Data Preparation For EPL Transfers Dashboard
S.Y. Husada
2024-01-10
Introduction
Hi, this is the data collection and preparation phase in my workflow to develop EPL Transfers Dashboard.
Setup
library(tidyverse)## -- Attaching core tidyverse packages ------------------------ tidyverse 2.0.0 --
## v dplyr 1.1.4 v readr 2.1.4
## v forcats 1.0.0 v stringr 1.5.1
## v ggplot2 3.5.0 v tibble 3.2.1
## v lubridate 1.9.3 v tidyr 1.3.1
## v purrr 1.0.2
## -- Conflicts ------------------------------------------ tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()
## i Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(lubridate)
library(worldfootballR)
library(janitor)##
## Attaching package: 'janitor'
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## The following objects are masked from 'package:stats':
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## chisq.test, fisher.testlibrary(DataExplorer)
library(patchwork)
library(dlookr)## Registered S3 methods overwritten by 'dlookr':
## method from
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## print.transform scales
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## Attaching package: 'dlookr'
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## The following object is masked from 'package:tidyr':
##
## extract
##
## The following object is masked from 'package:base':
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## transformlibrary(scales)##
## Attaching package: 'scales'
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## discard
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## col_factorlibrary(maps)##
## Attaching package: 'maps'
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## The following object is masked from 'package:purrr':
##
## maplibrary(countrycode)
library(geonames)
library(leaflet)Fetch Premier League Transfers Data
Fetch the year. By last decade, I meant it as 10 years ago starting from last year.
# current_year <-
# now() %>% year()
#
# a_decade_ago <-
# current_year - 10# years_range <- seq(from = a_decade_ago, to = a_decade_ago + 9, by = 1)
# years_rangeFetch the team urls. In order to manage timeout, let’s use waiting time between each iteration in the loop.
# england_team_urls_last_decade <- vector("list", length(years_range))
#
# # Define waiting time in seconds (adjust as needed)
# wait_time <- 100
#
# for (i in seq_along(years_range)) {
# year <- years_range[i]
#
# # Call tm_league_team_urls (assuming it doesn't use httr2 internally)
# team_urls <- tm_league_team_urls("England", start_year = year)
#
# # Error handling (replace with your logic)
# if (is.null(team_urls)) {
# warning("Failed to retrieve data for year", year)
# next # Skip to the next iteration if data retrieval fails
# }
#
# # Store the team URLs for the current year
# england_team_urls_last_decade[[i]] <- team_urls
#
# # Introduce waiting time between iterations
# Sys.sleep(wait_time)
# }Fetch transfers data.
# england_transfers_last_decade <-
# purrr::map(england_team_urls_last_decade, ~ tm_team_transfers(team_url = .x,transfer_window = "all"))
# data already fetchedFlatten list into a dataframe
# eng_trans_ld_df <- bind_rows(england_transfers_last_decade)Save to RDS
# saveRDS(object = eng_trans_ld_df, file = "eng_trans_ld_df.RDS")Read from RDS
transfers_df <- readRDS(file = "eng_trans_ld_df.RDS") # identical(transfers_df, eng_trans_ld_df)Data Inspection
Missing Data
introduce(transfers_df)## rows columns discrete_columns continuous_columns all_missing_columns
## 1 8102 21 16 5 0
## total_missing_values complete_rows total_observations memory_usage
## 1 21368 0 170142 1962144plot_intro(transfers_df)
Observation: - No Complete Rows means all rows in the table have something missing in them. - There are 13% observation without data.
Look at the missing values.
plot_missing(transfers_df,missing_only = T)
Transfer Fee
There are 65.41% missing from transfer_fee. I suspect it was caused because they were not transfers, instead, they were either:
- loan or
- Released when contract expired (which resulted in club_2, country_2, and league_2 to be missing as well or without club).
Let’s inspect it:
```r
is_loan_check_na <-
transfers_df %>%
filter(is.na(transfer_fee)) %>%
group_by(is_loan) %>%
count() %>%
ungroup() %>%
mutate(percentage = 100*(n/sum(n)))
is_loan_check_na
```
```
## # A tibble: 2 x 3
## is_loan n percentage
## <lgl> <int> <dbl>
## 1 FALSE 777 14.7
## 2 TRUE 4495 85.3
```
The majority of missing values in transfer_fee column are caused by
the nature of its loan typee. Such data supports my
conjecture. Now, let's investigate the 15% missings. I suspect these
are caused by expiring contracts.club_check_na <-
transfers_df %>%
filter(is.na(transfer_fee), is_loan == F) %>%
group_by(club_2) %>%
count() %>%
arrange(desc(n)) %>%
ungroup() %>%
mutate(total_count = sum(n), percentage = 100*(n/sum(n)))
club_check_na## # A tibble: 194 x 4
## club_2 n total_count percentage
## <chr> <int> <int> <dbl>
## 1 Without Club 219 777 28.2
## 2 <NA> 76 777 9.78
## 3 Man Utd U21 24 777 3.09
## 4 Chelsea U21 23 777 2.96
## 5 Man City U21 16 777 2.06
## 6 Arsenal U21 15 777 1.93
## 7 Brighton U21 15 777 1.93
## 8 Liverpool U21 13 777 1.67
## 9 Everton U21 12 777 1.54
## 10 Southampton U21 12 777 1.54
## # i 184 more rowsWhile my guess wasn’t completely accurate, the majority of these players are without club when their transfer fee is missing. This should be enough to convince me that I’ll replace missing values in transfer fee column with zero, but is there any row in transfer_fee column having zero as its data?
