NA 22.7 0 0 0 0 0 5
## 1023 de Bundesliga 23 1997 30 30 NA 30.0 0 0 0 0 0 0
## 1024 de Bundesliga 31 1989 32 32 NA 28.4 8 18 8 0 0 0
## 1025 fr Ligue 1 25 1996 24 20 NA 20.9 5 1 5 0 0 7
## 1026 es La Liga 28 1992 35 34 NA 30.9 4 10 3 1 3 3
## 1027 es La Liga 23 1997 20 15 NA 14.9 0 0 0 0 0 4
## 1028 it Serie A 30 1991 27 17 NA 17.1 9 8 7 2 2 1
## 1029 es La Liga 29 1992 19 12 NA 12.4 0 0 0 0 0 5
## 1030 es La Liga 27 1994 16 16 NA 16.0 5 3 3 2 2 6
## 1031 eng Premier League 26 1995 33 13 NA 16.4 1 2 1 0 0 4
## 1032 es La Liga 18 2002 29 13 NA 14.0 1 0 1 0 0 5
## 1033 de Bundesliga 18 2003 30 12 NA 16.3 5 5 5 0 0 2
## 1034 it Serie A 27 1994 33 33 NA 32.6 0 0 0 0 0 1
## 1035 eng Premier League 22 1999 13 12 NA 11.7 1 0 1 0 0 0
## 1036 it Serie A 24 1997 26 15 NA 16.3 1 1 1 0 0 2
## 1037 de Bundesliga 21 1999 32 32 NA 31.7 4 4 4 0 0 3
## 1038 fr Ligue 1 25 1996 19 16 NA 13.7 0 0 0 0 0 5
## 1039 fr Ligue 1 28 1993 34 31 NA 31.0 1 3 1 0 0 4
## 1040 es La Liga 31 1990 28 17 NA 17.3 3 0 3 0 0 7
## 1041 fr Ligue 1 22 1999 30 29 NA 28.5 1 0 1 0 0 4
## 1042 it Serie A 25 1995 21 16 NA 16.9 0 2 0 0 0 4
## 1043 fr Ligue 1 27 1994 22 22 NA 22.0 0 0 0 0 0 1
## 1044 es La Liga 31 1990 18 16 NA 15.0 0 0 0 0 0 4
## 1045 es La Liga 35 1985 25 19 NA 19.8 0 3 0 0 0 4
## 1046 fr Ligue 1 34 1986 21 21 NA 20.6 0 0 0 0 0 0
## 1047 es La Liga 24 1996 32 26 NA 25.7 2 0 2 0 0 10
## 1048 eng Premier League 24 1996 19 18 NA 18.0 0 0 0 0 0 4
## 1049 es La Liga 35 1985 34 24 NA 24.0 7 2 5 2 3 3
## 1050 de Bundesliga 18 2003 24 17 NA 15.5 0 4 0 0 0 1
## 1051 de Bundesliga 35 1986 28 28 NA 27.9 0 0 0 0 0 0
## 1052 de Bundesliga 24 1997 29 24 NA 23.6 4 4 4 0 0 2
## 1053 es La Liga 25 1996 26 24 NA 23.4 0 0 0 0 0 1
## 1054 eng Premier League 24 1997 33 31 NA 29.6 4 2 4 0 0 9
## 1055 fr Ligue 1 29 1992 22 22 NA 20.6 13 6 10 3 4 10
## 1056 fr Ligue 1 27 1994 26 10 NA 11.6 2 2 2 0 0 1
## 1057 de Bundesliga 25 1996 30 29 NA 28.5 4 0 2 2 2 1
## 1058 fr Ligue 1 22 1999 26 20 NA 17.6 3 1 2 1 1 2
## 1059 de Bundesliga 30 1990 26 13 NA 12.9 5 3 5 0 0 1
## 1060 de Bundesliga 28 1993 26 14 NA 15.2 2 0 2 0 0 2
## 1061 it Serie A 22 1998 36 36 NA 36.0 0 0 0 0 0 7
## 1062 de Bundesliga 27 1994 31 31 NA 30.4 2 0 2 0 0 5
## 1063 de Bundesliga 23 1997 34 31 NA 30.3 20 13 19 1 1 2
## 1064 de Bundesliga 22 1998 25 18 NA 18.1 8 0 8 0 0 5
## 1065 es La Liga 34 1986 32 15 NA 15.4 2 0 2 0 0 2
## 1066 fr Ligue 1 23 1998 36 20 NA 20.8 4 4 4 0 0 4
## 1067 eng Premier League 25 1996 23 20 NA 18.3 1 2 1 0 0 6
## 1068 es La Liga 23 1997 34 16 NA 16.2 3 0 3 0 0 2
## 1069 fr Ligue 1 24 1996 38 38 NA 38.0 0 0 0 0 0 1
## 1070 it Serie A 31 1990 27 23 NA 22.6 1 0 1 0 0 2
## 1071 fr Ligue 1 24 1997 34 33 NA 33.2 0 2 0 0 0 4
## 1072 it Serie A 24 1996 21 10 NA 11.9 2 1 2 0 0 2
## 1073 eng Premier League 27 1994 35 35 NA 33.9 3 4 3 0 0 8
## 1074 it Serie A 30 1991 21 12 NA 12.7 0 1 0 0 0 4
## 1075 es La Liga 28 1993 38 38 NA 38.0 0 0 0 0 0 2
## 1076 es La Liga 27 1994 30 23 NA 23.6 6 4 6 0 0 7
## 1077 it Serie A 25 1995 25 18 NA 19.3 1 2 1 0 0 4
## 1078 fr Ligue 1 32 1989 30 29 NA 27.0 1 0 1 0 0 6
## 1079 it Serie A 23 1997 32 24 NA 22.8 7 0 7 0 0 5
## 1080 de Bundesliga 25 1996 33 30 NA 28.1 8 1 8 0 0 0
## 1081 eng Premier League 19 2001 26 12 NA 12.7 2 5 2 0 0 4
## 1082 es La Liga 27 1994 28 24 NA 24.3 1 0 1 0 1 7
## 1083 es La Liga 23 1997 32 32 NA 31.1 1 3 1 0 0 10
## 1084 fr Ligue 1 21 2000 34 31 NA 31.1 0 0 0 0 0 6
## 1085 fr Ligue 1 27 1994 29 29 NA 28.7 0 0 0 0 0 0
## 1086 fr Ligue 1 19 2001 32 11 NA 15.1 1 0 1 0 0 2
## 1087 fr Ligue 1 21 2000 23 23 NA 20.4 3 2 3 0 0 3
## 1088 de Bundesliga 29 1992 31 28 NA 26.2 5 8 5 0 0 0
## 1089 eng Premier League 23 1998 20 12 NA 11.6 0 0 0 0 0 4
## 1090 de Bundesliga 28 1992 30 30 NA 29.4 2 1 2 0 0 1
## 1091 it Serie A 24 1997 29 21 NA 19.8 6 3 4 2 2 2
## 1092 de Bundesliga 28 1992 33 33 NA 33.0 0 0 0 0 0 1
## 1093 it Serie A 22 1998 27 23 NA 22.0 14 2 14 0 0 5
## 1094 it Serie A 32 1988 31 31 NA 31.0 0 0 0 0 0 1
## 1095 fr Ligue 1 27 1994 16 13 NA 12.7 0 0 0 0 0 3
## 1096 fr Ligue 1 24 1996 33 20 NA 19.3 4 5 4 0 0 6
## 1097 fr Ligue 1 33 1988 21 21 NA 20.8 0 0 0 0 0 2
## 1098 fr Ligue 1 21 2000 32 16 NA 18.1 2 1 2 0 0 2
## 1099 de Bundesliga 22 1998 30 30 NA 29.9 2 1 2 0 0 9
## 1100 es La Liga 24 1997 22 19 NA 18.6 9 3 5 4 5 0
## 1101 de Bundesliga 23 1998 31 26 NA 25.7 2 0 2 0 0 5
## 1102 es La Liga 29 1992 34 34 NA 33.9 0 0 0 0 0 1
## 1103 es La Liga 16 2004 34 28 NA 25.7 2 5 2 0 0 11
## 1104 fr Ligue 1 30 1990 30 27 NA 25.7 1 0 1 0 0 6
## 1105 de Bundesliga 22 1998 23 12 NA 12.2 2 2 2 0 0 2
## 1106 es La Liga 28 1993 26 22 NA 21.5 0 0 0 0 0 6
## 1107 es La Liga 26 1994 34 27 NA 25.4 2 4 2 0 0 7
## 1108 fr Ligue 1 33 1987 30 29 NA 27.2 1 0 1 0 0 8
## 1109 fr Ligue 1 24 1997 21 19 NA 19.3 0 0 0 0 0 2
## 1110 fr Ligue 1 26 1994 29 26 NA 25.2 1 2 1 0 0 3
## 1111 de Bundesliga 25 1996 28 18 NA 17.0 4 3 3 1 1 2
## 1112 fr Ligue 1 23 1997 35 32 NA 30.0 9 6 8 1 1 3
## 1113 es La Liga 32 1989 33 32 NA 30.0 2 10 1 1 1 3
## 1114 it Serie A 20 2000 25 16 NA 16.4 0 1 0 0 0 5
## 1115 eng Premier League 28 1993 24 23 NA 22.5 2 1 2 0 0 6
## 1116 it Serie A 26 1995 37 24 NA 22.2 13 6 13 0 0 3
## 1117 it Serie A 28 1993 24 19 NA 18.3 1 1 1 0 0 7
## 1118 it Serie A 33 1988 38 38 NA 38.0 0 0 0 0 0 2
## 1119 de Bundesliga 21 2000 24 14 NA 13.5 4 1 4 0 0 1
## 1120 es La Liga 30 1990 19 19 NA 17.7 2 1 2 0 0 2
## 1121 de Bundesliga 25 1996 25 24 NA 23.1 0 1 0 0 0 2
## 1122 it Serie A 32 1988 33 14 NA 16.9 5 1 5 0 0 9
## 1123 fr Ligue 1 34 1987 31 28 NA 28.8 12 10 5 7 7 3
## 1124 de Bundesliga 24 1996 29 15 NA 15.5 2 1 2 0 0 5
## 1125 es La Liga 25 1996 28 19 NA 18.9 4 4 4 0 0 2
## 1126 it Serie A 34 1987 32 25 NA 22.6 9 4 9 0 0 5
## 1127 eng Premier League 19 2001 28 15 NA 18.3 3 1 3 0 0 1
## 1128 it Serie A 29 1992 37 37 NA 36.9 13 4 10 3 4 9
## 1129 es La Liga 23 1998 31 31 NA 30.2 1 1 1 0 0 8
## 1130 de Bundesliga 34 1986 27 26 NA 24.8 0 0 0 0 0 1
## 1131 it Serie A 25 1996 28 27 NA 25.4 9 3 7 2 3 8
## 1132 it Serie A 22 1999 18 15 NA 12.3 0 1 0 0 0 6
## 1133 fr Ligue 1 18 2002 26 17 NA 15.7 1 1 1 0 0 3
## 1134 fr Ligue 1 24 1996 24 11 NA 11.6 4 2 4 0 0 0
## 1135 fr Ligue 1 29 1991 27 22 NA 22.6 5 0 5 0 0 2
## 1136 fr Ligue 1 27 1994 34 29 NA 29.8 0 2 0 0 0 6
## 1137 it Serie A 30 1991 24 22 NA 19.9 3 5 2 1 2 10
## 1138 es La Liga 32 1988 18 16 NA 14.1 2 1 2 0 0 0
## 1139 es La Liga 32 1988 15 11 NA 11.8 3 2 3 0 0 1
## 1140 it Serie A 21 2000 20 19 NA 18.8 0 1 0 0 0 6
## 1141 it Serie A 32 1989 35 35 NA 31.3 8 6 7 1 1 4
## 1142 eng Premier League 23 1997 20 18 NA 18.0 0 1 0 0 0 3
## 1143 fr Ligue 1 22 1998 31 29 NA 27.8 1 1 1 0 0 5
## 1144 it Serie A 24 1997 27 18 NA 16.0 1 1 1 0 0 0
## 1145 fr Ligue 1 28 1993 15 15 NA 15.0 0 0 0 0 0 1
## 1146 fr Ligue 1 24 1997 22 21 NA 20.2 1 0 1 0 0 0
## 1147 de Bundesliga 21 1999 26 9 NA 11.6 2 2 2 0 0 4
## 1148 es La Liga 30 1991 23 22 NA 22.1 1 0 1 0 0 5
## 1149 it Serie A 23 1997 21 10 NA 11.9 0 2 0 0 0 3
## 1150 eng Premier League 25 1995 20 18 NA 17.7 0 1 0 0 0 4
## 1151 eng Premier League 27 1994 35 35 NA 35.0 0 0 0 0 0 2
## 1152 de Bundesliga 23 1998 27 27 NA 26.4 0 0 0 0 0 2
## 1153 fr Ligue 1 23 1998 30 29 NA 28.3 0 1 0 0 0 6
## 1154 es La Liga 33 1987 29 16 NA 16.0 0 0 0 0 0 4
## 1155 it Serie A 22 1999 36 32 NA 31.9 13 2 9 4 4 4
## 1156 eng Premier League 28 1993 32 32 NA 29.9 1 1 1 0 0 1
## 1157 es La Liga 18 2002 31 21 NA 18.6 6 4 6 0 0 2
## 1158 es La Liga 34 1987 27 25 NA 23.2 1 0 1 0 0 10
## 1159 it Serie A 26 1995 24 13 NA 12.8 3 0 3 0 0 0
## 1160 de Bundesliga 29 1992 21 19 NA 18.2 0 3 0 0 0 3
## 1161 de Bundesliga 28 1993 33 24 NA 23.0 10 6 7 3 3 4
## 1162 it Serie A 22 1999 33 24 NA 24.9 4 2 4 0 0 11
## 1163 eng Premier League 25 1995 26 15 NA 16.5 2 3 2 0 0 2
## 1164 eng Premier League 28 1993 20 16 NA 15.0 1 9 1 0 0 7
## 1165 it Serie A 27 1993 33 20 NA 18.3 3 4 3 0 0 3
## 1166 de Bundesliga 30 1991 33 27 NA 26.0 10 1 9 1 2 2
## 1167 es La Liga 28 1993 27 17 NA 15.2 1 0 1 0 0 2
## 1168 eng Premier League 29 1992 36 36 NA 36.0 0 0 0 0 0 1
## 1169 it Serie A 21 2000 24 17 NA 14.7 1 0 1 0 0 4
## 1170 es La Liga 29 1992 37 17 NA 17.7 1 2 0 1 1 5
## 1171 de Bundesliga 24 1997 28 26 NA 24.4 2 0 2 0 0 5
## 1172 de Bundesliga 27 1994 25 12 NA 12.0 6 0 6 0 0 2
## 1173 fr Ligue 1 22 1999 13 13 NA 13.0 0 0 0 0 0 3
## 1174 it Serie A 27 1994 23 17 NA 17.1 2 2 2 0 0 3
## 1175 fr Ligue 1 27 1993 32 27 NA 24.3 1 0 1 0 0 4
## 1176 fr Ligue 1 30 1991 27 24 NA 21.9 5 2 5 0 0 5
## 1177 de Bundesliga 29 1991 26 23 NA 23.6 0 1 0 0 0 3
## 1178 de Bundesliga 26 1995 29 28 NA 26.9 8 1 8 0 0 4
## 1179 it Serie A 27 1994 31 31 NA 30.7 0 0 0 0 0 2
## 1180 es La Liga 23 1998 30 26 NA 24.9 4 1 4 0 0 5
## 1181 es La Liga 29 1992 33 25 NA 25.1 6 1 6 0 0 4
## 1182 eng Premier League 31 1990 37 37 NA 36.1 11 3 8 3 3 4
## 1183 eng Premier League 22 1998 22 13 NA 14.3 6 2 6 0 0 2
## 1184 it Serie A 25 1995 28 11 NA 13.4 4 4 3 1 1 4
## 1185 it Serie A 38 1983 33 19 NA 18.5 4 2 3 1 1 2
## 1186 es La Liga 31 1989 32 27 NA 25.6 0 1 0 0 0 11
## 1187 it Serie A 26 1995 32 28 NA 25.4 0 2 0 0 0 5
## 1188 es La Liga 23 1998 28 13 NA 13.4 0 0 0 0 0 3
## 1189 es La Liga 28 1993 19 17 NA 13.5 0 0 0 0 0 3
## 1190 it Serie A 32 1988 14 12 NA 11.7 1 1 1 0 0 4
## 1191 es La Liga 28 1993 17 13 NA 11.7 1 0 1 0 0 3
## 1192 es La Liga 29 1991 17 17 NA 17.0 2 0 2 0 0 8
## 1193 fr Ligue 1 25 1995 38 38 NA 38.0 0 0 0 0 0 3
## 1194 es La Liga 33 1988 35 26 NA 24.2 4 6 3 1 2 5
## 1195 fr Ligue 1 35 1985 17 14 NA 13.0 3 0 3 0 0 1
## 1196 es La Liga 26 1995 29 19 NA 16.2 3 0 3 0 0 7
## 1197 eng Premier League 23 1998 34 34 NA 34.0 0 0 0 0 0 1
## 1198 eng Premier League 20 2001 34 29 NA 27.4 6 1 6 0 0 6
## 1199 it Serie A 22 1999 27 25 NA 23.4 1 0 1 0 0 9
## 1200 fr Ligue 1 28 1993 29 22 NA 19.5 8 3 8 0 0 3
## 1201 eng Premier League 23 1997 25 13 NA 13.7 4 2 4 0 0 2
## 1202 eng Premier League 25 1996 31 25 NA 24.8 1 2 1 0 0 0
## 1203 it Serie A 21 2000 36 32 NA 30.4 10 4 10 0 0 9
## 1204 de Bundesliga 23 1998 32 31 NA 30.6 3 11 3 0 0 5
## 1205 eng Premier League 25 1995 24 24 NA 24.0 0 0 0 0 0 1
## 1206 it Serie A 26 1995 25 22 NA 19.7 0 2 0 0 0 3
## 1207 eng Premier League 27 1994 27 20 NA 20.4 1 5 1 0 0 0
## 1208 eng Premier League 24 1996 25 22 NA 21.3 2 3 2 0 0 4
## 1209 es La Liga 36 1985 21 21 NA 21.0 0 0 0 0 0 5
## 1210 