B2.324-20171-948611-PEC1-Lectura Y Preparación De Datos De Muestreo
JAVIER CASTRO BAENA
4 de noviembre de 2017
1. Cargar el juego de datos Leer el fichero de datos “Fifa.csv” y guardar los datos en un objeto con identificador denominado fifa
fifa<-read.csv("Fifa.csv")2. Descripción de los datos Describir brevemente la estructura de los datos: qué tipo de datos contiene, número de filas y columnas y nombre de las columnas. Realizar un resumen descriptivo de los datos.
str(fifa)# Con este comando obtendré el nombre de las columnas y el tipo de datos que contienen.## 'data.frame': 17588 obs. of 53 variables:
## $ Name : Factor w/ 17341 levels "Ã<U+0096>gmundur Kristinsson",..: 3365 9997 12509 10338 10615 3999 14216 5931 17327 16006 ...
## $ Nationality : Factor w/ 160 levels "Afghanistan",..: 122 6 20 155 59 139 121 158 143 14 ...
## $ National_Position : Factor w/ 28 levels "","CAM","CB",..: 14 25 15 14 6 6 14 24 1 6 ...
## $ National_Kit : num 7 10 10 9 1 1 9 11 NA 1 ...
## $ Club : Factor w/ 634 levels "1. FC Heidenheim",..: 461 207 207 207 209 364 209 461 364 149 ...
## $ Club_Position : Factor w/ 30 levels "","CAM","CB",..: 16 27 16 29 7 7 29 27 29 7 ...
## $ Club_Kit : num 7 10 11 9 1 1 9 11 9 13 ...
## $ Club_Joining : Factor w/ 1678 levels "","01/01/1993",..: 848 843 852 927 850 850 853 1247 855 1012 ...
## $ Contract_Expiry : num 2021 2018 2021 2021 2021 ...
## $ Rating : int 94 93 92 92 92 90 90 90 90 89 ...
## $ Height : Factor w/ 50 levels "155 cm","157 cm",..: 30 15 19 27 38 38 30 28 40 44 ...
## $ Weight : Factor w/ 56 levels "100 kg","101 kg",..: 37 29 25 42 49 39 36 31 52 48 ...
## $ Preffered_Foot : Factor w/ 2 levels "Left","Right": 2 1 2 2 2 2 2 1 2 1 ...
## $ Birth_Date : Factor w/ 6063 levels "01/01/1982","01/01/1983",..: 623 2991 630 412 1490 5212 3952 3362 4669 2265 ...
## $ Age : int 32 29 25 30 31 26 28 27 35 24 ...
## $ Preffered_Position: Factor w/ 292 levels "CAM","CAM/CDM",..: 172 237 157 266 113 113 266 237 266 113 ...
## $ Work_Rate : Factor w/ 9 levels "High / High",..: 2 9 3 3 9 9 3 3 8 9 ...
## $ Weak_foot : int 4 4 5 4 4 3 4 3 4 3 ...
## $ Skill_Moves : int 5 4 5 4 1 1 3 4 4 1 ...
## $ Ball_Control : int 93 95 95 91 48 31 87 88 90 23 ...
## $ Dribbling : int 92 97 96 86 30 13 85 89 87 13 ...
## $ Marking : int 22 13 21 30 10 13 25 51 15 11 ...
## $ Sliding_Tackle : int 23 26 33 38 11 13 19 52 27 16 ...
## $ Standing_Tackle : int 31 28 24 45 10 21 42 55 41 18 ...
## $ Aggression : int 63 48 56 78 29 38 80 65 84 23 ...
## $ Reactions : int 96 95 88 93 85 88 88 87 85 81 ...
## $ Attacking_Position: int 94 93 90 92 12 12 89 86 86 13 ...
## $ Interceptions : int 29 22 36 41 30 30 39 59 20 15 ...
## $ Vision : int 85 90 80 84 70 68 78 79 83 44 ...
## $ Composure : int 86 94 80 83 70 60 87 85 91 52 ...
## $ Crossing : int 84 77 75 77 15 17 62 87 76 14 ...
## $ Short_Pass : int 83 88 81 83 55 31 83 86 84 32 ...
## $ Long_Pass : int 77 87 75 64 59 32 65 80 76 31 ...
## $ Acceleration : int 91 92 93 88 58 56 79 93 69 46 ...
## $ Speed : int 92 87 90 77 61 56 82 95 74 52 ...
## $ Stamina : int 92 74 79 89 44 25 79 78 75 38 ...
## $ Strength : int 80 59 49 76 83 64 84 80 93 70 ...
## $ Balance : int 63 95 82 60 35 43 79 65 41 45 ...
## $ Agility : int 90 90 96 86 52 57 78 77 86 61 ...
## $ Jumping : int 95 68 61 69 78 67 84 85 72 68 ...
## $ Heading : int 85 71 62 77 25 21 85 86 80 13 ...
## $ Shot_Power : int 92 85 78 87 25 31 86 91 93 36 ...
## $ Finishing : int 93 95 89 94 13 13 91 87 90 14 ...
## $ Long_Shots : int 90 88 77 86 16 12 82 90 88 17 ...
## $ Curve : int 81 89 79 86 14 21 77 86 82 19 ...
## $ Freekick_Accuracy : int 76 90 84 84 11 19 76 85 82 11 ...
## $ Penalties : int 85 74 81 85 47 40 81 76 91 27 ...
## $ Volleys : int 88 85 83 88 11 13 86 76 93 12 ...
## $ GK_Positioning : int 14 14 15 33 91 86 8 5 9 86 ...
## $ GK_Diving : int 7 6 9 27 89 88 15 15 13 84 ...
## $ GK_Kicking : int 15 15 15 31 95 87 12 11 10 69 ...
## $ GK_Handling : int 11 11 9 25 90 85 6 15 15 91 ...
## $ GK_Reflexes : int 11 8 11 37 89 90 10 6 12 89 ...summary(fifa)#Con este comando obtendré de cada columna sus características estadísticas.## Name Nationality National_Position
## Felipe : 6 England : 1618 :16513
## Danilo : 5 Argentina: 1097 Sub : 556
## Gabriel : 5 Spain : 1008 LCB : 48
## Carlos RodrÃguez: 4 France : 974 GK : 47
## Roberto : 4 Brazil : 921 RCB : 46
## Ãlvaro : 3 Italy : 751 LB : 39
## (Other) :17561 (Other) :11219 (Other): 339
## National_Kit Club Club_Position Club_Kit
## Min. : 1.00 Free Agents : 232 Sub :7492 Min. : 1.00
## 1st Qu.: 6.00 Angers SCO : 33 Res :3146 1st Qu.: 9.00
## Median :12.00 Arsenal : 33 RCB : 633 Median :18.00
## Mean :12.22 AS Monaco : 33 GK : 632 Mean :21.29
## 3rd Qu.:18.00 Bor. M'gladbach: 33 LCB : 631 3rd Qu.:27.00
## Max. :36.00 Bournemouth : 33 LB : 549 Max. :99.00
## NA's :16513 (Other) :17191 (Other):4505 NA's :1
## Club_Joining Contract_Expiry Rating Height
## 07/01/2016: 1193 Min. :2017 Min. :45.00 180 cm : 1529
## 07/01/2015: 907 1st Qu.:2017 1st Qu.:62.00 178 cm : 1195
## 07/01/2014: 558 Median :2019 Median :66.00 185 cm : 1193
## 01/01/2016: 412 Mean :2019 Mean :66.17 183 cm : 1120
## 07/01/2013: 404 3rd Qu.:2020 3rd Qu.:71.00 175 cm : 1039
## 01/01/2015: 391 Max. :2023 Max. :94.00 182 cm : 863
## (Other) :13723 NA's :1 (Other):10649
## Weight Preffered_Foot Birth_Date Age
## 75 kg : 1404 Left : 4094 02/29/1988: 160 Min. :17.00
## 70 kg : 1387 Right:13494 02/29/1984: 157 1st Qu.:22.00
## 72 kg : 1021 02/29/1992: 155 Median :25.00
## 78 kg : 967 01/01/1996: 13 Mean :25.46
## 80 kg : 960 11/11/1996: 13 3rd Qu.:29.00
## 73 kg : 915 01/08/1991: 12 Max. :47.00
## (Other):10934 (Other) :17078
## Preffered_Position Work_Rate Weak_foot Skill_Moves
## CB :2181 Medium / Medium:9897 Min. :1.000 Min. :1.000
## GK :2003 High / Medium :2918 1st Qu.:3.000 1st Qu.:2.000
## ST :1825 Medium / High :1534 Median :3.000 Median :2.000
## CM : 831 Medium / Low : 845 Mean :2.934 Mean :2.303
## LB : 808 High / High : 747 3rd Qu.:3.000 3rd Qu.:3.000
## RB : 689 High / Low : 730 Max. :5.000 Max. :5.000
## (Other):9251 (Other) : 917
## Ball_Control Dribbling Marking Sliding_Tackle
## Min. : 5.00 Min. : 4.0 Min. : 3.00 Min. : 5.00
## 1st Qu.:53.00 1st Qu.:47.0 1st Qu.:22.00 1st Qu.:23.00
## Median :63.00 Median :60.0 Median :48.00 Median :51.00
## Mean :57.97 Mean :54.8 Mean :44.23 Mean :45.57
## 3rd Qu.:69.00 3rd Qu.:68.0 3rd Qu.:64.00 3rd Qu.:64.00
## Max. :95.00 Max. :97.0 Max. :92.00 Max. :95.00
##
## Standing_Tackle Aggression Reactions Attacking_Position
## Min. : 3.00 Min. : 2.00 Min. :29.00 Min. : 2.00
## 1st Qu.:26.00 1st Qu.:44.00 1st Qu.:55.00 1st Qu.:37.00
## Median :54.00 Median :59.00 Median :62.00 Median :54.00
## Mean :47.44 Mean :55.92 Mean :61.77 Mean :49.59
## 3rd Qu.:66.00 3rd Qu.:70.00 3rd Qu.:68.00 3rd Qu.:64.00
## Max. :92.00 Max. :96.00 Max. :96.00 Max. :94.00
##
## Interceptions Vision Composure Crossing
## Min. : 3.00 Min. :10.00 Min. : 5.00 Min. : 6.00
## 1st Qu.:26.00 1st Qu.:43.00 1st Qu.:47.00 1st Qu.:38.00
## Median :52.00 Median :54.00 Median :57.00 Median :54.00
## Mean :46.79 Mean :52.71 Mean :55.85 Mean :49.74
## 3rd Qu.:64.00 3rd Qu.:64.00 3rd Qu.:66.00 3rd Qu.:64.00
## Max. :93.00 Max. :94.00 Max. :94.00 Max. :91.00
##
## Short_Pass Long_Pass Acceleration Speed
## Min. :10.00 Min. : 7.0 Min. :11.00 Min. :11.00
## 1st Qu.:52.00 1st Qu.:42.0 1st Qu.:57.00 1st Qu.:58.00
## Median :62.00 Median :56.0 Median :68.00 Median :68.00
## Mean :58.12 Mean :52.4 Mean :65.29 Mean :65.48
## 3rd Qu.:68.00 3rd Qu.:64.0 3rd Qu.:75.00 3rd Qu.:75.00
## Max. :92.00 Max. :93.0 Max. :96.00 Max. :96.00
##
## Stamina Strength Balance Agility
## Min. :10.00 Min. :20.00 Min. :10.00 Min. :11.00
## 1st Qu.:57.00 1st Qu.:57.00 1st Qu.:56.00 1st Qu.:55.00
## Median :66.00 Median :66.00 Median :65.00 Median :65.00
## Mean :63.48 Mean :65.09 Mean :64.01 Mean :63.21
## 3rd Qu.:74.00 3rd Qu.:74.00 3rd Qu.:74.00 3rd Qu.:74.00
## Max. :95.00 Max. :98.00 Max. :97.00 Max. :96.00
##
## Jumping Heading Shot_Power Finishing
## Min. :15.00 Min. : 4.00 Min. : 3.00 Min. : 2.00
## 1st Qu.:58.00 1st Qu.:45.00 1st Qu.:45.00 1st Qu.:29.00
## Median :65.00 Median :56.00 Median :59.00 Median :48.00
## Mean :64.92 Mean :52.39 Mean :55.58 Mean :45.16
## 3rd Qu.:73.00 3rd Qu.:65.00 3rd Qu.:69.00 3rd Qu.:61.00
## Max. :95.00 Max. :94.00 Max. :93.00 Max. :95.00
##
## Long_Shots Curve Freekick_Accuracy Penalties
## Min. : 4.0 Min. : 6.00 Min. : 4.00 Min. : 7.00
## 1st Qu.:32.0 1st Qu.:34.00 1st Qu.:31.00 1st Qu.:39.00
## Median :52.0 Median :48.00 Median :42.00 Median :50.00
## Mean :47.4 Mean :47.18 Mean :43.38 Mean :49.17
## 3rd Qu.:63.0 3rd Qu.:62.00 3rd Qu.:57.00 3rd Qu.:61.00
## Max. :91.0 Max. :92.00 Max. :93.00 Max. :96.00
##
## Volleys GK_Positioning GK_Diving GK_Kicking
## Min. : 3.00 Min. : 1.00 Min. : 1.00 Min. : 1.00
## 1st Qu.:30.00 1st Qu.: 8.00 1st Qu.: 8.00 1st Qu.: 8.00
## Median :44.00 Median :11.00 Median :11.00 Median :11.00
## Mean :43.28 Mean :16.61 Mean :16.82 Mean :16.46
## 3rd Qu.:57.00 3rd Qu.:14.00 3rd Qu.:14.00 3rd Qu.:14.00
## Max. :93.00 Max. :91.00 Max. :89.00 Max. :95.00
##
## GK_Handling GK_Reflexes
## Min. : 1.00 Min. : 1.0
## 1st Qu.: 8.00 1st Qu.: 8.0
## Median :11.00 Median :11.0
## Mean :16.56 Mean :16.9
## 3rd Qu.:14.00 3rd Qu.:14.0
## Max. :91.00 Max. :90.0
## 3. Información de clubs y nacionalidades
3.1. Transformar los datos de Club y Nationality en variables categóricas.
Ya son variables categóricas.
3.2. Contar cuántos clubs distintos hay representados y cuántas nacionalidades distintas.
length(levels(fifa$Nationality)) ## [1] 160length(levels(fifa$Club))## [1] 634Hay 160 nacionalidades y 634 clubes.
3.3. ¿Cuáles son las tres nacionalidades que tienen más jugadores en la liga?
sort(table(fifa$Nationality), decreasing = T)[1:3]##
## England Argentina Spain
## 1618 1097 1008Ingaleterra(1618), Argentina(1097) y España(1008)
4 Información sobre jugadores. Estadísticos descriptivos .
4.1. Convertir la altura de los jugadores en un valor numérico, eliminando el texto “cm” de los datos de tipo altura.
Haré una copia (fifa2) para no modificar el original(podría haber trabajado en una varible ajena al data.frame también). Con sub elimino “cm”, con trimws elimino el espacio en blanco de la derecha para después transformar con as.numeric de factor a númerico.
fifa2<-fifa
fifa2$Height<-as.numeric(trimws(sub("cm","",(fifa2$Height), "r")))4.2. Calcular la media y desviación estandard de la altura de los jugadores.
La media de la altura de los jugadores es 181.1055 y la desviación estandar 6.67516
mean(fifa2$Height)## [1] 181.1055sd(fifa2$Height)## [1] 6.675164.3. Dibujar un boxplot de alturas de los jugadores.
boxplot(fifa2$Height,ylab="Altura cm")
4.4. Listar el nombre de los 10 jugadores más bajos de la liga.
fifa2$Name[order(fifa2$Height,decreasing = F)[1:10]]## [1] Hiroto Nakagawa Joao Plata Maxi Moralez
## [4] Daniel Villalva Cristian Techera Ã<U+0089>lton
## [7] Misael DomÃnguez Christian Bermúdez Erhun Oztumer
## [10] Torric
## 17341 Levels: Ã<U+0096>gmundur Kristinsson ... Zymer Bytyqi4.5. Listar el nombre de los 10 jugadores más altos de la liga. Opcionalmente, se puede ordenar por altura en orden decreciente.
fifa2$Name[order(fifa2$Height,decreasing = T)[1:10]]## [1] Kristof Van Hout Idé
## [3] Costel Pantilimon Lacina Traoré
## [5] Fejsal MuliÄ<U+0087> Aaron Chapman
## [7] Mikkel Qvist Vanja MilinkoviÄ<U+0087>-SaviÄ<U+0087>
## [9] Stefan Maierhofer Demba Thiam
## 17341 Levels: Ã<U+0096>gmundur Kristinsson ... Zymer Bytyqi4.6. Eliminar los outliers de la variable altura y guardar en un data frame fifa.av.
summary(fifa2$Height)#Analizaré antes de eliminar los outliers la altura para luego poder comparar el resultado.## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 155.0 176.0 181.0 181.1 186.0 207.0boxplot.stats(fifa2$Height)## $stats
## [1] 161 176 181 186 201
##
## $n
## [1] 17588
##
## $conf
## [1] 180.8809 181.1191
##
## $out
## [1] 203 158 203 157 159 158 160 158 160 207 159 202 202 204 160 160 203
## [18] 155 160 203 160 203 202outliers<-boxplot.stats(fifa2$Height)$out
posicion<-which(fifa2$Height%in%outliers)
fifa.av<-as.data.frame(fifa2$Height[-posicion])
summary(fifa.av)## fifa2$Height[-posicion]
## Min. :161.0
## 1st Qu.:176.0
## Median :181.0
## Mean :181.1
## 3rd Qu.:186.0
## Max. :201.04.7. Comparar los boxplots de los datos originales en fifa y de los datos de altura de fifa.av.
boxplot(fifa2$Height)
boxplot(fifa.av)
4.8. Interpretar los resultados
Los bloxpot, como quedó reflejado al analizar mediante summary los componentes estadíticos de la altura antes y después de la eliminación de los outlier, quedan igual excepto por la altura máxima y mínima que se reducen. En este caso, se podría haber omitido la eliminación de los outliers porque no influyen en la media y además son valoress que dentro de ser anormales pueden ser posibles en un jugador de fútbol.