transfers_df %>%
filter(transfer_fee == 0)## team_name league country season transfer_type
## 1 Chelsea FC Premier League England 2014 Arrivals
## 2 Chelsea FC Premier League England 2014 Departures
## 3 Chelsea FC Premier League England 2014 Departures
## 4 Chelsea FC Premier League England 2014 Departures
## 5 Chelsea FC Premier League England 2014 Departures
## 6 Chelsea FC Premier League England 2014 Departures
## 7 Chelsea FC Premier League England 2014 Departures
## 8 Manchester United Premier League England 2014 Departures
## 9 Manchester United Premier League England 2014 Departures
## 10 Manchester United Premier League England 2014 Departures
## 11 Manchester United Premier League England 2014 Departures
## 12 Manchester United Premier League England 2014 Departures
## 13 Manchester United Premier League England 2014 Departures
## 14 Manchester City Premier League England 2014 Arrivals
## 15 Manchester City Premier League England 2014 Departures
## 16 Manchester City Premier League England 2014 Departures
## 17 Manchester City Premier League England 2014 Departures
## 18 Arsenal FC Premier League England 2014 Departures
## 19 Arsenal FC Premier League England 2014 Departures
## 20 Arsenal FC Premier League England 2014 Departures
## 21 Arsenal FC Premier League England 2014 Departures
## 22 Liverpool FC Premier League England 2014 Arrivals
## 23 Liverpool FC Premier League England 2014 Arrivals
## 24 Tottenham Hotspur Premier League England 2014 Departures
## 25 Tottenham Hotspur Premier League England 2014 Departures
## 26 Southampton FC Championship England 2014 Departures
## 27 Southampton FC Championship England 2014 Departures
## 28 Southampton FC Championship England 2014 Departures
## 29 Everton FC Premier League England 2014 Arrivals
## 30 Everton FC Premier League England 2014 Arrivals
## 31 Everton FC Premier League England 2014 Departures
## 32 Everton FC Premier League England 2014 Departures
## 33 Everton FC Premier League England 2014 Departures
## 34 Newcastle United Premier League England 2014 Arrivals
## 35 Newcastle United Premier League England 2014 Departures
## 36 Newcastle United Premier League England 2014 Departures
## 37 Newcastle United Premier League England 2014 Departures
## 38 Newcastle United Premier League England 2014 Departures
## 39 Newcastle United Premier League England 2014 Departures
## 40 West Ham United Premier League England 2014 Departures
## 41 West Ham United Premier League England 2014 Departures
## 42 West Ham United Premier League England 2014 Departures
## 43 West Ham United Premier League England 2014 Departures
## 44 West Ham United Premier League England 2014 Departures
## 45 Swansea City Championship England 2014 Arrivals
## 46 Swansea City Championship England 2014 Arrivals
## 47 Swansea City Championship England 2014 Departures
## 48 Swansea City Championship England 2014 Departures
## 49 Swansea City Championship England 2014 Departures
## 50 Swansea City Championship England 2014 Departures
## 51 Swansea City Championship England 2014 Departures
## 52 Swansea City Championship England 2014 Departures
## 53 Hull City Championship England 2014 Departures
## 54 Hull City Championship England 2014 Departures
## 55 Hull City Championship England 2014 Departures
## 56 Hull City Championship England 2014 Departures
## 57 Hull City Championship England 2014 Departures
## 58 Hull City Championship England 2014 Departures
## 59 Aston Villa Premier League England 2014 Arrivals
## 60 Aston Villa Premier League England 2014 Arrivals
## 61 Aston Villa Premier League England 2014 Departures
## 62 Aston Villa Premier League England 2014 Departures
## 63 Aston Villa Premier League England 2014 Departures
## 64 Queens Park Rangers Championship England 2014 Arrivals
## 65 Queens Park Rangers Championship England 2014 Departures
## 66 Queens Park Rangers Championship England 2014 Departures
## 67 Queens Park Rangers Championship England 2014 Departures
## 68 Queens Park Rangers Championship England 2014 Departures
## 69 Queens Park Rangers Championship England 2014 Departures
## 70 Queens Park Rangers Championship England 2014 Departures
## 71 Queens Park Rangers Championship England 2014 Departures
## 72 Stoke City Championship England 2014 Arrivals
## 73 Stoke City Championship England 2014 Arrivals
## 74 Stoke City Championship England 2014 Arrivals
## 75 Stoke City Championship England 2014 Arrivals
## 76 Stoke City Championship England 2014 Departures
## 77 Crystal Palace Premier League England 2014 Arrivals
## 78 Crystal Palace Premier League England 2014 Arrivals
## 79 Crystal Palace Premier League England 2014 Departures
## 80 Crystal Palace Premier League England 2014 Departures
## 81 Crystal Palace Premier League England 2014 Departures
## 82 Crystal Palace Premier League England 2014 Departures
## 83 Crystal Palace Premier League England 2014 Departures
## 84 Crystal Palace Premier League England 2014 Departures
## 85 Crystal Palace Premier League England 2014 Departures
## 86 West Bromwich Albion Championship England 2014 Arrivals
## 87 West Bromwich Albion Championship England 2014 Arrivals
## 88 West Bromwich Albion Championship England 2014 Arrivals
## 89 West Bromwich Albion Championship England 2014 Arrivals
## 90 West Bromwich Albion Championship England 2014 Departures
## 91 West Bromwich Albion Championship England 2014 Departures
## 92 West Bromwich Albion Championship England 2014 Departures
## 93 West Bromwich Albion Championship England 2014 Departures
## 94 West Bromwich Albion Championship England 2014 Departures
## 95 West Bromwich Albion Championship England 2014 Departures
## 96 West Bromwich Albion Championship England 2014 Arrivals
## 97 Sunderland AFC Championship England 2014 Arrivals
## 98 Sunderland AFC Championship England 2014 Arrivals
## 99 Sunderland AFC Championship England 2014 Arrivals
## 100 Sunderland AFC Championship England 2014 Departures
## 101 Sunderland AFC Championship England 2014 Departures
## 102 Sunderland AFC Championship England 2014 Departures
## 103 Sunderland AFC Championship England 2014 Departures
## 104 Sunderland AFC Championship England 2014 Departures
## 105 Sunderland AFC Championship England 2014 Departures
## 106 Sunderland AFC Championship England 2014 Departures
## 107 Sunderland AFC Championship England 2014 Departures
## 108 Sunderland AFC Championship England 2014 Departures
## 109 Sunderland AFC Championship England 2014 Departures
## 110 Sunderland AFC Championship England 2014 Departures
## 111 Sunderland AFC Championship England 2014 Departures
## 112 Leicester City Championship England 2014 Arrivals
## 113 Leicester City Championship England 2014 Arrivals
## 114 Leicester City Championship England 2014 Arrivals
## 115 Leicester City Championship England 2014 Arrivals
## 116 Leicester City Championship England 2014 Arrivals
## 117 Leicester City Championship England 2014 Departures
## 118 Leicester City Championship England 2014 Departures
## 119 Leicester City Championship England 2014 Departures
## 120 Leicester City Championship England 2014 Departures
## 121 Leicester City Championship England 2014 Departures
## 122 Leicester City Championship England 2014 Departures
## 123 Leicester City Championship England 2014 Arrivals
## 124 Burnley FC Premier League England 2014 Arrivals
## 125 Burnley FC Premier League England 2014 Arrivals
## 126 Burnley FC Premier League England 2014 Arrivals
## 127 Burnley FC Premier League England 2014 Departures
## 128 Burnley FC Premier League England 2014 Departures
## 129 Burnley FC Premier League England 2014 Departures
## 130 Burnley FC Premier League England 2014 Departures
## 131 Burnley FC Premier League England 2014 Departures
## 132 Burnley FC Premier League England 2014 Departures
## 133 Burnley FC Premier League England 2014 Departures
## 134 Burnley FC Premier League England 2014 Departures
## 135 Burnley FC Premier League England 2014 Departures
## 136 Burnley FC Premier League England 2014 Departures
## 137 Chelsea FC Premier League England 2015 Arrivals
## 138 Chelsea FC Premier League England 2015 Departures
## 139 Chelsea FC Premier League England 2015 Departures
## 140 Manchester City Premier League England 2015 Arrivals
## 141 Manchester City Premier League England 2015 Departures
## 142 Manchester City Premier League England 2015 Departures
## 143 Manchester City Premier League England 2015 Departures
## 144 Manchester City Premier League England 2015 Departures
## 145 Manchester City Premier League England 2015 Arrivals
## 146 Arsenal FC Premier League England 2015 Departures
## 147 Arsenal FC Premier League England 2015 Departures
## 148 Arsenal FC Premier League England 2015 Departures
## 149 Manchester United Premier League England 2015 Arrivals
## 150 Manchester United Premier League England 2015 Departures
## 151 Manchester United Premier League England 2015 Departures
## 152 Manchester United Premier League England 2015 Departures
## 153 Manchester United Premier League England 2015 Departures
## 154 Manchester United Premier League England 2015 Departures
## 155 Liverpool FC Premier League England 2015 Arrivals
## 156 Liverpool FC Premier League England 2015 Arrivals
## 157 Liverpool FC Premier League England 2015 Departures
## 158 Liverpool FC Premier League England 2015 Departures
## 159 Liverpool FC Premier League England 2015 Departures
## 160 Liverpool FC Premier League England 2015 Departures
## 161 Tottenham Hotspur Premier League England 2015 Departures
## 162 Tottenham Hotspur Premier League England 2015 Departures
## 163 Tottenham Hotspur Premier League England 2015 Departures
## 164 Tottenham Hotspur Premier League England 2015 Departures
## 165 Tottenham Hotspur Premier League England 2015 Departures
## 166 Everton FC Premier League England 2015 Arrivals
## 167 Everton FC Premier League England 2015 Departures
## 168 Everton FC Premier League England 2015 Departures
## 169 Everton FC Premier League England 2015 Departures
## 170 Everton FC Premier League England 2015 Departures
## 171 Southampton FC Championship England 2015 Departures
## 172 Southampton FC Championship England 2015 Departures
## 173 Southampton FC Championship England 2015 Departures
## 174 Southampton FC Championship England 2015 Departures
## 175 West Ham United Premier League England 2015 Arrivals
## 176 West Ham United Premier League England 2015 Departures
## 177 West Ham United Premier League England 2015 Departures
## 178 West Ham United Premier League England 2015 Departures
## 179 West Ham United Premier League England 2015 Departures
## 180 West Ham United Premier League England 2015 Departures
## 181 Newcastle United Premier League England 2015 Departures
## 182 Newcastle United Premier League England 2015 Departures
## 183 Newcastle United Premier League England 2015 Departures
## 184 Newcastle United Premier League England 2015 Departures
## 185 Leicester City Championship England 2015 Arrivals
## 186 Leicester City Championship England 2015 Departures
## 187 Leicester City Championship England 2015 Departures
## 188 Leicester City Championship England 2015 Departures
## 189 Leicester City Championship England 2015 Departures
## 190 Leicester City Championship England 2015 Departures
## 191 Leicester City Championship England 2015 Departures
## 192 Leicester City Championship England 2015 Departures
## 193 Stoke City Championship England 2015 Arrivals
## 194 Stoke City Championship England 2015 Arrivals
## 195 Stoke City Championship England 2015 Arrivals
## 196 Stoke City Championship England 2015 Departures
## 197 Stoke City Championship England 2015 Departures
## 198 Swansea City Championship England 2015 Arrivals
## 199 Swansea City Championship England 2015 Departures
## 200 Swansea City Championship England 2015 Departures
## 201 Swansea City Championship England 2015 Departures
## 202 Swansea City Championship England 2015 Departures
## 203 Watford FC Championship England 2015 Arrivals
## 204 Watford FC Championship England 2015 Arrivals
## 205 Watford FC Championship England 2015 Arrivals
## 206 Watford FC Championship England 2015 Arrivals
## 207 Watford FC Championship England 2015 Departures
## 208 Watford FC Championship England 2015 Departures
## 209 Watford FC Championship England 2015 Departures
## 210 Crystal Palace Premier League England 2015 Arrivals
## 211 Crystal Palace Premier League England 2015 Arrivals
## 212 Crystal Palace Premier League England 2015 Departures
## 213 Crystal Palace Premier League England 2015 Departures
## 214 Crystal Palace Premier League England 2015 Departures
## 215 Crystal Palace Premier League England 2015 Departures
## 216 Crystal Palace Premier League England 2015 Departures
## 217 Crystal Palace Premier League England 2015 Departures
## 218 Aston Villa Premier League England 2015 Arrivals
## 219 Aston Villa Premier League England 2015 Arrivals
## 220 Aston Villa Premier League England 2015 Departures
## 221 Aston Villa Premier League England 2015 Departures
## 222 Aston Villa Premier League England 2015 Departures
## 223 Aston Villa Premier League England 2015 Departures
## 224 Aston Villa Premier League England 2015 Departures
## 225 Aston Villa Premier League England 2015 Departures
## 226 Aston Villa Premier League England 2015 Departures
## 227 Aston Villa Premier League England 2015 Departures
## 228 Aston Villa Premier League England 2015 Departures
## 229 Norwich City Championship England 2015 Arrivals
## 230 Norwich City Championship England 2015 Arrivals
## 231 Norwich City Championship England 2015 Departures
## 232 Norwich City Championship England 2015 Departures
## 233 Norwich City Championship England 2015 Departures
## 234 Norwich City Championship England 2015 Departures
## 235 West Bromwich Albion Championship England 2015 Arrivals
## 236 West Bromwich Albion Championship England 2015 Departures
## 237 West Bromwich Albion Championship England 2015 Departures
## 238 West Bromwich Albion Championship England 2015 Departures
## 239 Sunderland AFC Championship England 2015 Departures
## 240 Sunderland AFC Championship England 2015 Departures
## 241 AFC Bournemouth Premier League England 2015 Arrivals
## 242 AFC Bournemouth Premier League England 2015 Arrivals
## 243 AFC Bournemouth Premier League England 2015 Arrivals
## 244 AFC Bournemouth Premier League England 2015 Arrivals
## 245 AFC Bournemouth Premier League England 2015 Arrivals
## 246 AFC Bournemouth Premier League England 2015 Departures
## 247 AFC Bournemouth Premier League England 2015 Departures
## 248 AFC Bournemouth Premier League England 2015 Departures
## 249 AFC Bournemouth Premier League England 2015 Departures
## 250 AFC Bournemouth Premier League England 2015 Departures
## 251 Chelsea FC Premier League England 2016 Departures
## 252 Chelsea FC Premier League England 2016 Departures
## 253 Manchester City Premier League England 2016 Arrivals
## 254 Manchester City Premier League England 2016 Departures
## 255 Arsenal FC Premier League England 2016 Departures
## 256 Manchester United Premier League England 2016 Arrivals
## 257 Manchester United Premier League England 2016 Departures
## 258 Manchester United Premier League England 2016 Departures
## 259 Manchester United Premier League England 2016 Departures
## 260 Liverpool FC Premier League England 2016 Arrivals
## 261 Liverpool FC Premier League England 2016 Arrivals
## 262 Liverpool FC Premier League England 2016 Departures
## 263 Liverpool FC Premier League England 2016 