it Serie A 38 1982 15 15 NA 15.0 0 1 0 0 0 3
## 1211 es La Liga 26 1994 18 11 NA 12.2 0 2 0 0 0 2
## 1212 es La Liga 26 1995 35 35 NA 35.0 0 0 0 0 0 1
## 1213 de Bundesliga 32 1989 29 29 NA 27.8 9 13 9 0 0 2
## 1214 de Bundesliga 23 1997 32 30 NA 28.2 0 0 0 0 0 5
## 1215 es La Liga 20 2001 31 7 NA 12.4 2 0 2 0 0 5
## 1216 it Serie A 38 1983 23 16 NA 15.8 0 2 0 0 0 3
## 1217 it Serie A 19 2001 21 17 NA 17.0 1 1 1 0 0 1
## 1218 eng Premier League 22 1999 36 35 NA 35.3 1 4 1 0 0 8
## 1219 de Bundesliga 21 2000 19 13 NA 14.5 1 1 1 0 0 1
## 1220 eng Premier League 24 1997 30 28 NA 28.0 10 5 7 3 3 9
## 1221 de Bundesliga 23 1997 30 19 NA 18.9 5 1 5 0 0 6
## 1222 es La Liga 28 1993 21 19 NA 18.3 0 0 0 0 0 4
## 1223 es La Liga 27 1993 14 14 NA 14.0 0 0 0 0 0 0
## 1224 de Bundesliga 32 1988 31 31 NA 31.0 0 1 0 0 1 2
## 1225 it Serie A 33 1988 17 13 NA 13.0 0 0 0 0 0 3
## 1226 es La Liga 27 1993 37 36 NA 34.6 1 3 1 0 0 3
## 1227 fr Ligue 1 28 1993 28 22 NA 21.0 2 2 2 0 0 2
## 1228 fr Ligue 1 25 1995 29 19 NA 20.0 1 3 1 0 0 3
## 1229 eng Premier League 31 1989 18 14 NA 14.9 0 2 0 0 0 5
## 1230 es La Liga 26 1995 27 21 NA 22.3 1 0 1 0 0 5
## 1231 eng Premier League 25 1995 21 19 NA 18.8 1 1 1 0 0 2
## 1232 eng Premier League 27 1994 29 29 NA 28.2 3 10 3 0 0 5
## 1233 es La Liga 28 1992 30 29 NA 28.4 1 0 1 0 0 10
## 1234 fr Ligue 1 26 1995 24 22 NA 21.7 1 1 1 0 0 7
## 1235 eng Premier League 25 1996 33 33 NA 32.0 7 2 7 0 0 5
## 1236 eng Premier League 30 1991 31 27 NA 25.2 6 1 5 1 1 9
## 1237 es La Liga 34 1987 29 19 NA 17.2 3 2 3 0 0 4
## 1238 es La Liga 33 1988 36 33 NA 31.5 3 3 3 0 0 7
## 1239 es La Liga 27 1994 32 29 NA 28.1 1 2 1 0 0 9
## 1240 eng Premier League 32 1989 29 13 NA 15.4 2 2 2 0 0 3
## 1241 it Serie A 28 1992 34 28 NA 27.5 0 1 0 0 0 3
## 1242 es La Liga 20 2001 32 16 NA 16.2 4 4 4 0 0 4
## 1243 eng Premier League 22 1999 21 12 NA 13.8 1 1 1 0 0 1
## 1244 it Serie A 23 1998 23 19 NA 19.2 0 1 0 0 0 5
## 1245 it Serie A 26 1995 19 16 NA 15.7 1 0 1 0 0 4
## 1246 it Serie A 31 1990 19 17 NA 16.6 2 0 2 0 0 3
## 1247 eng Premier League 23 1998 22 21 NA 20.5 1 0 1 0 0 8
## 1248 it Serie A 34 1987 16 16 NA 16.0 0 0 0 0 0 2
## 1249 eng Premier League 29 1991 36 34 NA 32.1 2 2 2 0 0 9
## 1250 eng Premier League 36 1985 30 27 NA 27.3 18 3 15 3 3 8
## 1251 fr Ligue 1 26 1994 32 25 NA 24.4 0 1 0 0 0 3
## 1252 it Serie A 30 1991 30 28 NA 28.3 3 0 3 0 0 7
## 1253 fr Ligue 1 24 1997 36 31 NA 30.3 0 2 0 0 0 7
## 1254 de Bundesliga 28 1993 26 18 NA 19.7 1 0 1 0 0 5
## 1255 it Serie A 19 2001 21 16 NA 16.3 0 3 0 0 0 5
## 1256 it Serie A 27 1994 33 33 NA 32.5 4 0 4 0 0 5
## 1257 eng Premier League 28 1993 34 34 NA 33.7 3 0 3 0 0 9
## 1258 it Serie A 30 1991 34 34 NA 33.2 0 5 0 0 0 7
## 1259 it Serie A 25 1996 32 29 NA 26.5 7 4 7 0 0 2
## 1260 es La Liga 32 1989 18 17 NA 15.8 0 0 0 0 0 2
## 1261 es La Liga 29 1992 32 32 NA 32.0 0 0 0 0 0 2
## 1262 es La Liga 26 1994 19 17 NA 16.3 1 0 1 0 0 7
## 1263 de Bundesliga 19 2002 33 13 NA 17.9 8 2 8 0 0 2
## 1264 de Bundesliga 23 1997 28 13 NA 15.9 2 0 2 0 0 3
## 1265 eng Premier League 28 1993 37 37 NA 36.5 0 1 0 0 0 3
## 1266 it Serie A 22 1999 36 22 NA 20.7 1 3 1 0 0 2
## 1267 eng Premier League 24 1997 35 31 NA 31.2 5 5 5 0 0 6
## 1268 eng Premier League 31 1990 31 31 NA 30.1 2 0 2 0 0 6
## 1269 eng Premier League 19 2001 38 36 NA 33.1 11 7 9 2 2 6
## 1270 fr Ligue 1 31 1990 29 29 NA 28.6 0 0 0 0 0 3
## 1271 eng Premier League 29 1992 35 30 NA 30.7 23 13 18 5 6 1
## 1272 fr Ligue 1 20 2001 36 36 NA 36.0 0 0 0 0 0 5
## 1273 eng Premier League 22 1999 34 33 NA 33.0 0 0 0 0 0 10
## 1274 de Bundesliga 24 1997 31 18 NA 17.2 4 4 4 0 0 1
## 1275 fr Ligue 1 28 1992 31 30 NA 29.6 0 1 0 0 0 5
## 1276 es La Liga 30 1991 23 17 NA 15.5 2 1 2 0 1 3
## 1277 de Bundesliga 25 1996 24 21 NA 18.4 2 0 2 0 0 7
## 1278 fr Ligue 1 25 1995 30 20 NA 19.1 3 2 3 0 1 1
## 1279 eng Premier League 21 1999 19 12 NA 12.6 0 0 0 0 0 5
## 1280 fr Ligue 1 24 1996 30 16 NA 17.0 1 0 1 0 0 5
## 1281 it Serie A 25 1996 29 22 NA 20.0 6 1 6 0 0 3
## 1282 es La Liga 21 2000 27 16 NA 15.8 6 4 6 0 0 2
## 1283 fr Ligue 1 23 1997 25 20 NA 18.3 2 5 2 0 0 8
## 1284 es La Liga 24 1997 29 19 NA 18.0 1 0 1 0 0 3
## 1285 eng Premier League 25 1996 23 17 NA 18.1 2 0 2 0 0 4
## 1286 es La Liga 34 1986 31 24 NA 24.5 2 1 2 0 0 10
## 1287 es La Liga 20 2000 33 25 NA 25.1 1 3 1 0 0 6
## 1288 eng Premier League 23 1997 37 37 NA 37.0 0 0 0 0 0 3
## 1289 eng Premier League 21 2000 29 20 NA 21.1 3 3 3 0 0 0
## 1290 it Serie A 30 1991 28 17 NA 19.8 0 1 0 0 0 3
## 1291 de Bundesliga 25 1996 32 22 NA 22.0 7 7 7 0 0 3
## 1292 fr Ligue 1 26 1995 34 28 NA 28.0 2 1 2 0 0 7
## 1293 eng Premier League 26 1994 19 19 NA 18.6 0 0 0 0 0 4
## 1294 it Serie A 26 1994 17 17 NA 15.8 0 0 0 0 0 5
## 1295 it Serie A 29 1991 29 13 NA 14.3 3 3 3 0 0 1
## 1296 eng Premier League 21 2000 26 18 NA 17.5 2 1 2 0 0 1
## 1297 eng Premier League 23 1998 22 21 NA 20.7 5 2 5 0 1 2
## 1298 fr Ligue 1 29 1991 29 28 NA 26.8 8 7 5 3 4 9
## 1299 es La Liga 30 1991 21 21 NA 18.9 0 0 0 0 0 4
## 1300 es La Liga 30 1991 28 28 NA 27.1 0 0 0 0 0 12
## 1301 de Bundesliga 18 2002 30 20 NA 21.2 1 2 1 0 0 4
## 1302 it Serie A 22 1999 36 25 NA 23.8 16 0 15 1 1 7
## 1303 eng Premier League 29 1991 25 25 NA 24.0 2 2 2 0 0 4
## 1304 de Bundesliga 25 1996 27 26 NA 23.1 24 3 23 1 2 0
## 1305 de Bundesliga 23 1997 14 13 NA 11.6 0 1 0 0 0 2
## 1306 de Bundesliga 21 1999 32 32 NA 30.9 4 1 4 0 0 5
## 1307 eng Premier League 28 1992 32 20 NA 20.6 4 1 4 0 0 1
## 1308 eng Premier League 34 1986 37 37 NA 37.0 0 0 0 0 0 2
## 1309 de Bundesliga 26 1994 31 29 NA 26.9 0 5 0 0 0 5
## 1310 de Bundesliga 27 1994 31 27 NA 26.6 1 0 1 0 0 3
## 1311 it Serie A 24 1997 17 16 NA 15.5 1 1 1 0 0 4
## 1312 de Bundesliga 26 1995 21 21 NA 21.0 0 0 0 0 0 1
## 1313 de Bundesliga 29 1992 25 25 NA 24.2 0 0 0 0 0 1
## 1314 de Bundesliga 26 1995 27 23 NA 23.4 0 3 0 0 0 9
## 1315 fr Ligue 1 21 2000 21 16 NA 15.7 0 0 0 0 0 7
## 1316 de Bundesliga 26 1995 25 10 NA 11.2 4 0 3 1 1 2
## 1317 fr Ligue 1 29 1992 37 37 NA 37.0 0 0 0 0 0 1
## 1318 eng Premier League 27 1993 25 25 NA 23.7 0 1 0 0 0 1
## 1319 it Serie A 30 1991 16 16 NA 15.5 0 0 0 0 0 2
## 1320 de Bundesliga 24 1997 30 27 NA 24.6 3 0 3 0 0 6
## 1321 de Bundesliga 23 1998 26 15 NA 12.4 3 2 3 0 0 1
## 1322 eng Premier League 21 2000 15 13 NA 11.6 0 2 0 0 0 2
## 1323 es La Liga 37 1984 28 17 NA 16.7 5 3 1 4 4 2
## 1324 it Serie A 28 1992 27 8 NA 11.7 3 0 3 0 0 1
## 1325 eng Premier League 26 1995 20 19 NA 17.8 0 3 0 0 0 8
## 1326 eng Premier League 29 1992 24 22 NA 22.0 2 1 2 0 0 7
## 1327 it Serie A 32 1989 17 12 NA 12.0 0 1 0 0 0 3
## 1328 de Bundesliga 25 1995 33 24 NA 23.1 11 3 8 3 3 1
## 1329 eng Premier League 26 1994 35 33 NA 31.7 8 4 8 0 0 6
## 1330 fr Ligue 1 24 1997 34 31 NA 29.6 2 8 2 0 0 5
## 1331 es La Liga 35 1986 25 22 NA 19.1 2 4 2 0 0 4
## 1332 es La Liga 27 1994 22 21 NA 21.8 0 0 0 0 0 2
## 1333 eng Premier League 36 1984 32 28 NA 29.4 3 0 3 0 0 2
## 1334 it Serie A 30 1991 35 35 NA 35.0 0 0 0 0 0 1
## 1335 de Bundesliga 21 2000 28 23 NA 22.3 1 0 1 0 0 5
## 1336 it Serie A 26 1995 35 32 NA 29.5 17 5 17 0 1 8
## 1337 fr Ligue 1 26 1995 30 29 NA 25.9 6 8 6 0 0 3
## 1338 es La Liga 24 1997 34 34 NA 34.0 0 0 0 0 0 3
## 1339 it Serie A 20 2000 35 32 NA 29.0 3 4 3 0 0 5
## 1340 it Serie A 34 1987 37 37 NA 37.0 0 0 0 0 0 0
## 1341 fr Ligue 1 23 1997 35 26 NA 25.6 2 5 2 0 0 6
## 1342 eng Premier League 31 1989 36 36 NA 35.8 2 1 2 0 0 5
## 1343 de Bundesliga 26 1995 22 20 NA 20.2 4 1 4 0 0 3
## 1344 eng Premier League 20 2000 18 14 NA 15.0 0 0 0 0 0 6
## 1345 it Serie A 21 1999 15 13 NA 13.0 0 0 0 0 0 4
## 1346 it Serie A 30 1991 36 36 NA 36.0 0 0 0 0 0 4
## 1347 it Serie A 26 1995 35 35 NA 35.0 3 0 3 0 0 3
## 1348 it Serie A 31 1989 27 23 NA 23.2 3 0 3 0 0 0
## 1349 eng Premier League 21 2000 33 21 NA 21.3 10 2 10 0 0 1
## 1350 eng Premier League 29 1991 21 16 NA 16.5 1 1 1 0 0 3
## 1351 de Bundesliga 29 1991 30 30 NA 28.5 0 1 0 0 0 4
## 1352 es La Liga 29 1992 33 19 NA 20.7 4 1 4 0 0 4
## 1353 es La Liga 24 1997 32 28 NA 27.5 11 5 4 7 7 4
## 1354 de Bundesliga 32 1988 33 33 NA 33.0 0 1 0 0 0 2
## 1355 es La Liga 27 1994 26 22 NA 21.9 1 0 1 0 0 5
## 1356 es La Liga 28 1993 38 38 NA 37.9 0 0 0 0 0 4
## 1357 it Serie A 30 1991 35 32 NA 29.1 0 4 0 0 0 6
## 1358 de Bundesliga 23 1998 28 28 NA 27.8 1 8 1 0 0 4
## 1359 fr Ligue 1 30 1990 35 28 NA 27.6 6 4 4 2 2 7
## 1360 it Serie A 22 1999 24 14 NA 13.8 3 2 3 0 0 4
## 1361 eng Premier League 26 1995 35 34 NA 34.0 5 1 5 0 0 3
## 1362 it Serie A 29 1992 28 26 NA 25.2 0 0 0 0 0 6
## 1363 eng Premier League 22 1999 19 12 NA 12.2 0 1 0 0 0 0
## 1364 fr Ligue 1 29 1992 34 27 NA 25.9 1 3 1 0 0 4
## 1365 de Bundesliga 24 1997 31 28 NA 26.8 2 3 2 0 0 5
## 1366 eng Premier League 25 1996 28 28 NA 27.7 1 0 1 0 0 5
## 1367 de Bundesliga 22 1998 29 20 NA 20.7 1 6 1 0 0 6
## 1368 de Bundesliga 27 1993 24 15 NA 15.4 0 1 0 0 0 3
## 1369 de Bundesliga 26 1995 26 22 NA 22.6 1 0 1 0 0 3
## 1370 fr Ligue 1 22 1998 24 11 NA 11.9 1 1 1 0 0 1
## 1371 eng Premier League 26 1994 30 23 NA 23.6 13 5 11 2 3 1
## 1372 de Bundesliga 20 2001 26 18 NA 18.8 2 1 2 0 0 1
## 1373 de Bundesliga 32 1988 26 20 NA 18.1 4 5 4 0 2 10
## 1374 it Serie A 25 1995 33 32 NA 30.4 1 1 1 0 0 11
## 1375 eng Premier League 27 1994 14 12 NA 12.4 1 0 1 0 0 0
## 1376 it Serie A 26 1995 23 23 NA 23.0 0 0 0 0 0 2
## 1377 eng Premier League 21 1999 29 22 NA 22.8 1 0 1 0 0 6
## 1378 it Serie A 28 1993 25 24 NA 19.6 0 0 0 0 0 12
## 1379 es La Liga 33 1988 35 31 NA 30.1 0 3 0 0 0 13
## 1380 es La Liga 27 1994 38 33 NA 31.3 4 6 4 0 0 4
## 1381 es La Liga 34 1987 35 20 NA 20.4 11 2 9 2 3 7
## 1382 de Bundesliga 25 1995 28 19 NA 20.4 1 2 1 0 0 2
## 1383 fr Ligue 1 19 2002 20 11 NA 11.3 4 2 4 0 0 3
## 1384 it Serie A 22 1999 36 31 NA 28.5 3 3 3 0 0 7
## 1385 it Serie A 22 1998 18 13 NA 13.7 0 0 0 0 0 2
## 1386 it Serie A 31 1990 33 33 NA 33.0 0 0 0 0 0 2
## 1387 de Bundesliga 20 2000 31 15 NA 17.1 6 8 6 0 1 2
## 1388 es La Liga 25 1995 33 20 NA 19.6 4 0 4 0 0 2
## 1389 de Bundesliga 25 1996 33 33 NA 32.0 2 2 2 0 0 4
## 1390 fr Ligue 1 28 1993 28 24 NA 23.6 5 3 5 0 0 3
## 1391 it Serie A 27 1994 38 26 NA 28.6 4 2 4 0 0 4
## 1392 es La Liga 26 1995 29 13 NA 15.7 0 0 0 0 0 10
## 1393 de Bundesliga 22 1999 22 19 NA 20.2 1 0 1 0 0 1
## 1394 fr Ligue 1 29 1992 30 