5. Contrato de los jugadores Evaluar el tiempo de contrato que queda para los jugadores de fifa 17. Calcular cuántos jugadores tienen 0, 1, 2, 3. años de contrato. Dibujar un diagrama de barras que represente esta información.
En primer lugar transformo de numérico a factor y mediante table obtendré la cantidad de jugadores para cada año de finalización, con plot obtendré el diagrama de barras.
Contratofactor<-as.factor(fifa$Contract_Expiry)
table(Contratofactor)## Contratofactor
## 2017 2018 2019 2020 2021 2022 2023
## 4529 4074 2844 3488 975 783 894barplot(table(Contratofactor),ylab="número de jugadores", xlab="año finalización contrato")
#6. Clasificación de jugadores
6.1. Añadir una columna al conjunto de datos denominada “Classification” que contenga los valores: {“Excellent”, “Good”, “Regular”, “Low”, “Very Low”}. La asignación del valor depende del Rating de cada jugador. Para ello, se divide el rango de valores de Rating en 5 intervalos iguales. A continuación, se asigna:
. Very Low: 20% de valores más bajos . Low: siguientes 20% . Regular: 20% valores centrales . Good: 20% de valores siguientes . Excellent: los 20% valores más elevados de Rating El proceso inherente que se realiza es una discretización de Rating por intervalos del mismo tamaño.
Marco los límites superiores de cada segmento excepto el último ya que será residual
limite<-quantile(fifa$Rating,0.2)
limite2<-quantile(fifa$Rating,0.4)
limite3<-quantile(fifa$Rating,0.6)
limite4<-quantile(fifa$Rating,0.8)Creo la columna Classification como factor y mediante ifelse creo cada categoria con su proporción mediante los límites creados.
fifa$Classification<-as.factor(ifelse(fifa$Rating <= limite,"Very Low",ifelse(fifa$Rating>limite & fifa$Rating<=limite2,"Low",ifelse(fifa$Rating>limite2 & fifa$Rating<= limite3,"Regular",ifelse(fifa$Rating>limite3 & fifa$Rating<=limite4,"Good","Excellent")))))6.2. Hacer un listado con el nombre de jugadores que tienen una clasificación excelente. Ordenar alfabéticamente por nombre.
levels(fifa$Name)[levels(fifa$Classification)=="Excellent"]## [1] "Ã<U+0096>gmundur Kristinsson" "Ã<U+0096>zer Hurmacı"
## [3] "A.J. DeLaGarza" "Ã<U+0093>liver Torres"
## [5] "Ã<U+0093>scar Cabezas" "Ã<U+0093>scar Estupiñán"
## [7] "Ã<U+0093>scar Opazo" "Ã<U+0093>scar Romero"
## [9] "Ã<U+0093>ttar Magnús Karlsson" "Ä°brahim Halil Keser"
## [11] "Ä°rfan Can Kahveci" "Ã<U+0089>der"
## [13] "Ã<U+0089>dison Toloza" "Ã<U+0089>ver Banega"
## [15] "Ãdám Nagy" "Ãlex Barrera"
## [17] "Ãlex Moreno" "Ãlex Vallejo"
## [19] "Ãlvaro Fernández" "Ãlvaro Ogalde"
## [21] "Ãngel" "Ãngel MartÃnez"
## [23] "Ãngel Sepúlveda" "ÄorÄ<U+0091>e Ä<U+008C>otra"
## [25] "Åukasz Janoszka" "Åukasz Piszczek"
## [27] "Åukasz Teodorczyk" "Åukasz ZwoliÅ<U+0084>ski"
## [29] "ĽubomÃr Guldan" "Aarón"
## [31] "Aaron Amadi-Holloway" "Aaron Chapman"
## [33] "Aaron Downes" "Aaron Jones"
## [35] "Aaron Long" "Aaron McEneff"
## [37] "Aaron Nemane" "Aaron Ramsdale"
## [39] "Aaron Tshibola" "Abbas Al Shanqiti"
## [41] "Abdallah Ndour" "Abdellah Zoubir"
## [43] "Abdou Diallo" "Abdoul Ba"
## [45] "Abdoulay Konko" "Abdoulaye Keita"
## [47] "Abdul-Basit Agouda" "Abdul Khalili"
## [49] "Abdulaziz Al Aryani" "Abdulaziz Al Qasir"
## [51] "Abdulelah Al Bukhari" "Abdullah Ahmed Al Asta"
## [53] "Abdullah Al Fahad" "Abdullah Al Owayshir"
## [55] "Abdullah Al Shammari" "Abdullah Ateef"
## [57] "Abdullah Kano" "Abdullah Yahya Awaji"
## [59] "Abdulmajeed Al Sulayhim" "Abdulrahim Jezawi"
## [61] "Abdulrahman Al Obaid" "Abel Aguilar"
## [63] "Abel Masuero" "Aboubakar Kamara"
## [65] "Abuchi Obinwa" "Achraf Hakimi"
## [67] "Adão Salvadaldo" "Adam Andersson"
## [69] "Adam Buksa" "Adam Collin"
## [71] "Adam Eriksson" "Adam Frizzell"
## [73] "Adam Jahn" "Adam Le Fondre"
## [75] "Adam Marciniak" "Adam McDonnell"
## [77] "Adam Parkhouse" "Adam Rooney"
## [79] "Adam Thompson" "Adama Diakhaby"
## [81] "Adama Valentin Diomande" "Adebayo Azeez"
## [83] "Adel Ziarat" "Aden Flint"
## [85] "Adi Yussuf" "Adilson Edrada"
## [87] "Admir Mehmedi" "Adnan Mohammad"
## [89] "Adolfo Machado" "Adriá Carmona"
## [91] "Adrián Burnabão" "Adrián Gabbarini"
## [93] "Adrián Ortolá" "Adrian BÅ<U+0082>Ä<U+0085>d"
## [95] "Adrian Mariappa" "Adrian Uniat"
## [97] "Adriano Junqueiras" "Adrien Monfray"
## [99] "Adrien Tamèze" "Adryan Zonta"
## [101] "Afriyie Acquah" "Aguilera"
## [103] "AgustÃn Bouzat" "AgustÃn Fontana"
## [105] "AgustÃn Pelletieri" "Ahmad Al Ghamdi"
## [107] "Ahmad Mohammed Abbas" "Ahmed Al Oufi"
## [109] "Ahmed Ali Wailbi" "Ahmed Elmohamady"
## [111] "Ahmed Ibrahim Ateef" "Ahmed Mohammed Krenshi"
## [113] "Ahmet Ã<U+0096>zden" "Ahmet Dereli"
## [115] "Ahmet Ozcan" "Aidan Keena"
## [117] "Aiden O'Neill" "Ailton Guevara"
## [119] "Aitor Buñuel" "Ajdin Hrustic"
## [121] "Akihiro Hyodo" "Akira Takeuchi"
## [123] "Akram Afif" "Ala Mohsen Al Hajji"
## [125] "Alain Rochat" "Alam Basteirinho"
## [127] "Alan Aguirre" "Alan Browne"
## [129] "Alan Franco" "Alan Kehoe"
## [131] "Alan Patrick" "Alan Smith"
## [133] "Alastair Bray" "Albentosa"
## [135] "Albert Rusnák" "Alberto Acosta"
## [137] "Alberto Cerri" "Alberto Grassi"
## [139] "Alberto Paloschi" "Alberto RodrÃguez"
## [141] "Albin Skoglund" "Alcides Peña"
## [143] "Aldo Corzo" "Aldo Rocha"
## [145] "Alefe Santos" "Alejandro Bedoya"
## [147] "Alejandro Contreras" "Alejandro Fiorina"
## [149] "Alejandro Márquez" "Alejandro Peñaranda"
## [151] "Aleksandar Å Ä<U+0087>ekiÄ<U+0087>" "Aleksandar Ignjovski"
## [153] "Aleksandar MiljkoviÄ<U+0087>" "Aleksandar Todorovski"
## [155] "Aleksander Sopel" "Alessandro Bernardini"
## [157] "Alessandro Cordaro" "Alessandro Deiola"
## [159] "Alessandro Gazzi" "Alessandro Martinelli"
## [161] "Alessandro Piu" "Alessandro Santopadre"
## [163] "Alessio Cerci" "Alessio Zerbin"
## [165] "Alex Baptiste" "Alex Bray"
## [167] "Alex Castro" "Alex Davey"
## [169] "Alex Fisher" "Alex Grant"
## [171] "Alex Kakuba" "Alex Lawless"
## [173] "Alex Mowatt" "Alex Oxlade-Chamberlain"
## [175] "Alex Pritchard" "Alex Rufer"
## [177] "Alex Smithies" "Alex Wilkinson"
## [179] "Alexander Büttner" "Alexander DomÃnguez"
## [181] "Alexander Fransson" "Alexander Groven"
## [183] "Alexander Jakobsen" "Alexander Lundin"
## [185] "Alexander MejÃa" "Alexander Ring"
## [187] "Alexander Schwolow" "Alexander Walke"
## [189] "Alexandr Dantsev" "Alexandr Golovin"
## [191] "Alexandr Lomakin" "Alexandr Pavlenko"
## [193] "Alexandr Salugin" "Alexandr Stavpets"
## [195] "Alexandre Bouchard" "Alexandre Lacazette"
## [197] "Alexandre Menay" "Alexandre Ramalingom"
## [199] "Alexandru Bourceanu" "Alexandru Maxim"
## [201] "Alexey Miranchuk" "Alexey Tataev"
## [203] "Alexis Blin" "Alexis De Sart"
## [205] "Alexis Larriere" "Alexis Pérez"
## [207] "Alexis Sosa" "Alexis Zapata"
## [209] "Alfie Egan" "Alfie Potter"
## [211] "Alfonso Herrero" "Alfred Duncan"
## [213] "Alfredo Juraidini" "Alhaji Gero"
## [215] "Alhassane Keita" "Ali Ahmed Al Zaqan"
## [217] "Ali Al Mazaidi" "Ali Gadzhibekov"
## [219] "Ali Nasser Al Khaibari" "Aliaksandr Hleb"
## [221] "Aliko Bala" "Alioune Fall"
## [223] "Aliu Djaló" "Allan Campbell"
## [225] "Allano" "Alminho Boas"
## [227] "Alon Netzer" "Alpay Koçaklı"
## [229] "Alphonse Areola" "Alvaro RodrÃguez"
## [231] "Alvin Segbia" "Aly Ndom"
## [233] "Amadou Boiro" "Amani Dickson Mbedule"
## [235] "Amath Ndiaye Diedhiou" "Ambrosio Da Costa"
## [237] "Amilton" "Amine Harit"
## [239] "Amir Abrashi" "Amobi Okugo"
## [241] "An Hyeon Beom" "AnÃbal Capela"
## [243] "Anastasios Bakasetas" "Anatole Abang"
## [245] "Anders Bååth" "Anders Kristiansen"
## [247] "Anderson Correia" "Anderson Machado"
## [249] "Andersson Ordóñez" "André André"
## [251] "André Bjerregaard" "André Danielsen"
## [253] "André Gomes" "André Hoffmann"
## [255] "André Micael" "André Pinto"
## [257] "André Silva" "Andrés Cadavid"
## [259] "Andrés Felipe Roa" "Andrés Iniestra"
## [261] "Andrés Ponce" "Andrés Robles"
## [263] "Andrézinho" "Andre Coker"
## [265] "Andre Wright" "Andrea Belotti"
## [267] "Andrea Coda" "Andrea Esposito"
## [269] "Andrea Lazzari" "Andrea Mastino"
## [271] "Andrea Paolucci" "Andrea Poli"
## [273] "Andrea Rossi" "Andrea Zaccagno"
## [275] "Andreas Bjelland" "Andreas Cornelius"
## [277] "Andreas Helmersen" "Andreas Johansson"
## [279] "Andreas Leitner" "Andreas Lukse"
## [281] "Andreas Pereira" "Andreas Vindheim"
## [283] "Andreias Calcan" "Andrew Boyce"
## [285] "Andrew Dykstra" "Andrew Hjulsager"
## [287] "Andrew Nabbout" "Andrew Robertson"
## [289] "Andrew Wenger" "Andrey Lunev"
## [291] "Andrey Semenov" "Andrija Balic"
## [293] "Andriy Totovytskyi" "Andy Cannon"
## [295] "Andy Fisher" "Andy King"
## [297] "Andy Taylor" "Ange Digbeu"
## [299] "Angelo Ogbonna" "Angus Gunn"
## [301] "Aniello Salzano" "Anri Khagush"
## [303] "Antônio Chiamuloira" "Anthony Annan"
## [305] "Anthony Caci" "Anthony Gerrard"
## [307] "Anthony Knockaert" "Anthony Lopes"
## [309] "Anthony Marin" "Anthony O'Connor"
## [311] "Anthony Stokes" "Antimo Iunco"
## [313] "Antoine Devaux" "Anton Cajtoft"
## [315] "Anton Kochenkov" "Anton Makurin"
## [317] "Anton Putsila" "Anton Tinnerholm"
## [319] "AntonÃn Barák" "Antonini Lui"
## [321] "Antonio-Mirko Ä<U+008C>olak" "Antonio Caracciolo"
## [323] "Antonio Grillo" "Antonio MiliÄ<U+0087>"
## [325] "Antonio Palumbo" "Antonio RamÃrez"
## [327] "Antonio Rukavina" "Antony Evans"
## [329] "Anuar" "Ã<U+009C>mit Kurt"
## [331] "Aqeel Nasser Zaila" "Arber Zeneli"
## [333] "Ardian Gashi" "Ari Skúlason"
## [335] "Ariel Borysiuk" "Arif Ekin"
## [337] "Aritz Castro" "Arkadiusz Milik"
## [339] "Arley RodrÃguez" "Armando Cooper"
## [341] "Armando Zamorano" "Arnaud Bodart"
## [343] "Arnaut Groeneveld" "Arnold Issoko"
## [345] "Aron Davies" "Aron Sigurdarson"
## [347] "Arron Davies" "Artem Fedetskyi"
## [349] "Artem Popov" "Arthur Boka"
## [351] "Arthur Yannick Gomis" "Artur IoniÅ£Ä<U+0083>"
## [353] "Artur Sobiech" "Arturo Mina"
## [355] "Ary Papel" "Asger Sørensen"
## [357] "Ashley Eastham" "Ashley Richards"
## [359] "Ashtone Morgan" "Asmir BegoviÄ<U+0087>"
## [361] "Assis" "Atakan Akkaynak"
## [363] "Athanasios Papazoglou" "Atomu Tanaka"
## [365] "Aubin Long" "Augusto Fernández"
## [367] "Aurtenetxe" "Avimiled Rivas"
## [369] "Axel Bellinghausen" "Axel Ngando"
## [371] "Axel Witsel" "Ayaz Guliev"
## [373] "Aykut Demir" "Aymeric Laporte"
## [375] "Aytaç Sulu" "Azar Karadas"
## [377] "Azpilicueta" "BÅ<U+0082>ażej Augustyn"
## [379] "Baba Mensah" "Babacar Sarr"
## [381] "Bader Al Shahrani" "Badra Ali Sangaré"
## [383] "Bae Seung Jin" "Bafétimbi Gomis"
## [385] "Bailey Peacock-Farrell" "Bakary Sako"
## [387] "Balázs Megyeri" "Bandar Al Mutairi"
## [389] "Baptiste Reynet" "BarıÅ<U+009F> Yardımcı"
## [391] "Barnabás Varga" "Barry Bannan"
## [393] "Barry Molloy" "Bart Ramselaar"
## [395] "BartÅ<U+0082>omiej DrÄ<U+0085>gowski" "Bartosz Å<U+009A>piÄ<U+0085>czka"
## [397] "Bartosz Kapustka" "Bartosz Salamon"
## [399] "Basim Al Baqi" "Bastian Oczipka"
## [401] "Batuhan AltıntaÅ<U+009F>" "Bebé"
## [403] "Bellvis" "Ben Chilwell"
## [405] "Ben Foster" "Ben Godfrey"
## [407] "Ben Kantarovski" "Ben McKendry"
## [409] "Ben Pollock" "Ben Reilly"
## [411] "Ben Sweat" "Ben Warland"
## [413] "Ben Williamson" "Bence Verebelyi"
## [415] "Benedikt Zech" "Benito"
## [417] "Benjamin André" "Benjamin Corgnet"
## [419] "Benjamin Hvidt" "Benjamin Lecomte"
## [421] "Benjamin Moukandjo" "Benjamin Siegrist"
## [423] "Benjamin