Departures
## 264 Everton FC Premier League England 2016 Departures
## 265 Everton FC Premier League England 2016 Departures
## 266 West Ham United Premier League England 2016 Arrivals
## 267 West Ham United Premier League England 2016 Arrivals
## 268 West Ham United Premier League England 2016 Arrivals
## 269 West Ham United Premier League England 2016 Arrivals
## 270 Southampton FC Championship England 2016 Arrivals
## 271 Southampton FC Championship England 2016 Departures
## 272 Crystal Palace Premier League England 2016 Arrivals
## 273 Crystal Palace Premier League England 2016 Departures
## 274 Crystal Palace Premier League England 2016 Departures
## 275 Crystal Palace Premier League England 2016 Departures
## 276 Leicester City Championship England 2016 Arrivals
## 277 Leicester City Championship England 2016 Departures
## 278 Leicester City Championship England 2016 Departures
## 279 Leicester City Championship England 2016 Departures
## 280 Leicester City Championship England 2016 Departures
## 281 Leicester City Championship England 2016 Departures
## 282 Leicester City Championship England 2016 Departures
## 283 Stoke City Championship England 2016 Departures
## 284 Stoke City Championship England 2016 Departures
## 285 Watford FC Championship England 2016 Arrivals
## 286 Watford FC Championship England 2016 Arrivals
## 287 Watford FC Championship England 2016 Arrivals
## 288 Watford FC Championship England 2016 Departures
## 289 Watford FC Championship England 2016 Departures
## 290 Watford FC Championship England 2016 Departures
## 291 Watford FC Championship England 2016 Departures
## 292 Watford FC Championship England 2016 Departures
## 293 Watford FC Championship England 2016 Departures
## 294 Swansea City Championship England 2016 Arrivals
## 295 Swansea City Championship England 2016 Departures
## 296 Hull City Championship England 2016 Arrivals
## 297 Hull City Championship England 2016 Departures
## 298 Hull City Championship England 2016 Departures
## 299 Hull City Championship England 2016 Departures
## 300 Sunderland AFC Championship England 2016 Arrivals
## 301 Sunderland AFC Championship England 2016 Departures
## 302 Sunderland AFC Championship England 2016 Departures
## 303 Sunderland AFC Championship England 2016 Departures
## 304 Sunderland AFC Championship England 2016 Departures
## 305 Sunderland AFC Championship England 2016 Departures
## 306 Sunderland AFC Championship England 2016 Arrivals
## 307 AFC Bournemouth Premier League England 2016 Departures
## 308 AFC Bournemouth Premier League England 2016 Departures
## 309 AFC Bournemouth Premier League England 2016 Departures
## 310 AFC Bournemouth Premier League England 2016 Departures
## 311 AFC Bournemouth Premier League England 2016 Departures
## 312 Middlesbrough FC Championship England 2016 Arrivals
## 313 Middlesbrough FC Championship England 2016 Arrivals
## 314 Middlesbrough FC Championship England 2016 Arrivals
## 315 Middlesbrough FC Championship England 2016 Arrivals
## 316 Middlesbrough FC Championship England 2016 Departures
## 317 Middlesbrough FC Championship England 2016 Departures
## 318 Middlesbrough FC Championship England 2016 Departures
## 319 West Bromwich Albion Championship England 2016 Arrivals
## 320 West Bromwich Albion Championship England 2016 Departures
## 321 West Bromwich Albion Championship England 2016 Departures
## 322 Burnley FC Premier League England 2016 Departures
## 323 Burnley FC Premier League England 2016 Departures
## 324 Burnley FC Premier League England 2016 Departures
## 325 Burnley FC Premier League England 2016 Departures
## 326 Burnley FC Premier League England 2016 Departures
## 327 Burnley FC Premier League England 2016 Departures
## 328 Burnley FC Premier League England 2016 Departures
## 329 Manchester City Premier League England 2017 Departures
## 330 Manchester City Premier League England 2017 Departures
## 331 Manchester City Premier League England 2017 Departures
## 332 Manchester City Premier League England 2017 Departures
## 333 Chelsea FC Premier League England 2017 Arrivals
## 334 Chelsea FC Premier League England 2017 Departures
## 335 Chelsea FC Premier League England 2017 Departures
## 336 Chelsea FC Premier League England 2017 Departures
## 337 Liverpool FC Premier League England 2017 Arrivals
## 338 Manchester United Premier League England 2017 Departures
## 339 Manchester United Premier League England 2017 Departures
## 340 Arsenal FC Premier League England 2017 Arrivals
## 341 Arsenal FC Premier League England 2017 Departures
## 342 Arsenal FC Premier League England 2017 Departures
## 343 Everton FC Premier League England 2017 Arrivals
## 344 Everton FC Premier League England 2017 Arrivals
## 345 Everton FC Premier League England 2017 Departures
## 346 Everton FC Premier League England 2017 Departures
## 347 Everton FC Premier League England 2017 Departures
## 348 Leicester City Championship England 2017 Arrivals
## 349 Southampton FC Championship England 2017 Arrivals
## 350 Southampton FC Championship England 2017 Departures
## 351 Southampton FC Championship England 2017 Departures
## 352 Southampton FC Championship England 2017 Departures
## 353 West Ham United Premier League England 2017 Arrivals
## 354 West Ham United Premier League England 2017 Departures
## 355 West Ham United Premier League England 2017 Departures
## 356 Crystal Palace Premier League England 2017 Arrivals
## 357 Crystal Palace Premier League England 2017 Departures
## 358 Crystal Palace Premier League England 2017 Departures
## 359 Crystal Palace Premier League England 2017 Departures
## 360 Crystal Palace Premier League England 2017 Departures
## 361 Newcastle United Premier League England 2017 Departures
## 362 Newcastle United Premier League England 2017 Departures
## 363 Newcastle United Premier League England 2017 Departures
## 364 Newcastle United Premier League England 2017 Departures
## 365 Newcastle United Premier League England 2017 Departures
## 366 Newcastle United Premier League England 2017 Departures
## 367 Watford FC Championship England 2017 Arrivals
## 368 Watford FC Championship England 2017 Arrivals
## 369 Watford FC Championship England 2017 Arrivals
## 370 Watford FC Championship England 2017 Departures
## 371 Watford FC Championship England 2017 Departures
## 372 Watford FC Championship England 2017 Departures
## 373 Watford FC Championship England 2017 Departures
## 374 Watford FC Championship England 2017 Departures
## 375 Stoke City Championship England 2017 Arrivals
## 376 Stoke City Championship England 2017 Arrivals
## 377 Stoke City Championship England 2017 Arrivals
## 378 Stoke City Championship England 2017 Departures
## 379 Burnley FC Premier League England 2017 Arrivals
## 380 Burnley FC Premier League England 2017 Departures
## 381 Burnley FC Premier League England 2017 Departures
## 382 Burnley FC Premier League England 2017 Departures
## 383 Burnley FC Premier League England 2017 Departures
## 384 Burnley FC Premier League England 2017 Departures
## 385 Burnley FC Premier League England 2017 Departures
## 386 Burnley FC Premier League England 2017 Departures
## 387 West Bromwich Albion Championship England 2017 Departures
## 388 West Bromwich Albion Championship England 2017 Departures
## 389 West Bromwich Albion Championship England 2017 Departures
## 390 Swansea City Championship England 2017 Arrivals
## 391 Swansea City Championship England 2017 Departures
## 392 Swansea City Championship England 2017 Departures
## 393 Swansea City Championship England 2017 Departures
## 394 Swansea City Championship England 2017 Departures
## 395 Brighton & Hove Albion Premier League England 2017 Arrivals
## 396 Brighton & Hove Albion Premier League England 2017 Departures
## 397 Brighton & Hove Albion Premier League England 2017 Departures
## 398 Brighton & Hove Albion Premier League England 2017 Departures
## 399 Brighton & Hove Albion Premier League England 2017 Departures
## 400 Brighton & Hove Albion Premier League England 2017 Departures
## 401 Brighton & Hove Albion Premier League England 2017 Departures
## 402 AFC Bournemouth Premier League England 2017 Arrivals
## 403 AFC Bournemouth Premier League England 2017 Arrivals
## 404 AFC Bournemouth Premier League England 2017 Departures
## 405 AFC Bournemouth Premier League England 2017 Departures
## 406 Huddersfield Town Championship England 2017 Arrivals
## 407 Huddersfield Town Championship England 2017 Arrivals
## 408 Huddersfield Town Championship England 2017 Departures
## 409 Huddersfield Town Championship England 2017 Departures
## 410 Manchester City Premier League England 2018 Departures
## 411 Liverpool FC Premier League England 2018 Departures
## 412 Liverpool FC Premier League England 2018 Departures
## 413 Liverpool FC Premier League England 2018 Departures
## 414 Chelsea FC Premier League England 2018 Arrivals
## 415 Chelsea FC Premier League England 2018 Departures
## 416 Arsenal FC Premier League England 2018 Arrivals
## 417 Arsenal FC Premier League England 2018 Departures
## 418 Arsenal FC Premier League England 2018 Departures
## 419 Everton FC Premier League England 2018 Arrivals
## 420 Everton FC Premier League England 2018 Departures
## 421 Everton FC Premier League England 2018 Departures
## 422 Leicester City Championship England 2018 Departures
## 423 Leicester City Championship England 2018 Departures
## 424 West Ham United Premier League England 2018 Arrivals
## 425 West Ham United Premier League England 2018 Arrivals
## 426 West Ham United Premier League England 2018 Arrivals
## 427 AFC Bournemouth Premier League England 2018 Departures
## 428 AFC Bournemouth Premier League England 2018 Departures
## 429 AFC Bournemouth Premier League England 2018 Departures
## 430 Southampton FC Championship England 2018 Departures
## 431 Southampton FC Championship England 2018 Departures
## 432 Southampton FC Championship England 2018 Departures
## 433 Wolverhampton Wanderers Premier League England 2018 Arrivals
## 434 Wolverhampton Wanderers Premier League England 2018 Departures
## 435 Wolverhampton Wanderers Premier League England 2018 Departures
## 436 Wolverhampton Wanderers Premier League England 2018 Departures
## 437 Crystal Palace Premier League England 2018 Arrivals
## 438 Crystal Palace Premier League England 2018 Arrivals
## 439 Crystal Palace Premier League England 2018 Departures
## 440 Crystal Palace Premier League England 2018 Departures
## 441 Crystal Palace Premier League England 2018 Arrivals
## 442 Crystal Palace Premier League England 2018 Departures
## 443 Crystal Palace Premier League England 2018 Departures
## 444 Crystal Palace Premier League England 2018 Departures
## 445 Fulham FC Premier League England 2018 Departures
## 446 Fulham FC Premier League England 2018 Departures
## 447 Fulham FC Premier League England 2018 Arrivals
## 448 Newcastle United Premier League England 2018 Arrivals
## 449 Newcastle United Premier League England 2018 Departures
## 450 Newcastle United Premier League England 2018 Departures
## 451 Watford FC Championship England 2018 Arrivals
## 452 Watford FC Championship England 2018 Departures
## 453 Burnley FC Premier League England 2018 Departures
## 454 Burnley FC Premier League England 2018 Departures
## 455 Burnley FC Premier League England 2018 Departures
## 456 Burnley FC Premier League England 2018 Departures
## 457 Burnley FC Premier League England 2018 Arrivals
## 458 Brighton & Hove Albion Premier League England 2018 Arrivals
## 459 Brighton & Hove Albion Premier League England 2018 Arrivals
## 460 Brighton & Hove Albion Premier League England 2018 Departures
## 461 Brighton & Hove Albion Premier League England 2018 Departures
## 462 Brighton & Hove Albion Premier League England 2018 Departures
## 463 Brighton & Hove Albion Premier League England 2018 Departures
## 464 Huddersfield Town Championship England 2018 Arrivals
## 465 Huddersfield Town Championship England 2018 Arrivals
## 466 Huddersfield Town Championship England 2018 Departures
## 467 Huddersfield Town Championship England 2018 Departures
## 468 Huddersfield Town Championship England 2018 Departures
## 469 Huddersfield Town Championship England 2018 Departures
## 470 Cardiff City Championship England 2018 Departures
## 471 Cardiff City Championship England 2018 Departures
## 472 Cardiff City Championship England 2018 Departures
## 473 Cardiff City Championship England 2018 Departures
## 474 Cardiff City Championship England 2018 Departures
## 475 Manchester City Premier League England 2019 Departures
## 476 Manchester City Premier League England 2019 Departures
## 477 Manchester City Premier League England 2019 Departures
## 478 Manchester City Premier League England 2019 Departures
## 479 Liverpool FC Premier League England 2019 Arrivals
## 480 Liverpool FC Premier League England 2019 Arrivals
## 481 Liverpool FC Premier League England 2019 Departures
## 482 Liverpool FC Premier League England 2019 Departures
## 483 Tottenham Hotspur Premier League England 2019 Departures
## 484 Tottenham Hotspur Premier League England 2019 Departures
## 485 Tottenham Hotspur Premier League England 2019 Departures
## 486 Chelsea FC Premier League England 2019 Departures
## 487 Chelsea FC Premier League England 2019 Departures
## 488 Chelsea FC Premier League England 2019 Departures
## 489 Manchester United Premier League England 2019 Departures
## 490 Manchester United Premier League England 2019 Departures
## 491 Manchester United Premier League England 2019 Departures
## 492 Arsenal FC Premier League England 2019 Departures
## 493 Arsenal FC Premier League England 2019 Departures
## 494 Arsenal FC Premier League England 2019 Departures
## 495 Everton FC Premier League England 2019 Arrivals
## 496 Everton FC Premier League England 2019 Departures
## 497 Everton FC Premier League England 2019 Departures
## 498 Everton FC Premier League England 2019 Departures
## 499 Everton FC Premier League England 2019 Departures
## 500 Everton FC Premier League England 2019 Departures
## 501 Leicester City Championship England 2019 Arrivals
## 502 Leicester City Championship England 2019 Departures
## 503 Wolverhampton Wanderers Premier League England 2019 Departures
## 504 Wolverhampton Wanderers Premier League England 2019 Departures
## 505 Wolverhampton Wanderers Premier League England 2019 Departures
## 506 Wolverhampton Wanderers Premier League England 2019 Arrivals
## 507 Wolverhampton Wanderers Premier League England 2019 Departures
## 508 West Ham United Premier League England 2019 Arrivals
## 509 West Ham United Premier League England 2019 Arrivals
## 510 West Ham United Premier League England 2019 Departures
## 511 West Ham United Premier League England 2019 Departures
## 512 West Ham United Premier League England 2019 Departures
## 513 West Ham United Premier League England 2019 Departures
## 514 AFC Bournemouth Premier League England 2019 Departures
## 515 Newcastle United Premier League England 2019 Arrivals
## 516 Newcastle United Premier League England 2019 Departures
## 517 Newcastle United Premier League England 2019 Departures
## 518 Aston Villa Premier League England 2019 Departures
## 519 Aston Villa Premier League England 2019 Departures
## 520 Aston Villa Premier League England 2019 Departures
## 521 Aston Villa Premier League England 2019 Departures
## 522 Aston Villa Premier League England 2019 Arrivals
## 523 Southampton FC Championship England 2019 Departures
## 524 Southampton FC Championship England 