29 NA 29.2 4 2 0 4 4 6
## 1395 eng Premier League 25 1995 17 17 NA 15.9 1 1 1 0 0 2
## 1396 eng Premier League 25 1995 16 16 NA 16.0 0 0 0 0 0 1
## 1397 eng Premier League 28 1992 35 35 NA 34.5 1 2 1 0 0 11
## 1398 eng Premier League 21 2000 22 13 NA 13.1 1 1 1 0 0 2
## 1399 eng Premier League 27 1993 31 30 NA 30.3 0 3 0 0 0 3
## 1400 fr Ligue 1 21 2000 35 33 NA 32.5 3 2 3 0 0 11
## 1401 eng Premier League 28 1992 21 18 NA 18.4 0 4 0 0 0 1
## 1402 es La Liga 25 1996 14 12 NA 11.9 0 0 0 0 0 2
## 1403 es La Liga 29 1992 35 35 NA 35.0 0 0 0 0 0 3
## 1404 it Serie A 31 1990 32 31 NA 31.8 0 0 0 0 0 0
## 1405 fr Ligue 1 24 1997 37 37 NA 30.9 21 3 19 2 2 1
## 1406 it Serie A 21 2000 31 28 NA 26.9 2 1 2 0 0 6
## 1407 de Bundesliga 19 2002 29 10 NA 13.2 3 3 3 0 0 6
## 1408 eng Premier League 20 2001 22 21 NA 21.2 0 1 0 0 0 2
## 1409 fr Ligue 1 33 1988 30 29 NA 28.5 2 0 2 0 0 9
## 1410 fr Ligue 1 27 1993 31 27 NA 26.5 8 4 8 0 0 2
## 1411 it Serie A 25 1996 35 35 NA 32.7 3 1 3 0 0 10
## 1412 fr Ligue 1 20 2001 36 20 NA 21.1 4 2 4 0 0 4
## 1413 eng Premier League 24 1997 32 29 NA 29.2 6 4 4 2 2 3
## 1414 eng Premier League 24 1997 22 22 NA 21.3 1 3 1 0 0 0
## 1415 de Bundesliga 22 1999 29 23 NA 22.3 1 2 1 0 0 3
## 1416 fr Ligue 1 21 1999 36 35 NA 34.6 1 0 1 0 0 6
## 1417 fr Ligue 1 28 1992 30 26 NA 25.5 12 5 10 2 2 3
## 1418 it Serie A 26 1994 20 15 NA 15.5 0 1 0 0 0 2
## 1419 it Serie A 30 1990 20 16 NA 16.0 1 1 1 0 0 6
## 1420 es La Liga 26 1994 34 33 NA 32.4 17 3 12 5 5 7
## 1421 de Bundesliga 19 2002 14 13 NA 11.9 4 0 4 0 0 2
## 1422 eng Premier League 22 1998 21 20 NA 18.7 0 1 0 0 0 2
## 1423 it Serie A 23 1997 31 30 NA 30.2 0 0 0 0 0 4
## 1424 it Serie A 21 2000 36 31 NA 28.9 5 2 5 0 0 9
## 1425 eng Premier League 25 1996 33 32 NA 32.3 12 5 7 5 5 8
## 1426 it Serie A 25 1996 31 26 NA 24.4 5 1 5 0 0 10
## 1427 es La Liga 20 2001 18 15 NA 14.2 0 0 0 0 0 5
## 1428 es La Liga 21 2000 18 17 NA 15.7 4 4 3 1 1 1
## 1429 es La Liga 26 1994 26 11 NA 11.2 2 3 2 0 0 2
## 1430 es La Liga 24 1997 33 33 NA 31.7 5 1 5 0 0 5
## 1431 es La Liga 27 1994 33 32 NA 30.3 1 0 1 0 0 10
## 1432 de Bundesliga 24 1997 30 22 NA 21.8 2 0 2 0 0 3
## 1433 fr Ligue 1 34 1986 28 16 NA 16.2 4 0 4 0 0 0
## 1434 eng Premier League 30 1991 21 17 NA 16.2 3 2 2 1 1 3
## 1435 eng Premier League 25 1996 20 10 NA 11.9 1 0 1 0 0 0
## 1436 fr Ligue 1 19 2001 27 17 NA 19.2 1 1 1 0 0 9
## 1437 fr Ligue 1 29 1992 33 33 NA 32.1 3 10 3 0 0 4
## 1438 fr Ligue 1 34 1986 37 36 NA 35.7 4 1 4 0 0 1
## 1439 de Bundesliga 31 1990 32 32 NA 32.0 0 0 0 0 0 2
## 1440 fr Ligue 1 28 1992 17 12 NA 12.4 1 0 1 0 0 3
## 1441 es La Liga 33 1988 32 24 NA 22.3 3 9 0 3 3 13
## 1442 es La Liga 29 1991 35 27 NA 24.2 6 4 6 0 0 3
## 1443 de Bundesliga 34 1987 25 23 NA 22.1 2 0 2 0 0 5
## 1444 eng Premier League 21 1999 28 16 NA 14.8 2 1 2 0 0 0
## 1445 eng Premier League 27 1993 17 15 NA 15.4 0 0 0 0 0 3
## 1446 eng Premier League 26 1994 34 32 NA 31.2 8 3 7 1 1 2
## 1447 fr Ligue 1 19 2001 30 18 NA 18.2 3 2 3 0 0 4
## 1448 de Bundesliga 22 1999 26 26 NA 24.3 4 0 4 0 0 4
## 1449 it Serie A 18 2002 35 29 NA 27.5 5 3 5 0 0 4
## 1450 fr Ligue 1 25 1996 12 11 NA 11.2 1 0 1 0 0 0
## 1451 fr Ligue 1 28 1992 32 29 NA 27.9 11 2 11 0 0 3
## 1452 es La Liga 24 1997 37 33 NA 31.1 16 1 14 2 4 8
## 1453 fr Ligue 1 24 1997 32 25 NA 24.4 10 2 9 1 1 2
## 1454 de Bundesliga 22 1998 28 25 NA 24.6 1 6 1 0 0 4
## 1455 de Bundesliga 29 1991 30 24 NA 22.5 5 8 5 0 0 3
## 1456 it Serie A 31 1990 21 15 NA 11.8 0 0 0 0 0 5
## 1457 es La Liga 26 1994 35 29 NA 28.5 0 0 0 0 0 8
## 1458 es La Liga 25 1995 36 36 NA 35.3 0 0 0 0 0 4
## 1459 es La Liga 23 1998 31 19 NA 20.4 0 1 0 0 0 2
## 1460 fr Ligue 1 20 2001 17 12 NA 12.4 2 1 2 0 0 3
## 1461 eng Premier League 28 1993 22 20 NA 20.3 1 1 1 0 0 0
## 1462 eng Premier League 34 1987 25 20 NA 20.1 15 2 15 0 0 2
## 1463 de Bundesliga 22 1998 29 26 NA 22.0 1 3 1 0 0 4
## 1464 de Bundesliga 23 1997 19 16 NA 13.3 0 0 0 0 0 3
## 1465 it Serie A 22 1998 28 27 NA 25.3 1 0 1 0 0 7
## 1466 es La Liga 22 1998 29 23 NA 22.4 0 0 0 0 0 9
## 1467 es La Liga 28 1993 17 16 NA 14.8 0 1 0 0 0 3
## 1468 es La Liga 30 1991 29 20 NA 20.4 3 0 3 0 0 3
## 1469 it Serie A 35 1986 22 17 NA 14.9 0 3 0 0 0 7
## 1470 eng Premier League 29 1992 34 33 NA 31.9 1 1 1 0 0 6
## 1471 es La Liga 20 2000 34 29 NA 26.5 0 0 0 0 0 4
## 1472 it Serie A 26 1995 23 20 NA 17.5 0 0 0 0 0 4
## 1473 it Serie A 25 1996 33 21 NA 21.7 8 6 7 1 2 2
## 1474 es La Liga 32 1988 19 16 NA 15.5 0 0 0 0 0 11
## 1475 it Serie A 28 1993 36 26 NA 25.8 4 8 3 1 2 6
## 1476 fr Ligue 1 28 1992 24 23 NA 21.5 2 2 2 0 0 12
## 1477 es La Liga 28 1993 32 17 NA 15.1 2 0 2 0 0 7
## 1478 es La Liga 27 1994 32 27 NA 26.9 0 0 0 0 0 4
## 1479 it Serie A 24 1996 38 38 NA 38.0 0 0 0 0 0 1
## 1480 es La Liga 31 1989 31 21 NA 21.1 2 0 2 0 0 10
## 1481 es La Liga 26 1995 35 33 NA 32.2 0 1 0 0 0 9
## 1482 de Bundesliga 31 1989 24 24 NA 23.7 0 0 0 0 0 2
## 1483 it Serie A 23 1997 26 18 NA 17.4 0 1 0 0 0 2
## 1484 it Serie A 19 2002 20 16 NA 16.6 0 0 0 0 0 3
## 1485 es La Liga 22 1999 24 22 NA 22.1 2 1 2 0 0 2
## 1486 it Serie A 21 2000 21 21 NA 20.6 17 2 12 5 6 2
## 1487 it Serie A 21 2000 15 12 NA 12.0 7 1 7 0 0 2
## 1488 de Bundesliga 29 1991 30 29 NA 28.5 0 2 0 0 0 7
## 1489 it Serie A 26 1995 29 22 NA 22.0 0 3 0 0 0 3
## 1490 fr Ligue 1 29 1992 34 29 NA 27.1 9 9 8 1 1 10
## 1491 de Bundesliga 18 2002 24 12 NA 12.7 2 0 2 0 0 2
## 1492 it Serie A 29 1992 30 28 NA 26.8 0 0 0 0 0 3
## 1493 it Serie A 26 1995 36 33 NA 33.0 1 0 1 0 0 6
## 1494 eng Premier League 31 1990 20 20 NA 19.5 0 2 0 0 0 1
## 1495 eng Premier League 24 1997 32 29 NA 29.3 1 2 1 0 0 5
## 1496 eng Premier League 23 1997 20 20 NA 19.9 0 0 0 0 0 2
## 1497 eng Premier League 31 1989 28 27 NA 27.6 0 0 0 0 0 8
## 1498 eng Premier League 26 1994 36 36 NA 35.7 10 5 6 4 4 3
## 1499 es La Liga 32 1989 19 19 NA 17.6 1 1 1 0 0 6
## 1500 eng Premier League 25 1995 35 33 NA 32.8 11 2 10 1 1 7
## 1501 fr Ligue 1 21 2000 29 17 NA 18.0 3 4 3 0 0 2
## 1502 eng Premier League 26 1995 22 16 NA 15.9 2 0 2 0 0 5
## 1503 eng Premier League 28 1992 20 17 NA 16.1 2 3 2 0 0 3
## 1504 de Bundesliga 28 1992 18 17 NA 17.3 6 1 5 1 2 2
## 1505 eng Premier League 30 1990 25 15 NA 16.4 6 2 6 0 0 0
## 1506 eng Premier League 25 1996 21 15 NA 14.3 4 1 4 0 0 1
## 1507 eng Premier League 31 1990 27 26 NA 25.4 0 3 0 0 0 7
## 1508 eng Premier League 23 1997 32 32 NA 32.0 0 0 0 0 0 3
## 1509 de Bundesliga 28 1993 33 33 NA 32.4 4 5 4 0 0 1
## 1510 fr Ligue 1 30 1990 31 18 NA 18.4 1 3 1 0 0 2
## 1511 de Bundesliga 27 1994 24 20 NA 17.8 1 0 1 0 0 5
## 1512 eng Premier League 20 2000 26 23 NA 23.6 0 1 0 0 0 8
## 1513 es La Liga 27 1994 38 32 NA 30.9 8 5 7 1 1 4
## 1514 es La Liga 19 2002 34 11 NA 14.9 0 0 0 0 0 4
## 1515 eng Premier League 21 1999 29 24 NA 22.6 2 0 2 0 0 0
## 1516 eng Premier League 29 1992 18 16 NA 15.4 8 0 6 2 2 4
## 1517 de Bundesliga 20 2001 31 27 NA 22.8 3 6 3 0 0 7
## 1518 de Bundesliga 22 1999 14 14 NA 13.1 5 1 5 0 0 0
## 1519 de Bundesliga 18 2003 24 22 NA 20.6 7 10 7 0 0 2
## 1520 eng Premier League 24 1996 30 12 NA 14.3 7 1 7 0 0 0
## 1521 de Bundesliga 32 1989 29 22 NA 21.6 2 0 2 0 0 4
## 1522 de Bundesliga 26 1995 27 15 NA 14.7 3 1 3 0 0 4
## 1523 de Bundesliga 21 1999 32 23 NA 19.8 5 2 5 0 0 1
## 1524 eng Premier League 29 1991 17 17 NA 15.2 3 0 3 0 0 1
## 1525 eng Premier League 29 1991 17 15 NA 14.7 2 0 1 1 1 0
## 1526 fr Ligue 1 19 2001 14 11 NA 11.7 0 1 0 0 0 2
## 1527 fr Ligue 1 26 1994 23 19 NA 18.0 3 0 3 0 0 10
## 1528 eng Premier League 28 1992 27 27 NA 25.9 1 2 1 0 0 10
## 1529 fr Ligue 1 36 1985 31 25 NA 24.6 4 3 2 2 2 9
## 1530 it Serie A 32 1988 26 19 NA 20.3 2 3 2 0 0 2
## 1531 eng Premier League 36 1985 24 10 NA 13.9 0 2 0 0 0 2
## 1532 fr Ligue 1 22 1999 30 18 NA 17.3 1 0 1 0 0 3
## 1533 it Serie A 26 1995 29 21 NA 20.8 4 5 4 0 0 6
## 1534 eng Premier League 28 1992 33 31 NA 30.7 14 1 9 5 7 6
## 1535 de Bundesliga 24 1996 16 15 NA 15.5 2 1 2 0 0 4
## 1536 es La Liga 29 1992 24 14 NA 13.0 0 0 0 0 0 6
## 1537 it Serie A 25 1995 25 21 NA 21.4 0 1 0 0 0 5
## 1538 it Serie A 22 1999 28 23 NA 21.9 2 1 2 0 0 12
## 1539 it Serie A 30 1991 24 20 NA 19.1 10 4 7 3 3 3
## 1540 it Serie A 21 1999 25 11 NA 12.7 0 0 0 0 0 4
## 1541 it Serie A 29 1992 34 29 NA 26.1 1 5 1 0 0 6
## 1542 es La Liga 22 1999 31 8 NA 13.0 1 0 0 1 1 5
## 1543 fr Ligue 1 26 1995 38 37 NA 37.1 0 3 0 0 0 5
## 1544 de Bundesliga 26 1994 32 32 NA 32.0 0 0 0 0 0 1
## 1545 de Bundesliga 22 1999 22 11 NA 11.3 2 1 2 0 0 2
## 1546 it Serie A 27 1994 35 26 NA 23.2 6 5 6 0 0 1
## 1547 it Serie A 20 2000 20 13 NA 14.6 0 0 0 0 0 3
## 1548 eng Premier League 24 1996 15 10 NA 11.6 0 4 0 0 0 0
## 1549 eng Premier League 28 1993 23 14 NA 14.7 4 3 4 0 0 3
## 1550 it Serie A 22 1999 29 13 NA 15.7 1 2 1 0 0 3
## 1551 eng Premier League 26 1994 24 24 NA 23.1 1 0 1 0 0 1
## 1552 es La Liga 24 1997 26 19 NA 18.3 0 1 0 0 0 7
## 1553 es La Liga 22 1999 36 26 NA 28.8 2 1 2 0 0 4
## 1554 it Serie A 23 1997 35 29 NA 25.6 6 2 6 0 0 5
## 1555 eng Premier League 22 1998 36 32 NA 30.9 7 4 7 0 0 4
## 1556 it Serie A 31 1990 33 23 NA 24.1 5 4 4 1 1 6
## CrdR xG npxG xA npxG+xA
## 1 0 0.7 0.7 1.4 2.1
## 2 1 1.2 1.2 0.8 2.1
## 3 3 0.8 0.8 1.1 1.9
## 4 0 2.0 2.0 2.9 4.9
## 5 0 20.5 18.3 3.6 21.8
## 6 1 2.2 2.2 0.4 2.6
## 7 0 1.4 1.4 3.0 4.4
## 8 0 7.1 7.1 2.6 9.7
## 9 0 0.2 0.2 0.8 1.0
## 10 0 4.5 4.5 1.8 6.3
## 11 0 2.2 2.2 5.5 7.6
## 12 0 0.2 0.2 1.0 1.2
## 13 0 1.1 1.0 0.4 1.5
## 14 1 2.5 2.5 0.8 3.3
## 15 1 1.9 1.9 0.4 2.3
## 16 0 0.3 0.3 0.8 1.1
## 17 0 0.4 0.4 0.7 1.1
## 18 0 1.6 1.6 1.1 2.7
## 19 0 0.4 0.4 0.1 0.5
## 20 0 0.3 0.3 1.4 1.7
## 21 0 0.7 0.7 1.3 2.1
## 22 0 0.8 0.8 1.4 2.2
## 23 1 11.0 8.7 5.5 14.2
## 24 0 1.8 1.8 0.1 2.0
## 25 0 0.4 0.4 0.5 0.9
## 26 0 1.2 1.2 2.1 3.3
## 27 0 1.6 1.6 2.4 3.9
## 28 0 1.0 1.0 1.1 2.1
## 29 0 1.3 1.3 5.9 7.1
## 30 0 3.5 3.5 7.8 11.3
## 31 0 0.6 0.6 0.1 0.7
## 32 0 0.5 0.5 1.7 2.2
## 33 0 1.8 1.8 2.3 4.2
## 34 0 1.3 1.3 1.1 2.4
## 35 0 0.9 0.9 0.3 1.2
## 36 0 1.0 1.0 2.3 3.3
## 37 0 0.0 0.0 0.0 0.0
## 38 1 2.0 2.0 1.6 3.6
## 39 0 2.7 2.7 11.2 13.9
## 40 2 7.0 7.0 2.5 9.5
## 41 0 0.0 0.0 0.4 0.4
## 42 1 0.2 0.2 0.9 1.1
## 43 0 3.4 3.4 1.7 5.1
## 44 0 2.1 2.1 0.7 2.7
## 45 0 3.3 3.3 4.6 7.9
## 46 0 1.3 1.3 0.5 1.8
## 47 0 0.4 0.4 0.1 0.5
## 48 1 0.2 0.2 1.9 2.1
## 49 0 0.0 0.0 0.2 0.2
## 