VerbiÄ" "Benny Feilhaber"
## [425] "Benoît Poulain" "Berat Djimsiti"
## [427] "Berkay Yıldız" "Bernard Costinho"
## [429] "Bernard Vicidal" "Bernardo Mendoza"
## [431] "Bernd Nehrig" "Bertrand Traoré"
## [433] "Beto" "Biel Ribas"
## [435] "Bilal Sezer" "Billy Bingham"
## [437] "Billy Jones" "Billy Paynter"
## [439] "Birama Ndoye" "Birkir Bjarnason"
## [441] "Bismark Adjei-Boateng" "Björn Daniel Sverrisson"
## [443] "Blagoy Makendzhiev" "Blas Cáceres"
## [445] "BoÅ<U+0099>ek DoÄkal" "Boban JoviÄ<U+0087>"
## [447] "Bobby Olejnik" "Bogdan Butko"
## [449] "Bojan NastiÄ<U+0087>" "Bora Körk"
## [451] "Boris RadunoviÄ<U+0087>" "Borja DomÃnguez"
## [453] "Borja González" "Borja Lasso"
## [455] "Boschilia" "Boubacar Fofana"
## [457] "Bozhidar Mitrev" "Brad Inman"
## [459] "Brad Smith" "Bradley Barry"
## [461] "Bradley Garmston" "Bradley Ralani"
## [463] "Brahim DÃaz" "Braian Rivero"
## [465] "Branco Ampuero" "Brandon Aubrey"
## [467] "Brandon Mason" "Brandon Thomas"
## [469] "Brandur Hendriksson" "Branko Jovicic"
## [471] "Brayan Camilo Reyes" "Brayan Torres"
## [473] "Brecht Dejaegere" "Brendan Galloway"
## [475] "Brenito Duarte" "Brett Holman"
## [477] "Brian Barry-Murphy" "Brian Fernández"
## [479] "Brian Koglin" "Brian Oliván"
## [481] "Brian Wilson" "Bright Edomwonyi"
## [483] "Brilliant Khuzwayo" "Brou Benjamin Angoua"
## [485] "Bruninho" "Bruno Ecuélé Manga"
## [487] "Bruno Gaspar" "Bruno Leite"
## [489] "Bruno Miranda" "Bruno Petkovic"
## [491] "Bruno Santos" "Bruno Varela"
## [493] "Brwa Nouri" "Bryan Colula"
## [495] "Bryan Garnica" "Bryan Passi"
## [497] "Bryan Verboom" "Burak Yıldır"
## [499] "Byron Webster" "Cédric Avinel"
## [501] "Cédric Kipré" "César"
## [503] "César Cortés" "César Mena"
## [505] "César Quintero" "Césario Figueirido"
## [507] "Caio" "Caio Padricio"
## [509] "Caleb Calvert" "Callum Ainley"
## [511] "Callum Chettle" "Callum Grogan"
## [513] "Callum McGregor" "Callum Reilly"
## [515] "Callum Stanton" "Calum Dyson"
## [517] "Calvin Colquhoun" "Calvin Verdonk"
## [519] "Cameron Brannagan" "Cameron Dummigan"
## [521] "Cameron Kerr" "Camillo Ciano"
## [523] "Camilo Mayada" "Camilo Saiz"
## [525] "Campillo" "Candeias"
## [527] "Canice Carroll" "Caolan McAleer"
## [529] "Carl Dickinson" "Carl Magnay"
## [531] "Carl Valeri" "Carles Gil"
## [533] "Carlo Mammarella" "Carlos Acevedo"
## [535] "Carlos Auzqui" "Carlos Calvo"
## [537] "Carlos DÃaz" "Carlos Embalo"
## [539] "Carlos Fernández" "Carlos González"
## [541] "Carlos Hernández" "Carlos López"
## [543] "Carlos Luna" "Carlos Moreno"
## [545] "Carlos Paez" "Carlos RenterÃa"
## [547] "Carlos Rojas" "Carlos Salcido"
## [549] "Carlos Strandberg" "Carlos Vela"
## [551] "Carmelo Valencia" "Carraça"
## [553] "Casemiro" "Casper Höjer Nielsen"
## [555] "Casto" "Cauley Woodrow"
## [557] "Cedric" "Cedrick"
## [559] "Cengiz Ã<U+009C>nder" "Cesc FÃ bregas"
## [561] "Chad Marshall" "Chaouki Ben Saada"
## [563] "Charles" "Charles Kaboré"
## [565] "Charlie Adam" "Charlie Daniels"
## [567] "Charlie Kirk" "Charlie Taylor"
## [569] "Che Adams" "Cheick Keita"
## [571] "Cheikhou Kouyaté" "Chi Wenyi"
## [573] "Chinedu Ede" "Cho Sung Hwan"
## [575] "Choi Bong Jin" "Choi Jong Hoan"
## [577] "Chris Baird" "Chris Burke"
## [579] "Chris David" "Chris Erskine"
## [581] "Chris Hussey" "Chris Löwe"
## [583] "Chris Martin" "Chris Neal"
## [585] "Chris Porter" "Chris Shields"
## [587] "Chris Tierney" "Chris Wood"
## [589] "Christian Benteke" "Christian Bravo"
## [591] "Christian Dean" "Christian Fernández"
## [593] "Christian Gentner" "Christian Hill"
## [595] "Christian Klem" "Christian Mafla"
## [597] "Christian Mathenia" "Christian Puggioni"
## [599] "Christian Rubio Sivodedov" "Christian Schulz"
## [601] "Christian Tabó" "Christian Vaquero"
## [603] "Christofer Heimeroth" "Christoffer Remmer"
## [605] "Christoph Leitgeb" "Christoph Schösswendter"
## [607] "Christophe Jallet" "Christopher Avevor"
## [609] "Christopher Forrester" "Christopher Lindquist"
## [611] "Christopher Oikonomidis" "Christopher Telo"
## [613] "Christy Pym" "Cian Bolger"
## [615] "Ciaran Gallagher" "Ciaran O'Connor"
## [617] "Cillian Sheridan" "Cisma"
## [619] "Clément Lenglet" "Claes Kronberg"
## [621] "Claude Gonçalves" "Claudio Beauvue"
## [623] "Claudio Jopia" "Claudio Muñoz"
## [625] "Claudio Sepúlveda" "Claudiosa Paes"
## [627] "Clayton Donaldson" "Clemens Schoppenhauer"
## [629] "Clifford Aboagye" "Clinton Njie"
## [631] "Cody Mulhall" "Colin Coosemans"
## [633] "Collin Fernandez" "Conan Byrne"
## [635] "Connor Ellis" "Connor Maloney"
## [637] "Connor Ripley" "Conor Chaplin"
## [639] "Conor Earley" "Conor Masterson"
## [641] "Conor McGrandles" "Conor O'Brien"
## [643] "Conor Thomas" "Conor Winn"
## [645] "Cordell Cato" "Corentin Tirard"
## [647] "Corey Gameiro" "Corral"
## [649] "Costinha" "Craig Alcock"
## [651] "Craig Curran" "Craig Gardner"
## [653] "Craig Mackail-Smith" "Craig Roddan"
## [655] "Craig Watson" "Cris Laranjeiros"
## [657] "Cristóbal Vergara" "Cristián EchavarrÃa"
## [659] "Cristian" "Cristian Battocchio"
## [661] "Cristian Cañizales" "Cristian Ceballos"
## [663] "Cristian Flórez" "Cristian Guanca"
## [665] "Cristian López" "Cristian Lucchetti"
## [667] "Cristian Molinaro" "Cristian Nevinha"
## [669] "Cristian Penilla" "Cristian Roldan"
## [671] "Cristian Tello" "Cristian Villagra"
## [673] "Cristiano Biraghi" "Cristo"
## [675] "Cui Min" "Curtis Main"
## [677] "Custódio" "Cyriaque Rivieyran"
## [679] "Da Costa" "Déiner Córdoba"
## [681] "Dênildo Stein" "Dagoberto Currimilla"
## [683] "Daigo Araki" "Daine Klate"
## [685] "Daisuke Kikuchi" "Daisuke Watabe"
## [687] "Dale Stephens" "Dalibor Pleva"
## [689] "Dame N'Doye" "Damián Lemos"
## [691] "Damián Suárez" "Damian SzymaÅ<U+0084>ski"
## [693] "Damien Da Silva" "Damien McNulty"
## [695] "Damir Ceter" "Dan Butler"
## [697] "Dan Jones" "Dan Vann"
## [699] "Dani Alves" "Dani Güiza"
## [701] "Dani Hernández" "Dani Nieto"
## [703] "Daniël Breedijk" "Daniel Adlung"
## [705] "Daniel Andersson" "Daniel Ayala"
## [707] "Daniel Bentley" "Daniel Braaten"
## [709] "Daniel Byrnes" "Daniel Chima Chukwu"
## [711] "Daniel Crowley" "Daniel Drescher"
## [713] "Daniel Fox" "Daniel Giraldo"
## [715] "Daniel Høegh" "Daniel Hoban"
## [717] "Daniel Johnson" "Daniel Lalhlimpuia"
## [719] "Daniel Lovitz" "Daniel McNulty"
## [721] "Daniel Mullen" "Daniel Offredi"
## [723] "Daniel Podence" "Daniel RodrÃguez"
## [725] "Daniel Sappa" "Daniel Sjölund"
## [727] "Daniel Thur" "Daniel Vicencio"
## [729] "Daniele Bonera" "Daniele Corvia"
## [731] "Daniele Gastaldello" "Daniele Sciaudone"
## [733] "Danijel MiliÄ<U+0087>eviÄ<U+0087>" "Danilho Doekhi"
## [735] "Danilo Avelar" "Danilo Pereira"
## [737] "Danisco Fachini" "Danny Andrew"
## [739] "Danny Collins" "Danny Graham"
## [741] "Danny Hoesen" "Danny Kane"
## [743] "Danny Philliskirk" "Danny Vukovic"
## [745] "Danny Wright" "Dante Vanzeir"
## [747] "Danzell Gravenberch" "DarÃo Benedetto"
## [749] "DarÃo Melo" "Darijan BojaniÄ<U+0087>"
## [751] "Dario Del Fabro" "Dario Thürkauf"
## [753] "Dariusz Formella" "Darko Bodul"
## [755] "Darlington Nagbe" "Darragh Leahy"
## [757] "Darren Dennehy" "Darren Maatsen"
## [759] "Darren Potter" "Darron Gibson"
## [761] "Darwin Quintero" "Daryl Werker"
## [763] "David Abraham" "David Andrade"
## [765] "David Barbona" "David Brooks"
## [767] "David Cabrera" "David Cawley"
## [769] "David Costas" "David de Paula"
## [771] "David Edgar" "David Ferguson"
## [773] "David Fox" "David González"
## [775] "David Horst" "David Jensen"
## [777] "David Kiki" "David Marshall"
## [779] "David McMillan" "David Mitchell"
## [781] "David Myrestam" "David O'Sullivan"
## [783] "David Ousted" "David Pisot"
## [785] "David Raya" "David Rozehnal"
## [787] "David Simón" "David Terans"
## [789] "David Ulm" "David Webster"
## [791] "David Yurchenko" "Davide Biraschi"
## [793] "Davide Costa" "Davide Luppi"
## [795] "Davide Vitturini" "Davinson Lemus"
## [797] "Davy Claude Angan" "Dawid Kort"
## [799] "Dawid SoÅ<U+0082>decki" "Dayot Upamecano"
## [801] "De La Hoz" "Dealbert"
## [803] "Dean Cox" "Dean Gerken"
## [805] "Dean Marney" "Dean Winnard"
## [807] "Dedryck Boyata" "Deiver Parra"
## [809] "Dejan DamjanoviÄ<U+0087>" "Dejan LekiÄ<U+0087>"
## [811] "Dejan Trajkovski" "Delvin N'Dinga"
## [813] "Demba Thiam" "Deni Alar"
## [815] "Denis Davydov" "Denis Linsmayer"
## [817] "Denis RodrÃguez" "Denis Tkachuk"
## [819] "Deniss Rakels" "Deniz Yılmaz"
## [821] "Dennis Appiah" "Dennis Flinta"
## [823] "Dennis Johnsen" "Dennis Rosin"
## [825] "Denys Bain" "Deon Moore"
## [827] "Derley" "Derrick Luckassen"
## [829] "Devante Clut" "Dexter Blackstock"
## [831] "Deyvison" "Diallo Guidileye"
## [833] "Didi" "Didier Moreno"
## [835] "Diegildo Ramos" "Diego Agamez"
## [837] "Diego Barbosa" "Diego Bielkiewicz"
## [839] "Diego Capel" "Diego Chará"
## [841] "Diego Contento" "Diego de Buen"
## [843] "Diego Fabbrini" "Diego FarÃas"
## [845] "Diego GodÃn" "Diego Gutiérrez"
## [847] "Diego Lara" "Diego Medeiros"
## [849] "Diego Moreno" "Diego Orellana"
## [851] "Diego Poyet" "Diego Rojas"
## [853] "Diego Silva" "Diego Valeri"
## [855] "Diego Villar" "Dieumerci Mbokani"
## [857] "Dilan Zúñiga" "Dillson Teixeiro"
## [859] "Dimitar Mitov" "Dimitri Foulquier"
## [861] "Dimitri Payet" "Dimitrios Kourbelis"
## [863] "Dimitris Kolovos" "Dinei Peixo"
## [865] "Dino Arslanagic" "Diogo Dalinho"
## [867] "Dioh Williams" "Dion Donohue"
## [869] "Dirk Marcellis" "Djair Parfitt-Williams"
## [871] "Django Warmerdam" "Djibril Sow"
## [873] "Dmitriy Andreev" "Dmitriy Khomich"
## [875] "Dmitriy Osipov" "Dmitriy Torbinskiy"
## [877] "Dmitry Sasin" "DoÄ<U+009F>ukan Sinik"
## [879] "Doka" "Domenico Berardi"
## [881] "Domingo Blanco" "Dominic Calvert-Lewin"
## [883] "Dominic Maroh" "Dominic Smith"
## [885] "Dominik BudzyÅ<U+0084>ski" "Dominik Hofbauer"
## [887] "Dominik Prokop" "Dominik Widemann"
## [889] "Don Cowan" "Doneil Henry"
## [891] "Donny van de Beek" "Dorian Caddy"
## [893] "Dorin Rotariu" "Douglão"
## [895] "Douglas Costa" "Dragan MrÄ<U+0091>ja"
## [897] "Drew Conner" "Dries Wouters"
## [899] "DuÅ¡an Kuciak" "Dubán MartÃnez"
## [901] "Duirval Diniz" "Duncan Watmore"
## [903] "Duván Vergara" "Dylan Bahamboula"
## [905] "Dylan Fox" "Dylan Mboumbouni"
## [907] "Dylan Nguene Bikey" "Dylan Seys"
## [909] "Dzenis Kozica" "Ebenezer Assifuah"
## [911] "Eberechi Eze" "Eddie Hernández"
## [913] "Eddy Gnahoré" "Edenildo Lagoas"
## [915] "Ederson" "Edgar BenÃtez"
## [917] "Edgar Hernández" "Edgar Salli"
## [919] "Edin Džeko" "Edison Duarte"
## [921] "Edoardo Barbato" "Edsinho Torres"
## [923] "Edson Rivera" "Edu Expósito"
## [925] "Edu Ramos" "Eduard Löwen"
## [927] "Eduardo Herrera" "Eduardo Otárola"
## [929] "Edvaldisco" "Edward McGinty"
## [931] "Edwin Gyasi" "Edwin Velasco"
## [933] "EfraÃn Orona" "Egidio Arévalo RÃos"
## [935] "Eguaras" "Einar Galilea"
## [937] "Eirik Hestad" "Eklu Shaka Mawuli"
## [939] "Elacio Córdoba" "Eldis Bajrami"
## [941] "Elhadj Ciss" "Elia Soriano"
## [943] "Elias Kachunga" "Eliser Quiñones"
## [945] "Ellery Balcombe" "Elliott Bennett"
## [947] "Elliott Ward" "Ellyes Skhiri"
## [949] "Eloge Koffi Yao Guy" "Elseid Hysaj"
## [951] "Elton Acolatse" "Elvis González"
## [953] "Elyasa Süme" "Emanuel Cecchini"
## [955] "Emanuel Molina" "Emanuel Reynoso"
## [957] "Emanuele Giaccherini" "Embarba"
## [959] "Emidio Hoffman" "Emil Berggreen"
## [961] "Emil Ekblom" "Emil