2019 Departures
## 525 Brighton & Hove Albion Premier League England 2019 Departures
## 526 Brighton & Hove Albion Premier League England 2019 Departures
## 527 Brighton & Hove Albion Premier League England 2019 Departures
## 528 Brighton & Hove Albion Premier League England 2019 Departures
## 529 Brighton & Hove Albion Premier League England 2019 Departures
## 530 Watford FC Championship England 2019 Arrivals
## 531 Watford FC Championship England 2019 Arrivals
## 532 Crystal Palace Premier League England 2019 Arrivals
## 533 Crystal Palace Premier League England 2019 Arrivals
## 534 Crystal Palace Premier League England 2019 Departures
## 535 Crystal Palace Premier League England 2019 Departures
## 536 Burnley FC Premier League England 2019 Departures
## 537 Burnley FC Premier League England 2019 Departures
## 538 Burnley FC Premier League England 2019 Departures
## 539 Burnley FC Premier League England 2019 Departures
## 540 Burnley FC Premier League England 2019 Departures
## 541 Norwich City Championship England 2019 Arrivals
## 542 Norwich City Championship England 2019 Departures
## 543 Norwich City Championship England 2019 Departures
## 544 Norwich City Championship England 2019 Departures
## 545 Norwich City Championship England 2019 Departures
## 546 Norwich City Championship England 2019 Departures
## 547 Sheffield United Premier League England 2019 Arrivals
## 548 Sheffield United Premier League England 2019 Arrivals
## 549 Sheffield United Premier League England 2019 Arrivals
## 550 Sheffield United Premier League England 2019 Departures
## 551 Sheffield United Premier League England 2019 Departures
## 552 Sheffield United Premier League England 2019 Departures
## 553 Sheffield United Premier League England 2019 Departures
## 554 Sheffield United Premier League England 2019 Departures
## 555 Sheffield United Premier League England 2019 Departures
## 556 Sheffield United Premier League England 2019 Departures
## 557 Sheffield United Premier League England 2019 Departures
## 558 Manchester City Premier League England 2020 Departures
## 559 Manchester City Premier League England 2020 Departures
## 560 Manchester City Premier League England 2020 Departures
## 561 Liverpool FC Premier League England 2020 Departures
## 562 Liverpool FC Premier League England 2020 Departures
## 563 Chelsea FC Premier League England 2020 Arrivals
## 564 Chelsea FC Premier League England 2020 Arrivals
## 565 Chelsea FC Premier League England 2020 Departures
## 566 Chelsea FC Premier League England 2020 Departures
## 567 Chelsea FC Premier League England 2020 Departures
## 568 Manchester United Premier League England 2020 Arrivals
## 569 Manchester United Premier League England 2020 Departures
## 570 Manchester United Premier League England 2020 Departures
## 571 Manchester United Premier League England 2020 Departures
## 572 Manchester United Premier League England 2020 Departures
## 573 Tottenham Hotspur Premier League England 2020 Arrivals
## 574 Tottenham Hotspur Premier League England 2020 Departures
## 575 Arsenal FC Premier League England 2020 Arrivals
## 576 Arsenal FC Premier League England 2020 Arrivals
## 577 Arsenal FC Premier League England 2020 Departures
## 578 Arsenal FC Premier League England 2020 Departures
## 579 Arsenal FC Premier League England 2020 Departures
## 580 Arsenal FC Premier League England 2020 Departures
## 581 Arsenal FC Premier League England 2020 Departures
## 582 Everton FC Premier League England 2020 Arrivals
## 583 Everton FC Premier League England 2020 Departures
## 584 Everton FC Premier League England 2020 Departures
## 585 Everton FC Premier League England 2020 Departures
## 586 Leicester City Championship England 2020 Departures
## 587 Leicester City Championship England 2020 Departures
## 588 Leicester City Championship England 2020 Departures
## 589 Leicester City Championship England 2020 Departures
## 590 Wolverhampton Wanderers Premier League England 2020 Arrivals
## 591 Wolverhampton Wanderers Premier League England 2020 Departures
## 592 Wolverhampton Wanderers Premier League England 2020 Departures
## 593 Wolverhampton Wanderers Premier League England 2020 Departures
## 594 Aston Villa Premier League England 2020 Departures
## 595 Aston Villa Premier League England 2020 Departures
## 596 Aston Villa Premier League England 2020 Departures
## 597 Aston Villa Premier League England 2020 Departures
## 598 West Ham United Premier League England 2020 Departures
## 599 Brighton & Hove Albion Premier League England 2020 Arrivals
## 600 Brighton & Hove Albion Premier League England 2020 Arrivals
## 601 Brighton & Hove Albion Premier League England 2020 Departures
## 602 Brighton & Hove Albion Premier League England 2020 Departures
## 603 Southampton FC Championship England 2020 Departures
## 604 Southampton FC Championship England 2020 Departures
## 605 Southampton FC Championship England 2020 Departures
## 606 Southampton FC Championship England 2020 Departures
## 607 Southampton FC Championship England 2020 Departures
## 608 Newcastle United Premier League England 2020 Arrivals
## 609 Newcastle United Premier League England 2020 Arrivals
## 610 Newcastle United Premier League England 2020 Arrivals
## 611 Newcastle United Premier League England 2020 Departures
## 612 Newcastle United Premier League England 2020 Departures
## 613 Newcastle United Premier League England 2020 Departures
## 614 Newcastle United Premier League England 2020 Departures
## 615 Fulham FC Premier League England 2020 Departures
## 616 Fulham FC Premier League England 2020 Departures
## 617 Leeds United Championship England 2020 Departures
## 618 Leeds United Championship England 2020 Departures
## 619 Leeds United Championship England 2020 Departures
## 620 Crystal Palace Premier League England 2020 Arrivals
## 621 Crystal Palace Premier League England 2020 Arrivals
## 622 Crystal Palace Premier League England 2020 Departures
## 623 Crystal Palace Premier League England 2020 Arrivals
## 624 Crystal Palace Premier League England 2020 Departures
## 625 Sheffield United Premier League England 2020 Arrivals
## 626 Sheffield United Premier League England 2020 Departures
## 627 Sheffield United Premier League England 2020 Departures
## 628 Sheffield United Premier League England 2020 Departures
## 629 West Bromwich Albion Championship England 2020 Arrivals
## 630 West Bromwich Albion Championship England 2020 Departures
## 631 West Bromwich Albion Championship England 2020 Departures
## 632 West Bromwich Albion Championship England 2020 Arrivals
## 633 West Bromwich Albion Championship England 2020 Departures
## 634 Burnley FC Premier League England 2020 Departures
## 635 Burnley FC Premier League England 2020 Departures
## 636 Burnley FC Premier League England 2020 Departures
## 637 Burnley FC Premier League England 2020 Departures
## 638 Manchester City Premier League England 2021 Arrivals
## 639 Manchester City Premier League England 2021 Departures
## 640 Manchester City Premier League England 2021 Departures
## 641 Manchester City Premier League England 2021 Departures
## 642 Manchester City Premier League England 2021 Departures
## 643 Manchester City Premier League England 2021 Departures
## 644 Liverpool FC Premier League England 2021 Departures
## 645 Chelsea FC Premier League England 2021 Arrivals
## 646 Chelsea FC Premier League England 2021 Departures
## 647 Chelsea FC Premier League England 2021 Departures
## 648 Chelsea FC Premier League England 2021 Departures
## 649 Chelsea FC Premier League England 2021 Departures
## 650 Manchester United Premier League England 2021 Arrivals
## 651 Manchester United Premier League England 2021 Departures
## 652 Tottenham Hotspur Premier League England 2021 Departures
## 653 Tottenham Hotspur Premier League England 2021 Departures
## 654 Tottenham Hotspur Premier League England 2021 Departures
## 655 Tottenham Hotspur Premier League England 2021 Departures
## 656 Arsenal FC Premier League England 2021 Departures
## 657 Arsenal FC Premier League England 2021 Departures
## 658 Arsenal FC Premier League England 2021 Departures
## 659 Arsenal FC Premier League England 2021 Departures
## 660 Arsenal FC Premier League England 2021 Departures
## 661 Arsenal FC Premier League England 2021 Departures
## 662 Leicester City Championship England 2021 Arrivals
## 663 Leicester City Championship England 2021 Departures
## 664 Leicester City Championship England 2021 Departures
## 665 Leicester City Championship England 2021 Departures
## 666 Aston Villa Premier League England 2021 Arrivals
## 667 Aston Villa Premier League England 2021 Departures
## 668 Aston Villa Premier League England 2021 Arrivals
## 669 Everton FC Premier League England 2021 Arrivals
## 670 Everton FC Premier League England 2021 Arrivals
## 671 Everton FC Premier League England 2021 Arrivals
## 672 Everton FC Premier League England 2021 Arrivals
## 673 Everton FC Premier League England 2021 Departures
## 674 Everton FC Premier League England 2021 Departures
## 675 Everton FC Premier League England 2021 Departures
## 676 Everton FC Premier League England 2021 Departures
## 677 Everton FC Premier League England 2021 Arrivals
## 678 Wolverhampton Wanderers Premier League England 2021 Arrivals
## 679 West Ham United Premier League England 2021 Departures
## 680 Brighton & Hove Albion Premier League England 2021 Departures
## 681 Brighton & Hove Albion Premier League England 2021 Departures
## 682 Brighton & Hove Albion Premier League England 2021 Departures
## 683 Brighton & Hove Albion Premier League England 2021 Departures
## 684 Brighton & Hove Albion Premier League England 2021 Departures
## 685 Newcastle United Premier League England 2021 Departures
## 686 Newcastle United Premier League England 2021 Departures
## 687 Leeds United Championship England 2021 Departures
## 688 Leeds United Championship England 2021 Departures
## 689 Leeds United Championship England 2021 Departures
## 690 Leeds United Championship England 2021 Departures
## 691 Leeds United Championship England 2021 Departures
## 692 Leeds United Championship England 2021 Departures
## 693 Southampton FC Championship England 2021 Arrivals
## 694 Southampton FC Championship England 2021 Departures
## 695 Southampton FC Championship England 2021 Departures
## 696 Southampton FC Championship England 2021 Departures
## 697 Brentford FC Premier League England 2021 Arrivals
## 698 Brentford FC Premier League England 2021 Departures
## 699 Brentford FC Premier League England 2021 Departures
## 700 Brentford FC Premier League England 2021 Departures
## 701 Crystal Palace Premier League England 2021 Arrivals
## 702 Crystal Palace Premier League England 2021 Arrivals
## 703 Crystal Palace Premier League England 2021 Departures
## 704 Crystal Palace Premier League England 2021 Departures
## 705 Crystal Palace Premier League England 2021 Departures
## 706 Crystal Palace Premier League England 2021 Departures
## 707 Crystal Palace Premier League England 2021 Departures
## 708 Crystal Palace Premier League England 2021 Departures
## 709 Crystal Palace Premier League England 2021 Departures
## 710 Crystal Palace Premier League England 2021 Departures
## 711 Norwich City Championship England 2021 Departures
## 712 Norwich City Championship England 2021 Departures
## 713 Norwich City Championship England 2021 Departures
## 714 Norwich City Championship England 2021 Departures
## 715 Norwich City Championship England 2021 Departures
## 716 Norwich City Championship England 2021 Departures
## 717 Norwich City Championship England 2021 Departures
## 718 Watford FC Championship England 2021 Arrivals
## 719 Watford FC Championship England 2021 Arrivals
## 720 Watford FC Championship England 2021 Arrivals
## 721 Watford FC Championship England 2021 Arrivals
## 722 Watford FC Championship England 2021 Departures
## 723 Watford FC Championship England 2021 Departures
## 724 Watford FC Championship England 2021 Departures
## 725 Watford FC Championship England 2021 Departures
## 726 Watford FC Championship England 2021 Departures
## 727 Watford FC Championship England 2021 Departures
## 728 Burnley FC Premier League England 2021 Arrivals
## 729 Burnley FC Premier League England 2021 Arrivals
## 730 Burnley FC Premier League England 2021 Departures
## 731 Manchester City Premier League England 2022 Arrivals
## 732 Manchester City Premier League England 2022 Departures
## 733 Manchester City Premier League England 2022 Departures
## 734 Manchester City Premier League England 2022 Departures
## 735 Arsenal FC Premier League England 2022 Departures
## 736 Arsenal FC Premier League England 2022 Departures
## 737 Chelsea FC Premier League England 2022 Departures
## 738 Chelsea FC Premier League England 2022 Departures
## 739 Chelsea FC Premier League England 2022 Departures
## 740 Chelsea FC Premier League England 2022 Departures
## 741 Chelsea FC Premier League England 2022 Departures
## 742 Chelsea FC Premier League England 2022 Departures
## 743 Manchester United Premier League England 2022 Arrivals
## 744 Manchester United Premier League England 2022 Departures
## 745 Manchester United Premier League England 2022 Departures
## 746 Manchester United Premier League England 2022 Departures
## 747 Manchester United Premier League England 2022 Departures
## 748 Manchester United Premier League England 2022 Departures
## 749 Liverpool FC Premier League England 2022 Departures
## 750 Liverpool FC Premier League England 2022 Departures
## 751 Liverpool FC Premier League England 2022 Departures
## 752 Tottenham Hotspur Premier League England 2022 Arrivals
## 753 Tottenham Hotspur Premier League England 2022 Arrivals
## 754 Tottenham Hotspur Premier League England 2022 Departures
## 755 Newcastle United Premier League England 2022 Departures
## 756 Newcastle United Premier League England 2022 Departures
## 757 Brighton & Hove Albion Premier League England 2022 Departures
## 758 Brighton & Hove Albion Premier League England 2022 Departures
## 759 Aston Villa Premier League England 2022 Arrivals
## 760 Aston Villa Premier League England 2022 Departures
## 761 Aston Villa Premier League England 2022 Departures
## 762 Aston Villa Premier League England 2022 Departures
## 763 Wolverhampton Wanderers Premier League England 2022 Departures
## 764 Wolverhampton Wanderers Premier League England 2022 Departures
## 765 Wolverhampton Wanderers Premier League England 2022 Departures
## 766 Wolverhampton Wanderers Premier League England 2022 Departures
## 767 Leicester City Championship England 2022 Arrivals
## 768 West Ham United Premier League England 2022 Departures
## 769 West Ham United Premier League England 2022 Departures
## 770 West Ham United Premier League England 2022 Departures
## 771 Southampton FC Championship England 2022 Arrivals
## 772 Southampton FC Championship England 2022 Departures
## 773 Southampton FC Championship England 2022 Departures
## 774 Southampton FC Championship England 2022 Departures
## 775 Southampton FC Championship England 2022 Departures
## 776 Everton FC Premier League England 2022 Arrivals
## 777 Everton FC Premier League England 2022 Departures
## 778 Everton FC Premier League England 2022 Departures
## 779 Everton FC Premier League England 2022 Departures
## 780 Everton FC Premier League England 2022 Departures
## 781 Everton FC Premier League England 2022 Departures
## 782 Nottingham Forest Premier League England 2022 Arrivals
## 783 Nottingham Forest Premier League