50 2 2.4 2.4 1.2 3.6
## 51 2 0.3 0.3 1.4 1.7
## 52 0 0.6 0.6 2.0 2.6
## 53 0 5.5 5.5 6.9 12.5
## 54 0 4.7 4.7 1.3 6.0
## 55 0 0.3 0.3 0.2 0.5
## 56 1 1.6 1.6 1.8 3.4
## 57 1 3.2 3.2 0.9 4.1
## 58 1 0.2 0.2 1.3 1.5
## 59 0 1.4 1.4 5.9 7.3
## 60 1 1.7 1.7 1.5 3.2
## 61 1 11.1 10.8 6.6 17.5
## 62 0 2.5 2.5 0.9 3.4
## 63 0 7.9 7.9 5.1 13.0
## 64 0 1.4 1.4 1.6 2.9
## 65 0 0.0 0.0 0.3 0.4
## 66 0 1.1 1.1 1.9 3.0
## 67 0 6.9 3.9 4.4 8.4
## 68 0 1.6 1.6 1.7 3.3
## 69 0 0.2 0.2 0.2 0.4
## 70 0 1.4 1.4 0.4 1.9
## 71 0 4.3 4.3 1.7 6.0
## 72 0 2.8 2.8 1.4 4.1
## 73 0 14.7 12.5 4.4 16.9
## 74 0 1.5 1.5 4.7 6.3
## 75 0 1.2 1.2 1.7 2.9
## 76 0 3.5 3.5 2.4 5.9
## 77 0 1.2 1.2 0.3 1.5
## 78 0 7.4 7.4 2.3 9.6
## 79 0 0.8 0.8 1.1 1.9
## 80 0 14.9 11.0 6.2 17.2
## 81 0 0.9 0.9 1.5 2.4
## 82 0 5.8 4.1 0.8 5.0
## 83 0 7.1 7.1 1.0 8.2
## 84 0 0.0 0.0 0.4 0.4
## 85 0 0.4 0.4 1.9 2.3
## 86 0 0.8 0.8 1.2 2.0
## 87 1 4.2 3.4 1.3 4.7
## 88 0 14.0 12.4 2.1 14.5
## 89 0 3.7 3.7 2.3 6.1
## 90 1 0.3 0.3 0.0 0.4
## 91 1 1.6 1.6 0.8 2.4
## 92 0 1.2 1.2 2.1 3.3
## 93 0 1.5 1.5 0.3 1.8
## 94 0 0.0 0.0 0.0 0.0
## 95 0 1.2 1.2 2.3 3.5
## 96 0 0.0 0.0 0.0 0.0
## 97 0 1.5 1.5 0.3 1.9
## 98 0 3.8 3.8 1.0 4.8
## 99 0 6.2 3.9 5.2 9.1
## 100 0 0.5 0.5 1.1 1.6
## 101 0 2.2 2.2 4.8 7.0
## 102 0 3.2 3.2 1.1 4.2
## 103 0 0.2 0.2 0.5 0.6
## 104 1 0.6 0.6 4.0 4.7
## 105 0 3.2 3.2 3.5 6.7
## 106 0 2.6 2.6 3.1 5.6
## 107 0 1.2 1.2 0.0 1.2
## 108 0 9.5 6.5 3.4 9.8
## 109 0 0.9 0.9 2.4 3.3
## 110 0 3.8 2.3 3.3 5.6
## 111 0 0.5 0.5 1.0 1.5
## 112 0 5.2 5.2 7.9 13.1
## 113 0 6.8 6.8 4.0 10.8
## 114 0 0.0 0.0 0.1 0.1
## 115 0 2.4 2.4 2.1 4.5
## 116 0 0.3 0.3 0.5 0.8
## 117 0 5.4 5.4 4.4 9.8
## 118 0 1.4 1.4 0.1 1.6
## 119 0 0.5 0.5 1.4 1.9
## 120 1 1.7 1.7 3.4 5.1
## 121 0 0.3 0.3 0.1 0.4
## 122 0 0.3 0.3 0.0 0.3
## 123 0 0.0 0.0 0.0 0.0
## 124 0 1.4 1.4 0.5 1.9
## 125 0 7.4 7.4 3.2 10.6
## 126 0 14.0 11.6 4.8 16.4
## 127 0 8.4 8.4 1.9 10.3
## 128 0 1.1 1.1 0.8 1.9
## 129 0 3.0 3.0 6.6 9.6
## 130 0 2.4 2.4 0.6 3.0
## 131 0 0.0 0.0 0.0 0.0
## 132 0 4.1 3.4 1.7 5.1
## 133 0 0.1 0.1 0.6 0.7
## 134 0 1.5 1.5 1.6 3.1
## 135 0 0.5 0.5 0.3 0.8
## 136 0 1.8 1.8 3.8 5.6
## 137 0 2.5 2.5 2.4 4.9
## 138 1 0.4 0.4 2.4 2.8
## 139 0 4.2 4.2 4.6 8.8
## 140 0 7.6 5.3 1.0 6.3
## 141 0 0.4 0.4 0.6 1.0
## 142 0 17.3 11.2 4.3 15.5
## 143 0 0.0 0.0 0.0 0.0
## 144 0 0.8 0.8 2.0 2.8
## 145 0 5.1 5.1 3.2 8.3
## 146 0 3.7 2.2 1.0 3.2
## 147 0 0.6 0.6 0.5 1.1
## 148 0 0.9 0.9 2.3 3.2
## 149 0 0.4 0.4 0.3 0.8
## 150 0 5.4 5.4 1.1 6.5
## 151 0 23.5 15.2 9.5 24.7
## 152 0 12.4 7.8 8.5 16.3
## 153 0 0.4 0.4 0.6 1.0
## 154 0 4.6 3.9 5.6 9.5
## 155 0 0.7 0.7 1.1 1.8
## 156 0 1.7 1.7 0.3 2.0
## 157 0 1.4 1.4 1.9 3.3
## 158 0 0.0 0.0 0.0 0.0
## 159 0 0.0 0.0 0.0 0.0
## 160 0 2.0 2.0 3.9 5.9
## 161 0 10.6 10.6 1.5 12.1
## 162 0 0.6 0.6 0.2 0.8
## 163 0 2.0 2.0 1.0 3.0
## 164 0 0.6 0.6 0.3 0.9
## 165 0 4.1 3.3 1.5 4.8
## 166 1 3.3 1.8 5.8 7.6
## 167 0 0.9 0.9 0.8 1.7
## 168 0 0.0 0.0 0.3 0.3
## 169 0 11.5 7.7 3.4 11.2
## 170 0 0.3 0.3 1.4 1.7
## 171 0 1.5 1.5 2.5 4.0
## 172 1 5.1 5.1 2.5 7.5
## 173 0 7.4 5.9 0.8 6.7
## 174 1 0.7 0.7 0.8 1.5
## 175 0 4.9 2.6 0.4 3.0
## 176 0 1.3 1.3 0.2 1.5
## 177 0 9.3 9.3 3.3 12.5
## 178 0 1.4 1.4 0.4 1.8
## 179 1 8.4 8.4 4.5 12.9
## 180 0 1.0 1.0 2.8 3.8
## 181 0 2.2 1.5 3.8 5.3
## 182 0 8.2 5.9 6.4 12.3
## 183 1 1.5 1.5 2.9 4.4
## 184 0 0.0 0.0 0.6 0.6
## 185 0 5.3 5.3 13.2 18.5
## 186 0 11.1 11.1 5.7 16.8
## 187 1 0.6 0.6 0.6 1.3
## 188 0 4.9 4.9 1.8 6.7
## 189 0 4.7 4.7 4.7 9.3
## 190 0 1.6 1.6 1.6 3.2
## 191 0 1.3 1.3 0.4 1.7
## 192 0 0.0 0.0 0.2 0.2
## 193 0 4.7 4.7 5.1 9.9
## 194 0 4.1 4.1 0.2 4.3
## 195 0 7.0 7.0 1.3 8.4
## 196 1 1.6 1.6 1.0 2.6
## 197 0 0.7 0.7 0.6 1.4
## 198 0 1.4 1.4 2.5 3.9
## 199 0 1.2 1.2 1.8 3.0
## 200 0 0.3 0.3 1.3 1.6
## 201 0 8.4 7.1 1.3 8.4
## 202 0 3.1 3.1 5.5 8.6
## 203 0 1.8 1.8 2.3 4.0
## 204 0 0.5 0.5 0.7 1.2
## 205 0 0.0 0.0 0.1 0.1
## 206 0 13.9 13.2 3.2 16.4
## 207 0 0.5 0.5 0.1 0.6
## 208 0 1.3 1.3 0.0 1.3
## 209 0 0.3 0.3 1.2 1.5
## 210 0 1.0 1.0 1.7 2.7
## 211 0 0.7 0.7 1.9 2.6
## 212 0 0.9 0.9 0.2 1.1
## 213 0 0.6 0.6 2.4 3.0
## 214 0 1.3 1.3 0.3 1.6
## 215 0 1.2 1.2 4.0 5.2
## 216 0 0.0 0.0 0.0 0.0
## 217 0 3.2 3.2 1.4 4.6
## 218 0 1.7 1.7 0.0 1.7
## 219 0 0.1 0.1 0.1 0.2
## 220 0 1.6 1.6 0.7 2.2
## 221 0 6.5 3.9 8.3 12.2
## 222 0 4.1 1.9 2.5 4.3
## 223 0 1.7 1.7 3.0 4.8
## 224 0 6.8 4.6 1.8 6.4
## 225 0 2.5 2.5 1.9 4.4
## 226 0 1.0 1.0 1.2 2.2
## 227 1 0.7 0.7 1.8 2.5
## 228 1 1.6 0.8 1.4 2.2
## 229 0 3.2 0.1 0.7 0.8
## 230 0 4.7 4.7 5.1 9.8
## 231 0 4.1 4.1 5.1 9.3
## 232 1 6.0 4.5 6.7 11.1
## 233 1 3.0 3.0 1.9 4.9
## 234 0 1.1 1.1 0.8 1.9
## 235 0 0.6 0.6 0.9 1.4
## 236 0 7.3 5.7 6.8 12.5
## 237 0 10.8 9.8 3.4 13.3
## 238 0 1.0 1.0 1.7 2.7
## 239 0 0.6 0.6 0.2 0.8
## 240 0 0.5 0.5 0.6 1.2
## 241 0 0.0 0.0 0.0 0.0
## 242 0 3.4 3.4 2.1 5.6
## 243 0 0.6 0.6 1.2 1.8
## 244 1 2.5 2.5 0.3 2.8
## 245 0 6.1 4.6 6.2 10.8
## 246 0 2.9 2.9 0.2 3.1
## 247 0 0.5 0.5 2.4 2.9
## 248 0 3.1 3.1 1.5 4.6
## 249 0 0.7 0.7 1.3 2.0
## 250 0 2.4 2.4 2.6 5.0
## 251 0 2.4 2.4 1.9 4.4
## 252 0 0.0 0.0 0.1 0.1
## 253 0 0.8 0.8 1.3 2.1
## 254 0 0.0 0.0 0.0 0.0
## 255 0 1.2 1.2 0.2 1.4
## 256 0 0.8 0.8 1.2 2.0
## 257 0 1.2 1.2 1.6 2.8
## 258 0 0.4 0.4 2.4 2.8
## 259 0 1.6 1.6 0.7 2.3
## 260 0 0.1 0.1 0.3 0.5
## 261 1 2.1 2.1 0.3 2.4
## 262 1 1.8 1.8 0.7 2.6
## 263 0 1.4 1.4 2.0 3.3
## 264 0 0.9 0.9 0.6 1.4
## 265 0 0.6 0.6 0.0 0.6
## 266 0 2.8 2.8 1.3 4.1
## 267 0 0.0 0.0 0.0 0.0
## 268 0 1.0 1.0 0.2 1.2
## 269 0 0.5 0.5 0.6 1.1
## 270 1 1.5 1.5 0.4 2.0
## 271 0 1.9 1.9 2.8 4.8
## 272 0 0.6 0.6 0.3 0.9
## 273 0 0.7 0.7 0.1 0.7
## 274 0 1.2 1.2 1.3 2.5
## 275 0 0.9 0.9 0.8 1.7
## 276 0 0.4 0.4 0.2 0.7
## 277 0 0.5 0.5 0.4 0.9
## 278 0 4.4 4.4 4.4 8.7
## 279 0 0.7 0.7 0.0 0.7
## 280 0 0.0 0.0 0.0 0.0
## 281 0 1.6 1.6 0.5 2.1
## 282 1 0.8 0.8 0.3 1.1
## 283 0 2.7 2.7 7.2 9.9
## 284 0 0.2 0.2 0.8 1.0
## 285 0 0.8 0.8 2.0 2.9
## 286 0 0.1 0.1 0.5 0.6
## 287 0 2.0 2.0 0.0 2.0
## 288 0 1.0 1.0 1.1 2.1
## 289 0 0.8 0.8 1.2 2.0
## 290 1 1.4 1.4 0.0 1.4
## 291 1 1.6 1.6 0.9 2.5
## 292 1 4.5 4.5 3.2 7.8
## 293 1 4.0 4.0 2.5 6.4
## 294 0 0.0 0.0 0.1 0.1
## 295 0 0.3 0.3 2.2 2.5
## 296 0 0.3 0.3 0.1 0.4
## 297 1 0.4 0.4 0.6 1.0
## 298 0 0.8 0.8 0.1 0.9
## 299 0 6.7 5.9 1.5 7.4
## 300 0 1.7 1.7 3.3 5.0
## 301 1 6.8 6.8 3.5 10.2
## 302 0 4.8 4.8 2.0 6.7
## 303 0 0.3 0.3 0.9 1.1
## 304 0 2.5 2.5 3.6 6.2
## 305 0 0.3 0.3 1.7 2.0
## 306 1 0.7 0.7 2.4 3.0
## 307 0 0.0 0.0 0.0 0.0
## 308 1 0.6 0.6 2.4 3.0
## 309 0 0.9 0.9 0.3 1.3
## 310 0 0.9 0.9 0.7 1.6
## 311 0 0.0 0.0 0.0 0.0
## 312 0 3.7 3.7 3.2 6.9
## 313 1 1.4 1.4 1.0 2.4
## 314 0 0.0 0.0 0.0 0.0
## 315 0 1.1 1.1 3.2 4.3
## 316 0 5.6 0.3 0.8 1.1
## 317 0 2.3 2.3 1.6 3.9
## 318 0 2.3 2.3 0.9 3.2
## 319 0 0.3 0.3 0.0 0.4
## 320 0 2.0 2.0 5.0 7.0
## 321 0 2.5 2.5 1.9 4.4
## 322 0 0.7 0.7 2.7 3.4
## 323 2 0.7 0.7 0.1 0.8
## 324 0 6.3 6.3 2.2 8.5
## 325 0 4.7 4.7 0.9 5.6
## 326 0 0.8 0.8 3.0 3.8
## 327 0 0.2 0.2 0.4 0.7
## 328 0 1.9 1.9 0.1 2.0
## 329 1 0.4 0.4 0.3 0.8
## 330 0 3.7 3.7 2.6 6.3
## 331 1 1.1 1.1 3.4 4.5
## 332 0 4.7 4.7 1.8 6.5
## 333 0 2.0 2.0 2.4 4.3
## 334 0 0.7 0.7 1.0 1.7
## 335 0 0.2 0.2 0.2 0.4
## 336 0 1.2 1.2 1.2 2.4
## 337 2 1.6 1.6 0.2 1.8
## 338 3 0.8 0.8 1.4 2.2
## 339 0 2.8 2.8 4.9 7.8
## 340 0 1.8 1.8 3.3 5.2
## 341 0 0.9 0.9 2.2 3.1
## 342 0 14.1 11.8 3.2 15.0
## 343 0 1.7 1.7 4.0 5.8
## 344 0 1.8 1.8 0.6 2.3
## 345 0 0.4 0.4 0.1 0.5
## 346 1 2.9 2.9 0.5 3.3
## 347 0 6.4 6.4 9.5 15.9
## 348 0 1.6 1.6 4.1 5.7
## 349 1 0.2 0.2 2.4 2.6
## 350 0 2.0 2.0 2.1 4.0
## 351 0 3.9 3.9 2.1 6.0
## 352 0 2.3 2.3 1.3 3.6
## 353 0 1.2 1.2 2.7 3.9
## 354 1 1.3 1.3 0.6 1.8
## 355 0 14.8 12.5 4.2 16.7
## 356 0 18.8 15.1 3.0 18.1
## 357 0 2.8 2.8 7.8 10.6
## 358 0 2.2 2.2 0.0 2.2
## 359 0 3.4 1.9 4.1 6.0
## 360 0 1.5 1.5 0.0 1.5
## 361 0 2.6 2.6 0.9 3.5
## 362 1 7.5 7.5 3.2 10.7
## 363 0 11.0 7.2 3.9 11.1
## 364 0 0.0 0.0 0.0 0.0
## 365 0 1.5 1.5 2.8 4.3
## 366 0 7.7 7.7 1.0 8.7
## 367 0 8.5 7.8 7.0 14.8
## 368 0 1.3 1.3 3.0 4.3
## 369 0 2.4 2.4 1.0 3.4
## 370 0 1.2 1.2 2.7 3.9
## 371 0 5.5 5.5 6.9 12.3
## 372 0 0.4 0.4 0.1 0.5
## 373 0 5.0 5.0 1.9 6.9
## 374 1 8.5 7.8 9.1 16.9
## 375 0 0.5 0.5 0.1 0.6
## 376 0 10.3 8.7 2.1 10.8
## 377 0 0.5 0.5 1.0 1.4
## 378 0 11.2 8.2 6.8 15.0
## 379 0 2.2 2.2 2.4 4.6
## 380 0 4.7 4.7 2.5 7.2
## 381 0 1.1 1.1 0.2 1.3
## 382 0 1.0 1.0 1.4 2.4
## 383 0 0.6 0.6 2.0 2.6
## 384 0 0.4 0.4 1.7 2.1
## 385 0 2.4 2.4 0.4 2.8
## 386 0 3.0 3.0 3.1 6.1
## 387 0 3.5 2.7 5.2 7.9
## 388 0 0.0 0.0 0.0 0.0
## 389 0 0.9 0.9 2.5 3.4
## 390 0 5.4 5.4 4.1 9.5
## 391 0 1.9 1.9 0.4 2.3
## 392 0 0.0 0.0 0.1 0.1
## 393 0 1.1 1.1 0.3 1.4
## 394 1 0.1 0.1 0.3 0.4
## 395 1 0.5 0.5 0.1 0.6
## 396 1 2.1 2.1 0.6 2.8
## 397 0 1.8 1.8 1.0 2.9
## 398 0 0.0 0.0 0.0 0.0
## 399 0 6.4 4.9 1.2 6.1
## 400 0 1.6 1.6 2.2 3.8
## 401 0 0.0 0.0 0.0 0.0
## 402 0 0.2 0.2 0.3 0.5
## 403 1 2.7 2.7 0.8 3.5
## 404 0 5.1 5.1 2.5 7.6
## 405 0 1.1 1.1 0.3 1.3
## 406 0 2.7 2.7 2.2 4.9
## 407 1 1.5 1.5 3.1 4.6
## 408 1 0.7 0.7 1.5 2.1
## 409 0 0.0 0.0 0.0 0.0
## 410 1 0.7 0.7 0.0 0.7
## 411 0 1.1 1.1 0.3 1.3
## 412 1 0.5 0.5 2.1 2.6
## 413 0 0.7 0.7 1.3 2.0
## 414 0 0.0 0.0 0.1 0.1
## 415 0 3.5 3.5 2.5 6.0
## 416 0 2.4 2.4 1.6 4.0
## 417 0 1.3 1.3 0.1 1.5
## 418 0 5.8 5.8 3.9 9.6
## 419 0 1.3 1.3 1.8 3.1
## 420 1 1.2 1.2 0.2 1.4
## 421 1 3.8 3.8 0.9 4.7
## 422 0 1.2 1.2 2.9 4.0
## 423 0 8.1 6.6 3.7 10.3
## 424 0 13.2 13.2 4.5 17.7
## 425 0 0.1 0.1 0.6 0.7
## 426 1 0.5 0.5 0.5 1.0
## 427 0 0.0 0.0 0.1 0.1
## 428 0 1.7 1.7 0.9 2.6
## 429 0 6.9 6.1 2.3 8.4
## 430 0 1.2 1.2 1.6 2.8
## 431 1 0.7 0.7 0.4 1.1
## 432 1 6.4 4.7 1.9 6.6
## 433 0 3.8 3.8 2.4 6.2
## 434 0 3.0 3.0 1.8 4.8
## 435 0 6.6 5.8 1.5 7.3
## 436 0 2.4 2.4 2.0 4.5
## 437 1 2.1 2.1 0.2 2.2
## 438 1 1.5 1.5 0.1 1.7
## 439 0 7.9 7.9 0.9 8.8
## 440 0 6.0 6.0 2.5 8.5
## 441 0 3.1 3.1 2.5 5.6
## 442 0 8.8 8.8 4.7 13.5
## 443 0 1.5 1.5 2.1 3.6
## 444 0 5.8 5.1 1.3 6.3
## 445 0 5.8 5.5 1.4 6.9
## 446 0 2.1 2.1 0.4 2.5
## 447 1 2.9 2.9 0.1 3.0
## 448 0 1.5 1.5 1.1 2.6
## 449 0 1.6 1.4 3.9 5.3
## 450 0 0.9 0.9 0.0 0.9
## 451 0 0.7 0.7 1.9 2.6
## 452 0 0.7 0.7 0.6 1.3
## 453 0 0.0 0.0 0.0 0.0
## 454 0 3.4 1.9 1.4 3.3
## 455 1 0.8 0.8 0.9 1.8
## 456 0 2.3 2.3 0.2 2.5
## 457 0 6.2 2.4 3.3 5.8
## 458 0 0.8 0.8 1.0 1.8
## 459 1 2.7 2.7 2.9 5.6
## 460 