Jonassen"
## [963] "Emil Solnørdal" "Emiliano BuendÃa"
## [965] "Emiliano Marcondes" "Emiliano Purita"
## [967] "Emiliano Velázquez" "Emilio Piodão"
## [969] "Emmanuel Adebayor" "Emmanuel Cascione"
## [971] "Emmanuel Imorou" "Emmanuel Mas"
## [973] "Emmanuel Rivière" "Emre BelözoÄ<U+009F>lu"
## [975] "Emre Nefiz" "Enaldo Paneira"
## [977] "Endre Botka" "Engin Bekdemir"
## [979] "Enock Kwateng" "Enrico Schirinzi"
## [981] "Enrique Pérez" "Enver Cenk Å<U+009E>ahin"
## [983] "Enzo Crivelli" "Enzo Marteiro"
## [985] "Eoghan Morgan" "Eoin Wearen"
## [987] "Eray Cümart" "Erdal Rakip"
## [989] "Erdin Demir" "Eric Alexander"
## [991] "Eric Björkander" "Eric Grimes"
## [993] "Eric Marester" "Eric Oelschlägel"
## [995] "Erick Gameira" "Erik Andersson"
## [997] "Erik Eikeng" "Erik Granat"
## [999] "Erik Johansson" "Erik Næsbak Brenden"
## [1001] "Erik Steen" "Erik Zenga"
## [1003] "Erlend Segberg" "Ernest Agyiri"
## [1005] "Ernesto Hernández" "Eros Pisano"
## [1007] "ErtuÄ<U+009F>rul Ersoy" "Erwin Hoffer"
## [1009] "Eryin Sanhueza" "Esmael"
## [1011] "Espen Ruud" "Esteban"
## [1013] "Esteban Carvajal" "Esteban Paredes"
## [1015] "Estevão Candeira" "Ethan Finlay"
## [1017] "Ethan Robson" "Etien Velikonja"
## [1019] "Etxaburu" "Eugen PolaÅ<U+0084>ski"
## [1021] "Eugenio Isnaldo" "Evan Murphy"
## [1023] "Evans Kangwa" "Ever Corredeira"
## [1025] "Everticinho" "Evgeniy Ezhov"
## [1027] "Evgeniy Makeev" "Ezekiel Fryers"
## [1029] "Ezequiel Cerutti" "Ezequiel Luna"
## [1031] "Ezequiel Ponce" "Ezequiel Videla"
## [1033] "Fábio Cardoso" "Fábio Martins"
## [1035] "Fábio RodrÃguez" "Félix Araujo"
## [1037] "Félix Noguera" "Fabián Astorga"
## [1039] "Fabián HenrÃquez" "Fabián Rinaudo"
## [1041] "Fabian Benko" "Fabian Gmeiner"
## [1043] "Fabian Klos" "Fabian Reese"
## [1045] "Fabiano Pulheim" "Fabien Farnolle"
## [1047] "Fabio" "Fabio Castellano"
## [1049] "Fabio Daprelà " "Fabio Lucioni"
## [1051] "Fabrice N'Sakala" "Fabricio Bustos"
## [1053] "Fabrizio Alastra" "Fabrizio Poli"
## [1055] "Facundo Cambeses" "Facundo Daffonchio"
## [1057] "Facundo Oreja" "Facundo Rizzi"
## [1059] "Fafà Picault" "Fahad Al Thunayan"
## [1061] "Fahad Khaled Al Sagri" "Faisal Al Masrahi"
## [1063] "Faiz Selemani" "Fan Xiaodong"
## [1065] "Farès Bahlouli" "Farid DÃaz"
## [1067] "Fatai Alashe" "Fausto Rossi"
## [1069] "Fayçal Fajr" "Federico Agliardi"
## [1071] "Federico Bernardeschi" "Federico Ceccherini"
## [1073] "Federico Dimarco" "Federico Furlan"
## [1075] "Federico Macheda" "Federico Mattiello"
## [1077] "Federico Palacios MartÃnez" "Federico Ricci"
## [1079] "Federico Vega" "Fedor Kudryashov"
## [1081] "Felicio Brown Forbes" "Felipe Caicedo"
## [1083] "Felipe Gutiérrez" "Felipe Pires"
## [1085] "Felipe Seymour" "Felix Dornebusch"
## [1087] "Felix Kroos" "Felix Uduokhai"
## [1089] "Ferdi Kadioglu" "Ferhat Görgülü"
## [1091] "Fernandão" "Fernando Amorebieta"
## [1093] "Fernando CanesÃn" "Fernando Elizari"
## [1095] "Fernando Godoy" "Fernando Luna"
## [1097] "Fernando Monetti" "Fernando Quiroz"
## [1099] "Fernando Torres" "Ferno Meireles"
## [1101] "Fidencio Oviedo" "Filip Dagerstål"
## [1103] "Filip KostiÄ<U+0087>" "Filip MarkoviÄ<U+0087>"
## [1105] "Filip Sachpekidis" "Filipe Augusto"
## [1107] "Filipe Mendes" "Filippo De Col"
## [1109] "Filippo Romagna" "Fitim Azemi"
## [1111] "Flavio Ciampichetti" "Florent Balmont"
## [1113] "Florent Ogier" "Florian Ballas"
## [1115] "Florian Grillitsch" "Florian Jungwirth"
## [1117] "Florian Lejeune" "Florian Miguel"
## [1119] "Florian Templ" "Florin Bérenguer"
## [1121] "Fofo" "Fouad Chafik"
## [1123] "Frédéric Bulot" "Frédéric Sammaritano"
## [1125] "Fran Carbia" "Fran RodrÃguez"
## [1127] "François" "François Kamano"
## [1129] "François Zoko" "Francesco Belli"
## [1131] "Francesco Celeste" "Francesco Fedato"
## [1133] "Francesco Margiotta" "Francesco Puntoriere"
## [1135] "Francesco Totti" "Francis Coquelin"
## [1137] "Francisco Alarcón" "Francisco Dutari"
## [1139] "Francisco Leonardo" "Francisco Pizzini"
## [1141] "Francisco Romero" "Francisco Venegas"
## [1143] "Franck Boya" "Franck Moussa"
## [1145] "Franco Acosta" "Franco Canever"
## [1147] "Franco Di Santo" "Franco Lazzaroni"
## [1149] "Franco Niell" "Franco Sbuttoni"
## [1151] "Franco Zuculini" "Frank Boeckx"
## [1153] "Frank Ronstadt" "Fransérgio"
## [1155] "Fraser Forster" "Fred Soidares"
## [1157] "Freddy Cardouso" "Freddy Salazar"
## [1159] "Frederik Børsting" "Frederik Lauenborg"
## [1161] "Frederik Tingager" "Fredrik Aursnes"
## [1163] "Fredrik Heggland" "Fredrik Nordkvelle"
## [1165] "Fredy" "Fu Huan"
## [1167] "Fumiya Hayakawa" "Furkan Zorba"
## [1169] "Gérson Noalha" "Gökhan DeÄ<U+009F>irmenci"
## [1171] "GÅtoku Sakai" "Gaël Danic"
## [1173] "Gaëtan Charbonnier" "Gaëtan Paquiez"
## [1175] "Gabriel" "Gabriel Báez"
## [1177] "Gabriel Esparza" "Gabriel Jesus"
## [1179] "Gabriel Morales" "Gabriel Rodrigues"
## [1181] "Gabriel Silva" "Gabriel Valverde"
## [1183] "Gabriele Marchegiani" "Gael Bigirimana"
## [1185] "Gaetano Masucci" "Galván"
## [1187] "Gareth Bale" "Garrido"
## [1189] "Gary Boylan" "Gary Fraser"
## [1191] "Gary Mackay-Steven" "Gary Medel"
## [1193] "Gary Sawyer" "Gaspar IñÃguez"
## [1195] "Gastón Campi" "Gastón Guruceaga"
## [1197] "Gastón Sauro" "Gauthier Banaziak"
## [1199] "Gautier Lloris" "Gavin Peers"
## [1201] "Gboly Ariyibi" "Gen Shoji"
## [1203] "Gennaro Scognamiglio" "Geoffrey Bia"
## [1205] "Georg Margreitter" "George Boyd"
## [1207] "George Edmundson" "George Friend"
## [1209] "George Lebese" "George Mells"
## [1211] "George Ray" "George Thorne"
## [1213] "Georges-Kévin Nkoudou" "Georgi Milanov"
## [1215] "Georgios Sarris" "Georgiy Melkadze"
## [1217] "Ger O'Brien" "Gerard"
## [1219] "Gerardo Alcoba" "Germán"
## [1221] "Germán Conti" "Germán Herrera"
## [1223] "Germán Montoya" "Germano Vailati"
## [1225] "Gershon Koffie" "Gervane Kastaneer"
## [1227] "Gheorghe Grozav" "Giacomo Bonaventura"
## [1229] "Giampiero Pinzi" "Giandomenico Mesto"
## [1231] "Gianluca Di Chiara" "Gianluca Pegolo"
## [1233] "Gianluigi Donnarumma" "Gianni Cassaró"
## [1235] "Gideon Baah" "Gil Alcalá"
## [1237] "Giles Barnes" "Gilli Rólantsson Sørensen"
## [1239] "Gino Peruzzi" "Giorgi Jobava"
## [1241] "Giorgi Shelia" "Giorgos Manthatis"
## [1243] "Giovanni Crociata" "Giovanni Terrani"
## [1245] "Giulio Donati" "Giuseppe Altea"
## [1247] "Giuseppe Panico" "Giuseppe Vives"
## [1249] "Glen Johnson" "Glenn Loovens"
## [1251] "Glynor Plet" "Godfrey Oboabona"
## [1253] "Gomes" "Gonzalo Abán"
## [1255] "Gonzalo Bettini" "Gonzalo Escalante"
## [1257] "Gonzalo HiguaÃn" "Gonzalo Montiel"
## [1259] "Gonzalo Rivas" "Gonzalo Yordan"
## [1261] "Goran JozinoviÄ<U+0087>" "Gordon Greer"
## [1263] "Goudiaby Lemouya" "Grégory Bourillon"
## [1265] "Graeme Shinnie" "Graham Doyle"
## [1267] "Granero" "Grant Hanley"
## [1269] "Greg Docherty" "Greg Leigh"
## [1271] "Greg Tansey" "Gregor Breinburg"
## [1273] "Gregory Wüthrich" "Grzegorz Bonin"
## [1275] "Grzegorz Wojtkowiak" "Guarrotxena"
## [1277] "Guglielmo Stendardo" "Guido Marilungo"
## [1279] "Guido Vadalá" "Guilherme Sityá"
## [1281] "Guillaume Hoarau" "Guillermo"
## [1283] "Guillermo Cosaro" "Guillermo Ferracuti"
## [1285] "Guillermo OrtÃz" "Guillermo Viscarra"
## [1287] "Guram Tetrashvili" "Gustaf Nilsson"
## [1289] "Gustav Valsvik" "Gustavo Bou"
## [1291] "Gustavo Hebling" "Gustavo Pastinho"
## [1293] "Guto Milazar" "Guy-Roland Ndy Assembe"
## [1295] "Guyon Fernandez" "Gwon Jin Yeong"
## [1297] "Gyrano Kerk" "HÃ¥vard Nielsen"
## [1299] "Héctor Canteros" "Héctor Nespral"
## [1301] "Héctor Yuste" "Hélton Carvalhal"
## [1303] "Habib Diallo" "Hadi Sacko"
## [1305] "Hakan Ã<U+0096>zmert" "Hakeeb Adelakun"
## [1307] "Halil Altıntop" "Hallur Hansson"
## [1309] "Hamari Traoré" "Hamilton Pereira"
## [1311] "Hampus Svensson" "Hani Mohammed Al Nahedh"
## [1313] "Hanno Behrens" "Hans Nunoo Sarpei"
## [1315] "Hanyer Mosquera" "Haris Medunjanin"
## [1317] "Harlee Dean" "Harold Mosquera"
## [1319] "Harrison Dunk" "Harrison Sawyer"
## [1321] "Harry Bunn" "Harry Clifton"
## [1323] "Harry Girling" "Harry Maguire"
## [1325] "Harry Pickering" "Harry Toffolo"
## [1327] "Harun Alpsoy" "Hasan Ã<U+0096>zkan"
## [1329] "Hassan Jamal Al Habib" "Hassan Ndam"
## [1331] "Hatem Ben Arfa" "Hayao Kawabe"
## [1333] "Hayrullah Mert Akyüz" "Hedgardo MarÃn"
## [1335] "Heitinho Zanon" "Helder Cuinha"
## [1337] "Heltinho Melo" "Hendrik Starostzik"
## [1339] "Hennos Asmelash" "Henri Lansbury"
## [1341] "Henrik Bredeli" "Henrik Ojamaa"
## [1343] "Henry Cowans" "Henry Rojas"
## [1345] "Herman Børreson Fossdal" "Hernán Bernardello"
## [1347] "Hernán Hechalar" "Hernán Toledo"
## [1349] "Hervé Kage" "Hibert RuÃz"
## [1351] "Hidde Jurjus" "Hideto Takahashi"
## [1353] "Hiram Boateng" "Hiroki Abe"
## [1355] "Hiroki Noda" "Hiromu Mitsumaru"
## [1357] "Hiroto Hatao" "Hiroyuki Taniguchi"
## [1359] "Hjörtur Hermannsson" "Holger Badstuber"
## [1361] "Hong Jung Nam" "Houssem Aouar"
## [1363] "Hubert Gostomski" "Hugo Arellano"
## [1365] "Hugo Droguett" "Hugo Lloris"
## [1367] "Hugo Rubiães" "Hugo Vieira"
## [1369] "Husam Al Jadani" "Hussain Al Shuwaysh"
## [1371] "Hwang Il Su" "Hwang Soon Min"
## [1373] "Iñigo López" "Iago Aspas"
## [1375] "Iain Wilson" "Ian Harkes"
## [1377] "Ian Morris" "Iborra"
## [1379] "Ibrahim Al Zubaidi" "Ibrahim Fahad Al Shuayl"
## [1381] "Ibrahim Rabiu" "Ibrahim Zaid"
## [1383] "Ibrahima Mbaye" "Icaro"
## [1385] "Idriss Saadi" "Iebe Swers"
## [1387] "Ignacio Bonadio" "Ignacio Lara"
## [1389] "Ignacio Rivero" "Igor BubnjiÄ<U+0087>"
## [1391] "Igor Gorbatenko" "Igor Lebedenko"
## [1393] "Igor MartÃnez" "Igor Smolnikov"
## [1395] "Ihsan Sacko" "Ilias Alhaft"
## [1397] "Ilja Nestorovski" "Ilsinho"
## [1399] "Ilya Pomazun" "Im Dae Joon"
## [1401] "Imanol GarcÃa" "Insua"
## [1403] "Ioannis Mystakidis" "Iriondo"
## [1405] "Isaac Carcelén" "Isaac Hayden"
## [1407] "Isaac Success" "Isak Ssewankambo"
## [1409] "Isidoro" "Ismaïl Aissati"
## [1411] "Ismaël Chester Diallo" "Ismael Blanco"
## [1413] "Ismahil Akinade" "Israel Jiménez"
## [1415] "Issa Diop" "Issiaga Sylla"
## [1417] "Iturraspe" "Iván Angulo"
## [1419] "Iván Centurión" "Iván González"
## [1421] "Iván Ochoa" "Iván Rossi"
## [1423] "Ivan Cavaleiro" "Ivan Komissarov"
## [1425] "Ivan MarkoviÄ<U+0087>" "Ivan Novoseltsev"
## [1427] "Ivan Pedrelli" "Ivan Rozas"
## [1429] "Ivan TomeÄak" "Ivelin Popov"
## [1431] "Ivica OliÄ<U+0087>" "Izuchukwu Jude Anthony"
## [1433] "Ján Novota" "Jørgen Skjelvik"
## [1435] "Jérôme Junior Onguéné" "Jérémie Aliadiere"
## [1437] "Jérémy Blayac" "Jérémy Grimm"
## [1439] "Jérémy Mathieu" "Jérémy Taravel"
## [1441] "Jürgen Gjasula" "Jón Guðni Fjóluson"
## [1443] "Jabo Ibehre" "Jack Barmby"
## [1445] "Jack Bridge" "Jack Cork"
## [1447] "Jack Elliott" "Jack Hamilton"
## [1449] "Jack Hunt" "Jack McBean"
## [1451] "Jack Price" "Jack Senior"
## [1453] "Jack Stevens" "Jack Whatmough"
## [1455] "Jackson Mabokgwane" "Jacob Brown"
## [1457] "Jacob Ericsson" "Jacob Mellis"
## [1459] "Jacob Rinne" "Jacobo Kouffaty"
## [1461] "Jacopo Petriccione" "Jacques Salze"
## [1463] "Jadenilson Baia" "Jahir Barraza"
## [1465] "Jailson Caeiro" "Jaime Carreño"
## [1467] "Jaime Romero" "Jaimen AyovÃ"
## [1469] "Jair Mosquera" "Jairo"
## [1471] "Jairo Palomino" "Jake Bidwell"
## [1473] "Jake Flannigan" "Jake Hessenthaler"
## [1475] "Jake McGing" "Jakob Ahlmann"
## [1477] "Jakob Haugaard" "Jakob Nerwinski"
## [1479] "Jakub