England 2022 Arrivals
## 784 Nottingham Forest Premier League England 2022 Arrivals
## 785 Nottingham Forest Premier League England 2022 Arrivals
## 786 Nottingham Forest Premier League England 2022 Departures
## 787 Nottingham Forest Premier League England 2022 Departures
## 788 Nottingham Forest Premier League England 2022 Departures
## 789 Nottingham Forest Premier League England 2022 Departures
## 790 Nottingham Forest Premier League England 2022 Departures
## 791 Nottingham Forest Premier League England 2022 Departures
## 792 Nottingham Forest Premier League England 2022 Departures
## 793 Nottingham Forest Premier League England 2022 Arrivals
## 794 Nottingham Forest Premier League England 2022 Arrivals
## 795 Brentford FC Premier League England 2022 Arrivals
## 796 Brentford FC Premier League England 2022 Arrivals
## 797 Brentford FC Premier League England 2022 Departures
## 798 Brentford FC Premier League England 2022 Departures
## 799 Leeds United Championship England 2022 Arrivals
## 800 Leeds United Championship England 2022 Arrivals
## 801 Leeds United Championship England 2022 Departures
## 802 Leeds United Championship England 2022 Departures
## 803 Leeds United Championship England 2022 Departures
## 804 Crystal Palace Premier League England 2022 Arrivals
## 805 Crystal Palace Premier League England 2022 Arrivals
## 806 Crystal Palace Premier League England 2022 Departures
## 807 Crystal Palace Premier League England 2022 Departures
## 808 Crystal Palace Premier League England 2022 Departures
## 809 Crystal Palace Premier League England 2022 Departures
## 810 Fulham FC Premier League England 2022 Arrivals
## 811 Fulham FC Premier League England 2022 Departures
## 812 Fulham FC Premier League England 2022 Departures
## 813 Fulham FC Premier League England 2022 Departures
## 814 Fulham FC Premier League England 2022 Departures
## 815 AFC Bournemouth Premier League England 2022 Arrivals
## 816 AFC Bournemouth Premier League England 2022 Arrivals
## 817 AFC Bournemouth Premier League England 2022 Arrivals
## 818 AFC Bournemouth Premier League England 2022 Departures
## 819 AFC Bournemouth Premier League England 2022 Arrivals
## 820 Manchester City Premier League England 2023 Departures
## 821 Manchester City Premier League England 2023 Departures
## 822 Manchester City Premier League England 2023 Departures
## 823 Manchester City Premier League England 2023 Departures
## 824 Manchester City Premier League England 2023 Departures
## 825 Arsenal FC Premier League England 2023 Departures
## 826 Arsenal FC Premier League England 2023 Departures
## 827 Arsenal FC Premier League England 2023 Departures
## 828 Chelsea FC Premier League England 2023 Arrivals
## 829 Chelsea FC Premier League England 2023 Departures
## 830 Chelsea FC Premier League England 2023 Departures
## 831 Chelsea FC Premier League England 2023 Departures
## 832 Chelsea FC Premier League England 2023 Departures
## 833 Chelsea FC Premier League England 2023 Departures
## 834 Liverpool FC Premier League England 2023 Departures
## 835 Liverpool FC Premier League England 2023 Departures
## 836 Liverpool FC Premier League England 2023 Departures
## 837 Liverpool FC Premier League England 2023 Departures
## 838 Tottenham Hotspur Premier League England 2023 Arrivals
## 839 Tottenham Hotspur Premier League England 2023 Departures
## 840 Tottenham Hotspur Premier League England 2023 Departures
## 841 Manchester United Premier League England 2023 Arrivals
## 842 Manchester United Premier League England 2023 Departures
## 843 Aston Villa Premier League England 2023 Arrivals
## 844 Aston Villa Premier League England 2023 Departures
## 845 Aston Villa Premier League England 2023 Departures
## 846 Aston Villa Premier League England 2023 Departures
## 847 Newcastle United Premier League England 2023 Departures
## 848 Brighton & Hove Albion Premier League England 2023 Arrivals
## 849 Brighton & Hove Albion Premier League England 2023 Arrivals
## 850 Brighton & Hove Albion Premier League England 2023 Departures
## 851 Crystal Palace Premier League England 2023 Arrivals
## 852 Crystal Palace Premier League England 2023 Departures
## 853 Crystal Palace Premier League England 2023 Departures
## 854 Crystal Palace Premier League England 2023 Departures
## 855 Crystal Palace Premier League England 2023 Departures
## 856 West Ham United Premier League England 2023 Departures
## 857 Brentford FC Premier League England 2023 Departures
## 858 Brentford FC Premier League England 2023 Departures
## 859 Nottingham Forest Premier League England 2023 Arrivals
## 860 Nottingham Forest Premier League England 2023 Departures
## 861 Nottingham Forest Premier League England 2023 Departures
## 862 Nottingham Forest Premier League England 2023 Departures
## 863 AFC Bournemouth Premier League England 2023 Departures
## 864 AFC Bournemouth Premier League England 2023 Departures
## 865 AFC Bournemouth Premier League England 2023 Departures
## 866 Wolverhampton Wanderers Premier League England 2023 Arrivals
## 867 Wolverhampton Wanderers Premier League England 2023 Arrivals
## 868 Wolverhampton Wanderers Premier League England 2023 Departures
## 869 Wolverhampton Wanderers Premier League England 2023 Departures
## 870 Wolverhampton Wanderers Premier League England 2023 Departures
## 871 Wolverhampton Wanderers Premier League England 2023 Departures
## 872 Wolverhampton Wanderers Premier League England 2023 Departures
## 873 Everton FC Premier League England 2023 Arrivals
## 874 Everton FC Premier League England 2023 Departures
## 875 Everton FC Premier League England 2023 Departures
## 876 Everton FC Premier League England 2023 Departures
## 877 Fulham FC Premier League England 2023 Arrivals
## 878 Fulham FC Premier League England 2023 Departures
## 879 Fulham FC Premier League England 2023 Departures
## 880 Fulham FC Premier League England 2023 Departures
## 881 Fulham FC Premier League England 2023 Departures
## 882 Fulham FC Premier League England 2023 Departures
## 883 Fulham FC Premier League England 2023 Departures
## 884 Fulham FC Premier League England 2023 Departures
## 885 Burnley FC Premier League England 2023 Arrivals
## 886 Burnley FC Premier League England 2023 Arrivals
## 887 Burnley FC Premier League England 2023 Arrivals
## 888 Burnley FC Premier League England 2023 Departures
## 889 Burnley FC Premier League England 2023 Departures
## 890 Sheffield United Premier League England 2023 Arrivals
## 891 Sheffield United Premier League England 2023 Departures
## 892 Sheffield United Premier League England 2023 Departures
## 893 Sheffield United Premier League England 2023 Departures
## 894 Luton Town Premier League England 2023 Arrivals
## 895 Luton Town Premier League England 2023 Arrivals
## 896 Luton Town Premier League England 2023 Departures
## 897 Luton Town Premier League England 2023 Departures
## player_name
## 1 Didier Drogba
## 2 Samuel Eto'o
## 3 Ashley Cole
## 4 Frank Lampard
## 5 Sam Hutchinson
## 6 Jhon Pírez
## 7 Mark Schwarzer
## 8 Nemanja Vidic<U+200E>
## 9 Rio Ferdinand
## 10 Federico Macheda
## 11 Davide Petrucci
## 12 Anderson
## 13 Darren Fletcher
## 14 Bacary Sagna
## 15 Joleon Lescott
## 16 Gareth Barry
## 17 Costel Pantilimon
## 18 Bacary Sagna
## 19 Nicklas Bendtner
## 20 Lukasz Fabianski
## 21 Daniel Boateng
## 22 Kevin Stewart
## 23 Lawrence Vigouroux
## 24 Heurelho Gomes
## 25 Cameron Lancaster
## 26 Danny Fox
## 27 Lee Barnard
## 28 Jonathan Forte
## 29 Samuel Eto'o
## 30 Gareth Barry
## 31 Tolis Vellios
## 32 Magaye Gueye
## 33 Samuel Eto'o
## 34 Jack Colback
## 35 Shola Ameobi
## 36 Dan Gosling
## 37 Romain Amalfitano
## 38 Conor Newton
## 39 Steven Logan
## 40 Joe Cole
## 41 Matthew Taylor
## 42 Stephen Henderson
## 43 Jordan Spence
## 44 Ricardo Vaz Tê
## 45 Bafétimbi Gomis
## 46 Lukasz Fabianski
## 47 José Alberto Cañas
## 48 Alejandro Pozuelo
## 49 David N'Gog
## 50 Leroy Lita
## 51 Darnel Situ
## 52 Jernade Meade
## 53 Matty Fryatt
## 54 Robert Koren
## 55 Nick Proschwitz
## 56 Cameron Stewart
## 57 Conor Henderson
## 58 Jack Barlow
## 59 Joe Cole
## 60 Philippe Senderos
## 61 Marc Albrighton
## 62 Nathan Delfouneso
## 63 Michael Drennan
## 64 Rio Ferdinand
## 65 Stéphane Mbia
## 66 Gary O'Neil
## 67 Júlio César
## 68 Yossi Benayoun
## 69 Aaron Hughes
## 70 Mo Shariff
## 71 Tom Hitchcock
## 72 Mame Diouf
## 73 Phil Bardsley
## 74 Steve Sidwell
## 75 Dionatan Teixeira
## 76 Ben Glasgow
## 77 Brede Hangeland
## 78 Chris Kettings
## 79 Kagisho Dikgacoi
## 80 Jonathan Parr
## 81 Dean Moxey
## 82 Danny Gabbidon
## 83 Neil Alexander
## 84 Aaron Wilbraham
## 85 Osman Sow
## 86 Joleon Lescott
## 87 Craig Gardner
## 88 Georgios Samaras
## 89 Chris Baird
## 90 Liam Ridgewell
## 91 Billy Jones
## 92 Zoltán Gera
## 93 Steven Reid
## 94 Scott Allan
## 95 Cameron Gayle
## 96 Darren Fletcher
## 97 Jordi Gómez
## 98 Costel Pantilimon
## 99 Billy Jones
## 100 Craig Gardner
## 101 Jack Colback
## 102 Phil Bardsley
## 103 Modibo Diakité
## 104 David Vaughan
## 105 Carlos Cuéllar
## 106 Keiren Westwood
## 107 Óscar Ustari
## 108 John Egan
## 109 Louis Laing
## 110 Billy Knott
## 111 Scott Harrison
## 112 Esteban Cambiasso
## 113 Marc Albrighton
## 114 Ben Hamer
## 115 Matthew Upson
## 116 Jonny Maddison
## 117 Zak Whitbread
## 118 Lloyd Dyer
## 119 Márkó Futács
## 120 Neil Danns
## 121 George Taft
## 122 Ben Frempah
## 123 Mark Schwarzer
## 124 Matthew Taylor
## 125 Steven Reid
## 126 Matt Gilks
## 127 Junior Stanislas
## 128 David Edgar
## 129 Chris Baird
## 130 Keith Treacy
## 131 Joseph Mills
## 132 Brian Stock
## 133 Nick Liversedge
## 134 Micah Evans
## 135 Luke Gallagher
## 136 Kyle Brownhill
## 137 Danilo Pantic
## 138 Didier Drogba
## 139 Ulises Dávila
## 140 Luke Brattan
## 141 James Milner
## 142 Micah Richards
## 143 John Guidetti
## 144 Adam Drury
## 145 Luke Brattan
## 146 Ryo Miyaichi
## 147 Abou Diaby
## 148 Semi Ajayi
## 149 Sergio Romero
## 150 Tom Cleverley
## 151 Anders Lindegaard
## 152 Ben Amos
## 153 Tom Thorpe
## 154 Vanja Milinkovic-Savic
## 155 James Milner
## 156 Ádám Bogdán
## 157 Glen Johnson
## 158 Steven Gerrard
## 159 Brad Jones
## 160 Rafa Páez
## 161 Bongani Khumalo
## 162 Cristian Ceballos
## 163 Tomislav Gomelt
## 164 Jonathan Miles
## 165 Jordan Archer
## 166 Tom Cleverley
## 167 Antolín Alcaraz
## 168 Sylvain Distin
## 169 John Lundstram
## 170 Ben McLaughlin
## 171 Daniel Osvaldo
## 172 Jos Hooiveld
## 173 Emmanuel Mayuka
## 174 Artur Boruc
## 175 Darren Randolph
## 176 Nenê
## 177 Jussi Jääskeläinen
## 178 Dan Potts
## 179 Paul McCallum
## 180 Sean Maguire
## 181 Jonás Gutiérrez
## 182 Ryan Taylor
## 183 Jak Alnwick
## 184 Adam Campbell
## 185 Christian Fuchs
## 186 Esteban Cambiasso
## 187 Anthony Knockaert
## 188 Matthew Upson
## 189 Paul Gallagher
## 190 Adam Smith
## 191 Adam Dawson
## 192 Alie Sesay
## 193 Glen Johnson
## 194 Ibrahim Afellay
## 195 Shay Given
## 196 Jamie Ness
## 197 Alex Grant
## 198 André Ayew
## 199 Curtis Obeng
## 200 David Cornell
## 201 Rory Donnelly
## 202 Michu
## 203 Allan Nyom
## 204 Miguel Britos
## 205 Sebastian Prödl
## 206 Giedrius Arlauskis
## 207 Cristian Battocchio
## 208 Vujadin Savic
## 209 Connor Smith
## 210 Bakary Sako
## 211 Kleton Perntreou
## 212 Barry Bannan
## 213 Owen Garvan
## 214 Peter Ramage
## 215 Stephen Dobbie
## 216 Lewis Price
## 217 Michael Chambers
## 218 Micah Richards
## 219 Mark Bunn
## 220 Darren Bent
## 221 Nicklas Helenius
## 222 Aleksandar Tonev
## 223 Antonio Luna
## 224 Shay Given
## 225 Enda Stevens
## 226 Graham Burke
## 227 Philippe Senderos
## 228 Joe Cole
## 229 Youssouf Mulumbu
## 230 Jake Kean
## 231 Javier Garrido
## 232 Carlos Cuéllar
## 233 Ignasi Miquel
## 234 Mark Bunn
## 235 Anders Lindegaard
## 236 Youssouf Mulumbu
## 237 Chris Baird
## 238 Jason Davidson
## 239 Joel Dixon
## 240 Ricardo Álvarez
## 241 Artur Boruc
## 242 Adam Federici
## 243 Joshua King
## 244 Sylvain Distin
## 245 Jordan Green
## 246 Lee Camp
## 247 Josh McQuoid
## 248 Joe Partington
## 249 Mohamed Coulibaly
## 250 Elliott Ward
## 251 John Obi Mikel
## 252 Branislav Ivanovic
## 253 Aaron Mooy
## 254 Martín Demichelis
## 255 Tomas Rosicky
## 256 Zlatan Ibrahimovic
## 257 Víctor Valdés
## 258 Nick Powell
## 259 Bastian Schweinsteiger
## 260 Joel Matip
## 261 Alexander Manninger
## 262 Mario Balotelli
## 263 Kolo Touré
## 264 Tim Howard
## 265 Steven Pienaar
## 266 Sofiane Feghouli
## 267 Håvard Nordtveit
## 268 Álvaro Arbeloa
## 269 Ashley Fletcher
## 270 Jérémy Pied
## 271 Gastón Ramírez
## 272 Steve Mandanda
## 273 Adrian Mariappa
## 274 Chris Kettings
## 275 Connor Dymond
## 276 Luis Hernández
## 277 Gökhan Inler
## 278 Paul Konchesky
## 279 Jacob Blyth
## 280 Dean Hammond
## 281 Ryan Watson
## 282 Jonny Maddison
## 283 Steve Sidwell
## 284 Dionatan Teixeira
## 285 Adrian Mariappa
## 286 Jerome Sinclair
## 287 Uche Agbo
## 288 Gabriele Angella
## 289 Daniel Pudil
## 290 Essaïd Belkalem
## 291 Sean Murray
## 292 Uche Ikpeazu
## 293 Luke Simpson
## 294 Mark Birighitti
## 295 Lee Lucas
## 296 Jonathan Edwards
## 297 Sone Aluko
## 298 Calaum Jahraldo-Martin
## 299 Dusan Kuciak
## 300 Steven Pienaar
## 301 Steven Fletcher
## 302 Jordi Gómez
## 303 Danny Graham
## 304 Valentin Roberge
## 305 Mikael Mandron
## 306 Sam Brotherton
## 307 Stéphane Zubar
## 308 Jayden Stockley
## 309 Josh Wakefield
## 310 Josh Carmichael
## 311 Brandon Goodship
## 312 Gastón Ramírez
## 313 Víctor Valdés
## 314 Brad Guzan
## 315 Bernardo Espinosa
## 316 Mustapha Carayol
## 317 Rhys Williams
## 318 Bryn Morris
## 319 Hal Robson-Kanu
## 320 Anders Lindegaard
## 321 Jonas Olsson
## 322 David Jones
## 323 Joey Barton
## 324 Matt Gilks
## 325 Matthew Taylor
## 326 Lloyd Dyer
## 327 Luke Conlan
## 328 Danny Lafferty
## 329 Jesús Navas
## 330 Pablo Zabaleta
## 331 Gaël Clichy
## 332 Willy Caballero
## 333 Willy Caballero
## 334 Loïc Rémy
## 335 John Terry
## 336 Cristian Cuevas
## 337 Dominic Solanke
## 338 Wayne Rooney
## 339 Zlatan Ibrahimovic
## 340 Sead Kolasinac
## 341 Yaya Sanogo
## 342 Mathieu Debuchy
## 343 Wayne Rooney
## 344 Cuco Martina
## 345 Arouna Koné
## 346 Leandro Rodríguez
## 347 Conor McAleny
## 348 George Thomas
## 349 Jack Rose
## 350 Martín Cáceres
## 351 Cuco Martina
## 352 Lloyd Isgrove
## 353 Pablo Zabaleta
## 354 Stephen Hendrie
## 355 Raphael Spiegel
## 356 Dion Henry
## 357 Fraizer Campbell
## 358 Zeki Fryers
## 359 Hiram Boateng
## 360 Kwesi Appiah
## 361 Tim Krul
## 362 Vurnon Anita
## 363 Yoan Gouffran
## 364 Sammy Ameobi
## 365 Haris Vuckic
## 366 Lubomir Satka
## 367 Kiko Femenía
## 368 Daniel Bachmann
## 369 Jorge Segura
## 370 Juan Carlos Paredes
## 371 Giedrius Arlauskis
## 372 Mathias Ranégie
## 373 Rene Gilmartin
## 374 Ben Watson
## 375 Eric-Maxim Choupo-Moting
## 376 Darren Fletcher
## 377 Josh Tymon
## 378 George Waring
## 379 Charlie Taylor
## 380 George Boyd
## 381 Rouwen Hennings
## 382 Michael Kightly
## 383 George Green
## 384 Fredrik Ulvestad
## 385 Alex Whitmore
## 386 Harry Flowers
## 387 Callum McManaman
## 388 Darren Fletcher
## 389 Sébastien Pocognoli
## 390 Erwin Mulder
## 391 Franck Tabanou
## 392 Marvin Emnes
## 393 Mark Birighitti
## 394 Liam Shephard
## 395 Tim Krul
## 396 David Stockdale
## 397 Vegard Forren
## 398 Elvis Manu
## 399 Chris O'Grady
## 400 Joe Ward
## 401 Kazenga LuaLua
## 402 Jermain Defoe
## 403 Connor Mahoney
## 404 Marc Wilson
## 405 Jordan Green
## 406 Danny Williams
## 407 Rob Green
## 408 Joe Murphy
## 409 Florent Bojaj
## 410 Yaya Touré
## 411 Emre Can
## 412 Jon Flanagan
## 413 Lazar Markovic
## 414 Rob Green
## 415 Matej Delac
## 416 Stephan