0 0.0 0.0 0.0 0.0
## 461 1 1.2 1.2 0.2 1.4
## 462 1 5.0 5.0 6.8 11.8
## 463 1 1.0 1.0 0.4 1.4
## 464 1 0.3 0.3 0.1 0.4
## 465 1 5.0 5.0 3.7 8.6
## 466 0 0.1 0.1 3.2 3.3
## 467 0 9.7 8.2 8.4 16.6
## 468 1 0.0 0.0 0.0 0.0
## 469 0 2.9 1.4 1.6 3.0
## 470 0 0.0 0.0 0.0 0.0
## 471 0 0.6 0.6 0.3 0.9
## 472 0 0.5 0.5 0.0 0.5
## 473 0 0.2 0.2 1.8 2.1
## 474 1 0.3 0.3 2.6 3.0
## 475 0 3.1 2.3 5.1 7.4
## 476 0 0.9 0.9 2.6 3.5
## 477 0 0.0 0.0 0.1 0.1
## 478 0 2.1 1.4 2.2 3.6
## 479 0 0.7 0.7 1.2 2.0
## 480 0 9.1 9.1 6.6 15.7
## 481 0 7.6 7.6 3.7 11.3
## 482 0 1.3 1.3 2.6 3.9
## 483 0 0.5 0.5 2.2 2.8
## 484 0 1.6 1.6 0.8 2.4
## 485 0 5.0 5.0 5.6 10.6
## 486 0 7.6 4.6 3.6 8.2
## 487 0 0.4 0.4 1.1 1.5
## 488 0 0.0 0.0 0.0 0.0
## 489 0 0.0 0.0 0.2 0.2
## 490 0 0.8 0.8 0.7 1.5
## 491 1 0.5 0.5 1.8 2.3
## 492 0 2.9 2.9 4.0 6.9
## 493 0 1.3 1.3 0.3 1.6
## 494 0 2.8 2.8 2.2 5.1
## 495 0 6.6 6.6 3.5 10.1
## 496 0 1.5 1.5 2.0 3.4
## 497 0 1.5 1.5 1.8 3.3
## 498 1 1.1 1.1 0.9 2.1
## 499 0 0.6 0.6 4.1 4.7
## 500 0 5.8 5.8 3.3 9.1
## 501 0 3.5 3.5 3.6 7.1
## 502 0 5.8 5.8 2.9 8.7
## 503 0 3.9 3.9 1.7 5.6
## 504 0 0.8 0.8 0.0 0.8
## 505 0 0.4 0.4 2.3 2.7
## 506 0 0.4 0.4 0.7 1.1
## 507 0 0.4 0.4 1.1 1.4
## 508 0 3.4 3.4 2.3 5.8
## 509 0 5.8 5.8 3.5 9.3
## 510 0 0.0 0.0 0.0 0.0
## 511 0 0.1 0.1 1.1 1.1
## 512 0 14.0 11.7 2.3 14.1
## 513 0 1.9 1.9 1.7 3.6
## 514 0 4.7 4.7 1.6 6.3
## 515 0 6.3 6.3 5.1 11.4
## 516 0 0.8 0.8 0.5 1.3
## 517 0 1.3 1.3 0.3 1.6
## 518 1 0.2 0.2 0.2 0.3
## 519 0 0.8 0.8 1.2 2.0
## 520 0 0.3 0.3 1.1 1.4
## 521 0 6.0 5.2 2.7 7.9
## 522 0 3.1 1.6 3.4 5.0
## 523 0 0.4 0.4 0.1 0.5
## 524 2 0.9 0.9 2.1 3.1
## 525 0 0.0 0.0 0.0 0.0
## 526 0 0.9 0.9 2.1 3.0
## 527 0 1.8 1.8 1.8 3.6
## 528 0 4.2 4.2 2.2 6.4
## 529 0 5.5 5.5 2.5 8.0
## 530 0 0.2 0.2 0.5 0.6
## 531 1 1.2 1.2 0.0 1.2
## 532 0 3.2 3.2 1.5 4.7
## 533 0 0.0 0.0 0.1 0.1
## 534 0 0.3 0.3 2.5 2.8
## 535 0 1.0 1.0 2.0 3.0
## 536 0 2.1 2.1 1.6 3.6
## 537 1 0.0 0.0 0.3 0.3
## 538 0 2.9 2.9 0.9 3.9
## 539 0 10.3 8.8 2.0 10.8
## 540 0 8.3 8.3 6.7 15.0
## 541 0 1.1 1.1 0.7 1.9
## 542 1 3.0 3.0 3.4 6.4
## 543 0 5.0 5.0 2.2 7.1
## 544 1 5.2 5.2 1.9 7.1
## 545 0 2.7 2.7 2.3 5.0
## 546 0 2.5 2.4 2.0 4.3
## 547 1 0.9 0.9 0.8 1.7
## 548 0 0.0 0.0 0.0 0.0
## 549 0 0.4 0.4 0.8 1.3
## 550 1 0.2 0.2 0.1 0.3
## 551 0 1.0 1.0 0.6 1.7
## 552 0 1.4 1.4 1.2 2.6
## 553 1 9.3 7.1 3.8 10.9
## 554 0 3.4 3.4 3.3 6.7
## 555 0 4.9 4.9 2.6 7.5
## 556 0 0.6 0.6 2.8 3.3
## 557 0 12.3 8.5 6.8 15.3
## 558 0 1.8 1.1 1.2 2.3
## 559 0 0.1 0.1 1.3 1.4
## 560 1 1.1 1.1 1.4 2.6
## 561 2 0.7 0.7 0.7 1.4
## 562 0 4.5 4.5 4.3 8.8
## 563 0 0.0 0.0 0.0 0.0
## 564 0 4.8 4.8 6.3 11.1
## 565 1 0.0 0.0 0.3 0.3
## 566 0 0.6 0.6 0.5 1.1
## 567 0 4.4 4.4 1.6 6.0
## 568 0 5.3 4.6 1.1 5.7
## 569 0 0.7 0.7 0.1 0.8
## 570 0 4.8 4.8 3.4 8.2
## 571 0 9.1 4.5 7.0 11.5
## 572 0 0.5 0.5 0.6 1.1
## 573 0 12.5 10.2 1.8 12.0
## 574 0 2.9 2.2 5.3 7.5
## 575 0 0.0 0.0 0.0 0.0
## 576 0 0.8 0.8 0.5 1.3
## 577 0 7.2 6.4 1.4 7.8
## 578 0 0.1 0.1 0.1 0.2
## 579 0 2.2 2.2 0.9 3.1
## 580 0 6.5 4.9 4.0 8.9
## 581 0 1.9 1.9 0.5 2.4
## 582 0 3.6 3.6 3.5 7.1
## 583 0 2.5 1.7 2.0 3.7
## 584 0 1.7 1.7 0.5 2.2
## 585 0 1.4 1.4 1.0 2.4
## 586 0 1.1 1.1 3.3 4.5
## 587 2 0.3 0.3 0.4 0.7
## 588 0 2.9 2.9 1.8 4.7
## 589 0 0.8 0.8 3.8 4.6
## 590 0 7.4 7.4 0.2 7.5
## 591 0 0.0 0.0 0.0 0.0
## 592 0 0.0 0.0 0.1 0.2
## 593 1 0.9 0.9 2.1 3.0
## 594 0 0.3 0.3 0.3 0.6
## 595 0 8.6 8.6 4.2 12.8
## 596 0 0.8 0.8 7.3 8.1
## 597 0 0.3 0.3 0.7 1.0
## 598 0 0.8 0.8 4.3 5.1
## 599 1 1.3 1.3 0.2 1.5
## 600 0 2.5 2.5 1.8 4.3
## 601 0 5.9 5.9 1.4 7.3
## 602 0 0.4 0.4 0.3 0.7
## 603 0 17.6 13.0 5.7 18.7
## 604 0 0.3 0.3 0.9 1.2
## 605 1 2.8 2.8 0.6 3.4
## 606 0 2.4 2.4 1.4 3.8
## 607 0 3.5 3.5 1.6 5.1
## 608 0 1.0 1.0 0.5 1.4
## 609 1 0.4 0.4 0.4 0.8
## 610 0 0.9 0.9 1.1 1.9
## 611 1 2.1 2.1 4.7 6.8
## 612 0 0.0 0.0 0.0 0.0
## 613 0 1.9 1.9 0.3 2.1
## 614 0 0.4 0.4 0.4 0.8
## 615 0 2.4 2.4 2.3 4.6
## 616 0 2.5 2.5 2.8 5.3
## 617 0 0.6 0.6 0.2 0.8
## 618 0 4.0 4.0 2.6 6.6
## 619 0 0.0 0.0 0.4 0.4
## 620 0 1.9 1.9 0.8 2.7
## 621 0 9.7 9.7 2.0 11.6
## 622 0 0.4 0.4 0.1 0.5
## 623 0 2.7 2.7 2.0 4.7
## 624 0 1.3 1.3 3.9 5.2
## 625 0 4.0 4.0 1.7 5.7
## 626 0 0.2 0.2 0.9 1.1
## 627 0 1.5 1.5 3.8 5.3
## 628 0 2.5 2.5 3.4 5.9
## 629 0 1.7 1.7 2.4 4.1
## 630 0 0.9 0.9 0.6 1.5
## 631 0 1.5 1.5 1.9 3.4
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## 724 0 0.6 0.6 1.3 1.9
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## 814 1 0.0 0.0 0.0 0.0
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## 824 0 1.1 1.1 0.5 1.6
## 825 0 32.6 28.9 5.7 34.5
## 826 0 4.1 4.1 1.6 5.7
## 827 0 1.5 1.5 3.6 5.1
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## 846 1 0.0 0.0 0.0 0.0
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## 861 2 1.0 1.0 2.2 3.1
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## 974 0 0.0 0.0 0.0 0.0
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## 980 1 2.1 2.1 0.0 2.1
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## 982 1 7.3 7.3 6.0 13.3
## 983 0 0.1 0.1 0.0 0.1
## 984 0 2.7 2.7 1.2 3.9
## 985 0 3.6 1.3 4.1 5.4
## 986 0 4.4 4.4 1.9 6.3
## 987 0 7.9 7.1 2.0 9.1
## 988 0 1.4 1.4 1.5 2.9
## 989 0 7.6 7.6 0.4 8.0
## 990 0 0.7 0.7 0.7 1.3
## 991 0 0.3 0.3 1.3 1.6
## 992 1 0.2 0.2 0.0 0.2
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## 994 1 3.8 3.8 4.6 8.4
## 995 0 2.4 2.4 1.7 4.1
## 996 0 17.3 16.5 1.2 17.7
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## 998 0 12.0 10.5 4.2 14.7
## 999 1 0.7 0.7 4.5 5.2
## 1000 0 6.1 5.3 3.1 8.4
## 1001 1 4.1 4.1 3.7 7.8
## 1002 0 5.0 5.0 3.0 8.0
## 1003 0 2.2 2.2 2.3 4.5
## 1004 0 1.3 1.3 3.0 4.3
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## 1006 0 0.0 0.0 0.0 0.0
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## 1012 0 3.2 3.2 2.1 5.3
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## 1015 0 11.8 10.3 1.2 11.5
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## 1018 0 1.0 1.0 2.4 3.5
## 1019 0 2.2 2.2 0.4 2.6
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## 1021 0 2.4 2.4 2.6 5.0
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## 1023 0 0.0 0.0 0.0 0.0
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## 1025 0 4.2 4.2 0.8 5.0
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## 1027 1 0.2 0.1 0.5 0.6
## 1028 0 7.3 5.8 5.5 11.3
## 1029 1 0.4 0.4 0.0 0.5
## 1030 0 5.2 3.7 1.6 5.3
## 1031 0 2.9 2.9 2.1 5.0
## 1032 0 0.4 0.4 1.1 1.5
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## 1034 1 0.0 0.0 0.0 0.0
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## 1041 0 1.1 1.1 0.2 1.3
## 1042 0 0.9 0.9 1.7 2.6
## 1043 0 0.0 0.0 0.0 0.0
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## 1051 0 0.0 0.0 0.0 0.0
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## 1053 0 0.9 0.9 1.3 2.2
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## 1056 0 2.5 2.5 0.3 2.8
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## 1058 1 4.2 3.4 1.3 4.7
## 1059 0 5.4 5.4 0.8 6.2
## 1060 0 1.8 1.8 0.4 2.1
## 1061 0 0.1 0.1 0.3 0.4
## 1062 0 0.2 0.2 0.3 0.5
## 1063 0 14.8 14.1 10.0 24.0
## 1064 0 10.0 10.0 2.0 12.0
## 1065 0 3.4 3.4 1.8 5.3
## 1066 0 4.9 4.9 3.2 8.1
## 1067 0 0.9 0.9 1.8 2.8
## 1068 0 3.7 3.7 1.9 5.7
## 1069 0 0.0 0.0 0.0 0.0
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## 1075 0 0.0 0.0 0.0 0.0
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## 1077 1 1.0 1.0 3.8 4.7
## 1078 0 0.4 0.4 0.2 0.6
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## 1080 0 4.4 4.4 1.3 5.7
## 1081 0 1.4 1.4 3.4 4.8
## 1082 0 2.2 1.5 2.2 3.6
## 1083 0 2.8 2.3 2.8 5.1
## 1084 0 0.4 0.4 0.2 0.6
## 1085 1 0.0 0.0 0.0 0.0
## 1086 1 2.4 2.4 0.6 3.0
## 1087 1 1.3 1.3 1.7 3.0
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## 1089 0 1.1 1.1 0.2 1.3
## 1090 0 2.7 2.7 0.8 3.6
## 1091 0 6.2 4.7 1.9 6.6
## 1092 0 0.0 0.0 0.4 0.4
## 1093 1 11.5 11.5 1.8 13.3
## 1094 0 0.0 0.0 0.0 0.0
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## 1096 0 3.5 3.5 2.8 6.3
## 1097 1 0.0 0.0 0.0 0.0
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## 1099 0 2.1 2.1 0.2 2.3
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## 1101 0 2.3 2.3 1.2 3.5
## 1102 0 0.0 0.0 0.3 0.3
## 1103 1 4.0 4.0 3.1 7.1
## 1104 1 1.1 1.1 0.3 1.4
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## 1106 0 0.1 0.1 0.2 0.3
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## 1108 1 0.5 0.5 0.1 0.6
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## 1110 1 1.0 1.0 3.3 4.3
## 1111 0 4.8 4.0 3.5 7.5
## 1112 0 10.9 10.1 5.9 16.0
## 1113 0 1.7 1.0 6.6 7.6
## 1114 0 0.8 0.8 0.6 1.3
## 1115 0 2.5 2.5 1.3 3.8
## 1116 0 9.7 9.7 6.4 16.1
## 1117 1 0.6 0.6 0.7 1.2
## 1118 0 0.0 0.0 0.4 0.4
## 1119 0 4.3 4.3 1.6 5.9
## 1120 0 0.9 0.9 0.1 1.0
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## 1122 0 6.3 6.3 1.0 7.3
## 1123 0 10.5 5.2 10.5 15.8
## 1124 0 0.9 0.9 1.5 2.4
## 1125 0 1.6 1.6 3.2 4.8
## 1126 0 5.2 5.2 3.3 8.5
## 1127 0 4.2 4.2 2.6 6.8
## 1128 0 12.9 9.9 3.1 13.0
## 1129 0 1.2 1.2 1.8 2.9
## 1130 0 1.2 1.2 0.5 1.7
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## 1132 0 0.2 0.2 1.6 1.7
## 1133 0 0.9 0.9 2.1 3.0
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## 1135 0 3.1 3.1 0.3 3.3
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## 1139 0 3.3 3.3 2.4 5.7
## 1140 0 1.2 1.2 0.5 1.7
## 1141 0 5.1 4.4 8.0 12.4
## 1142 0 0.9 0.9 0.6 1.5
## 1143 0 0.3 0.3 0.8 1.1
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## 1145 0 0.0 0.0 0.0 0.0
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## 1150 0 0.6 0.6 0.2 0.9
## 1151 0 0.0 0.0 0.1 0.1
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## 1153 0 0.7 0.7 0.7 1.3
## 1154 0 0.4 0.4 0.3 0.7
## 1155 0 11.9 8.9 2.3 11.2
## 1156 0 1.5 1.5 1.2 2.8
## 1157 0 6.2 6.2 3.2 9.4
## 1158 1 2.1 2.1 0.1 2.1
## 1159 0 1.9 1.9 1.1 3.0
## 1160 0 0.5 0.5 3.6 4.1
## 1161 0 8.2 5.9 7.4 13.4
## 1162 0 3.8 3.8 0.8 4.5
## 1163 0 1.9 1.9 3.8 5.8
## 1164 1 2.4 2.4 3.5 6.0
## 1165 0 2.7 2.7 4.0 6.7
## 1166 0 9.1 7.6 2.5 10.1
## 1167 0 2.0 2.0 0.6 2.6
## 1168 0 0.0 0.0 0.2 0.2
## 1169 0 2.9 2.9 0.8 3.6
## 1170 0 3.1 2.3 2.0 4.3
## 1171 0 1.3 1.3 0.5 1.8
## 1172 0 5.1 5.1 2.2 7.4
## 1173 0 0.0 0.0 0.0 0.0
## 1174 0 2.5 2.5 4.1 6.6
## 1175 0 1.5 1.5 2.4 3.9
## 1176 0 2.6 2.6 2.0 4.7
## 1177 0 1.1 1.1 0.8 1.8
## 1178 0 6.6 6.6 0.8 7.4
## 1179 0 0.0 0.0 0.0 0.0
## 1180 0 4.9 4.9 1.2 6.1
## 1181 0 3.6 3.6 0.9 4.5
## 1182 0 11.5 9.2 2.8 12.0
## 1183 0 5.1 5.1 1.2 6.3
## 1184 0 4.9 4.2 2.6 6.8
## 1185 0 4.2 3.5 2.1 5.6
## 1186 0 0.5 0.5 1.3 1.9
## 1187 0 1.7 1.7 1.8 3.5
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## 1189 0 0.2 0.2 0.6 0.8