Arak" "Jakub CzerwiÅ<U+0084>ski"
## [1481] "Jakub Kuzko" "Jakub Sokolik"
## [1483] "Jakub Wagner" "Jalil ElÃas"
## [1485] "Jamal Blackman" "Jamar Dixon"
## [1487] "James Baxendale" "James Chester"
## [1489] "James Donachie" "James Georgaklis"
## [1491] "James Husband" "James Lea Siliki"
## [1493] "James McClean" "James Meredith"
## [1495] "James Okwuosa" "James Rowe"
## [1497] "James Tomkins" "James Weir"
## [1499] "Jamie Cobain" "Jamie Henry"
## [1501] "Jamie Maclaren" "Jamie Ness"
## [1503] "Jamie Sendles-White" "Jamie Vardy"
## [1505] "Jan-Arie van der Heijden" "Jan Bamert"
## [1507] "Jan Hochscheidt" "Jan Lecjaks"
## [1509] "Jan Sýkora" "Jandson"
## [1511] "Jang Eun Gyu" "Jang Yun Ho"
## [1513] "Jannes Horn" "Jannik Vestergaard"
## [1515] "Janus Mats Drachmann" "Júnior Fernandes"
## [1517] "Jared Jeffrey" "JarosÅ<U+0082>aw Fojut"
## [1519] "Jaroslav Navrátil" "Jasmin BuriÄ<U+0087>"
## [1521] "Jason Banton" "Jason Denayer"
## [1523] "Jason Holt" "Jason Naismith"
## [1525] "Jason Steele" "Jaushua Sotirio"
## [1527] "Javi Espinosa" "Javi Guerra"
## [1529] "Javi Lara" "Javi Ros"
## [1531] "Javier Capelli" "Javier Gandolfi"
## [1533] "Javier Mendoza" "Javier Pastore"
## [1535] "Javier Toledo" "Jay Emmanuel-Thomas"
## [1537] "Jay Rodriguez" "Jazzi Barnum-Bobb"
## [1539] "Jean-Charles Castelletto" "Jean-Francois Kornetzky"
## [1541] "Jean-Louis Leca" "Jean-Philippe Gbamin"
## [1543] "Jean-Yves Tabla" "Jean Carlos"
## [1545] "Jean II Makoun" "Jean Ruiz"
## [1547] "Jed Steer" "Jeff Callebaut"
## [1549] "Jeff Reine-Adelaïde" "Jefferson Farfán"
## [1551] "Jeffrén" "Jeffrey Schlupp"
## [1553] "Jeison Murillo" "Jelle Van Damme"
## [1555] "Jennison Myrie-Williams" "Jens Jønsson"
## [1557] "Jens Odgaard" "Jens Stryger Larsen"
## [1559] "Jeong Dong Ho" "Jeong Seung Hyeon"
## [1561] "Jeppe Brandrup" "Jeppe Højbjerg"
## [1563] "Jeppe Tverskov" "JeremÃas Ledesma"
## [1565] "Jeremy Ebobisse" "Jermaine Beckford"
## [1567] "Jermaine McGlashan" "Jeroen Zoet"
## [1569] "Jerrad Tyson" "Jesé"
## [1571] "Jesús Fernández" "Jesús Imaz"
## [1573] "Jesús Murillo" "Jesper Björkman"
## [1575] "Jesper Hansen" "Jesper Lange"
## [1577] "Jessé Ferdeira" "Jesse Lingard"
## [1579] "Jesus Andradaldo" "Jhon Arboleda"
## [1581] "Jhon Freddy Pajoy" "Jhon Ramos"
## [1583] "Jhonnattann" "JiÅ<U+0099>Ã Pavlenka"
## [1585] "Jim McNulty" "Jimmy Dunne"
## [1587] "Jimmy Medranda" "Jimmy Smith"
## [1589] "Jin YangYang" "Jo Jae Cheol"
## [1591] "João Afonso" "João Basso"
## [1593] "João De Oliveira" "João Lima"
## [1595] "João Nunes" "João Talocha"
## [1597] "Joël Drommel" "Joël Veltman"
## [1599] "Joachim Thomassen" "Joakim Nilsson"
## [1601] "Joan Román" "JoaquÃn"
## [1603] "JoaquÃn Esquivel" "Joaquin Aros"
## [1605] "Joe Allen" "Joe Bryan"
## [1607] "Joe Davis" "Joe Garner"
## [1609] "Joe Jacobson" "Joe Lumley"
## [1611] "Joe McDonnell" "Joe Pritchard"
## [1613] "Joe Rodon" "Joe Taylor"
## [1615] "Joe Willis" "Joel Allansson"
## [1617] "Joel Asoro" "Joel Coleman"
## [1619] "Joel Matip" "Joel Sacks"
## [1621] "Joel Ward" "Joey Groenbast"
## [1623] "Joffrey Cuffaut" "Johan Brattberg"
## [1625] "Johan Fuentes" "Johan Larsson"
## [1627] "Johan Persson" "Johannes Eggestein"
## [1629] "Johannes van den Bergh" "John-Patrick StrauÃ<U+009F>"
## [1631] "John Brooks" "John Guidetti"
## [1633] "John Kavanagh" "John McCarthy"
## [1635] "John Requejo" "John Souttar"
## [1637] "John Terry" "John White"
## [1639] "Johnny Herrera" "Johnny Thomsen"
## [1641] "Jon Erice" "Jon Jönsson"
## [1643] "Jon Toral" "Jonaldo Monteiro"
## [1645] "Jonas Borring" "Jonas Gemmer"
## [1647] "Jonas Johansen" "Jonas Lindberg"
## [1649] "Jonas Svensson" "Jonatan Maidana"
## [1651] "Jonathan Ãvila" "Jonathan Bamba"
## [1653] "Jonathan Bond" "Jonathan Burn"
## [1655] "Jonathan Correia" "Jonathan Douglas"
## [1657] "Jonathan Forte" "Jonathan Grounds"
## [1659] "Jonathan León" "Jonathan Lopera"
## [1661] "Jonathan Martins Pereira" "Jonathan Morsay"
## [1663] "Jonathan Parr" "Jonathan Rivierez"
## [1665] "Jonathan Silva" "Jonathan Tamimi"
## [1667] "Jonathan Walters" "Jone Samuelsen"
## [1669] "Jonny" "Jonson Clarke-Harris"
## [1671] "Joona Toivio" "Jordan Alawode-Williams"
## [1673] "Jordan Bentley" "Jordan Clarke"
## [1675] "Jordan Ferri" "Jordan Henderson"
## [1677] "Jordan Ikoko" "Jordan Lotiès"
## [1679] "Jordan McGhee" "Jordan O'Doherty"
## [1681] "Jordan Rhodes" "Jordan Slew"
## [1683] "Jordan Torunarigha" "Jordano Cisterna"
## [1685] "Jordi Cortizo" "Jordi Vanlerberghe"
## [1687] "Jordy Buijs" "Jordy Gaspar"
## [1689] "Jorge Alberto Durán" "Jorge BenÃtez"
## [1691] "Jorge Carrascal" "Jorge De Olivera"
## [1693] "Jorge Estrada" "Jorge Lagües"
## [1695] "Jorge Obregón" "Jorge Ramos"
## [1697] "Jorge Sánchez" "Jorge Troncoso"
## [1699] "Jorge Zárate" "Joris Gnagnon"
## [1701] "Joris Voest" "José Ãngel"
## [1703] "José Arnáiz" "José Carvallo"
## [1705] "José David Moya" "José Escobar"
## [1707] "José Guillermo Ortiz" "José Jair RuÃz"
## [1709] "José Leguizamón" "José Luis Gamonal"
## [1711] "José MachÃn" "José Mauri"
## [1713] "José Pizarro" "José RodrÃguez"
## [1715] "José Sosa" "Jose Emeirson"
## [1717] "Josecarlos Van Rankin" "Joseph Aidoo"
## [1719] "Joseph Bouasse" "Joseph McNulty"
## [1721] "Joseph Molangoane" "Josh Clackstone"
## [1723] "Josh Dasilva" "Josh Lelan"
## [1725] "Josh McQuoid" "Josh O'Hanlon"
## [1727] "Josh Risdon" "Josh Scowen"
## [1729] "Josh Vickers" "Joshua Brenet"
## [1731] "Joshua John" "Joshua Smith"
## [1733] "Joshua Yorwerth" "Josip BariÅ¡iÄ<U+0087>"
## [1735] "Josip RadoÅ¡eviÄ<U+0087>" "Josué Ayala"
## [1737] "Josuha Guilavogui" "Jown Cardona"
## [1739] "Juan Ãngel AlbÃn" "Juan Bauza"
## [1741] "Juan Cabezas" "Juan Camilo Zúñiga"
## [1743] "Juan Carlos Blengio" "Juan Carlos Paredes"
## [1745] "Juan Contreras" "Juan David DÃaz"
## [1747] "Juan Delgadillo" "Juan Fernando Quintero"
## [1749] "Juan Giraldo" "Juan Imbert"
## [1751] "Juan José Mezú" "Juan Méndez"
## [1753] "Juan Manuel RamÃrez" "Juan Miguel Basulto"
## [1755] "Juan Muñoz" "Juan Pablo Añor"
## [1757] "Juan Pablo Miño" "Juan Pablo Vacca"
## [1759] "Juan RodrÃguez" "Juan Silva"
## [1761] "Juan Zuluaga" "Juanjo"
## [1763] "Juanpe" "Juiano Mestres"
## [1765] "Jules Iloki" "Juli Piresinho"
## [1767] "Julián Guillermo" "Julián Velázquez"
## [1769] "Julian Brandt" "Julian Günther-Schmidt"
## [1771] "Julian Lelieveld" "Julian Riedel"
## [1773] "Julian von Haacke" "Julien Cétout"
## [1775] "Julien Faussurier" "Julien Toudic"
## [1777] "Julio César DomÃnguez" "Julio Nava"
## [1779] "Julius Kade" "Jun Kanakubo"
## [1781] "Jung San" "Junior Alonso"
## [1783] "Junior Oto'o" "Junya Ito"
## [1785] "Juri Cisotti" "Justin Bijlow"
## [1787] "Justin Möbius" "Justin Tokishi Kinjo"
## [1789] "Kévin Bru" "Kévin Gameiro"
## [1791] "Kévin N'Doram" "Kévin Vandendriessche"
## [1793] "KaÃquão Castro" "Kacy Butterfield"
## [1795] "Kadiri Mohammed" "Kaimo Lima"
## [1797] "Kaiser" "Kal Naismith"
## [1799] "Kalvin Phillips" "Kamil BiliÅ<U+0084>ski"
## [1801] "Kamil Lech" "Kamil Wilczek"
## [1803] "Kane Vincent-Young" "Kantemir Berkhamov"
## [1805] "Kari Arkivuo" "Karim Benzema"
## [1807] "Karim Guédé" "Karim Onisiwo"
## [1809] "Karl Darlow" "Karl Sheppard"
## [1811] "Karlo Bartolec" "Kasey Palmer"
## [1813] "Kasper Hämäläinen" "Kasper Pedersen"
## [1815] "Katsuya Ishihara" "Kaya Tarakçı"
## [1817] "Kazuki Oiwa" "Kazunari Ichimi"
## [1819] "Kazuyuki Morisaki" "Keano Deacon"
## [1821] "Kees Luijckx" "Kei Kamara"
## [1823] "Keijiro Ogawa" "Keisuke Oyama"
## [1825] "Keith Beirne" "Keith Ward"
## [1827] "Kel Perinho" "Kelvin Etuhu"
## [1829] "Kelyn Rowe" "Ken Matsubara"
## [1831] "Kenan Karaman" "Kengo Kawamata"
## [1833] "Kenneth Dougall" "Kenneth Schuermans"
## [1835] "Kenny Miller" "Kensei Nakashima"
## [1837] "Kenta Tokushige" "Kento Misao"
## [1839] "Kerim Can Güzeldal" "Kerr Waddell"
## [1841] "Kevin Alston" "Kevin Bua"
## [1843] "Kevin De Bruyne" "Kevin Ellison"
## [1845] "Kevin Friesenbichler" "Kevin Hidalgo"
## [1847] "Kevin Kampl" "Kevin Londoño"
## [1849] "Kevin Möhwald" "Kevin McNaughton"
## [1851] "Kevin Nolan" "Kevin Stöger"
## [1853] "Kevin Trapp" "Kevin Vogt"
## [1855] "Keylor Navas" "Khaled Al Ghamdi"
## [1857] "Khaled Dakhil Al Anazi" "Khalid Al Muqaytib"
## [1859] "Khalifa Sankaré" "Khouma Babacar"
## [1861] "Kieran Butler" "Kieran O'Hara"
## [1863] "Kieron Freeman" "Kike Sola"
## [1865] "Kilian Cantwell" "Kim André Madsen"
## [1867] "Kim Chang Soo" "Kim Chul Ho"
## [1869] "Kim Do Hyeok" "Kim Geon Woong"
## [1871] "Kim Ho Jun" "Kim Hyun Tae"
## [1873] "Kim Jin Se" "Kim Jong Min"
## [1875] "Kim Källström" "Kim Min Hyeok"
## [1877] "Kim Oh Gyu" "Kim Seung Gyu"
## [1879] "Kim Sung Hwan" "Kim Tae Youn"
## [1881] "Kim Yong Dae" "Kingsley Coman"
## [1883] "Kirill Nababkin" "Kjetil Borry"
## [1885] "Knut Olav Rindarøy" "Ko Shimura"
## [1887] "Koen Van Langendonck" "Kohei Kawata"
## [1889] "Koji Inada" "Koki Mizuno"
## [1891] "Koki Sugimori" "Konrad JaÅ<U+0082>ocha"
## [1893] "Konstantin Olifirenko" "Konstantinos Lamprou"
## [1895] "Koo Ja Ryong" "Kornel Osyra"
## [1897] "Kosta Barbarouses" "Kosuke Nakamachi"
## [1899] "Kosuke Yamamoto" "Kouassi Eboue"
## [1901] "Kristian Ãlvarez" "Kristian Klint Weber"
## [1903] "Kristijan Dobras" "Kristoffer Ajer"
## [1905] "Kristoffer Hay" "Kristoffer Pallesen"
## [1907] "Krisztián Adorján" "Krystian Nowak"
## [1909] "Krzysztof Danielewicz" "Krzysztof PiÄ<U+0085>tek"
## [1911] "Kubilay Sönmez" "Kurtis Byrne"
## [1913] "Kwak Kwang Sun" "Kwame Thomas"
## [1915] "Kwoun Sun Tae" "Kyle Callan-McFadden"
## [1917] "Kyle Fisher" "Kyle McFadzean"
## [1919] "Kyle Vassell" "Kyohei Noborizato"
## [1921] "Kyron Stabana" "Léo Bonatini"
## [1923] "Léo Silva" "Lachlan Scott"
## [1925] "Laguardia" "Lalrindika Ralte"
## [1927] "Lamine Ndao" "Lanzarote"
## [1929] "Larry Vásquez" "Lars Kristian Eriksen"
## [1931] "Lars Unnerstall" "Lassana Coulibaly"
## [1933] "Lasse Nielsen" "Lasse Sigurdsen"
## [1935] "Latif Blessing" "Laurens De Bock"
## [1937] "Laurent Depoitre" "Laurent Pionnier"
## [1939] "Lautaro Giannetti" "Lawrence Ati"
## [1941] "Lawson D'Ath" "Lazar RosiÄ<U+0087>"
## [1943] "Leandro Bacuna" "Leandro DÃaz"
## [1945] "Leandro González" "Leandro Paredes"
## [1947] "Leandro Sosa" "Lebo Mothiba"
## [1949] "Lee Camp" "Lee Chang Min"
## [1951] "Lee Croft" "Lee Evans"
## [1953] "Lee Gwang Hyeok" "Lee Hodson"
## [1955] "Lee Jae Sung" "Lee Jong Ho"
## [1957] "Lee Ki Je" "Lee Lucas"
## [1959] "Lee Myeong Geon" "Lee Peltier"
## [1961] "Lee Sang Wook" "Lee Soon Min"
## [1963] "Lee Wallace" "Lee Yong Rae"
## [1965] "Leigh Griffiths" "Lennard Adjetey Sowah"
## [1967] "Leo Bengtsson" "Leon Bätge"
## [1969] "Leon Britton" "Leon Guwara"
## [1971] "Leonardo Bittencourt" "Leonardo Corti"
## [1973] "Leonardo Fontanesi" "Leonardo Jara"
## [1975] "Leonardo Pavoletti" "Leonardo RuÃz"
## [1977] "Leonardo Ulloa" "Leonel López"
## [1979] "Leordinho Paes" "Levent Ayçiçek"
## [1981] "Lewie Coyle" "Lewis Buxton"
## [1983] "Lewis Enoh" "Lewis Horner"
## [1985] "Lewis Mansell" "Lewis Page"
## [1987] "Li Ang" "Liam Callahan"
## [1989] "Liam Edwards" "Liam Grimshaw"
## [1991] "Liam Mandeville" "Liam O'Neil"
## [1993] "Liam Rose" "Liam Trotter"
## [1995] "Liberto Beltrán" "Lihué Prichoda"
## [1997] "Lim Min Hyeok" "Lino Essier"
## [1999] "Linus Sahlin" "Lionel Mathis"
## [2001] "Lisandro López" "Lloyd Allinson"
## [2003] "Lloyd Jones" "Lluis López"
## [2005] "Loïc