Lichtsteiner
## 417 Jack Wilshere
## 418 Santi Cazorla
## 419 Bernard
## 420 Wayne Rooney
## 421 Joel Robles
## 422 Ben Hamer
## 423 Josh Gordon
## 424 Jack Wilshere
## 425 Ryan Fredericks
## 426 Carlos Sánchez
## 427 Adam Federici
## 428 Ryan Allsop
## 429 Baily Cargill
## 430 Jérémy Pied
## 431 Florin Gardo<U+0219>
## 432 Ryan Seager
## 433 Max Kilman
## 434 Duckens Nazon
## 435 Jonathan Flatt
## 436 Paul Gladon
## 437 Max Meyer
## 438 Vicente Guaita
## 439 Yohan Cabaye
## 440 Damien Delaney
## 441 Bakary Sako
## 442 Jordon Mutch
## 443 Jonny Williams
## 444 Sullay Kaikai
## 445 Ryan Fredericks
## 446 George Williams
## 447 Lazar Markovic
## 448 Sung-yueng Ki
## 449 Massadio Haidara
## 450 Stuart Findlay
## 451 Kwasi Sibo
## 452 Brice Dja Djedje
## 453 Scott Arfield
## 454 Dean Marney
## 455 Chris Long
## 456 Tom Anderson
## 457 Peter Crouch
## 458 Leon Balogun
## 459 Jason Steele
## 460 Tim Krul
## 461 Uwe Hünemeier
## 462 Niki Mäenpää
## 463 Tyler Hornby-Forbes
## 464 Erik Durm
## 465 Ben Hamer
## 466 Sean Scannell
## 467 Rob Green
## 468 Jordy Hiwula
## 469 Tareiq Holmes-Dennis
## 470 Lee Camp
## 471 Matty Kennedy
## 472 Ben Wilson
## 473 Anthony Pilkington
## 474 Ibrahim Meite
## 475 Eliaquim Mangala
## 476 Vincent Kompany
## 477 Luke Brattan
## 478 Anthony Cáceres
## 479 Adrián
## 480 Andy Lonergan
## 481 Daniel Sturridge
## 482 Alberto Moreno
## 483 Fernando Llorente
## 484 Josh Onomah
## 485 Victor Wanyama
## 486 Gary Cahill
## 487 Todd Kane
## 488 Eduardo
## 489 Ander Herrera
## 490 Antonio Valencia
## 491 James Wilson
## 492 Aaron Ramsey
## 493 Danny Welbeck
## 494 Stephan Lichtsteiner
## 495 Jonas Lössl
## 496 Kevin Mirallas
## 497 Ashley Williams
## 498 Brendan Galloway
## 499 Phil Jagielka
## 500 Mateusz Hewelt
## 501 Callum Hulme
## 502 Shinji Okazaki
## 503 Michal Zyro
## 504 Ethan Ebanks-Landell
## 505 Jack Ruddy
## 506 Leonardo Campana
## 507 Sylvain Deslandes
## 508 Roberto
## 509 David Martin
## 510 Andy Carroll
## 511 Samir Nasri
## 512 Adrián
## 513 Moses Makasi
## 514 Marc Pugh
## 515 Andy Carroll
## 516 Mohamed Diamé
## 517 Sung-yueng Ki
## 518 Albert Adomah
## 519 Tommy Elphick
## 520 Ritchie De Laet
## 521 Glenn Whelan
## 522 Borja Bastón
## 523 Jordy Clasie
## 524 Steven Davis
## 525 Tomer Hemed
## 526 Markus Suttner
## 527 Leon Balogun
## 528 Richie Towell
## 529 Soufyan Ahannach
## 530 Danny Welbeck
## 531 Tom Dele-Bashiru
## 532 Gary Cahill
## 533 Stephen Henderson
## 534 Jason Puncheon
## 535 Pape Souaré
## 536 Steven Defour
## 537 Stephen Ward
## 538 Anders Lindegaard
## 539 Conor Mitchell
## 540 Ntumba Massanka
## 541 Josip Drmic
## 542 Ivo Pinto
## 543 Yanic Wildschut
## 544 Steven Naismith
## 545 Tristan Abrahams
## 546 James Husband
## 547 Michael Verrips
## 548 Phil Jagielka
## 549 Ravel Morrison
## 550 Conor Washington
## 551 Martin Cranie
## 552 Paul Coutts
## 553 Danny Lafferty
## 554 Samir Carruthers
## 555 Caolan Lavery
## 556 Jake Bennett
## 557 Jake Bennett
## 558 David Silva
## 559 Aleix García
## 560 Claudio Bravo
## 561 Adam Lallana
## 562 Nathaniel Clyne
## 563 Malang Sarr
## 564 Thiago Silva
## 565 Willian
## 566 Pedro
## 567 Lucas Piazón
## 568 Edinson Cavani
## 569 Alexis Sánchez
## 570 Angel Gomes
## 571 Cameron Borthwick-Jackson
## 572 Marcos Rojo
## 573 Joe Hart
## 574 Jan Vertonghen
## 575 Willian
## 576 Cédric Soares
## 577 Henrikh Mkhitaryan
## 578 Shkodran Mustafi
## 579 Mesut Özil
## 580 Sokratis Papastathopoulos
## 581 Matt Macey
## 582 James Rodríguez
## 583 Sandro Ramírez
## 584 Luke Garbutt
## 585 Maarten Stekelenburg
## 586 Adrien Silva
## 587 Bartosz Kapustka
## 588 George Thomas
## 589 Islam Slimani
## 590 Matija Sarkic
## 591 Jordan Graham
## 592 Ming-Yang Yang
## 593 Roderick Miranda
## 594 Jota Peleteiro
## 595 Borja Bastón
## 596 James Chester
## 597 Henri Lansbury
## 598 Roberto
## 599 Adam Lallana
## 600 Danny Welbeck
## 601 Martín Montoya
## 602 Glenn Murray
## 603 Cédric Soares
## 604 Sofiane Boufal
## 605 Guido Carrillo
## 606 Maya Yoshida
## 607 Jack Rose
## 608 Ryan Fraser
## 609 Jeff Hendrick
## 610 Mark Gillespie
## 611 Jack Colback
## 612 DeAndre Yedlin
## 613 Rolando Aarons
## 614 Achraf Lazaar
## 615 Luca de la Torre
## 616 Jordan Archer
## 617 Jean-Kévin Augustin
## 618 Jay-Roy Grot
## 619 Conor Shaughnessy
## 620 Nathaniel Clyne
## 621 Nathan Ferguson
## 622 Dion Henry
## 623 Harry Freedman
## 624 Max Meyer
## 625 Wes Foderingham
## 626 Ravel Morrison
## 627 Leon Clarke
## 628 Mark Duffy
## 629 Branislav Ivanovic
## 630 Nathan Ferguson
## 631 Chris Brunt
## 632 Andy Lonergan
## 633 Jonathan Bond
## 634 Jeff Hendrick
## 635 Aaron Lennon
## 636 Joe Hart
## 637 Aiden O'Neill
## 638 Scott Carson
## 639 Eric García
## 640 Sergio Agüero
## 641 Philippe Sandler
## 642 Patrick Roberts
## 643 Erik Palmer-Brown
## 644 Georginio Wijnaldum
## 645 Marcus Bettinelli
## 646 Marco van Ginkel
## 647 Izzy Brown
## 648 Danilo Pantic
## 649 Lewis Baker
## 650 Tom Heaton
## 651 Joel Pereira
## 652 Erik Lamela
## 653 Danny Rose
## 654 Paulo Gazzaniga
## 655 Dele Alli
## 656 Willian
## 657 David Luiz
## 658 Pierre-Emerick Aubameyang
## 659 Calum Chambers
## 660 Sead Kolasinac
## 661 Dejan Iliev
## 662 Ryan Bertrand
## 663 Matty James
## 664 Christian Fuchs
## 665 Filip Benkovic
## 666 Ashley Young
## 667 Tom Heaton
## 668 Calum Chambers
## 669 Andros Townsend
## 670 Salomón Rondón
## 671 Asmir Begovic
## 672 Andy Lonergan
## 673 Joshua King
## 674 Theo Walcott
## 675 Yannick Bolasie
## 676 Matthew Pennington
## 677 Dele Alli
## 678 Louie Moulden
## 679 Fabián Balbuena
## 680 Davy Pröpper
## 681 Mathew Ryan
## 682 José Izquierdo
## 683 Jürgen Locadia
## 684 Billy Arce
## 685 Yoshinori Muto
## 686 Christian Atsu
## 687 Ezgjan Alioski
## 688 Barry Douglas
## 689 Pablo Hernández
## 690 Ouasim Bouy
## 691 Robbie Gotts
## 692 Jordan Stevens
## 693 Theo Walcott
## 694 Ryan Bertrand
## 695 Wesley Hoedt
## 696 Jake Hesketh
## 697 Zanka
## 698 Emiliano Marcondes
## 699 Henrik Dalsgaard
## 700 Luke Daniels
## 701 Remi Matthews
## 702 Jacob Montes
## 703 Patrick van Aanholt
## 704 Andros Townsend
## 705 Mamadou Sakho
## 706 James McCarthy
## 707 Gary Cahill
## 708 Scott Dann
## 709 Wayne Hennessey
## 710 Harry Freedman
## 711 Tom Trybull
## 712 Mario Vrancic
## 713 Marco Stiepermann
## 714 Ørjan Nyland
## 715 Moritz Leitner
## 716 Philip Heise
## 717 Louis Thompson
## 718 Joshua King
## 719 Danny Rose
## 720 Ashley Fletcher
## 721 Kwadwo Baah
## 722 Nathaniel Chalobah
## 723 Troy Deeney
## 724 Filip Stuparevic
## 725 Achraf Lazaar
## 726 Kwasi Sibo
## 727 Henry Ochieng
## 728 Aaron Lennon
## 729 Wayne Hennessey
## 730 Jimmy Dunne
## 731 Stefan Ortega
## 732 Fernandinho
## 733 Daniel Arzani
## 734 Ryotaro Meshino
## 735 Héctor Bellerín
## 736 Alexandre Lacazette
## 737 Antonio Rüdiger
## 738 Andreas Christensen
## 739 Marcos Alonso
## 740 Matt Miazga
## 741 Jake Clarke-Salter
## 742 Charly Musonda Jr.
## 743 Christian Eriksen
## 744 Paul Pogba
## 745 Jesse Lingard
## 746 Nemanja Matic
## 747 Edinson Cavani
## 748 Juan Mata
## 749 Divock Origi
## 750 Sheyi Ojo
## 751 Ben Woodburn
## 752 Ivan Perisic
## 753 Fraser Forster
## 754 Matt Doherty
## 755 Federico Fernández
## 756 Dwight Gayle
## 757 Tudor Baluta
## 758 Florin Andone
## 759 Boubacar Kamara
## 760 Lovre Kalinic
## 761 Conor Hourihane
## 762 Frédéric Guilbert
## 763 Romain Saïss
## 764 Marçal
## 765 John Ruddy
## 766 Léo Bonatini
## 767 Alex Smithies
## 768 Andriy Yarmolenko
## 769 Ryan Fredericks
## 770 Darren Randolph
## 771 Mateusz Lis
## 772 Nathan Redmond
## 773 Fraser Forster
## 774 Shane Long
## 775 Harry Lewis
## 776 James Tarkowski
## 777 Allan
## 778 Jonjoe Kenny
## 779 Cenk Tosun
## 780 Salomón Rondón
## 781 Eldin Jakupovic
## 782 Jesse Lingard
## 783 Cheikhou Kouyaté
## 784 Wayne Hennessey
## 785 Adnan Kanuric
## 786 Joe Lolley
## 787 Tobias Figueiredo
## 788 Nuno Da Costa
## 789 Lewis Grabban
## 790 Carl Jenkinson
## 791 Nikolas Ioannou
## 792 Xande Silva
## 793 Gustavo Scarpa
## 794 André Ayew
## 795 Thomas Strakosha
## 796 Ben Mee
## 797 Christian Eriksen
## 798 Julian Jeanvier
## 799 Joel Robles
## 800 Sonny Perkins
## 801 Kiko Casilla
## 802 Laurens De Bock
## 803 Mateusz Klich
## 804 Sam Johnstone
## 805 Malcolm Ebiowei
## 806 Cheikhou Kouyaté
## 807 Martin Kelly
## 808 Jaroslaw Jach
## 809 Jacob Montes
## 810 Willian
## 811 Jean Michaël Seri
## 812 Alfie Mawson
## 813 Cyrus Christie
## 814 Josh Onomah
## 815 Joe Rothwell
## 816 Neto
## 817 Ryan Fredericks
## 818 Robbie Brady
## 819 Darren Randolph
## 820 Ilkay Gündogan
## 821 Benjamin Mendy
## 822 Nahuel Bustos
## 823 Zack Steffen
## 824 Slobodan Tedic
## 825 Nicolas Pépé
## 826 Ainsley Maitland-Niles
## 827 Rúnar Alex Rúnarsson
## 828 Diego Moreira
## 829 N'Golo Kanté
## 830 César Azpilicueta
## 831 Pierre-Emerick Aubameyang
## 832 Tiemoué Bakayoko
## 833 Abdul Rahman Baba
## 834 Roberto Firmino
## 835 Naby Keïta
## 836 Alex Oxlade-Chamberlain
## 837 James Milner
## 838 Manor Solomon
## 839 Lucas Moura
## 840 Hugo Lloris
## 841 Jonny Evans
## 842 Eric Bailly
## 843 Youri Tielemans
## 844 Wesley Moraes
## 845 Ashley Young
## 846 Bertrand Traoré
## 847 Javier Manquillo
## 848 Mahmoud Dahoud
## 849 James Milner
## 850 Haydon Roberts
## 851 Jefferson Lerma
## 852 Wilfried Zaha
## 853 Luka Milivojevic
## 854 Jack Butland
## 855 Vicente Guaita
## 856 Manuel Lanzini
## 857 Pontus Jansson
## 858 Joel Valencia
## 859 Ola Aina
## 860 Jack Colback
## 861 Cafú
## 862 Jordan Smith
## 863 Jefferson Lerma
## 864 Jordan Zemura
## 865 Jack Stacey
## 866 Matt Doherty
## 867 Tom King
## 868 Adama Traoré
## 869 Diego Costa
## 870 João Moutinho
## 871 Jonny Otto
## 872 Bruno Jordão
## 873 Ashley Young
## 874 Yerry Mina
## 875 Tom Davies
## 876 Asmir Begovic
## 877 Adama Traoré
## 878 Paulo Gazzaniga
## 879 Joe Bryan
## 880 Ivan Cavaleiro
## 881 Neeskens Kebano
## 882 Shane Duffy
## 883 Anthony Knockaert
## 884 Steven Sessegnon
## 885 Nathan Redmond
## 886 Han-Noah Massengo
## 887 Lawrence Vigouroux
## 888 Ashley Barnes
## 889 Will Norris
## 890 Tom Davies
## 891 Enda Stevens
## 892 Billy Sharp
## 893 John Fleck
## 894 Ross Barkley
## 895 Chiedozie Ogbene
## 896 Sonny Bradley
## 897 Harry Isted
## player_url
## 1 https://www.transfermarkt.com/didier-drogba/profil/spieler/3924
## 2 https://www.transfermarkt.com/samuel-etoo/profil/spieler/4257
## 3 https://www.transfermarkt.com/ashley-cole/profil/spieler/3182
## 4 https://www.transfermarkt.com/frank-lampard/profil/spieler/3163
## 5 https://www.transfermarkt.com/sam-hutchinson/profil/spieler/40617
## 6 https://www.transfermarkt.com/jhon-pirez/profil/spieler/177533
## 7 https://www.transfermarkt.com/mark-schwarzer/profil/spieler/3357
## 8 https://www.transfermarkt.com/nemanja-vidic-lrm-/profil/spieler/19726
## 9 https://www.transfermarkt.com/rio-ferdinand/profil/spieler/3235
## 10 https://www.transfermarkt.com/federico-macheda/profil/spieler/61887
## 11 https://www.transfermarkt.com/davide-petrucci/profil/spieler/96798
## 12 https://www.transfermarkt.com/anderson/profil/spieler/31645
## 13 https://www.transfermarkt.com/darren-fletcher/profil/spieler/3547
## 14 https://www.transfermarkt.com/bacary-sagna/profil/spieler/26764
## 15 https://www.transfermarkt.com/joleon-lescott/profil/spieler/4241
## 16 https://www.transfermarkt.com/gareth-barry/profil/spieler/3291
## 17 https://www.transfermarkt.com/costel-pantilimon/profil/spieler/47659
## 18 https://www.transfermarkt.com/bacary-sagna/profil/spieler/26764
## 19 https://www.transfermarkt.com/nicklas-bendtner/profil/spieler/34557
## 20 https://www.transfermarkt.com/lukasz-fabianski/profil/spieler/29692
## 21 https://www.transfermarkt.com/daniel-boateng/profil/spieler/122696
## 22 https://www.transfermarkt.com/kevin-stewart/profil/spieler/200782
## 23 https://www.transfermarkt.com/lawrence-vigouroux/profil/spieler/243591
## 24 https://www.transfermarkt.com/heurelho-gomes/profil/spieler/19059
## 25 https://www.transfermarkt.com/cameron-lancaster/profil/spieler/182660
## 26 https://www.transfermarkt.com/danny-fox/profil/spieler/31553
## 27 https://www.transfermarkt.com/lee-barnard/profil/spieler/4058
## 28 https://www.transfermarkt.com/jonathan-forte/profil/spieler/39505
## 29 https://www.transfermarkt.com/samuel-etoo/profil/spieler/4257
## 30 https://www.transfermarkt.com/gareth-barry/profil/spieler/3291
## 31 https://www.transfermarkt.com/tolis-vellios/profil/spieler/124495
## 32 https://www.transfermarkt.com/magaye-gueye/profil/spieler/91956
## 33 https://www.transfermarkt.com/samuel-etoo/profil/spieler/4257
## 34 https://www.transfermarkt.com/jack-colback/profil/spieler/61644
## 35 https://www.transfermarkt.com/shola-ameobi/profil/spieler/3276
## 36 https://www.transfermarkt.com/dan-gosling/profil/spieler/44983
## 37 https://www.transfermarkt.com/romain-amalfitano/profil/spieler/137841
## 38 https://www.transfermarkt.com/conor-newton/profil/spieler/222148
## 39 https://www.transfermarkt.com/steven-logan/profil/spieler/198463
## 40 https://www.transfermarkt.com/joe-cole/profil/spieler/3876
## 41 https://www.transfermarkt.com/matthew-taylor/profil/spieler/9218
## 42 https://www.transfermarkt.com/stephen-henderson/profil/spieler/52191
## 43 https://www.transfermarkt.com/jordan-spence/profil/spieler/61588
## 44 https://www.transfermarkt.com/ricardo-vaz-te/profil/spieler/9413
## 45 https://www.transfermarkt.com/bafetimbi-gomis/profil/spieler/22388
## 46 https://www.transfermarkt.com/lukasz-fabianski/profil/spieler/29692
## 47 https://www.transfermarkt.com/jose-alberto-canas/profil/spieler/69609
## 48 https://www.transfermarkt.com/alejandro-pozuelo/profil/spieler/188853
## 49 https://www.transfermarkt.com/david-ngog/profil/spieler/41242
## 50 https://www.transfermarkt.com/leroy-lita/profil/spieler/20975
## 51 https://www.transfermarkt.com/darnel-situ/profil/spieler/111059
## 52 https://www.transfermarkt.com/jernade-meade/profil/spieler/126195
## 53 https://www.transfermarkt.com/matty-fryatt/profil/spieler/14013
## 54 https://www.transfermarkt.com/robert-koren/profil/spieler/26946
## 55 https://www.transfermarkt.com/nick-proschwitz/profil/spieler/31535
## 56 https://www.transfermarkt.com/cameron-stewart/profil/spieler/73566
## 57 https://www.transfermarkt.com/conor-henderson/profil/spieler/91330
## 58 https://www.transfermarkt.com/jack-barlow/profil/spieler/329514
## 59 https://www.transfermarkt.com/joe-cole/profil/spieler/3876
## 60 https://www.transfermarkt.com/philippe-senderos/profil/spieler/4277
## 61 https://www.transfermarkt.com/marc-albrighton/profil/spieler/61560
## 62 https://www.transfermarkt.com/nathan-delfouneso/profil/spieler/62642
## 63 https://www.transfermarkt.com/michael-drennan/profil/spieler/61529
## 64 https://www.transfermarkt.com/rio-ferdinand/profil/spieler/3235
## 65 https://www.transfermarkt.com/stephane-mbia/profil/spieler/27470
## 66 https://www.transfermarkt.com/gary-oneil/profil/spieler/3995
## 67 https://www.transfermarkt.com/julio-cesar/profil/spieler/22412
## 68 https://www.transfermarkt.com/yossi-benayoun/profil/spieler/7858
## 69 https://www.transfermarkt.com/aaron-hughes/profil/spieler/3580
## 70 https://www.transfermarkt.com/mo-shariff/profil/spieler/264509
## 71 https://www.transfermarkt.com/tom-hitchcock/profil/spieler/121386
## 72 https://www.transfermarkt.com/mame-diouf/profil/spieler/62049
## 73 https://www.transfermarkt.com/phil-bardsley/profil/spieler/15773
## 74 https://www.transfermarkt.com/steve-sidwell/profil/spieler/13427
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## 833 https://www.transfermarkt.com/abdul-rahman-baba/profil/spieler/224884