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## 1191 0 2.3 2.3 0.7 2.9
## 1192 0 1.1 1.1 0.0 1.1
## 1193 0 0.0 0.0 0.0 0.0
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## 1195 0 0.8 0.8 0.0 0.9
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## 1198 0 3.8 3.8 2.0 5.8
## 1199 0 0.6 0.6 0.7 1.4
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## 1201 0 2.4 2.4 2.0 4.4
## 1202 0 2.7 2.7 2.6 5.3
## 1203 1 7.3 7.3 3.8 11.2
## 1204 0 1.5 1.5 10.1 11.6
## 1205 0 0.0 0.0 0.0 0.0
## 1206 0 0.6 0.6 1.8 2.5
## 1207 0 1.9 1.9 4.3 6.3
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## 1209 1 0.0 0.0 0.3 0.3
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## 1211 0 0.4 0.4 0.3 0.7
## 1212 0 0.0 0.0 0.0 0.0
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## 1214 0 1.4 1.4 1.2 2.6
## 1215 1 1.0 1.0 1.3 2.2
## 1216 1 1.1 1.1 2.9 4.0
## 1217 1 0.2 0.2 0.3 0.5
## 1218 0 1.1 1.1 2.0 3.0
## 1219 0 1.3 1.3 0.6 1.8
## 1220 0 10.2 7.9 2.4 10.3
## 1221 0 3.1 3.1 1.5 4.7
## 1222 0 0.2 0.2 0.9 1.1
## 1223 0 0.0 0.0 0.0 0.0
## 1224 0 0.8 0.0 0.7 0.7
## 1225 0 0.1 0.1 0.1 0.3
## 1226 0 3.1 3.1 4.8 7.9
## 1227 0 3.6 3.6 1.3 5.0
## 1228 1 0.6 0.6 1.9 2.5
## 1229 0 0.4 0.4 1.6 2.1
## 1230 1 1.4 1.4 0.4 1.8
## 1231 0 0.2 0.2 1.1 1.3
## 1232 1 1.9 1.9 5.2 7.0
## 1233 0 1.1 1.1 0.1 1.2
## 1234 0 1.4 1.4 0.4 1.8
## 1235 0 2.7 2.7 1.4 4.1
## 1236 0 4.9 4.1 4.6 8.8
## 1237 0 4.8 4.8 1.3 6.1
## 1238 0 2.8 2.8 3.0 5.8
## 1239 1 1.0 1.0 0.4 1.4
## 1240 0 4.7 4.7 1.9 6.6
## 1241 0 0.3 0.3 1.6 1.8
## 1242 0 4.6 4.6 1.6 6.2
## 1243 0 0.3 0.3 0.9 1.2
## 1244 0 0.4 0.4 2.2 2.5
## 1245 1 0.7 0.7 0.1 0.8
## 1246 0 1.4 1.4 0.3 1.6
## 1247 0 0.7 0.7 0.5 1.1
## 1248 0 0.0 0.0 0.2 0.2
## 1249 0 1.3 1.3 2.8 4.1
## 1250 0 16.5 14.2 3.1 17.3
## 1251 0 2.6 2.6 1.1 3.6
## 1252 1 1.6 1.6 0.6 2.3
## 1253 0 1.2 1.2 1.1 2.3
## 1254 0 1.0 1.0 1.3 2.4
## 1255 0 0.9 0.9 2.4 3.3
## 1256 0 3.7 3.7 0.2 3.9
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## 1259 0 1.6 1.6 2.8 4.4
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## 1264 0 1.6 1.6 1.9 3.5
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## 1267 0 5.1 5.1 5.8 10.9
## 1268 0 2.7 2.7 0.4 3.1
## 1269 0 9.7 8.2 6.9 15.2
## 1270 0 0.1 0.1 0.1 0.2
## 1271 0 21.8 17.0 10.4 27.4
## 1272 0 1.5 1.5 0.8 2.4
## 1273 1 1.8 1.8 0.5 2.3
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## 1275 0 0.4 0.4 0.4 0.8
## 1276 1 3.0 2.2 1.4 3.6
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## 1279 0 0.6 0.6 0.8 1.4
## 1280 1 1.4 1.4 0.5 1.9
## 1281 0 8.1 8.1 1.5 9.6
## 1282 0 2.6 2.6 2.8 5.3
## 1283 1 0.9 0.9 3.3 4.2
## 1284 1 1.3 1.3 0.3 1.6
## 1285 0 2.1 2.1 0.4 2.5
## 1286 1 1.3 1.3 0.2 1.6
## 1287 0 0.4 0.4 2.0 2.4
## 1288 1 0.0 0.0 0.4 0.4
## 1289 0 3.3 3.3 4.2 7.5
## 1290 0 0.7 0.7 1.4 2.1
## 1291 0 9.8 9.8 6.0 15.8
## 1292 0 1.6 1.6 0.8 2.4
## 1293 0 0.3 0.3 0.1 0.5
## 1294 0 1.3 1.3 0.1 1.4
## 1295 0 2.0 2.0 3.2 5.2
## 1296 0 2.7 2.7 0.7 3.5
## 1297 0 4.2 3.5 2.5 6.0
## 1298 2 7.6 4.5 6.0 10.5
## 1299 0 0.8 0.8 0.3 1.1
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## 1301 0 1.3 1.3 1.4 2.7
## 1302 0 10.8 10.0 2.5 12.5
## 1303 0 1.3 1.3 0.6 2.0
## 1304 0 17.8 16.3 2.4 18.7
## 1305 0 0.4 0.4 0.5 0.9
## 1306 0 3.9 3.9 1.5 5.4
## 1307 0 3.1 3.1 1.8 4.9
## 1308 0 0.0 0.0 0.0 0.0
## 1309 0 0.4 0.4 4.3 4.7
## 1310 1 2.4 2.4 2.7 5.1
## 1311 1 0.2 0.2 0.6 0.8
## 1312 0 0.0 0.0 0.0 0.0
## 1313 0 0.0 0.0 0.0 0.0
## 1314 0 0.4 0.4 1.9 2.4
## 1315 2 0.6 0.6 0.3 0.9
## 1316 0 3.1 2.4 0.6 3.0
## 1317 0 0.1 0.1 0.0 0.1
## 1318 0 1.4 1.4 1.2 2.6
## 1319 0 0.0 0.0 0.0 0.0
## 1320 0 2.4 2.4 1.5 3.9
## 1321 0 3.0 3.0 0.9 3.9
## 1322 0 0.4 0.4 2.9 3.3
## 1323 0 4.6 1.5 2.8 4.3
## 1324 0 3.0 3.0 2.4 5.4
## 1325 0 0.2 0.2 3.2 3.4
## 1326 1 0.9 0.9 0.8 1.7
## 1327 1 0.3 0.3 0.5 0.8
## 1328 0 12.2 10.3 2.5 12.9
## 1329 0 6.8 6.8 5.2 12.0
## 1330 0 1.0 1.0 5.8 6.8
## 1331 1 2.7 2.7 4.4 7.1
## 1332 0 0.0 0.0 0.0 0.0
## 1333 0 0.9 0.9 0.2 1.1
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## 1335 0 0.9 0.9 0.3 1.2
## 1336 0 10.7 9.9 2.7 12.6
## 1337 0 4.0 4.0 7.2 11.1
## 1338 0 0.0 0.0 0.0 0.0
## 1339 1 2.7 2.7 2.4 5.1
## 1340 0 0.0 0.0 0.0 0.0
## 1341 0 2.6 2.6 4.2 6.8
## 1342 0 3.4 3.4 2.8 6.2
## 1343 0 3.3 3.3 0.6 3.9
## 1344 0 0.2 0.2 0.9 1.1
## 1345 2 0.2 0.2 0.2 0.4
## 1346 0 0.0 0.0 0.0 0.0
## 1347 0 2.5 2.5 0.6 3.1
## 1348 0 1.7 1.7 0.1 1.8
## 1349 0 5.8 5.8 2.2 8.0
## 1350 0 0.5 0.5 1.4 2.0
## 1351 0 0.5 0.5 1.2 1.8
## 1352 0 6.3 6.3 1.9 8.2
## 1353 0 8.1 2.8 4.5 7.3
## 1354 0 0.0 0.0 0.3 0.3
## 1355 1 1.2 1.2 1.6 2.8
## 1356 0 0.0 0.0 0.0 0.0
## 1357 2 1.9 1.9 4.2 6.1
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## 1359 0 8.6 7.1 3.0 10.1
## 1360 1 2.5 2.5 2.1 4.7
## 1361 0 4.8 4.4 1.5 5.9
## 1362 2 0.9 0.9 0.1 0.9
## 1363 0 0.4 0.4 0.4 0.8
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## 1368 1 0.5 0.5 0.9 1.3
## 1369 0 0.8 0.8 0.3 1.0
## 1370 0 3.0 3.0 2.4 5.4
## 1371 0 14.4 12.0 4.6 16.6
## 1372 0 1.0 1.0 1.1 2.1
## 1373 0 6.4 4.9 3.4 8.3
## 1374 1 0.9 0.9 3.4 4.4
## 1375 0 1.0 1.0 0.1 1.1
## 1376 0 0.0 0.0 0.1 0.1
## 1377 1 1.3 1.3 0.3 1.6
## 1378 0 0.5 0.5 0.5 1.0
## 1379 0 0.5 0.5 2.9 3.4
## 1380 0 1.9 1.9 4.8 6.7
## 1381 0 9.0 6.8 1.7 8.4
## 1382 0 1.4 1.4 1.0 2.4
## 1383 0 2.5 2.5 1.4 3.8
## 1384 0 2.0 2.0 3.4 5.5
## 1385 1 0.9 0.9 0.1 1.0
## 1386 0 0.0 0.0 0.1 0.1
## 1387 0 4.8 4.1 5.1 9.2
## 1388 0 6.5 6.5 2.6 9.1
## 1389 0 1.1 1.1 1.0 2.2
## 1390 0 3.2 3.2 3.5 6.8
## 1391 0 1.4 1.4 1.7 3.0
## 1392 0 0.5 0.5 0.1 0.7
## 1393 0 0.4 0.4 0.0 0.4
## 1394 0 3.8 0.8 3.2 3.9
## 1395 0 0.5 0.5 2.2 2.7
## 1396 0 0.3 0.3 1.6 1.9
## 1397 0 2.0 2.0 0.6 2.6
## 1398 0 1.5 1.5 1.0 2.5
## 1399 0 0.2 0.2 3.5 3.7
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## 1401 0 0.5 0.5 2.0 2.4
## 1402 0 0.3 0.3 0.3 0.6
## 1403 0 0.0 0.0 0.1 0.1
## 1404 0 0.0 0.0 0.0 0.0
## 1405 0 13.6 12.1 4.0 16.1
## 1406 0 1.5 1.5 0.3 1.8
## 1407 0 1.4 1.4 2.2 3.6
## 1408 0 0.2 0.2 1.6 1.8
## 1409 0 2.0 2.0 0.1 2.1
## 1410 1 6.5 6.5 4.6 11.1
## 1411 0 3.4 3.4 1.1 4.4
## 1412 0 2.9 2.9 2.6 5.4
## 1413 0 4.6 3.1 4.9 7.9
## 1414 0 0.7 0.7 1.9 2.6
## 1415 0 1.6 1.6 2.2 3.9
## 1416 0 2.4 2.4 0.8 3.2
## 1417 0 12.3 10.8 4.4 15.2
## 1418 0 0.1 0.1 1.1 1.2
## 1419 0 1.3 1.3 0.5 1.8
## 1420 2 14.6 10.8 1.7 12.5
## 1421 0 3.7 3.7 0.9 4.5
## 1422 0 0.8 0.8 0.6 1.4
## 1423 0 2.2 2.2 0.1 2.2
## 1424 0 4.3 4.3 4.0 8.3
## 1425 0 12.0 8.2 5.8 14.0
## 1426 1 4.6 4.4 1.7 6.2
## 1427 0 0.3 0.3 0.8 1.2
## 1428 0 7.2 6.4 3.0 9.4
## 1429 0 0.9 0.9 1.9 2.8
## 1430 0 3.2 3.2 1.1 4.3
## 1431 0 1.5 1.5 0.3 1.8
## 1432 0 1.8 1.8 0.9 2.6
## 1433 0 4.7 4.7 0.9 5.6
## 1434 0 2.3 1.5 2.4 3.9
## 1435 0 2.4 2.4 1.7 4.1
## 1436 1 0.8 0.8 1.1 1.8
## 1437 0 1.7 1.7 4.2 5.9
## 1438 0 3.6 3.6 0.9 4.4
## 1439 0 0.0 0.0 0.0 0.0
## 1440 0 0.3 0.3 0.3 0.5
## 1441 0 3.4 1.2 4.3 5.4
## 1442 0 4.9 4.9 2.6 7.5
## 1443 0 1.8 1.8 2.1 3.9
## 1444 0 3.4 3.4 1.2 4.6
## 1445 0 0.1 0.1 0.1 0.2
## 1446 0 6.8 6.0 4.1 10.1
## 1447 0 2.2 2.2 2.1 4.3
## 1448 1 2.4 2.4 0.1 2.6
## 1449 0 3.9 3.9 2.1 6.0
## 1450 0 0.5 0.5 0.4 0.9
## 1451 0 7.8 7.8 1.3 9.1
## 1452 0 10.2 7.1 1.8 9.0
## 1453 1 6.6 5.8 4.3 10.2
## 1454 0 0.8 0.8 1.4 2.1
## 1455 0 5.8 5.8 5.4 11.2
## 1456 0 0.0 0.0 0.3 0.3
## 1457 0 1.1 1.1 1.1 2.2
## 1458 0 0.2 0.2 0.5 0.8
## 1459 0 1.0 1.0 2.1 3.0
## 1460 0 0.8 0.8 1.7 2.5
## 1461 0 0.8 0.8 0.2 1.0
## 1462 0 9.5 9.5 1.6 11.1
## 1463 0 4.1 4.1 2.5 6.6
## 1464 0 0.4 0.4 0.3 0.7
## 1465 0 0.9 0.9 0.1 1.0
## 1466 0 0.6 0.6 2.0 2.6
## 1467 0 0.4 0.4 0.5 0.9
## 1468 0 1.8 1.8 2.7 4.5
## 1469 1 0.6 0.6 2.0 2.6
## 1470 0 0.9 0.9 1.1 2.0
## 1471 0 1.0 1.0 0.8 1.8
## 1472 0 0.2 0.2 0.4 0.6
## 1473 0 5.6 4.2 4.9 9.0
## 1474 0 0.1 0.1 0.0 0.1
## 1475 0 4.6 3.1 4.4 7.5
## 1476 0 0.6 0.6 2.7 3.3
## 1477 2 0.9 0.9 0.9 1.8
## 1478 0 0.8 0.8 0.2 1.0
## 1479 0 0.0 0.0 0.0 0.0
## 1480 0 0.8 0.8 1.9 2.7
## 1481 0 1.1 1.1 2.0 3.1
## 1482 0 0.5 0.5 0.3 0.8
## 1483 0 0.7 0.7 1.4 2.1
## 1484 1 0.5 0.5 0.0 0.6
## 1485 0 1.8 1.8 0.2 2.0
## 1486 0 12.7 8.1 1.9 10.1
## 1487 0 5.4 5.4 1.2 6.6
## 1488 0 0.0 0.0 0.4 0.5
## 1489 0 1.5 1.5 2.4 4.0
## 1490 0 7.9 7.1 4.7 11.9
## 1491 0 2.5 2.5 1.0 3.5
## 1492 0 2.5 2.5 0.0 2.5
## 1493 1 1.4 1.4 2.1 3.5
## 1494 0 0.3 0.3 1.2 1.4
## 1495 0 1.0 1.0 2.9 3.8
## 1496 0 0.2 0.2 0.9 1.1
## 1497 0 0.4 0.4 0.6 1.0
## 1498 1 5.4 2.3 6.2 8.5
## 1499 0 1.8 1.8 0.6 2.4
## 1500 0 12.2 11.4 2.9 14.3
## 1501 1 4.0 4.0 3.6 7.5
## 1502 0 1.1 1.1 0.1 1.2
## 1503 0 4.2 4.2 1.4 5.7
## 1504 0 8.9 7.4 1.5 8.9
## 1505 0 6.1 6.1 1.0 7.1
## 1506 0 7.6 7.6 0.4 8.0
## 1507 0 0.8 0.8 3.6 4.3
## 1508 0 1.0 1.0 0.6 1.6
## 1509 0 2.2 2.2 2.6 4.8
## 1510 0 2.6 2.6 2.2 4.8
## 1511 0 0.6 0.6 1.8 2.4
## 1512 0 0.2 0.2 1.3 1.5
## 1513 0 14.2 13.4 5.4 18.9
## 1514 0 3.1 3.1 1.5 4.6
## 1515 0 3.6 3.6 1.2 4.8
## 1516 0 6.5 5.0 0.6 5.5
## 1517 0 3.6 3.6 3.8 7.4
## 1518 0 4.3 4.3 2.4 6.7
## 1519 0 5.3 5.3 7.6 12.9
## 1520 0 3.7 3.7 0.7 4.4
## 1521 0 0.7 0.7 0.7 1.3
## 1522 0 2.3 2.3 1.2 3.5
## 1523 0 5.5 5.5 1.7 7.1
## 1524 0 4.5 4.5 0.2 4.7
## 1525 0 2.9 2.1 1.0 3.1
## 1526 0 1.1 1.1 0.5 1.6
## 1527 0 1.8 1.8 1.4 3.3
## 1528 1 1.2 1.2 2.3 3.5
## 1529 1 10.3 8.7 3.6 12.3
## 1530 0 0.8 0.8 1.3 2.1
## 1531 0 0.4 0.4 0.7 1.1
## 1532 1 0.9 0.9 1.0 1.8
## 1533 0 3.5 3.5 2.3 5.8
## 1534 1 9.4 4.0 4.8 8.8
## 1535 0 1.0 1.0 0.3 1.3
## 1536 0 0.2 0.2 0.4 0.5
## 1537 0 1.1 1.1 1.6 2.8
## 1538 2 4.8 4.8 2.6 7.4
## 1539 0 13.6 11.4 4.3 15.7
## 1540 1 0.5 0.5 1.3 1.8
## 1541 0 2.2 2.2 4.2 6.4
## 1542 0 1.3 0.5 0.2 0.7
## 1543 0 1.6 1.6 2.7 4.3
## 1544 0 0.0 0.0 0.0 0.0
## 1545 0 3.0 3.0 0.9 3.8
## 1546 0 3.0 3.0 3.3 6.3
## 1547 0 0.7 0.7 0.4 1.1
## 1548 0 0.4 0.4 2.0 2.5
## 1549 0 3.4 3.4 3.5 6.9
## 1550 0 0.6 0.6 2.1 2.7
## 1551 0 0.9 0.9 0.0 0.9
## 1552 0 0.8 0.8 0.2 1.0
## 1553 0 2.0 2.0 1.0 3.0
## 1554 0 4.1 4.1 1.5 5.5
## 1555 0 4.8 4.8 6.8 11.6
## 1556 0 5.8 5.0 3.1 8.1The 90s is minutes divided by 90. Hence, the missing Min can be imputed by calculating the 90s values times 90.