Perrin" "Lobato"
## [2007] "London Woodberry" "Lorenço Pirdel"
## [2009] "Lorenzo Burnet" "Lorenzo Del Prete"
## [2011] "Lorenzo Gordinho" "Lorenzo Montipó"
## [2013] "Lorenzo Tonelli" "Loris Karius"
## [2015] "Louis Bostyn" "Louis Fenton"
## [2017] "Louis Nganioni" "Louis Samson"
## [2019] "Louri Beretta" "Luan Sendeiro"
## [2021] "LuÃs Martins" "Luc Castaignos"
## [2023] "Luca Bittante" "Luca Cigarini"
## [2025] "Luca Forte" "Luca Marrone"
## [2027] "Luca Pagliarulo" "Luca Sosa"
## [2029] "Luca Vido" "Lucas Acosta"
## [2031] "Lucas Andersen" "Lucas Campana"
## [2033] "Lucas Chiaretti" "Lucas Diarte"
## [2035] "Lucas Galvão" "Lucas Hernández"
## [2037] "Lucas Kruspzky" "Lucas Lionel Dias"
## [2039] "Lucas MartÃnez Quarta" "Lucas Ocampos"
## [2041] "Lucas Piergiacomi" "Lucas Salas"
## [2043] "Lucas Torró" "Lucas Viatri"
## [2045] "Lucas Woudenberg" "Luciano"
## [2047] "Luciano Cacheira" "Luciano Narsingh"
## [2049] "Luciano Vázquez" "Lucio Chiappero"
## [2051] "Ludovic Baal" "Ludovic Obraniak"
## [2053] "Ludwig Augustinsson" "Luigi Sepe"
## [2055] "Luis Abram" "Luis Ardente"
## [2057] "Luis Carlos Arias" "Luis Couprins"
## [2059] "Luis Felipe Gallegos" "Luis GarcÃa"
## [2061] "Luis Ibáñez" "Luis Marleiro"
## [2063] "Luis Miguel RodrÃguez" "Luis Ojeda"
## [2065] "Luis Paezinho" "Luis Pedro Figueroa"
## [2067] "Luis RodrÃguez" "Luis Solignac"
## [2069] "Luis Valenzuela" "Luismi"
## [2071] "Luka ÄorÄ<U+0091>eviÄ<U+0087>" "Luka ModriÄ<U+0087>"
## [2073] "Lukáš HaraslÃn" "Lukas Görtler"
## [2075] "Lukas Jäger" "Lukas Lämmel"
## [2077] "Lukas Rath" "Lukas Skrivanek"
## [2079] "Luke Amos" "Luke Chambers"
## [2081] "Luke Daniels" "Luke Hendrie"
## [2083] "Luke Maxwell" "Luke Murphy"
## [2085] "Luke Prosser" "Luke Wilkinson"
## [2087] "Lumor Agbenyenu" "Luuk Koopmans"
## [2089] "Lynden Gooch" "Márcio Velinha"
## [2091] "Máyer Candelo" "Mërgim Vojvoda"
## [2093] "Macarinho Louro" "Maciej DÄ<U+0085>browski"
## [2095] "Maciej Rybus" "Macnelly Torres"
## [2097] "Mads Bech" "Mads Pedersen"
## [2099] "Magnus Andersen" "Magnus Lekven"
## [2101] "Magomed Mitrishev" "Mahlatse Makudubela"
## [2103] "Mahmoud Eid" "Maicol Balanta"
## [2105] "Maikel Kieftenbeld" "Mairon Quiñones"
## [2107] "Majed Aseri" "Maksym Bilyi"
## [2109] "Malcolm Cacutalua" "Mamadou Ba"
## [2111] "Mamadou NDiaye" "Mamadou Thiam"
## [2113] "Mana Dembélé" "Mandla Masango"
## [2115] "Manolis Siopis" "Mansour Al Harbi"
## [2117] "Manu" "Manu Molina"
## [2119] "Manuel Briones" "Manuel De Iriondo"
## [2121] "Manuel Guanini" "Manuel Iturra"
## [2123] "Manuel Lazzari" "Manuel Nicoletti"
## [2125] "Manuel Prietl" "Manuel Seidl"
## [2127] "Manuel Villalobos" "Marçal"
## [2129] "Marc-Antoine Fortuné" "Marc Bola"
## [2131] "Marc Gual" "Marc Ludden"
## [2133] "Marc Muniesa" "Marc Pugh"
## [2135] "Marc Schnatterer" "Marc Wachs"
## [2137] "Marcel Correia" "Marcel Halstenberg"
## [2139] "Marcel Rømer" "Marcel Sobottka"
## [2141] "Marcelinho Moraisco" "Marcelo Alatorre"
## [2143] "Marcelo DÃaz" "Marcelo Hermes"
## [2145] "Marcelo Oliveira" "Marcelo Vildeia"
## [2147] "Marcin Kowalczyk" "Marcin Warcholak"
## [2149] "Marco Andreolli" "Marco Benassi"
## [2151] "Marco Bustos" "Marco Chiosa"
## [2153] "Marco Donadel" "Marco Friedl"
## [2155] "Marco Jiménez" "Marco Martin"
## [2157] "Marco Migliorini" "Marco Paixão"
## [2159] "Marco Ramkilde" "Marco Ruben"
## [2161] "Marco Schuster" "Marco Tagbajumi"
## [2163] "Marco van Ginkel" "Marco Zambelli"
## [2165] "Marcos Angeleri" "Marcos DÃaz"
## [2167] "Marcos Ledesma" "Marcos Peano"
## [2169] "Marcos Tébar" "Marcus Antonsson"
## [2171] "Marcus Browne" "Marcus Edwards"
## [2173] "Marcus Godinho" "Marcus Mølvadgaard"
## [2175] "Marcus Pedersen" "Marcus Thuram"
## [2177] "Marek Rodák" "Mariano"
## [2179] "Mariano Barbosa" "Mariano Izco"
## [2181] "Marin Leovac" "Mario Bühler"
## [2183] "Mario Engels" "Mario González"
## [2185] "Mario Leitgeb" "Mario Mutsch"
## [2187] "Mario Piccinocchi" "Mario Sonnleitner"
## [2189] "Marios Siabanis" "Marius Høibråten"
## [2191] "Mariusz Pawelec" "Mark Brink"
## [2193] "Mark Davies" "Mark Halstead"
## [2195] "Mark Hughes" "Mark McElhinney"
## [2197] "Mark O'Brien" "Mark Reynolds"
## [2199] "Mark Timlin" "Mark Yeates"
## [2201] "Marko BaÅ¡iÄ<U+0087>" "Marko DugandžiÄ<U+0087>"
## [2203] "Marko MariÄ<U+0087>" "Marko Mitrovic"
## [2205] "Marko Rog" "Markus Feulner"
## [2207] "Markus Karl" "Markus Neumayr"
## [2209] "Markus Schubert" "Markus Thorbjörnsson"
## [2211] "Marlinho" "Marlon Dorrão"
## [2213] "Marlon Pack" "Marlos"
## [2215] "Marquinhos" "MartÃn Barragán"
## [2217] "MartÃn Cauteruccio" "MartÃn Luque"
## [2219] "MartÃn RodrÃguez" "Martin Å krtel"
## [2221] "Martin Bjørnbak" "Martin Christensen"
## [2223] "Martin Harnik" "Martin Kobras"
## [2225] "Martin Männel" "Martin Nešpor"
## [2227] "Martin Rønning Ovenstad" "Martin Samuelsen"
## [2229] "Martin Stoll" "Martyn Waghorn"
## [2231] "Marvin Baudry" "Marvin Emnes"
## [2233] "Marvin Matip" "Marvin Pourié"
## [2235] "Marvin Vallecilla" "Marwan Mohsen"
## [2237] "Masahiko Inoha" "Masato Fujita"
## [2239] "Masatoshi Mihara" "Mason Holgate"
## [2241] "Massimiliano Busellato" "Massimo Gobbi"
## [2243] "Mat Sadler" "MatÃas Alustiza"
## [2245] "MatÃas Cahais" "MatÃas Conti"
## [2247] "MatÃas Fernández" "MatÃas Giordano"
## [2249] "MatÃas ManrÃquez" "MatÃas Pérez Acuña"
## [2251] "MatÃas Sánchez" "MatÃas Vargas"
## [2253] "Matúš Putnocký" "Matej JeliÄ<U+0087>"
## [2255] "Mateo Figoli" "Mateo PavloviÄ<U+0087>"
## [2257] "Mateus" "Mateusz Cetnarski"
## [2259] "Mateusz Kryczka" "Mateusz MożdżeÅ<U+0084>"
## [2261] "MathÃas Corujo" "Matheus Pereira"
## [2263] "Mathew Leckie" "Mathias Berg Gjerstrøm"
## [2265] "Mathias Honsak" "Mathias Normann"
## [2267] "Mathias Serin" "Mathieu Baudry"
## [2269] "Mathieu Debuchy" "Mathieu Gorgelin"
## [2271] "Mathieu Valbuena" "Matias Vecino"
## [2273] "Matija NastasiÄ<U+0087>" "Mats Hummels"
## [2275] "Mats Seuntjens" "Matt Bloomfield"
## [2277] "Matt Doherty" "Matt Harrold"
## [2279] "Matt Macey" "Matt Phillips"
## [2281] "Matt Smith" "Matt Van Oekel"
## [2283] "Matteo Bruscagin" "Matteo Gasperi"
## [2285] "Matteo Politano" "Matthew Bates"
## [2287] "Matthew Grimes" "Matthew Kilgallon"
## [2289] "Matthew Pearson" "Matthias Bader"
## [2291] "Matthias Ostrzolek" "Matthieu Dreyer"
## [2293] "Matti Lund Nielsen" "Mattia De Sciglio"
## [2295] "Mattia Sprocati" "Mattias Bjärsmyr"
## [2297] "Mattias Svanberg" "Matty Fryatt"
## [2299] "Matz Sels" "Mauri Borgho"
## [2301] "Maurice Hirsch" "Mauricio Asenjo"
## [2303] "Mauricio Gómez" "Mauricio Molina"
## [2305] "Mauricio Rosales" "Maurides"
## [2307] "Mauro Albertengo" "Mauro Caballero"
## [2309] "Mauro Coppolaro" "Mauro Goicoechea"
## [2311] "Mauro Matos" "Mauro Vilhete"
## [2313] "Max Clayton" "Max Kruse"
## [2315] "Max Smallcombe" "Maxi Moralez"
## [2317] "Maxim Kanunnikov" "Maxime Barthelmé"
## [2319] "Maxime Do Couto Teixeira" "Maxime Lestienne"
## [2321] "Maximilian Eggestein" "Maximilian Mittelstädt"
## [2323] "Maximilian Wöber" "Maximiliano Calzada"
## [2325] "Maximiliano González" "Maximiliano Meza"
## [2327] "Maximiliano Pereira" "Maximiliano Urruti"
## [2329] "May Mahlangu" "Mayron De Almeida"
## [2331] "Mazyad Fraih Al Anazi" "Medhi Benatia"
## [2333] "Mehdi Carcela-González" "Mehdi Zeffane"
## [2335] "Mehmet Topal" "Melero"
## [2337] "Melvin Parrela" "Mena"
## [2339] "Merquelanz" "Merveille Goblet"
## [2341] "Mevlüt Erdinç" "MiÅ<U+0082>osz Przybecki"
## [2343] "MichaÅ<U+0082> Buchalik" "MichaÅ<U+0082> Kucharczyk"
## [2345] "MichaÅ<U+0082> Nalepa" "Michaël Jordan Nkololo"
## [2347] "Michael Arroyo" "Michael Bradley"
## [2349] "Michael Coulson" "Michael Doyle"
## [2351] "Michael Falkesgaard" "Michael Funston"
## [2353] "Michael Gregoritsch" "Michael Hefele"
## [2355] "Michael Jacobs" "Michael KrmenÄÃk"
## [2357] "Michael Leahy" "Michael Madl"
## [2359] "Michael McSweeney" "Michael Ngoo"
## [2361] "Michael Orozco" "Michael Petrasso"
## [2363] "Michael Rose" "Michael Smith"
## [2365] "Michael Tonge" "Michael Zant"
## [2367] "Michal Papadopulos" "Micheal Azira"
## [2369] "Michel GarcÃa" "Michelangelo Albertazzi"
## [2371] "Michele Di Gregorio" "Michele Somma"
## [2373] "Michiel Jonckheere" "Mickaël Alphonse"
## [2375] "Mickaël Le Bihan" "Mickaël Tavares"
## [2377] "Migue" "Miguel Aceval"
## [2379] "Miguel Barbieri" "Miguel Escalona"
## [2381] "Miguel Julio" "Miguel Nazarit"
## [2383] "Miguel Samudio" "Miguel Vieira"
## [2385] "Mihael MikiÄ<U+0087>" "Mijat GaÄ<U+0087>inoviÄ<U+0087>"
## [2387] "Mikael Antonsson" "Mikael Lustig"
## [2389] "Mike da Fonte" "Mike Havekotte"
## [2391] "Mike te Wierik" "Mikel Gonzalez"
## [2393] "Mikey Devlin" "Mikhail Kerzhakov"
## [2395] "Mikhail Sivakov" "Mikkel Engvang Cramer"
## [2397] "Mikkel Qvist" "Miku"
## [2399] "Milan Badelj" "Milan GajiÄ<U+0087>"
## [2401] "Milan MilanoviÄ<U+0087>" "Milen Gamakov"
## [2403] "Miller Mosquera" "MiloÅ¡ KrasiÄ<U+0087>"
## [2405] "Miltisco Paulino" "Mimoun Mahi"
## [2407] "Miral SamardžiÄ" "Mircea Axente"
## [2409] "Mirko Pigliacelli" "Miroslav Božok"
## [2411] "Misael Dávila" "Mitch Austin"
## [2413] "Mitchell Dickenson" "Mitchell Rose"
## [2415] "Mizhat Sarı" "Modibo Dembélé"
## [2417] "Moestafa El Kabir" "Mohamed Benyettou"
## [2419] "Mohamed Elyounoussi" "Mohamed Haddachi"
## [2421] "Mohamed Mady Camara" "Mohamed Salah"
## [2423] "Mohammad Al Qarni" "Mohammed Abubakari"
## [2425] "Mohammed Al Fatil" "Mohammed Al Mutawa"
## [2427] "Mohammed Al Saiari" "Mohammed Eid Al Bishi"
## [2429] "Mohammed Khalil Al Owais" "Mohammed Salem"
## [2431] "Moise Kean" "Molinero"
## [2433] "Montel Gibson" "Moon Seon Min"
## [2435] "Moreira" "Morgan De Sanctis"
## [2437] "Morillas" "Moritz Leitner"
## [2439] "Morten Morisbak Skjønsberg" "Morten Sundli"
## [2441] "Moses Odubajo" "Mossa"
## [2443] "Mouctar Diakhaby" "Mounir Bouziane"
## [2445] "Mour Paye" "Moussa Diallo"
## [2447] "Moussa Marega" "Moussa Seydi"
## [2449] "Moustafa Zeidan" "Mu Kanazaki"
## [2451] "Mubarak Wakaso" "Muhammed Å<U+009E>engezer"
## [2453] "Muhanna Al Enazi" "Munas Dabbur"
## [2455] "Muralha" "Murray Davidson"
## [2457] "Musa Nizam" "Mustafa AkbaÅ<U+009F>"
## [2459] "Mustafa Pektemek" "Mustapha Carayol"
## [2461] "Muteb Al Mutairi" "Mykola Matvienko"
## [2463] "Myles Kenlock" "Néider Morantes"
## [2465] "Nélson Semedo" "Néstor Moiraghi"
## [2467] "Nabil Bentaleb" "Naby Keïta"
## [2469] "Nacho Fernández" "Nadiem Amiri"
## [2471] "Nagisa Sakurauchi" "Nahuel Guzmán"
## [2473] "Nahuel Yeri" "Naif Mansour Al Mutairi"
## [2475] "Naldo Freidinha" "Nana Kyei"
## [2477] "Nano" "Naoki Ishikawa"
## [2479] "Naoki Wako" "Naranjo"
## [2481] "Nasiru Mohammed" "Nassim Ben Khalifa"
## [2483] "Nathan Aké" "Nathan Byrne"
## [2485] "Nathan Delfouneso" "Nathan McGinley"
## [2487] "Nathan Thomas" "Nathaniel Clyne"
## [2489] "Nauris Bulvitis" "Nayef Essa Al Dhafeeri"
## [2491] "Neal Bishop" "Necip Uysal"
## [2493] "Neeskens Kebano" "Neil Danns"
## [2495] "Nejc PeÄnik" "Nelson Acevedo"
## [2497] "Nelson Freitosa" "Nemanja Antonov"
## [2499] "Nemanja PetroviÄ<U+0087>" "Nenad KrstiÄiÄ<U+0087>"
## [2501] "Neri Cardozo" "Neven SubotiÄ<U+0087>"
## [2503] "Niall Keown" "Niccoló Belloni"
## [2505] "Nicholas Siega" "Nick Cowburn"
## [2507] "Nick Freeman" "Nick Marsman"
## [2509] "Nick Proschwitz" "Nick Viergever"
## [2511] "Nicklas Dannevang" "Nicky Adams"
## [2513] "Nicky Hunt" "Niclas Füllkrug"
## [2515] "Nico