## 834 https://www.transfermarkt.com/roberto-firmino/profil/spieler/131789
## 835 https://www.transfermarkt.com/naby-keita/profil/spieler/302215
## 836 https://www.transfermarkt.com/alex-oxlade-chamberlain/profil/spieler/143424
## 837 https://www.transfermarkt.com/james-milner/profil/spieler/3333
## 838 https://www.transfermarkt.com/manor-solomon/profil/spieler/396638
## 839 https://www.transfermarkt.com/lucas-moura/profil/spieler/77100
## 840 https://www.transfermarkt.com/hugo-lloris/profil/spieler/17965
## 841 https://www.transfermarkt.com/jonny-evans/profil/spieler/42412
## 842 https://www.transfermarkt.com/eric-bailly/profil/spieler/286384
## 843 https://www.transfermarkt.com/youri-tielemans/profil/spieler/249565
## 844 https://www.transfermarkt.com/wesley-moraes/profil/spieler/381362
## 845 https://www.transfermarkt.com/ashley-young/profil/spieler/14086
## 846 https://www.transfermarkt.com/bertrand-traore/profil/spieler/131996
## 847 https://www.transfermarkt.com/javier-manquillo/profil/spieler/162029
## 848 https://www.transfermarkt.com/mahmoud-dahoud/profil/spieler/191422
## 849 https://www.transfermarkt.com/james-milner/profil/spieler/3333
## 850 https://www.transfermarkt.com/haydon-roberts/profil/spieler/533523
## 851 https://www.transfermarkt.com/jefferson-lerma/profil/spieler/262980
## 852 https://www.transfermarkt.com/wilfried-zaha/profil/spieler/145988
## 853 https://www.transfermarkt.com/luka-milivojevic/profil/spieler/74300
## 854 https://www.transfermarkt.com/jack-butland/profil/spieler/128899
## 855 https://www.transfermarkt.com/vicente-guaita/profil/spieler/64399
## 856 https://www.transfermarkt.com/manuel-lanzini/profil/spieler/135853
## 857 https://www.transfermarkt.com/pontus-jansson/profil/spieler/125314
## 858 https://www.transfermarkt.com/joel-valencia/profil/spieler/175451
## 859 https://www.transfermarkt.com/ola-aina/profil/spieler/236490
## 860 https://www.transfermarkt.com/jack-colback/profil/spieler/61644
## 861 https://www.transfermarkt.com/cafu/profil/spieler/203655
## 862 https://www.transfermarkt.com/jordan-smith/profil/spieler/452707
## 863 https://www.transfermarkt.com/jefferson-lerma/profil/spieler/262980
## 864 https://www.transfermarkt.com/jordan-zemura/profil/spieler/633530
## 865 https://www.transfermarkt.com/jack-stacey/profil/spieler/249356
## 866 https://www.transfermarkt.com/matt-doherty/profil/spieler/171679
## 867 https://www.transfermarkt.com/tom-king/profil/spieler/215810
## 868 https://www.transfermarkt.com/adama-traore/profil/spieler/204103
## 869 https://www.transfermarkt.com/diego-costa/profil/spieler/44779
## 870 https://www.transfermarkt.com/joao-moutinho/profil/spieler/29364
## 871 https://www.transfermarkt.com/jonny-otto/profil/spieler/175446
## 872 https://www.transfermarkt.com/bruno-jordao/profil/spieler/415646
## 873 https://www.transfermarkt.com/ashley-young/profil/spieler/14086
## 874 https://www.transfermarkt.com/yerry-mina/profil/spieler/289446
## 875 https://www.transfermarkt.com/tom-davies/profil/spieler/314210
## 876 https://www.transfermarkt.com/asmir-begovic/profil/spieler/33873
## 877 https://www.transfermarkt.com/adama-traore/profil/spieler/204103
## 878 https://www.transfermarkt.com/paulo-gazzaniga/profil/spieler/195488
## 879 https://www.transfermarkt.com/joe-bryan/profil/spieler/194460
## 880 https://www.transfermarkt.com/ivan-cavaleiro/profil/spieler/149716
## 881 https://www.transfermarkt.com/neeskens-kebano/profil/spieler/111422
## 882 https://www.transfermarkt.com/shane-duffy/profil/spieler/119269
## 883 https://www.transfermarkt.com/anthony-knockaert/profil/spieler/149237
## 884 https://www.transfermarkt.com/steven-sessegnon/profil/spieler/406558
## 885 https://www.transfermarkt.com/nathan-redmond/profil/spieler/129078
## 886 https://www.transfermarkt.com/han-noah-massengo/profil/spieler/536508
## 887 https://www.transfermarkt.com/lawrence-vigouroux/profil/spieler/243591
## 888 https://www.transfermarkt.com/ashley-barnes/profil/spieler/63200
## 889 https://www.transfermarkt.com/will-norris/profil/spieler/285033
## 890 https://www.transfermarkt.com/tom-davies/profil/spieler/314210
## 891 https://www.transfermarkt.com/enda-stevens/profil/spieler/85706
## 892 https://www.transfermarkt.com/billy-sharp/profil/spieler/49542
## 893 https://www.transfermarkt.com/john-fleck/profil/spieler/54383
## 894 https://www.transfermarkt.com/ross-barkley/profil/spieler/131978
## 895 https://www.transfermarkt.com/chiedozie-ogbene/profil/spieler/392591
## 896 https://www.transfermarkt.com/sonny-bradley/profil/spieler/127794
## 897 https://www.transfermarkt.com/harry-isted/profil/spieler/284718
## player_position player_age player_nationality club_2
## 1 Centre-Forward 36 Cote d'Ivoire Galatasaray
## 2 Centre-Forward 33 Cameroon Everton
## 3 Left-Back 33 England AS Roma
## 4 Central Midfield 36 England New York City
## 5 Defensive Midfield 24 England Sheff Wed
## 6 Centre-Forward 21 Uruguay Getafe CF B
## 7 Goalkeeper 42 Australia Leicester
## 8 Centre-Back 32 Serbia Inter
## 9 Centre-Back 35 England QPR
## 10 Centre-Forward 22 Italy Cardiff
## 11 Central Midfield 22 Italy CFR Cluj
## 12 Central Midfield 26 Brazil Internacional
## 13 Central Midfield 31 Scotland West Brom
## 14 Right-Back 31 France Arsenal
## 15 Centre-Back 31 England West Brom
## 16 Defensive Midfield 33 England Everton
## 17 Goalkeeper 27 Romania Sunderland
## 18 Right-Back 31 France Man City
## 19 Centre-Forward 26 Denmark VfL Wolfsburg
## 20 Goalkeeper 29 Poland Swansea
## 21 Centre-Back 22 England FK Olimpik
## 22 Defensive Midfield 20 Jamaica Tottenham U21
## 23 Goalkeeper 20 Chile Tottenham U21
## 24 Goalkeeper 33 Brazil Watford
## 25 Centre-Forward 21 England Stevenage
## 26 Left-Back 28 Scotland Nottm Forest
## 27 Centre-Forward 29 England Southend United
## 28 Centre-Forward 28 Barbados Oldham Athletic
## 29 Centre-Forward 33 Cameroon Chelsea
## 30 Defensive Midfield 33 England Man City
## 31 Centre-Forward 22 Greece Lierse SK
## 32 Centre-Forward 24 Senegal Millwall
## 33 Centre-Forward 33 Cameroon Sampdoria
## 34 Defensive Midfield 24 England Sunderland
## 35 Centre-Forward 32 Nigeria Gaziantep FK
## 36 Central Midfield 24 England Bournemouth
## 37 Central Midfield 24 France Dijon
## 38 Central Midfield 22 England Rotherham
## 39 Defensive Midfield 19 Scotland Annan Athletic
## 40 Attacking Midfield 32 England Aston Villa
## 41 Left Midfield 32 England Burnley
## 42 Goalkeeper 26 Ireland Charlton
## 43 Right-Back 24 England MK Dons
## 44 Right Winger 28 Portugal Akhisarspor
## 45 Centre-Forward 28 France Olympique Lyon
## 46 Goalkeeper 29 Poland Arsenal
## 47 Defensive Midfield 27 Spain Espanyol
## 48 Attacking Midfield 22 Spain Rayo Vallecano
## 49 Centre-Forward 25 France Stade Reims
## 50 Centre-Forward 29 England Barnsley FC
## 51 Centre-Back 22 France Aarhus GF
## 52 Left-Back 21 Montserrat Hadley FC
## 53 Centre-Forward 28 England Nottm Forest
## 54 Attacking Midfield 33 Slovenia Melbourne City
## 55 Centre-Forward 27 Germany Brentford
## 56 Left Winger 23 England Ipswich
## 57 Central Midfield 22 Ireland Crawley Town
## 58 Midfielder 19 England Boston Utd
## 59 Attacking Midfield 32 England West Ham
## 60 Centre-Back 29 Switzerland Valencia
## 61 Right Midfield 24 England Leicester
## 62 Centre-Forward 23 England Blackpool
## 63 Centre-Forward 20 Ireland Shamrock Rovers
## 64 Centre-Back 35 England Man Utd
## 65 Defensive Midfield 28 Cameroon Sevilla FC
## 66 Central Midfield 31 England Norwich
## 67 Goalkeeper 34 Brazil Benfica
## 68 Right Winger 34 Israel Maccabi Haifa
## 69 Centre-Back 34 Northern Ireland Brighton
## 70 Centre-Forward 21 England Bradford
## 71 Centre-Forward 21 England MK Dons
## 72 Centre-Forward 26 Senegal Hannover 96
## 73 Right-Back 29 Scotland Sunderland
## 74 Central Midfield 31 England Fulham
## 75 Centre-Back 21 Slovakia Banska Bystrica
## 76 Right-Back 20 Ireland Harlow
## 77 Centre-Back 33 Norway Fulham
## 78 Goalkeeper 21 Scotland Blackpool
## 79 Central Midfield 29 South Africa Cardiff
## 80 Left-Back 25 Norway Ipswich
## 81 Left-Back 28 England Bolton
## 82 Centre-Back 35 Wales Cardiff
## 83 Goalkeeper 36 Scotland Heart of Midl.
## 84 Centre-Forward 34 England Bristol City
## 85 Centre-Forward 24 Sweden Heart of Midl.
## 86 Centre-Back 31 England Man City
## 87 Central Midfield 27 England Sunderland
## 88 Left Winger 29 Greece Celtic
## 89 Defensive Midfield 32 Northern Ireland Burnley
## 90 Centre-Back 29 England Portland
## 91 Right-Back 27 England Sunderland
## 92 Attacking Midfield 35 Hungary Ferencváros
## 93 Right-Back 33 Ireland Burnley
## 94 Attacking Midfield 22 Scotland Hibernian FC
## 95 Right-Back 21 England Shrewsbury
## 96 Central Midfield 31 Scotland Man Utd
## 97 Central Midfield 29 Spain Wigan
## 98 Goalkeeper 27 Romania Man City
## 99 Right-Back 27 England West Brom
## 100 Central Midfield 27 England West Brom
## 101 Defensive Midfield 24 England Newcastle
## 102 Right-Back 29 Scotland Stoke City
## 103 Centre-Back 27 France Dep. La Coruña
## 104 Defensive Midfield 31 Wales Nottm Forest
## 105 Centre-Back 32 Spain Norwich
## 106 Goalkeeper 29 Ireland Sheff Wed
## 107 Goalkeeper 28 Argentina Newell's
## 108 Centre-Back 21 Ireland Gillingham FC
## 109 Centre-Back 21 England Nottm Forest
## 110 Central Midfield 21 England Bradford
## 111 Centre-Back 21 England Hartlepool
## 112 Defensive Midfield 34 Argentina Inter
## 113 Right Midfield 24 England Aston Villa
## 114 Goalkeeper 26 England Charlton
## 115 Centre-Back 35 England Brighton
## 116 Goalkeeper 19 England Crawley Town
## 117 Centre-Back 30 United States Derby
## 118 Left Midfield 31 England Watford
## 119 Centre-Forward 24 Hungary Mersin TY
## 120 Central Midfield 31 Guyana Bolton
## 121 Centre-Back 20 England Burton Albion
## 122 Centre-Back 19 England Ross County
## 123 Goalkeeper 42 Australia Chelsea
## 124 Left Midfield 32 England West Ham
## 125 Right-Back 33 Ireland West Brom
## 126 Goalkeeper 32 Scotland Blackpool
## 127 Left Winger 24 England Bournemouth
## 128 Centre-Back 27 Canada Birmingham
## 129 Defensive Midfield 32 Northern Ireland West Brom
## 130 Left Midfield 25 Ireland Barnsley FC
## 131 Left-Back 24 England Oldham Athletic
## 132 Central Midfield 32 Wales Havant & Water.
## 133 Goalkeeper 26 England Guisborough
## 134 Centre-Forward 21 England Southport
## 135 Defender 20 Ireland Shelbourne
## 136 Left-Back 19 England Hyde United
## 137 Attacking Midfield 18 Serbia Partizan
## 138 Centre-Forward 37 Cote d'Ivoire Montréal
## 139 Attacking Midfield 24 Mexico Santos Laguna
## 140 Defensive Midfield 25 Australia Brisbane Roar
## 141 Central Midfield 29 England Liverpool
## 142 Right-Back 27 England Aston Villa
## 143 Centre-Forward 23 Sweden Celta de Vigo
## 144 Right-Back 21 England Bristol Rovers
## 145 Defensive Midfield 25 Australia Brisbane Roar
## 146 Right Winger 22 Japan FC St. Pauli
## 147 Central Midfield 29 France Marseille
## 148 Centre-Back 21 Nigeria Cardiff
## 149 Goalkeeper 28 Argentina Sampdoria
## 150 Central Midfield 25 England Everton
## 151 Goalkeeper 31 Denmark West Brom
## 152 Goalkeeper 25 England Bolton
## 153 Centre-Back 22 England Rotherham
## 154 Goalkeeper 18 Serbia Lechia Gdansk
## 155 Central Midfield 29 England Man City
## 156 Goalkeeper 27 Hungary Bolton
## 157 Right-Back 30 England Stoke City
## 158 Central Midfield 35 England Los Angeles
## 159 Goalkeeper 33 Australia Bradford
## 160 Centre-Back 20 Spain Alcorcón
## 161 Centre-Back 28 South Africa SuperSport Utd.
## 162 Attacking Midfield 22 Spain Charlton
## 163 Central Midfield 20 Croatia Bari
## 164 Goalkeeper 22 England Ebbsfleet
## 165 Goalkeeper 22 Scotland Millwall
## 166 Central Midfield 25 England Man Utd
## 167 Centre-Back 33 Paraguay UD Las Palmas
## 168 Centre-Back 37 France Bournemouth
## 169 Defensive Midfield 21 England Oxford United
## 170 Right-Back 20 Ireland Derry City
## 171 Centre-Forward 29 Italy FC Porto
## 172 Centre-Back 32 Netherlands AIK
## 173 Centre-Forward 24 Zambia FC Metz
## 174 Goalkeeper 35 Poland Bournemouth
## 175 Goalkeeper 28 Ireland Birmingham
## 176 Attacking Midfield 34 Brazil Vasco da Gama
## 177 Goalkeeper 40 Finland Wigan
## 178 Left-Back 21 England Luton
## 179 Centre-Forward 21 England Leyton Orient
## 180 Centre-Forward 21 Ireland Dundalk FC
## 181 Left Midfield 32 Argentina Dep. La Coruña
## 182 Right-Back 30 England Hull City
## 183 Goalkeeper 22 England Port Vale
## 184 Left Winger 20 England Notts County
## 185 Left-Back 29 Austria FC Schalke 04
## 186 Defensive Midfield 34 Argentina Olympiacos
## 187 Right Winger 23 France Standard Liège
## 188 Centre-Back 36 England MK Dons
## 189 Central Midfield 30 Scotland Preston
## 190 Goalkeeper 22 England Northampton
## 191 Right Winger 22 England Kidderminster
## 192 Centre-Back 21 Sierra Leone Barnet
## 193 Right-Back 30 England Liverpool
## 194 Attacking Midfield 29 Netherlands Barcelona
## 195 Goalkeeper 39 Ireland Aston Villa
## 196 Central Midfield 24 Scotland Scunthorpe Utd.