top5_standard[is.na(top5_standard$Min), "Min"] <-
top5_standard %>%
filter(is.na(Min)) %>%
mutate(Min = top5_standard[is.na(top5_standard$Min),11] * 90) %>%
pull(Min)top5_standard %>% anyNA()## [1] FALSE2 Unsupervised Learning
2.1 Principal Component Analysis
We’re going to explore the data with Principal Component Analysis.
2.1.1 PCA Implementation
To enhance the plot later, we create marker for the qualitative data.
quant_v <- c(6:length(names(top5_standard)))
qual_v <- c(1:5)Create PCA Object with PCA function. With said function, we can scale the data in the immediate code, so we don’t need to scale it beforehand.
pca_standardstats <- PCA(
X = top5_standard,
scale.unit = T,
quali.sup = qual_v,
ncp = length(quant_v),
graph = F
)Inspect value in each Principal Component.
head(pca_standardstats$ind$coord)## Dim.1 Dim.2 Dim.3 Dim.4 Dim.5 Dim.6
## 1 1.2989187 2.6702841 2.2671806 0.852853804 -1.241493916 0.23016258
## 2 1.9691352 3.8247877 -1.2164317 0.756088423 1.486183701 -0.76815248
## 3 1.4845916 4.0432738 2.7917256 3.610104210 6.553335331 0.27764418
## 4 2.5019569 3.1683206 0.5203089 0.008185252 -0.917551896 0.50250877
## 5 -3.0570453 -1.5835243 0.4862038 0.147420828 0.007261716 0.07860675
## 6 -0.7185252 -0.5197471 0.7600062 -0.187851451 -0.122966305 0.12019252
## Dim.7 Dim.8 Dim.9 Dim.10 Dim.11 Dim.12
## 1 0.66731330 0.016539818 0.2713944060 -0.1366128 -0.017741129 -0.02871363
## 2 -0.99769999 0.252459513 -0.1943073781 -0.1630250 0.023189019 -0.06638228
## 3 -0.09385137 -0.004333082 -0.3588501722 -0.1141804 0.018879282 0.05352019
## 4 1.04483142 -0.611204813 -0.2387932994 -0.5926905 0.005443312 0.01527689
## 5 -0.03435923 0.159825347 0.0519972072 -0.3076213 -0.004997173 0.05902999
## 6 0.48215100 -1.024928731 -0.0001516528 0.5946668 -0.001295636 -0.14815071
## Dim.13 Dim.14 Dim.15 Dim.16 Dim.17
## 1 0.08573221 -0.0004758209 0.0006339513 -4.362230e-05 6.022003e-15
## 2 -0.06878858 -0.0200059570 -0.0075556398 2.452529e-05 1.883994e-16
## 3 0.03856440 0.0012448642 -0.0014759141 1.056104e-05 -6.868909e-14
## 4 0.05637395 0.0010255606 0.0009861793 -4.184038e-05 1.192710e-16
## 5 0.01798682 0.0002670359 0.0003305784 6.103355e-05 -1.215893e-14
## 6 -0.01186102 -0.0000523303 -0.0005721518 2.112885e-03 -2.288106e-15Observe how many dimension needed to capture 80% of the information.
pca_standardstats$eig## eigenvalue percentage of variance cumulative percentage of variance
## comp 1 8.399715e+00 4.941009e+01 49.41009
## comp 2 2.940082e+00 1.729460e+01 66.70469
## comp 3 1.826358e+00 1.074328e+01 77.44797
## comp 4 1.181954e+00 6.952673e+00 84.40064
## comp 5 9.349245e-01 5.499556e+00 89.90020
## comp 6 8.121909e-01 4.777593e+00 94.67779
## comp 7 4.601045e-01 2.706497e+00 97.38429
## comp 8 1.637929e-01 9.634874e-01 98.34778
## comp 9 1.317888e-01 7.752284e-01 99.12301
## comp 10 1.054039e-01 6.200228e-01 99.74303
## comp 11 3.298770e-02 1.940453e-01 99.93707
## comp 12 5.319927e-03 3.129369e-02 99.96837
## comp 13 5.220702e-03 3.071001e-02 99.99908
## comp 14 1.037288e-04 6.101692e-04 99.99969
## comp 15 5.145342e-05 3.026672e-04 99.99999
## comp 16 1.557607e-06 9.162395e-06 100.00000
## comp 17 1.955142e-30 1.150084e-29 100.00000fviz_eig(pca_standardstats, ncp = 17, addlabels = T,barfill = "orange", main = "Var Percentage Explained by Dim")
It seems 4 PC is enough to capture at least 80% information in the data frame. But if we need at least 90% information, 6 PC is necessary.
2.1.2 PCA Visualization
Individual Factor Map
Let’s see the principal components of players colored by competition.
plot.PCA(
x = pca_standardstats,
choix = "ind",
habillage = "Comp",
select = "contrib5",
invisible = "quali"
)
Players at the row of 1513, 1720, 285, 2360, and 1237 are outliers, among their league.
Let’s inspect who they are.
top5_outlier_standardstats <- top5_standard %>% slice(1513, 285, 1720, 2360, 1237)
top5_outlier_standardstats## Player Nation Pos Squad Comp Age Born MP
## 1 Robert Lewandowski pl POL FW Bayern Munich de Bundesliga 32 1988 34
## 2 Karim Benzema fr FRA FW Real Madrid es La Liga 33 1987 32
## 3 Kylian Mbappé fr FRA FW Paris S-G fr Ligue 1 22 1998 35
## 4 Mohamed Salah eg EGY FW Liverpool eng Premier League 29 1992 35
## 5 Ciro Immobile it ITA FW Lazio it Serie A 31 1990 31
## Starts Min 90s Gls Ast G-PK PK PKatt CrdY CrdR xG npxG xA npxG+xA
## 1 34 2943 32.7 35 3 30 5 5 2 0 32.6 28.9 5.7 34.5
## 2 31 2592 28.8 27 12 20 7 11 0 0 23.5 15.2 9.5 24.7
## 3 34 3024 33.6 28 18 24 4 4 10 0 23.4 20.3 12.4 32.7
## 4 30 2763 30.7 23 13 18 5 6 1 0 21.8 17.0 10.4 27.4
## 5 31 2709 30.1 27 2 20 7 9 4 0 22.2 15.4 3.0 18.4Curious, they are all forward players. Aspects that put them so much outside the scope of other players are surely related to scoring.
Variable Factor Map
This time, we investigate how each features contribute to the principal component.
plot.PCA(
x = pca_standardstats,
choix = "var"
)
To see clearer which variable contributes more to the dimension, we’ll see them using dimdesc().
dimdesc_pca_standardsats <- dimdesc(pca_standardstats)Let’s see how and what variables contribute to the dim1.
dim1 <- dimdesc_pca_standardsats$Dim.1$quanti %>% as.data.frame()
dim1$var <- dim1 %>% row.names()
dim1 %>%
ggplot(aes(x = reorder(var, correlation), y = correlation)) +
geom_col(aes(fill = correlation)) +
coord_flip()+
labs(x = NULL,
y = NULL,
title = "Variable Correlation Value to PC1")
Now let’s take a look at the PC2.
dim2 <- dimdesc_pca_standardsats$Dim.2$quanti %>% as.data.frame()
dim2$var <- dim1 %>% row.names()
dim2 %>%
ggplot(aes(x = reorder(var, correlation), y = correlation)) +
geom_col(aes(fill = correlation)) +
coord_flip()+
labs(x = NULL,
y = NULL,
title = "Variable Correlation Value to PC2")
2.2 K-Means Clustering
2.2.1 Scaling
Scale the data to prevent larger feature range to overwhelm other features with smaller range.
top5_standard_scaled <- top5_standard[,6:length(names(top5_standard))] %>% scale()head(top5_standard_scaled)## Age Born MP Starts Min 90s Gls
## [1,] -0.9155888 0.9900610 1.3077822 1.601462 1.682213 1.682204 -0.53453106
## [2,] 1.6725228 -1.8129458 1.3077822 1.777004 1.783459 1.783449 0.09331717
## [3,] -0.9155888 0.9900610 1.0495859 1.338149 1.258818 1.258817 -0.22060695
## [4,] 0.5941430 -0.5192504 1.3077822 1.777004 1.755846 1.755837 -0.53453106
## [5,] -0.9155888 0.9900610 -1.5323777 -1.119442 -1.217122 -1.217077 -0.53453106
## [6,] -0.6999128 0.5588292 0.4471277 -0.768358 -0.520668 -0.517568 -0.53453106
## Ast G-PK PK PKatt CrdY CrdR
## [1,] 0.40868856 -0.5515265 -0.2219985 -0.2342841 1.9482999 -0.3314445
## [2,] -0.59414387 0.1640733 -0.2219985 -0.2342841 0.8605995 2.4102495
## [3,] -0.59414387 -0.1937266 -0.2219985 -0.2342841 3.3985672 7.8936376
## [4,] 0.40868856 -0.5515265 -0.2219985 -0.2342841 2.3108667 -0.3314445
## [5,] -0.59414387 -0.5515265 -0.2219985 -0.2342841 -0.9522345 -0.3314445
## [6,] -0.09272766 -0.5515265 -0.2219985 -0.2342841 0.1354659 -0.3314445
## xG npxG xA npxG+xA
## [1,] -0.3562479 -0.3490949 0.15733635 -0.1626883
## [2,] -0.1800847 -0.1457765 -0.21316537 -0.1626883
## [3,] -0.3210152 -0.3084312 -0.02791451 -0.2165122
## [4,] 0.1017765 0.1795329 1.08359065 0.5908464
## [5,] -0.6028764 -0.6337407 -0.70716767 -0.7278393
## [6,] 0.1722418 0.2608603 -0.02791451 0.16025522.2.2 Number of K
2.2.2.1 Elbow Method
One way to determine optimum number of K is by looking at elbow plot bellow. We seek an apparent elbow shape that represent a sudden significant reduction in the difference of Total Within Sum of Square as number of K increases; a shift from steep curve to gentler slope. This resembles the notion that a further increase in cluster doesn’t reduce cluster width in significant distance.
fviz_nbclust(
x = top5_standard_scaled,
FUNcluster = kmeans,
method = "wss"
) +
labs(title = "Elbow Method")
The plot suggests 3 cluster, since 4 or more has shown insignificant decrease in total within sum of square.
2.2.2.2 Silhouette Method
Another way to determine the number of K is by figuring out how good each data sits within each cluster. The higher the width of each cluster the better. This is done with the silhouette method.
fviz_nbclust(
x = top5_standard_scaled,
FUNcluster = kmeans,
method = "silhouette"
) +
labs(title = "Sihouette Method")
The plot suggests 2.
2.2.2.3 Gap Statistic Method
Gap Statistic method calculates the deviation of observed within cluster variation in each number of K from its expected value if there is no clustering.
fviz_nbclust(
x = top5_standard_scaled,
FUNcluster = kmeans,
method = "gap_stat"
) +
labs(title = "Gap Statistic Method")
This method suggests 10 clusters.
2.2.2.4 Hubert Index
This method offers 30 indexes of various evaluations to vote for the best number of K. This time, let’s use hubert statistic for the index. We look for noticeable increase of the measured value.
res <- NbClust(top5_standard_scaled,
distance = "euclidean",
min.nc=2,
max.nc=10,
method = "kmeans",
index = "hubert")
## *** : The Hubert index is a graphical method of determining the number of clusters.
## In the plot of Hubert index, we seek a significant knee that corresponds to a
## significant increase of the value of the measure i.e the significant peak in Hubert
## index second differences plot.
## res$All.index## 2 3 4 5 6 7 8 9 10
## 0e+00 1e-04 1e-04 1e-04 1e-04 1e-04 1e-04 1e-04 1e-04res$Best.nc## NULLThe plot suggests 3 clusters.
2.2.2.5 Distortion f(K)
K-means algorithm determine its cluster by minimization of distortion. This method, compares the value of distortion in the data to the estimated distortion. The smaller the value the more concentrated the data.
opclus <- Optimal_Clusters_KMeans(
top5_standard_scaled,
max_clusters = 10,
criterion = "distortion_fK",
fK_threshold = 0.85,
num_init = 1,
max_iters = 200,
initializer = "kmeans++",
tol = 1e-04,
plot_clusters = TRUE,
verbose = FALSE,
tol_optimal_init = 0.3,
seed = 1,
mini_batch_params = NULL
)
2.2.2.6 Decision
The number of K to be used is 3. Elbow and Hubert agree that 3 clusters is best. While some of the other evaluations suggest the optimum clusters is 2, they also seem to indicate that the next best thing is 3 Ks. It would be more useful and informative to use 3 clusters instead of 2, or even than 10 because it would be too many.
2.2.3 Clustering
Model
Let’s perform k-mean clustering on the data.
set.seed(1)
kmeans_standardstats <- kmeans(top5_standard_scaled, centers = 3)str(kmeans_standardstats)## List of 9
## $ cluster : int [1:2920] 2 2 2 2 1 1 1 3 1 2 ...
## $ centers : num [1:3, 1:17] -0.263 0.239 0.292 0.266 -0.242 ...
## ..- attr(*, "dimnames")=List of 2
## .. ..$ : chr [1:3] "1" "2" "3"
## .. ..$ : chr [1:17] "Age" "Born" "MP" "Starts" ...
## $ totss : num 49623
## $ withinss : num [1:3] 5568 11899 8237
## $ tot.withinss: num 25704
## $ betweenss : num 23919
## $ size : int [1:3] 1416 1264 240
## $ iter : int 3
## $ ifault : int 0
## - attr(*, "class")= chr "kmeans"kmeans_standardstats$size## [1] 1416 1264 240kmeans_standardstats$centers## Age Born MP Starts Min 90s
## 1 -0.2630776 0.2655550 -0.8737582 -0.8611499 -0.8650809 -0.8650671
## 2 0.2392332 -0.2417131 0.7728010 0.7540265 0.7635584 0.7635450
## 3 0.2921966 -0.2937521 1.0850879 1.1095782 1.0825694 1.0825591
## Gls Ast G-PK PK PKatt CrdY
## 1 -0.435875534 -0.4581666 -0.44236722 -0.2093630 -0.2185659 -0.6191135
## 2 -0.002797256 0.1726580 0.03555974 -0.1490461 -0.1490225 0.6078927
## 3 2.586397863 1.7938509 2.42268529 2.0202175 2.0743908 0.4512012
## CrdR xG npxG xA npxG+xA
## 1 -0.22107972 -0.45910927 -0.47211978 -0.5276732 -0.5423445
## 2 0.24118778 0.01667739 0.05808879 0.2086809 0.1293405
## 3 0.03411469 2.62091043 2.47957238 2.0142189 2.5186394kmeans_standardstats$withinss## [1] 5567.686 11899.412 8237.299kmeans_standardstats$tot.withinss## [1] 25704.4kmeans_standardstats$betweenss## [1] 23918.6kmeans_standardstats$betweenss/kmeans_standardstats$totss## [1] 0.4820064The 48.2% value of ratio between between_SS and total_SS suggests that the clusters are sitting closely to each other that. There is a lack of space between clusters.