Empen" "Nico Rieble"
## [2517] "Nicola Citro" "Nicola Rigoni"
## [2519] "Nicolás Andereggen" "Nicolás Benedetti"
## [2521] "Nicolás Bianchi Arce" "Nicolás Caro Torres"
## [2523] "Nicolás Contin" "Nicolás Femia"
## [2525] "Nicolás Giménez" "Nicolás Lodeiro"
## [2527] "Nicolás Mazzola" "Nicolás Miracco"
## [2529] "Nicolás Pantaleone" "Nicolás Peric"
## [2531] "Nicolás Sánchez" "Nicolás Tagliafico"
## [2533] "Nicolò Barella" "Nicolae Stanciu"
## [2535] "Nicolai Larsen" "Nicolaj Agger"
## [2537] "Nicolao Dumitru" "Nicolas Benezet"
## [2539] "Nicolas Gétaz" "Nicolas Hunziker"
## [2541] "Nicolas Lemaître" "Nicolas Pépé"
## [2543] "Nicolas Schindelholz" "Niek Hoogveld"
## [2545] "Nigel Boogaard" "Nika Dzalamidze"
## [2547] "Nikita Gvineyskiy" "Niklas Backman"
## [2549] "Niklas Hult" "Niklas Süle"
## [2551] "Niko DatkoviÄ<U+0087>" "Nikola ÄurÄ<U+0091>iÄ<U+0087>"
## [2553] "Nikola Jambor" "Nikola NinkoviÄ<U+0087>"
## [2555] "Nikola Zivotic" "Nikolay Dimitrov"
## [2557] "Nikolay Zabolotnyy" "Nildo Petrolina"
## [2559] "Nils-Eric Johansson" "Nils Schouterden"
## [2561] "Nilson Castrillón" "Nir Bitton"
## [2563] "Noë Dussenne" "Nobuhiro Kato"
## [2565] "Nolan Roux" "Norbert Balogh"
## [2567] "Nordin GerziÄ<U+0087>" "Norman Theuerkauf"
## [2569] "Nouhou Tolo" "Nuha"
## [2571] "Nuno Campos" "Nuno Lopes"
## [2573] "Nuno Santos" "Nzuzi Toko"
## [2575] "OÄ<U+009F>uzhan Kolak" "Oddbjørn Lie"
## [2577] "Odsonne Edouard" "Ognjen GnjatiÄ<U+0087>"
## [2579] "Oh Chang Hyeon" "Ohoulo Framelin"
## [2581] "Okwonkwo Orji" "Ola Toivonen"
## [2583] "Olcay Å<U+009E>ahan" "Ole Martin Rindarøy"
## [2585] "Oleg Mishchenko" "Oleksandr Rybka"
## [2587] "Oliver Baumann" "Oliver Christensen"
## [2589] "Oliver Kragl" "Oliver Norwood"
## [2591] "Oliver Thychosen" "Olivier Custodio"
## [2593] "Olivier Ntcham" "Ollie Bassett"
## [2595] "Olly Lee" "Omar Albornoz"
## [2597] "Omar El Kaddouri" "Omar Holness"
## [2599] "Omar Mendoza" "Omar Ramos"
## [2601] "Omer Dzonlagic" "Onel Hernandez"
## [2603] "Onur Kıvrak" "OrbelÃn Pineda"
## [2605] "Orhan TaÅ<U+009F>delen" "Orkan Ã<U+0087>ınar"
## [2607] "Ortuño" "Osama Malik"
## [2609] "Oscar Boniek GarcÃa" "Oscar Hiljemark"
## [2611] "Oscar Linnér" "Oscar Wendt"
## [2613] "Osman Kakay" "Osvaldo Arroyo"
## [2615] "Osvaldo MartÃnez" "Oswaldo AlanÃs"
## [2617] "Otar Kakabadze" "Oualid El Hajjam"
## [2619] "Oumar Sissoko" "Ousmane Dembélé"
## [2621] "Oussama Haddadi" "Oviemuno Ejaria"
## [2623] "Owen McCormack" "Pa Dibba"
## [2625] "Pål André Helland" "Pablo Aguilar"
## [2627] "Pablo Batalla" "Pablo Campodónico"
## [2629] "Pablo De Blasis" "Pablo Granoche"
## [2631] "Pablo Jaquez" "Pablo MÃguez"
## [2633] "Pablo Pérez" "Pablo Sarabia"
## [2635] "Pacheco" "Paddy Madden"
## [2637] "Pajtim Kasami" "Panagiotis Glykos"
## [2639] "Pantelis Hatzidiakos" "Paolo De Ceglie"
## [2641] "Paolo Hurtado" "Papa Diouf"
## [2643] "Pape Paye" "Parfait Mandanda"
## [2645] "Park Dong Jin" "Park Jong Jin"
## [2647] "Park Sun Yong" "Park Yong Ji"
## [2649] "Pascal Köpke" "Paschalis Staikos"
## [2651] "Patrão" "Patrice Evra"
## [2653] "Patricio Toranzo" "Patrick Bamford"
## [2655] "Patrick Burner" "Patrick Erras"
## [2657] "Patrick Herrmann" "Patrick Kavanagh"
## [2659] "Patrick Maneschijn" "Patrick Nyarko"
## [2661] "Patrick Phungwayo" "Patrick Schmidt"
## [2663] "Patrick Wiegers" "Patrik Mišák"
## [2665] "Patryk Lipski" "Pau López"
## [2667] "Paul Anderson" "Paul Baysse"
## [2669] "Paul Corry" "Paul Doyle"
## [2671] "Paul Green" "Paul Joseph Crossan"
## [2673] "Paul McGinn" "Paul Murphy"
## [2675] "Paul Quinn" "Paul Seguin"
## [2677] "Paulao Junqueiras" "Paulo Alves"
## [2679] "Paulo Dybala" "Paulo Henrique"
## [2681] "Paulo Monteiro" "Paulo Victor"
## [2683] "Pavel Dolgov" "Pavel Mamaev"
## [2685] "Pavle Ninkov" "PaweÅ<U+0082> Cibicki"
## [2687] "PaweÅ<U+0082> Olkowski" "PaweÅ<U+0082> ZieliÅ<U+0084>ski"
## [2689] "Pedrildo Rocha" "Pedro Chirivella"
## [2691] "Pedro Henrique" "Pedro Mendes"
## [2693] "Pedro Nuno" "Pedro Queirós"
## [2695] "Pedro Santos" "Peet Bijen"
## [2697] "PelegrÃn" "Pepe"
## [2699] "Per Kristian Bråtveit" "Pere Milla"
## [2701] "Pervis Estupiñán" "Petar MamiÄ<U+0087>"
## [2703] "Peter Žulj" "Peter Brandl"
## [2705] "Peter Friis Jensen" "Peter Jehle"
## [2707] "Peter Niemeyer" "Peter Torreiro"
## [2709] "Peter Vincenti" "Petros"
## [2711] "Phil Bardsley" "Phil Ofosu-Ayeh"
## [2713] "Philip Hellquist" "Philipp Heerwagen"
## [2715] "Philipp Klingmann" "Philipp Muntwiler"
## [2717] "Philipp Riese" "Philipp Zulechner"
## [2719] "Phillip Tietz" "Pier Luigi Grazziani"
## [2721] "Pierre-Ange Defranchi" "Pierre-Yves Polomat"
## [2723] "Pierre Gibaud" "Pierre Webó"
## [2725] "Pierrino Faria" "Pietro Iemmello"
## [2727] "Pinillos" "Piotr Leciejewski"
## [2729] "Piotr WiÅ<U+009B>niewski" "Pita"
## [2731] "Pol" "Pombaxinho"
## [2733] "Pontus Wernbloom" "Pozo"
## [2735] "Prince Buaben" "Provencio"
## [2737] "PrzemysÅ<U+0082>aw Szarek" "Puertas"
## [2739] "Queco Piña" "Quentin Boisgard"
## [2741] "Quentin Martin" "Querol"
## [2743] "Quini" "Quirino"
## [2745] "Réginal Goreux" "Rémi Walter"
## [2747] "Rémy Riou" "Róbert Pich"
## [2749] "Raúl Becerra" "Raúl GarcÃa"
## [2751] "Raúl Lizoain" "Rabeaa Mohammed Sefiani"
## [2753] "Rade Krunic" "RadosÅ<U+0082>aw Majecki"
## [2755] "Rafa" "RafaÅ<U+0082> Boguski"
## [2757] "RafaÅ<U+0082> Grzyb" "RafaÅ<U+0082> Wolski"
## [2759] "Rafael Batatinha" "Rafael de Aseiro"
## [2761] "Rafael Lopes" "Rafael Ramos"
## [2763] "Raffael" "Raffaele Giacobbe"
## [2765] "Rafidine Abdullah" "RÄ<U+0083>zvan Iulian OchiroÅ<U+009F>ii"
## [2767] "Raheem Edwards" "Raillo"
## [2769] "Rakish Bingham" "Ramón da Almeyda"
## [2771] "Ramón Pasquel" "Ramazan Ã<U+0096>zcan"
## [2773] "Ramiro Ballivián" "Ramiro Macagno"
## [2775] "Ramon Lopes" "Randall Leal"
## [2777] "Ransford Selasi" "Rúben Neves"
## [2779] "Rúnar Már Sigurjónsson" "Raoul Petretta"
## [2781] "Raphael Branco" "Raphael Martinho"
## [2783] "Raphael Sylvain Mirval" "Rashed Al Raheeb"
## [2785] "Rasmus Festersen" "Rasmus Lysdal"
## [2787] "Rasmus Sjöstedt" "Ratón"
## [2789] "Ravel Morrison" "Rayan Senhadji"
## [2791] "Reagan Ogle" "Reece Brown"
## [2793] "Reece James" "Rees Greenwood"
## [2795] "Regan Poole" "Remi Matthews"
## [2797] "René" "René Vollath"
## [2799] "Renan Tojeiras" "Renato Augusto"
## [2801] "Renato Neto" "Renato Tapia"
## [2803] "Rene Gilmartin" "Renze Fij"
## [2805] "Renzo Zambrano" "Reuven Niemeijer"
## [2807] "Reza Ghoochannejhad" "Rhodolfo"
## [2809] "Rhys Healey" "Riad BajiÄ<U+0087>"
## [2811] "Ricardo Alvarez" "Ricardo Cruz"
## [2813] "Ricardo Gomes" "Ricardo Kishna"
## [2815] "Ricardo Noir" "Ricardo Perez"
## [2817] "Ricardo van Rhijn" "Riccardo Brosco"
## [2819] "Riccardo Maciucca" "Riccardo Nardini"
## [2821] "Richairo ŽivkoviÄ<U+0087>" "Richard Jensen"
## [2823] "Richard Paredes" "Richard Strebinger"
## [2825] "Richie Laryea" "Rick Karsdorp"
## [2827] "Rickson Mansiamina" "Ricky van Wolfswinkel"
## [2829] "Ridgeciano Haps" "Riffi Mandanda"
## [2831] "Riku Yamada" "Rino Anto"
## [2833] "Ritchie Humphreys" "Riyad Mahrez"
## [2835] "Ro-Shaun Williams" "Rob Kiernan"
## [2837] "Robbie Benson" "Robbie Muirhead"
## [2839] "Robbin Sellin" "Robert Ã<U+0085>hman Persson"
## [2841] "Robert Bauer" "Robert Glatzel"
## [2843] "Robert Hunt" "Robert Lewandowski"
## [2845] "Robert MuriÄ<U+0087>" "Robert Snodgrass"
## [2847] "Robert Wulnikowski" "Roberto Brum"
## [2849] "Roberto Firmino" "Roberto Insigne"
## [2851] "Roberto Pereyra" "Roberto Salcedo"
## [2853] "Roberto Torres" "Robin Buwalda"
## [2855] "Robin Knoche" "Robin Nilsson"
## [2857] "Robin Söder" "Robin Yalçın"
## [2859] "Rochdi Achenteh" "Rodéric Filippi"
## [2861] "Rodolfo Cota" "Rodolfo Vilchis"
## [2863] "Rodrigo Aliendro" "Rodrigo Cabalucci"
## [2865] "Rodrigo EcheverrÃa" "Rodrigo Migone"
## [2867] "Rodrigo Noya" "Rodrigo Rojas"
## [2869] "Rodrigo Ureña" "Rogelio Funes Mori"
## [2871] "Roger MartÃnez" "Roland Alberg"
## [2873] "Roland Sallai" "Rolando Mandragora"
## [2875] "Roly Bonevacia" "Romain Amalfitano"
## [2877] "Romain Danzé" "Romain Métanire"
## [2879] "Romain Salin" "Roman Bezjak"
## [2881] "Roman Gergel" "Roman Pavlyuchenko"
## [2883] "Romano Perticone" "Romeu"
## [2885] "Ronaël Pierre-Gabriel" "Ronald Raldes"
## [2887] "Ronaldo Cabrais" "Ronaldo Tavera"
## [2889] "Ronan Hale" "Roni"
## [2891] "Ronny Philp" "Roque Santa Cruz"
## [2893] "Rory Holden" "Rosario Cota"
## [2895] "Ross MacLean" "Ross Wallace"
## [2897] "Rowllin Borges" "Roy Miller"
## [2899] "Rubén Blanco" "Rubén Duarte"
## [2901] "Rubén Peña" "Rubem Esteiro"
## [2903] "Ruben Kristiansen" "Rubens Sambueza"
## [2905] "Rudy Cardozo" "Rui PatrÃcio"
## [2907] "Runar Espejord" "Ruslan Kambolov"
## [2909] "Russell Griffiths" "RyÅ Miyaichi"
## [2911] "Ryan Bennett" "Ryan Brennan"
## [2913] "Ryan Connolly" "Ryan Donk"
## [2915] "Ryan Fraser" "Ryan Harley"
## [2917] "Ryan Jack" "Ryan Kitto"
## [2919] "Ryan Lowe" "Ryan McLaughlin"
## [2921] "Ryan Nyambe" "Ryan Scully"
## [2923] "Ryan Tafazolli" "Ryan Watson"
## [2925] "Ryang Yong Gi" "Ryo Shinzato"
## [2927] "Ryohei Okazaki" "Ryosuke Yamanaka"
## [2929] "Ryota Nagaki" "Ryotaro Ito"
## [2931] "Ryuji Izumi" "Søren Christensen"
## [2933] "São Bento" "Sébastien Chéré"
## [2935] "Sébastien Pocognoli" "Sékou Sanogo"
## [2937] "Sören Gonther" "Sašo Fornezzi"
## [2939] "Saad Al Khayri" "Sabin Merino"
## [2941] "Sacha Kljestan" "Sadio Diallo"
## [2943] "Saeed Al Mowalad" "Said Llambay"
## [2945] "Sakıb Aytaç" "Saleh Al Jaman"
## [2947] "Salif Sané" "Saliou Ciss"
## [2949] "Salman Muwashar" "Salva RuÃz"
## [2951] "Salvatore Bocchetti" "Salvi"
## [2953] "Sam Byram" "Sam Field"
## [2955] "Sam Hird" "Sam Jones"
## [2957] "Sam Long" "Sam Nicholson"
## [2959] "Sam Surridge" "Sam Winnall"
## [2961] "Sambou Yatabaré" "Sami Al Najai"
## [2963] "Samir Carruthers" "Samir Ujkani"
## [2965] "Sammy Moore" "Samuel Štefánik"
## [2967] "Samuel Bouhours" "Samuel Gigot"
## [2969] "Samuel Kalu" "Samuel Souprayen"
## [2971] "Samuele Longo" "Sanaldo Caiado"
## [2973] "Sandelas Júnior" "Sander Fischer"
## [2975] "Sandi Lovric" "Sandro Maceira"
## [2977] "Sandro Wagner" "Sanmi Odelusi"
## [2979] "Santi Mina" "Santiago Cáseres"
## [2981] "Santiago Hernández" "Santiago Montoya"
## [2983] "Santiago Rosa" "Santiago Vergini"
## [2985] "Saphir Taïder" "Sarpreet Singh"
## [2987] "Sascha Horvath" "Saturday Erimuya"
## [2989] "SavaÅ<U+009F> Polat" "Scott Arfield"
## [2991] "Scott Burgess" "Scott Fox"
## [2993] "Scott Jamieson" "Scott McDonald"
## [2995] "Scott Shearer" "Scott Wagstaff"
## [2997] "Seámus Conneely" "Sean Franklin"
## [2999] "Sean Houston" "Sean Klaiber"
## [3001] "Sean Morrison" "Sean Welsh"
## [3003] "Sebastián Anchoverri" "Sebastián Blanco"
## [3005] "Sebastián DomÃnguez" "Sebastián Gallegos"
## [3007] "Sebastián Jaime" "Sebastián Luna"
## [3009] "Sebastián Osorio" "Sebastián Prediger"
## [3011] "Sebastián Romero" "Sebastián Torrico"
## [3013] "Sebastián Villa" "Sebastian Diaz"
## [3015] "Sebastian Grønning" "Sebastian Jung"
## [3017] "Sebastian Lundbäck" "Sebastian Neumann"
## [3019] "Sebastian Rajalakso" "Sebastian Rusculleda"
## [3021] "Sebastian Steblecki" "Sebastien Amoros"
## [3023] "Sehrou Guirassy" "Seitaro Tomisawa"
## [3025] "Seko Fofana" "Selçuk Å<U+009E>ahin"
## [3027] "Semir Å tiliÄ<U+0087>" "Seo Dong Hyeon"
## [3029] "Seoane" "Sercan Sararer"
## [3031] "Serdar Dursun" "Serey Dié"
## [3033] "Serge Gakpé" "Sergey Balanovich"
## [3035] "Sergey Chernik" "Sergey Krivets"
## [3037] "Sergey Podoksenov" "Serghino Sanches"
## [3039] "Sergi Gómez" "Sergio"
## [3041] "Sergio Buenacasa" "Sergio Floccari"
## [3043] "Sergio León" "Sergio Padt"
## [3045] "Sergio Rico" "Sergio Sánchez"
## [3047] "Sergio Vergara" "Sergiy Kryvtsov"
## [3049] "Serrano" "Seth Owens"
## [3051] "Seydou Doumbia" "Shaleum Logan"
## [3053] "Shane Dempsey" "Shane Grimes"
## [3055] "Shane Supple" "Shaquile Coulthirst"
## [3057] "Shaun Cummings" "Shaun McWilliams"
## [3059] "Shaun Whalley" "Shaya Ali Sharahili"
## [3061] "Sheldon Bateau" "Sheriff Sinyan"
## [3063] "Shigeto Masuda" "Shin Kanazawa"
## [3065] "Shinji Okazaki" "Shinya Yajima"
## [3067] "Sho Inagaki" "Shohei Abe"
## [3069] "Shola Ameobi" "Shoya Nakajima"
## [3071] "Shuhei Otsuki" "Shun Obu"
## [3073] "Shunsuke Nakamura" "Sibusiso Khumalo"
## [3075] "Sidnei Dalmeira" "Siebe Blondelle"
## [3077] "Sigurd Haugen" "Silas Songani"
## [3079] "Silvan Widmer" "Sim Sang Min"
## [3081] "Simen Kind Mikalsen" "Simeon Jackson"
## [3083] "Simon Church" "Simon Eastwood"
## [3085] "Simon Gustafson" "Simon Lundevall"
## [3087] "Simon Moore" "Simon Skrabb"
## [3089] "Simon Trier" "Simone Benedetti"
## [3091] "Simone Grippo" "Simone Palermo"
## [3093] "Simone Pepe" "Simone Scuffet"
## [3095] "Sin Jin Ho" "Sinan Bytyqi"
## [3097] "Sinha" "Sito Riera"
## [3099] "Slaven Juriša" "Slobodan Vuk"
## [3101] "Soares" "Sofiane Hanni"
## [3103] "Soliman Sofyani" "Sondre Brunstad Fet"
## [3105] "Soner AydoÄ<U+009F>du" "Song Soo Yeong"
## [3107] "Sonny Stevens" "Sotan Tanabe"
## [3109] "Soufiane Bidaoui" "Souleymane Doukara"
## [3111] "Spencer Richey" "Stéphane"
## [3113] "Stéphane Ruffier" "Stanislav Dragun"
## [3115] "Stanley Elbers" "Steeven Langil"
## [3117] "Stefan Å imiÄ<U+0087>" "Stefan Bell"
## [3119] "Stefan Glarner" "Stefan Karlsson"
## [3121] "Stefan Lainer" "Stefan Medina"
## [3123] "Stefan Nigro" "Stefan Rodevåg"
## [3125] "Stefan Stangl" "Stefan Zinni"
## [3127] "Stefano Denswil" "Stefano Marzo"
## [3129] "Stefano Okaka" "Stefano Sturaro"
## [3131] "Steffen Hagen" "Stelios Kitsiou"
## [3133] "Stephan El Shaarawy" "Stephan Salger"
## [3135] "Stephen Darby" "Stephen Henderson"
## [3137] "Stephen Kingsley" "Stephen Quinn"
## [3139] "Stevan JovetiÄ<U+0087>" "Steve Collis"
## [3141] "Steve Mildenhall" "Steve Sidwell"
## [3143] "Steven Beattie" "Steven Caulker"
## [3145] "Steven Defour" "Steven Hewitt"
## [3147] "Steven Moreira" "Steven Schumacher"
## [3149] "Steven Vitória" "Stian Gregersen"
## [3151] "Stijn Schaars" "Stipe VuÄur"
## [3153] "Stojan Vranješ" "Strefezza"
## [3155] "Stuart Moore" "Stylianos Malezas"
## [3157] "Sulejman KrpiÄ<U+0087>" "Sultan Ahmed Mandash"
## [3159] "Sultan Al Sharif" "Sunil Chhetri"
## [3161] "Svante Ingelsson" "Sven Schipplock"
## [3163] "Svenn Crone" "Syam Ben Youssef"
## [3165] "Sylvester Igboun" "Taborda"
## [3167] "Tadhg Ryan" "Tahvon Campbell"
## [3169] "Taisuke Nakamura" "Takahiro Kunimoto"
## [3171] "Takanori Maeno" "Takayuki Nakahara"
## [3173] "Takuji Yonemoto" "Takuma Tsuda"
## [3175] "Takumi Shimohira" "Takuya Hashiguchi"
## [3177] "Takuya Nozawa" "Taleb Tawatha"
## [3179] "Tammy Abraham" "Tano Bonnin"
## [3181] "Túlio Sandoiro" "Taras Romanchuk"
## [3183] "Tarek Hamed" "Tarjei Aase Omenås"
## [3185] "Tatsuya Hasegawa" "Taulant Xhaka"
## [3187] "Taylor Kemp" "Tebogo Langerman"
## [3189] "Teddy Bouriaud" "Teixe Gaúcho"
## [3191] "Tengarrinha" "Terence Kongolo"
## [3193] "Terry Osei-Berkoe" "Tesho Akindele"
## [3195] "Théo Pellenard" "Thabo Rakhale"
## [3197] "Thembinkosi Lorch" "Theo Wharton"
## [3199] "Thiago Cardoso" "Thiago Silva"
## [3201] "Thibault Cillard" "Thibaut Courtois"
## [3203] "Thierry Moutinho" "Thimothée Kolodziejczak"
## [3205] "Thomas Biancardini" "Thomas Christensen"
## [3207] "Thomas Ebner" "Thomas Fekete"
## [3209] "Thomas Gebauer" "Thomas Heurtaux"
## [3211] "Thomas Kaminski" "Thomas Kraft"
## [3213] "Thomas Müller" "Thomas McNamara"
## [3215] "Thomas Nørgaard" "Thomas Phibel"
## [3217] "Thomas Robinet" "Thomas Schrammel"
## [3219] "Thomas Vermaelen" "Thorsten Kirschbaum"
## [3221] "Thulani Hlatshwayo" "Tiagildo Serra"
## [3223] "Tiago Casasola" "Tiago Rodrigues"
## [3225] "Tidjani Diawara" "Tim Chow"
## [3227] "Tim Howard" "Tim Leibold"
## [3229] "Tim Parker" "Tim Sparv"
## [3231] "Timmy Chandler" "Timo Horn"
## [3233] "Timo Triano" "Timor"
## [3235] "Timur Akmurzin" "Tino Casali"
## [3237] "Tjorven Melens" "Tobias Eriksson"
## [3239] "Tobias Karlsson" "Tobias Salquist"
## [3241] "Tobias Strobl" "Tocantins"
## [3243] "Tokelo Rantie" "Tolgay Arslan"
## [3245] "Tom Beere" "Tom Carroll"
## [3247] "Tom Daemen" "Tom Eaves"
## [3249] "Tom Høgli" "Tom Huddlestone"
## [3251] "Tom Lawrence" "Tom McCready"
## [3253] "Tom Owen-Evans" "Tom RogiÄ<U+0087>"
## [3255] "Tom Thorpe" "Tom Weilandt"
## [3257] "Tomáš Malec" "Tomáš Vestenický"
## [3259] "Tomás Baroni" "Tomás Figueroa"
## [3261] "Tomás Pina" "Tomás Spinelli"
## [3263] "Tomasz HoÅ<U+0082>ota" "Tomasz Mokwa"
## [3265] "Tomislav ArÄaba" "Tomislav Puljic"
## [3267] "Tommaso Equizi" "Tommy Høiland"
## [3269] "Tommy O'Sullivan" "Tommy Smith"
## [3271] "Tomohiko Miyazaki" "Tomoya Ugajin"
## [3273] "Toni Kroos" "Tonny Brochmann"
## [3275] "Tony Briancon" "Tony McMahon"
## [3277] "Toquero" "Tore Reginiussen"
## [3279] "Tortol Lumanza" "Toshiya Sueyoshi"
## [3281] "Toumani Diagouraga" "Tranquillo Barnetta"
## [3283] "Trent Sainsbury" "Tristan Abrahams"
## [3285] "Troels Kløve" "Troy Deeney"
## [3287] "Tsubasa Oya" "Tugay Kaçar"
## [3289] "Tyler Adams" "Tyler Lyttle"
## [3291] "Tyreeq Bakinson" "UÄ<U+009F>ur Ã<U+0087>iftçi"
## [3293] "Uche Ikpeazu" "Ukra"
## [3295] "Ulrik Saltnes" "Umut Sönmez"
## [3297] "Unai Simón" "Uroš Korun"
## [3299] "Usero" "Uygar Zeybek"
## [3301] "Vágner Norteiro" "VÃctor Cantillo"
## [3303] "VÃctor Figueroa" "VÃctor Ibarbo"
## [3305] "VÃctor Ruiz" "Vadim Afonin"
## [3307] "Vahid Hambo" "Valdet Rama"
## [3309] "Valentin Eysseric" "Valentin Rosier"
## [3311] "Valentino Müller" "Valeriu CiupercÄ<U+0083>"
## [3313] "Valon Behrami" "Vaná"
## [3315] "Vanja MilinkoviÄ<U+0087>-SaviÄ<U+0087>" "Vasco Rocha"
## [3317] "Vasiliy Berezutskiy" "Vasyl Kravets"
## [3319] "VÃtor Silva" "Vedat Muriqi"
## [3321] "Vegard Bergan" "Venanzio Meirás"
## [3323] "Veton Berisha" "Vicente Gatica"
## [3325] "Victor Anichebe" "Victor Fachinhas"
## [3327] "Victor Moses" "Victor Osimhen"
## [3329] "Victor Valdés" "Victorino Magela"
## [3331] "Vieirundinho" "Viktor Claesson"
## [3333] "Viktor Frodig" "Viktor Noring"
## [3335] "Vilas Boas" "VinÃcius"
## [3337] "Vincent Dorel" "Vincent Koziello"
## [3339] "Vincent Marchetti" "Vincent Rüfli"
## [3341] "Vincent Vermeij" "Vinicius Cardenha"
## [3343] "Virgil van Dijk" "Vitaliy Kaleshin"
## [3345] "Viti" "Vitor Costa"
## [3347] "Vladan AdžiÄ<U+0087>" "Vladimir Gadzhev"
## [3349] "Vladimir Koman" "Vladimir Zubarev"
## [3351] "Vladislav Stoyanov" "Vlastimir JovanoviÄ<U+0087>"
## [3353] "Volkan Fındıklı" "Vurnon Anita"
## [3355] "Vyacheslav Zinkov" "Wada Tomoki"
## [3357] "Walace" "Waleed Al Enazi"
## [3359] "Walker Hume" "Walmer Pacheco"
## [3361] "Walter Bou" "Walter Gargano"
## [3363] "Walter Silvieiro" "Wang Shenchao"
## [3365] "Washington Camacho" "Wayne Brown"
## [3367] "Welington Dano" "Welson Leima"
## [3369] "Wes Burns" "Wesam Saleh Suwayyid"
## [3371] "Wesley Jobello" "Wessel Dammers"
## [3373] "Wilder Mosquera" "Wilfried Kanon"
## [3375] "Wiliam Santinho" "Will Buckley"
## [3377] "Will Johnson" "Will Norris"
## [3379] "Willem Huizing" "William"
## [3381] "William Cuesta" "William Kvist"
## [3383] "William Rémy" "William Vainqueur"
## [3385] "Willy Boly" "Wilmer DÃaz"
## [3387] "Wilson Sosán" "Wladimiro Falcone"
## [3389] "Wojciech SzczÄ<U+0099>sny" "Wout Droste"
## [3391] "Wouter van der Steen" "Xandão"
## [3393] "Xavier" "Xavier Lenogue"
## [3395] "Xherdan Shaqiri" "YÅ«ya Å<U+008C>sako"
## [3397] "Yahia Sulaiman Al Shehri" "Yair Arrechea"
## [3399] "Yalçın Ayhan" "Yan Brice Eteki"
## [3401] "Yang Han Been" "Yangel Herrera"
## [3403] "Yann" "Yann Karamoh"
## [3405] "Yann Sommer" "Yannick Carrasco"
## [3407] "Yannick Verbist" "Yao Dieudonne"
## [3409] "Yaseen Omar Barnawi" "Yasmani Duk"
## [3411] "Yassin Ayoub" "Yasuhito Endo"
## [3413] "Yasyn Hamza Al Nakhli" "Yazeed Al Sayyah"
## [3415] "Yeison Guzmán" "Yeo Bong Hun"
## [3417] "Yeray" "Yerson Candelo"
## [3419] "Yevhen Seleznyov" "YiÄ<U+009F>ithan Güveli"
## [3421] "Yoëll van Nieff" "Yoann Andreu"
## [3423] "Yoann Salmier" "Yohan Cabaye"
## [3425] "Yohann Rivière" "Yohei Toyoda"
## [3427] "Yonathan Cabral" "Yony González"
## [3429] "Yoon Dong Min" "Yoric Ravet"
## [3431] "Yoshiaki Komai" "Yoshiki Matsushita"
## [3433] "Yoshizumi Ogawa" "Yota Akimoto"
## [3435] "Youness Elewi Al Enezi" "Yousif Al Salem"
## [3437] "Youssef Toutouh" "Youssouf Ndiaye"
## [3439] "Yu Ji No" "Yuichi Maruyama"
## [3441] "Yuki Hashizume" "Yuki Otsu"
## [3443] "Yulián Anchico" "Yun Suk Young"
## [3445] "Yura Movsisyan" "Yuriy Nesterenko"
## [3447] "Yusuf Ã<U+0087>elik" "Yusuke Chajima"
## [3449] "Yusuke Tanaka" "Yuta Mishima"
## [3451] "Yuto Koizumi" "Yuya Kubo"
## [3453] "Yvan Erichot" "Yvon Mvogo"
## [3455] "Zach Clough" "Zack Steffen"
## [3457] "Zak Vyner" "Zakaria Grich"
## [3459] "Zakarya Bergdich" "Zapater"
## [3461] "Zavon Hines" "ZdenÄ<U+009B>k Zlámal"
## [3463] "Zeki Yavru" "Zhang Xiaobin"
## [3465] "Ziggy Gordon" "Zizo"
## [3467] "Zlatko TripiÄ<U+0087>" "Zoumana Bakayogo"
## [3469] "Zymer Bytyqi"6.3. Hacer un listado con el nombre de los jugadores que tienen un clasificación excelente y pertenecen al FC Barcelona.
subset(fifa$Name, fifa$Classification=="Excellent" & fifa$Club == "FC Barcelona")## [1] Lionel Messi Neymar Luis Suárez
## [4] Iniesta Ivan RakitiÄ<U+0087> Piqué
## [7] Sergio Busquets Jordi Alba Arda Turan
## [10] Javier Mascherano André Gomes Marc-André ter Stegen
## [13] Samuel Umtiti Jasper Cillessen Jérémy Mathieu
## [16] Denis Suárez Rafinha Sergi Roberto
## [19] Lucas Digne Paco Alcácer Aleix Vidal
## [22] Marlon Santos
## 17341 Levels: Ã<U+0096>gmundur Kristinsson ... Zymer Bytyqi6.4. Mostrar un boxplot del valor del rating en función de la clasificación.
boxplot(fifa$Rating ~ fifa$Classification, ylab="Rating", xlab="Clasificación")
#7. Preparación de datos para la minería de datos Se desea aplicar un modelo de minería de datos de clasificación para relacionar las variables de rendimiento con la clasificación del jugador. Seguir los pasos siguientes:
7.1. Generar un conjunto de datos que tenga los atributos de rendimiento (desde el dato Weak_Foot hasta el último que es GK_Reflexes). Al final, se incluye la clase “Classification”, siendo ésta la última columna del nuevo conjunto de datos.
Conjunto<-fifa[,18:54]7.2. Verificar que no hay ningún valor NA. Si existen, eliminar las filas que los contienen.
No existe ningún registro NA
sum(is.na(Conjunto))## [1] 07.3. Muestrear el conjunto de datos resultante en un conjunto de entrenamiento ‘train’ (con el 70% de los datos) y un conjunto de test ‘test’ (30% restante).
require(caTools)## Loading required package: caTools## Warning: package 'caTools' was built under R version 3.4.2sample<-sample.split(Conjunto,0.7)
Train<-subset(Conjunto,sample)
Test<-subset(Conjunto,!sample)7.4. Escribir los conjuntos de train y test en un fichero.
write.csv(Train,"Train.csv",row.names = F)
write.csv(Test,"Test.csv",row.names = F)