Visualization
fviz_cluster(object = kmeans_standardstats,
data = top5_standard_scaled)
2.2.4 Suspicion on Positional Category
The resulting clusters are unbalanced with 2 clusters dominate, and 1 is a minority. I suspect that the minority cluster is goal keeper, while the 2 other clusters are either offensive players (FW) or defensive (DF) or supportive (MF) players.
Let’s see if my suspicion is true.
pos <- top5_standard$Posunique(pos)## [1] DF MF FW MF,FW FW,MF GK DF,MF FW,DF MF,DF DF,FW GK,MF
## Levels: DF DF,FW DF,MF FW FW,DF FW,MF GK GK,MF MF MF,DF MF,FW Posclust <- kmeans_standardstats$clustersus1 <- data.frame(pos, clust)sus1 <- sus1 %>%
mutate(pos_cat = case_when(pos=="FW" ~ "Offensive",
pos=="MF,FW" ~ "Offensive",
pos=="FW,MF" ~ "Offensive",
pos=="GK" ~ "Goal Keeper",
pos=="DF" ~ "Supportive or Defensive",
pos=="DF,MF" ~ "Supportive or Defensive",
pos=="MF" ~ "Supportive or Defensive",
pos=="MF,DF" ~ "Supportive or Defensive",
TRUE ~ "Other"))
head(sus1, 20)## pos clust pos_cat
## 1 DF 2 Supportive or Defensive
## 2 DF 2 Supportive or Defensive
## 3 MF 2 Supportive or Defensive
## 4 MF 2 Supportive or Defensive
## 5 FW 1 Offensive
## 6 FW 1 Offensive
## 7 FW 1 Offensive
## 8 FW 3 Offensive
## 9 DF 1 Supportive or Defensive
## 10 DF 2 Supportive or Defensive
## 11 MF,FW 1 Offensive
## 12 MF 1 Supportive or Defensive
## 13 DF 2 Supportive or Defensive
## 14 FW 3 Offensive
## 15 MF 2 Supportive or Defensive
## 16 FW,MF 1 Offensive
## 17 MF,FW 1 Offensive
## 18 FW,MF 2 Offensive
## 19 MF,FW 2 Offensive
## 20 MF 1 Supportive or Defensivetail(sus1, 20)## pos clust pos_cat
## 2901 MF,DF 1 Supportive or Defensive
## 2902 MF,FW 1 Offensive
## 2903 GK,MF 1 Other
## 2904 MF 2 Supportive or Defensive
## 2905 DF 1 Supportive or Defensive
## 2906 DF 1 Supportive or Defensive
## 2907 DF 1 Supportive or Defensive
## 2908 FW,MF 2 Offensive
## 2909 GK 1 Goal Keeper
## 2910 FW 1 Offensive
## 2911 DF,MF 2 Supportive or Defensive
## 2912 DF 1 Supportive or Defensive
## 2913 DF 2 Supportive or Defensive
## 2914 GK 1 Goal Keeper
## 2915 DF 2 Supportive or Defensive
## 2916 MF 2 Supportive or Defensive
## 2917 MF 2 Supportive or Defensive
## 2918 MF 3 Supportive or Defensive
## 2919 FW 3 Offensive
## 2920 MF,FW 1 Offensivetable(sus1$pos_cat, sus1$clust)##
## 1 2 3
## Goal Keeper 116 100 0
## Offensive 486 277 202
## Other 40 23 3
## Supportive or Defensive 774 864 35sus1 %>%
tabyl(pos_cat, clust) %>%
adorn_totals("row", dat = ) %>%
adorn_percentages(denominator = "all") %>%
adorn_pct_formatting(digits = 2) ## pos_cat 1 2 3
## Goal Keeper 3.97% 3.42% 0.00%
## Offensive 16.64% 9.49% 6.92%
## Other 1.37% 0.79% 0.10%
## Supportive or Defensive 26.51% 29.59% 1.20%
## Total 48.49% 43.29% 8.22%I guess my suspicion wasn’t right. I was wrong. This suggests positional assignment doesn’t really restrict of how players performance are measured in these clusters of standard stats.
Cluster 3 is dominated by offensive position, meanwhile offensive position itself tend to have greater number in Cluster 1. But Cluster 1 population is mainly dominated by Supportive or Defensive position. While we can see that the majority of Supportive or Defensive position is in the cluster number 2.
Football has evolved into a very fluid sports that rigid positional label struggles really capture the game’s standard measurements. I guess that’s why data provider organizations are racing to invent more and more sophisticated metrics for the beautiful game.
2.2.5 Profiling
Since my suspicion was wrong, let’s do actual profiling on the resulting clusters.
Merge the data.
profiling_standardstats <- cbind(
clust, top5_standard
) %>% as.data.frame()
profiling_standardstats_scaled <- cbind(
clust, top5_standard_scaled
) %>% as.data.frame()head(profiling_standardstats, 5)## clust Player Nation Pos Squad Comp Age Born
## 1 2 Max Aarons eng ENG DF Norwich City eng Premier League 21 2000
## 2 2 Yunis Abdelhamid ma MAR DF Reims fr Ligue 1 33 1987
## 3 2 Salis Abdul Samed gh GHA MF Clermont Foot fr Ligue 1 21 2000
## 4 2 Laurent Abergel fr FRA MF Lorient fr Ligue 1 28 1993
## 5 1 Charles Abi fr FRA FW Saint-Étienne fr Ligue 1 21 2000
## MP Starts Min 90s Gls Ast G-PK PK PKatt CrdY CrdR xG npxG xA npxG+xA
## 1 34 32 2880 32.0 0 2 0 0 0 8 0 0.7 0.7 1.4 2.1
## 2 34 34 2979 33.1 2 0 2 0 0 5 1 1.2 1.2 0.8 2.1
## 3 31 29 2466 27.4 1 0 1 0 0 12 3 0.8 0.8 1.1 1.9
## 4 34 34 2952 32.8 0 2 0 0 0 9 0 2.0 2.0 2.9 4.9
## 5 1 1 45 0.5 0 0 0 0 0 0 0 0.0 0.0 0.0 0.0head(profiling_standardstats_scaled, 5)## clust Age Born MP Starts Min 90s
## 1 2 -0.9155888 0.9900610 1.307782 1.601462 1.682213 1.682204
## 2 2 1.6725228 -1.8129458 1.307782 1.777004 1.783459 1.783449
## 3 2 -0.9155888 0.9900610 1.049586 1.338149 1.258818 1.258817
## 4 2 0.5941430 -0.5192504 1.307782 1.777004 1.755846 1.755837
## 5 1 -0.9155888 0.9900610 -1.532378 -1.119442 -1.217122 -1.217077
## Gls Ast G-PK PK PKatt CrdY CrdR
## 1 -0.53453106 0.4086886 -0.5515265 -0.2219985 -0.2342841 1.9482999 -0.3314445
## 2 0.09331717 -0.5941439 0.1640733 -0.2219985 -0.2342841 0.8605995 2.4102495
## 3 -0.22060695 -0.5941439 -0.1937266 -0.2219985 -0.2342841 3.3985672 7.8936376
## 4 -0.53453106 0.4086886 -0.5515265 -0.2219985 -0.2342841 2.3108667 -0.3314445
## 5 -0.53453106 -0.5941439 -0.5515265 -0.2219985 -0.2342841 -0.9522345 -0.3314445
## xG npxG xA npxG+xA
## 1 -0.3562479 -0.3490949 0.15733635 -0.1626883
## 2 -0.1800847 -0.1457765 -0.21316537 -0.1626883
## 3 -0.3210152 -0.3084312 -0.02791451 -0.2165122
## 4 0.1017765 0.1795329 1.08359065 0.5908464
## 5 -0.6028764 -0.6337407 -0.70716767 -0.7278393sum_prof <-
profiling_standardstats_scaled %>%
group_by(clust) %>%
summarise_all(~mean(.))
sum_prof## # A tibble: 3 x 18
## clust Age Born MP Starts Min `90s` Gls Ast `G-PK` PK
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 1 -0.263 0.266 -0.874 -0.861 -0.865 -0.865 -0.436 -0.458 -0.442 -0.209
## 2 2 0.239 -0.242 0.773 0.754 0.764 0.764 -0.00280 0.173 0.0356 -0.149
## 3 3 0.292 -0.294 1.09 1.11 1.08 1.08 2.59 1.79 2.42 2.02
## # ... with 7 more variables: PKatt <dbl>, CrdY <dbl>, CrdR <dbl>, xG <dbl>,
## # npxG <dbl>, xA <dbl>, `npxG+xA` <dbl>ggRadar(
data = sum_prof,
mapping = aes(colours = clust),
scales = "free",
alpha = 0.2
)
From the profiling above, I can infer that the clustering is based on players’ importance to the game.
Cluster 3 consists of players that made big impact on the game, banging on goals and assists, they’re either the star player of their clubs or the starting XI of big clubs.
Next, the cluster 2 is the rotation players of big clubs or the starting XI in smaller clubs. The metrics shows that they had a bit of less time on the pitch but significantly less impact.
Finally the cluster number 1 is probably the youngsters or the elders who rarely made appearances on the pitch; their noticable metrics–the “Born” feature, indicates greater number of years that implies mostly younger generations of players.
Let’s look at random 10 sample each of the cluster example.
Cluster 3
set.seed(99)
profiling_standardstats %>%
filter(clust==3) %>%
sample_n(10)## clust Player Nation Pos Squad Comp Age
## 1 3 Dimitri Payet fr FRA FW,MF Marseille fr Ligue 1 34
## 2 3 Sofiane Boufal ma MAR FW,MF Angers fr Ligue 1 27
## 3 3 Gianluca Caprari it ITA FW,MF Hellas Verona it Serie A 28
## 4 3 Ihlas Bebou tg TOG FW,DF Hoffenheim de Bundesliga 27
## 5 3 Arnaud Kalimuendo fr FRA FW Lens fr Ligue 1 19
## 6 3 Jordan Veretout fr FRA MF Roma it Serie A 28
## 7 3 Alexander Isak se SWE FW Real Sociedad es La Liga 21
## 8 3 Cristiano Ronaldo pt POR FW Manchester Utd eng Premier League 36
## 9 3 Daniele Verde it ITA FW,MF Spezia it Serie A 25
## 10 3 Armand Lauriente fr FRA FW,MF Lorient fr Ligue 1 22
## Born MP Starts Min 90s Gls Ast G-PK PK PKatt CrdY CrdR xG npxG xA
## 1 1987 31 28 2592 28.8 12 10 5 7 7 3 0 10.5 5.2 10.5
## 2 1993 29 28 2331 25.9 8 4 5 3 3 6 0 8.2 5.9 6.4
## 3 1993 35 33 2736 30.4 12 7 10 2 2 4 0 7.3 5.7 6.8
## 4 1994 28 25 2088 23.2 7 2 7 0 0 0 0 8.4 8.4 1.9
## 5 2002 32 27 2151 23.9 12 0 10 2 2 1 1 9.4 7.9 2.2
## 6 1993 36 26 2322 25.8 4 8 3 1 2 6 0 4.6 3.1 4.4
## 7 1999 32 26 2142 23.8 6 2 4 2 3 6 0 10.9 8.6 3.0
## 8 1985 30 27 2457 27.3 18 3 15 3 3 8 0 16.5 14.2 3.1
## 9 1996 33 21 1953 21.7 8 6 7 1 2 2 0 5.6 4.2 4.9
## 10 1998 35 28 2475 27.5 6 2 5 1 1 5 0 7.4 6.6 4.4
## npxG+xA
## 1 15.8
## 2 12.3
## 3 12.5
## 4 10.3
## 5 10.0
## 6 7.5
## 7 11.7
## 8 17.3
## 9 9.0
## 10 11.0See? Ronaldo shows up. Enough said.
Cluster 2
set.seed(99)
profiling_standardstats %>%
filter(clust==2) %>%
sample_n(10)## clust Player Nation Pos Squad Comp
## 1 2 Hélder Costa ao ANG MF,FW Valencia es La Liga
## 2 2 Luis Rioja es ESP FW,MF Alavés es La Liga
## 3 2 Brian Oliván es ESP DF Mallorca es La Liga
## 4 2 Christian Pulisic us USA MF,FW Chelsea eng Premier League
## 5 2 Joseba Zaldúa es ESP DF Real Sociedad es La Liga
## 6 2 Romain Thomas fr FRA DF Angers fr Ligue 1
## 7 2 Adri Embarba es ESP FW,MF Espanyol es La Liga
## 8 2 Iñigo Ruiz de Galarreta es ESP MF Mallorca es La Liga
## 9 2 Gideon Mensah gh GHA DF Bordeaux fr Ligue 1
## 10 2 Kristoffer Ajer no NOR DF Brentford eng Premier League
## Age Born MP Starts Min 90s Gls Ast G-PK PK PKatt CrdY CrdR xG npxG xA
## 1 27 1994 22 13 1116 12.4 0 1 0 0 0 3 0 0.3 0.3 1.7
## 2 27 1993 37 36 3114 34.6 1 3 1 0 0 3 0 3.1 3.1 4.8
## 3 27 1994 28 24 2187 24.3 1 0 1 0 1 7 0 2.2 1.5 2.2
## 4 22 1998 22 13 1287 14.3 6 2 6 0 0 2 0 5.1 5.1 1.2
## 5 29 1992 24 14 1170 13.0 0 0 0 0 0 6 0 0.2 0.2 0.4
## 6 33 1988 30 29 2565 28.5 2 0 2 0 0 9 0 2.0 2.0 0.1
## 7 29 1992 32 24 1989 22.1 0 2 0 0 0 4 0 3.1 3.1 2.5
## 8 27 1993 22 17 1377 15.3 0 0 0 0 0 4 0 0.4 0.4 0.7
## 9 23 1998 23 13 1206 13.4 0 2 0 0 0 1 1 0.4 0.4 1.7
## 10 23 1998 24 23 1998 22.2 1 3 1 0 0 5 0 0.8 0.8 1.4
## npxG+xA
## 1 2.0
## 2 7.9
## 3 3.6
## 4 6.3
## 5 0.5
## 6 2.1
## 7 5.6
## 8 1.1
## 9 2.1
## 10 2.2A noticeable names shows like Pulisic, but he’s still a youngster with mere 13 starts. But he was giving enough impact in npxG+xA, a worthy rotation players. Given enough time, in the future he might have a chance to move into the Cluster 3.
Cluster 1
set.seed(99)
profiling_standardstats %>%
filter(clust==1) %>%
sample_n(10)## clust Player Nation Pos Squad
## 1 1 Philipp Tschauner de GER GK RB Leipzig
## 2 1 El Chadaille Bitshiabu fr FRA DF Paris S-G
## 3 1 Carles Pérez es ESP MF,FW Roma
## 4 1 Loren Morón es ESP FW,MF Espanyol
## 5 1 Alex Oxlade-Chamberlain eng ENG MF,FW Liverpool
## 6 1 Suso es ESP FW Sevilla
## 7 1 Joan Sastre Vanrell es ESP DF Mallorca
## 8 1 Marko Dmitrovic rs SRB GK Sevilla
## 9 1 Julien Faussurier fr FRA MF,DF Brest
## 10 1 Nikola Maraš rs SRB DF Rayo Vallecano
## Comp Age Born MP Starts Min 90s Gls Ast G-PK PK PKatt CrdY
## 1 de Bundesliga 35 1985 1 0 3 0.0 0 0 0 0 0 0
## 2 fr Ligue 1 16 2005 1 0 5 0.1 0 0 0 0 0 0
## 3 it Serie A 23 1998 19 3 554 6.2 1 1 1 0 0 2
## 4 es La Liga 27 1993 21 4 563 6.3 1 0 1 0 0 0
## 5 eng Premier League 27 1993 17 9 785 8.7 2 1 2 0 0 0
## 6 es La Liga 27 1993 8 6 384 4.3 0 1 0 0 0 0
## 7 es La Liga 24 1997 7 2 258 2.9 0 0 0 0 0 1
## 8 es La Liga 29 1992 6 6 540 6.0 0 0 0 0 0 0
## 9 fr Ligue 1 34 1987 16 4 489 5.4 0 1 0 0 0 1
## 10 es La Liga 25 1995 16 11 1044 11.6 0 0 0 0 0 4
## CrdR xG npxG xA npxG+xA
## 1 0 0.0 0.0 0.0 0.0
## 2 0 0.0 0.0 0.0 0.0
## 3 0 1.4 1.4 0.6 2.0
## 4 0 0.8 0.8 0.4 1.2
## 5 0 1.2 1.2 0.9 2.1
## 6 0 0.2 0.2 0.4 0.6
## 7 0 0.0 0.0 0.0 0.0
## 8 0 0.0 0.0 0.0 0.0
## 9 0 0.4 0.4 0.6 1.0
## 10 0 0.1 0.1 0.0 0.1There are big clubs shown here: Liverpool, Roma, Sevilla, RB Leipzig, but the players that comes up don’t even have starts more than 9. These are low impact players.
2.3 PCA + Clustering Visualization
Now let’s see how these two unsupervised learning methods combined.
prof_pca <- PCA(X = profiling_standardstats_scaled,
scale.unit = T,
quali.sup = 1,
graph=F) fviz_pca_biplot(prof_pca,
habillage = "clust",
geom.ind = "point",
addEllipses = T,
col.var = "red") 
3 Summary
When we apply principal component analysis on the data set, we can retain more than 90% of information by appropriating 6 principal components.
The top 5 outliers unearthed by PCA are forwards with outstanding impact on the game.
Clustering by the standard stats on top 5 European League football players resulted in segmentation by impact and game time; how meaningful their presence on the pitch.