## 197 Centre-Back 21 Australia Perth Glory
## 198 Left Winger 25 Ghana Marseille
## 199 Right-Back 26 England Without Club
## 200 Goalkeeper 24 Wales Oldham Athletic
## 201 Centre-Forward 23 Northern Ireland Gillingham FC
## 202 Second Striker 29 Spain UP Langreo
## 203 Right-Back 27 Cameroon Udinese Calcio
## 204 Centre-Back 30 Uruguay SSC Napoli
## 205 Centre-Back 28 Austria Werder Bremen
## 206 Goalkeeper 27 Lithuania FCSB
## 207 Central Midfield 23 Italy Stade Brestois
## 208 Centre-Back 25 Serbia FC Sheriff
## 209 Central Midfield 22 Ireland AFC Wimbledon
## 210 Left Winger 27 Mali Wolves
## 211 Goalkeeper 20 Albania Hibernian FC
## 212 Central Midfield 25 Scotland Sheff Wed
## 213 Central Midfield 27 Ireland Colchester Utd.
## 214 Centre-Back 31 England Kerala Blasters
## 215 Centre-Forward 32 Scotland Bolton
## 216 Goalkeeper 30 Wales Sheff Wed
## 217 Centre-Back 21 England Welling Utd.
## 218 Right-Back 27 England Man City
## 219 Goalkeeper 30 England Norwich
## 220 Centre-Forward 31 England Derby
## 221 Centre-Forward 24 Denmark Aalborg BK
## 222 Left Winger 25 Bulgaria Frosinone
## 223 Left-Back 24 Spain SD Eibar
## 224 Goalkeeper 39 Ireland Stoke City
## 225 Left-Back 24 Ireland Portsmouth
## 226 Second Striker 21 Ireland Notts County
## 227 Centre-Back 30 Switzerland Grasshoppers
## 228 Attacking Midfield 34 England Coventry
## 229 Defensive Midfield 28 DR Congo West Brom
## 230 Goalkeeper 24 England Blackburn
## 231 Left-Back 30 Spain UD Las Palmas
## 232 Centre-Back 33 Spain UD Almería
## 233 Centre-Back 22 Spain Ponferradina
## 234 Goalkeeper 30 England Aston Villa
## 235 Goalkeeper 31 Denmark Man Utd
## 236 Defensive Midfield 28 DR Congo Norwich
## 237 Defensive Midfield 33 Northern Ireland Derby
## 238 Centre-Back 24 Australia Huddersfield
## 239 Goalkeeper 21 England Barrow
## 240 Central Midfield 27 Argentina Sampdoria
## 241 Goalkeeper 35 Poland Southampton
## 242 Goalkeeper 30 Australia Reading
## 243 Left Winger 23 Norway Blackburn
## 244 Centre-Back 37 France Everton
## 245 Right Winger 20 England Banbury
## 246 Goalkeeper 31 Northern Ireland Rotherham
## 247 Centre-Forward 25 Northern Ireland Luton
## 248 Right-Back 25 Wales Eastleigh
## 249 Centre-Forward 26 Senegal Racing
## 250 Centre-Back 31 England Blackburn
## 251 Defensive Midfield 29 Nigeria TJ Jinmen Tiger
## 252 Right-Back 32 Serbia Zenit S-Pb
## 253 Central Midfield 25 Australia Melbourne City
## 254 Centre-Back 35 Argentina Espanyol
## 255 Attacking Midfield 35 Czech Republic Sparta Prague
## 256 Centre-Forward 34 Sweden Paris SG
## 257 Goalkeeper 34 Spain Middlesbrough
## 258 Attacking Midfield 22 England Wigan
## 259 Central Midfield 32 Germany Chicago
## 260 Centre-Back 24 Cameroon FC Schalke 04
## 261 Goalkeeper 39 Austria FC Augsburg
## 262 Centre-Forward 26 Italy OGC Nice
## 263 Centre-Back 35 Cote d'Ivoire Celtic
## 264 Goalkeeper 37 United States Colorado
## 265 Left Midfield 34 South Africa Sunderland
## 266 Defensive Midfield 26 Algeria Valencia
## 267 Defensive Midfield 26 Norway Bor. M'gladbach
## 268 Right-Back 33 Spain Real Madrid
## 269 Centre-Forward 20 England Man Utd U21
## 270 Right-Back 27 France OGC Nice
## 271 Central Midfield 25 Uruguay Middlesbrough
## 272 Goalkeeper 31 France Marseille
## 273 Centre-Back 29 Jamaica Watford
## 274 Goalkeeper 23 Scotland Oldham Athletic
## 275 Defensive Midfield 21 England Bromley
## 276 Centre-Back 27 Spain Sporting Gijón
## 277 Defensive Midfield 32 Switzerland Besiktas
## 278 Left-Back 35 England Gillingham FC
## 279 Centre-Forward 23 England Motherwell FC
## 280 Central Midfield 33 England Sheff Utd
## 281 Defensive Midfield 22 England Barnet
## 282 Goalkeeper 21 England Yeovil Town
## 283 Central Midfield 33 England Brighton
## 284 Centre-Back 24 Slovakia FC Sheriff
## 285 Centre-Back 29 Jamaica Crystal Palace
## 286 Centre-Forward 19 England Liverpool U21
## 287 Defensive Midfield 20 Nigeria Udinese Calcio
## 288 Centre-Back 27 Italy Udinese Calcio
## 289 Left-Back 30 Czech Republic Sheff Wed
## 290 Centre-Back 27 Algeria US Orléans
## 291 Central Midfield 22 Ireland Swindon Town
## 292 Centre-Forward 21 Uganda Cambridge Utd.
## 293 Goalkeeper 21 England York City
## 294 Goalkeeper 25 Australia Newcastle
## 295 Central Midfield 24 Wales Motherwell FC
## 296 Centre-Forward 19 England Peterborough
## 297 Right Winger 27 Nigeria Fulham
## 298 Right Winger 23 Antigua and Barbuda Oldham Athletic
## 299 Goalkeeper 31 Slovakia Lechia Gdansk
## 300 Left Midfield 34 South Africa Everton
## 301 Centre-Forward 29 Scotland Sheff Wed
## 302 Central Midfield 31 Spain Wigan
## 303 Centre-Forward 30 England Blackburn
## 304 Centre-Back 29 Cyprus Apol. Limassol
## 305 Centre-Forward 21 France Eastleigh
## 306 Centre-Back 20 New Zealand Badgers
## 307 Centre-Back 29 Guadeloupe Weymouth FC
## 308 Centre-Forward 22 England Aberdeen FC
## 309 Central Midfield 22 England Aldershot
## 310 Central Midfield 21 Scotland Gosport Borough
## 311 Centre-Forward 22 England Yeovil Town
## 312 Central Midfield 25 Uruguay Southampton
## 313 Goalkeeper 34 Spain Man Utd
## 314 Goalkeeper 31 United States Aston Villa
## 315 Centre-Back 26 Colombia Sporting Gijón
## 316 Left Winger 27 The Gambia Nottm Forest
## 317 Centre-Back 27 Australia Perth Glory
## 318 Defensive Midfield 20 England Shrewsbury
## 319 Centre-Forward 27 Wales Reading
## 320 Goalkeeper 32 Denmark Preston
## 321 Centre-Back 34 Sweden Djurgården
## 322 Central Midfield 31 England Sheff Wed
## 323 Central Midfield 33 England Rangers
## 324 Goalkeeper 34 Scotland Rangers
## 325 Left Midfield 34 England Northampton
## 326 Left Midfield 33 England Burton Albion
## 327 Left-Back 21 Northern Ireland Morecambe FC
## 328 Left-Back 27 Northern Ireland Sheff Utd
## 329 Right-Back 31 Spain Sevilla FC
## 330 Right-Back 32 Argentina West Ham
## 331 Left-Back 31 France Basaksehir
## 332 Goalkeeper 35 Argentina Chelsea
## 333 Goalkeeper 35 Argentina Man City
## 334 Centre-Forward 30 France UD Las Palmas
## 335 Centre-Back 36 England Aston Villa
## 336 Left Winger 22 Chile Huachipato
## 337 Centre-Forward 19 England Chelsea U21
## 338 Centre-Forward 31 England Everton
## 339 Centre-Forward 36 Sweden Los Angeles
## 340 Centre-Back 24 Bosnia-Herzegovina FC Schalke 04
## 341 Centre-Forward 24 France Toulouse
## 342 Right-Back 32 France Saint-Étienne
## 343 Centre-Forward 31 England Man Utd
## 344 Centre-Back 27 Curacao Southampton
## 345 Centre-Forward 33 Cote d'Ivoire Sivasspor
## 346 Centre-Forward 24 Uruguay Danubio FC
## 347 Centre-Forward 24 England Fleetwood
## 348 Attacking Midfield 20 Wales Coventry
## 349 Goalkeeper 22 England West Brom U21
## 350 Centre-Back 30 Uruguay Hellas Verona
## 351 Centre-Back 27 Curacao Everton
## 352 Right Winger 24 Wales Barnsley FC
## 353 Right-Back 32 Argentina Man City
## 354 Left-Back 22 Scotland Southend United
## 355 Goalkeeper 24 Switzerland Boavista
## 356 Goalkeeper 19 England Peterborough
## 357 Centre-Forward 29 England Hull City
## 358 Left-Back 24 England Barnsley FC
## 359 Central Midfield 21 England Exeter City
## 360 Centre-Forward 26 Ghana AFC Wimbledon
## 361 Goalkeeper 29 Netherlands Brighton
## 362 Defensive Midfield 28 Curacao Leeds
## 363 Left Winger 31 France Göztepe
## 364 Left Winger 25 England Bolton
## 365 Second Striker 24 Slovenia Twente FC
## 366 Centre-Back 21 Slovakia Dunajska Streda
## 367 Right-Back 26 Spain Alavés
## 368 Goalkeeper 22 Austria Stoke U21
## 369 Centre-Back 20 Colombia Envigado
## 370 Defensive Midfield 30 Ecuador CS Emelec
## 371 Goalkeeper 29 Lithuania CFR Cluj
## 372 Centre-Forward 33 Sweden Häcken
## 373 Goalkeeper 30 Ireland Colchester Utd.
## 374 Central Midfield 32 England Nottm Forest
## 375 Centre-Forward 28 Cameroon FC Schalke 04
## 376 Central Midfield 33 Scotland West Brom
## 377 Left-Back 18 England Hull City
## 378 Centre-Forward 22 England Tranmere Rovers
## 379 Left-Back 23 England Leeds
## 380 Left Winger 31 Scotland Sheff Wed
## 381 Centre-Forward 29 Germany F. Düsseldorf
## 382 Left Winger 31 England Southend United
## 383 Attacking Midfield 21 England Viking
## 384 Attacking Midfield 25 Norway Djurgården
## 385 Centre-Back 22 England Chesterfield FC
## 386 Centre-Back 21 England Guiseley
## 387 Right Winger 26 England Sunderland
## 388 Central Midfield 33 Scotland Stoke City
## 389 Left-Back 29 Belgium Standard Liège
## 390 Goalkeeper 28 Netherlands Heerenveen
## 391 Left-Back 28 France Guingamp
## 392 Centre-Forward 29 Netherlands Akhisarspor
## 393 Goalkeeper 26 Australia NAC Breda
## 394 Right-Back 22 Wales Peterborough
## 395 Goalkeeper 29 Netherlands Newcastle
## 396 Goalkeeper 31 England Birmingham
## 397 Centre-Back 29 Norway Molde FK
## 398 Centre-Forward 23 Netherlands Genclerbirligi
## 399 Centre-Forward 31 England Chesterfield FC
## 400 Right Midfield 21 England Woking
## 401 Left Winger 27 DR Congo Sunderland
## 402 Centre-Forward 34 England Sunderland
## 403 Right Winger 20 England Blackburn
## 404 Centre-Back 30 Ireland Sunderland
## 405 Right Winger 22 England Yeovil Town
## 406 Defensive Midfield 28 United States Reading
## 407 Goalkeeper 37 England Leeds
## 408 Goalkeeper 35 Ireland Bury
## 409 Second Striker 21 Albania Welling Utd.
## 410 Central Midfield 35 Cote d'Ivoire Olympiacos
## 411 Defensive Midfield 24 Germany Juventus
## 412 Right-Back 25 England Rangers
## 413 Right Winger 24 Serbia Fulham
## 414 Goalkeeper 38 England Huddersfield
## 415 Goalkeeper 25 Croatia AC Horsens
## 416 Right-Back 34 Switzerland Juventus
## 417 Central Midfield 26 England West Ham
## 418 Central Midfield 33 Spain Villarreal
## 419 Left Winger 25 Brazil Shakhtar D.
## 420 Centre-Forward 32 England D.C. United
## 421 Goalkeeper 28 Spain Real Betis
## 422 Goalkeeper 30 England Huddersfield
## 423 Centre-Forward 23 England Walsall
## 424 Central Midfield 26 England Arsenal
## 425 Right-Back 25 England Fulham
## 426 Defensive Midfield 32 Colombia Fiorentina
## 427 Goalkeeper 33 Australia Stoke City
## 428 Goalkeeper 26 England Wycombe
## 429 Centre-Back 23 England MK Dons
## 430 Right-Back 29 France LOSC Lille
## 431 Centre-Back 29 Romania CS U Craiova
## 432 Centre-Forward 22 England Yeovil Town
## 433 Centre-Back 21 England Maidenhead Utd.
## 434 Centre-Forward 24 Haiti Sint-Truiden
## 435 Goalkeeper 23 England Scunthorpe Utd.
## 436 Centre-Forward 26 Netherlands FC Groningen
## 437 Attacking Midfield 22 Germany FC Schalke 04
## 438 Goalkeeper 31 Spain Getafe
## 439 Central Midfield 32 France Al-Nasr
## 440 Centre-Back 36 Ireland Cork City
## 441 Left Winger 30 Mali West Brom
## 442 Central Midfield 27 England Gyeongnam FC
## 443 Attacking Midfield 25 Wales Charlton
## 444 Left Winger 23 Sierra Leone NAC Breda
## 445 Right-Back 25 England West Ham
## 446 Left Winger 22 Wales Forest Green
## 447 Right Winger 24 Serbia Liverpool
## 448 Defensive Midfield 29 Korea, South Swansea
## 449 Left-Back 25 Mali Lens
## 450 Centre-Back 22 Scotland Kilmarnock FC
## 451 Central Midfield 20 Ghana FC Urartu
## 452 Defensive Midfield 27 Cote d'Ivoire Ankaragücü
## 453 Central Midfield 29 Canada Rangers
## 454 Central Midfield 34 England Fleetwood
## 455 Centre-Forward 23 England Fleetwood
## 456 Centre-Back 24 England Doncaster
## 457 Centre-Forward 38 England Stoke City
## 458 Centre-Back 30 Nigeria 1.FSV Mainz 05
## 459 Goalkeeper 27 England Sunderland
## 460 Goalkeeper 30 Netherlands Norwich
## 461 Centre-Back 32 Germany SC Paderborn
## 462 Goalkeeper 33 Finland Bristol City
## 463 Right-Back 22 England Newport County
## 464 Right-Back 26 Germany Bor. Dortmund
## 465 Goalkeeper 30 England Leicester
## 466 Right Winger 27 Ireland Bradford
## 467 Goalkeeper 38 England Chelsea
## 468 Centre-Forward 23 England Coventry
## 469 Left-Back 22 England Bristol Rovers
## 470 Goalkeeper 33 Northern Ireland Birmingham
## 471 Left Winger 23 Northern Ireland St. Johnstone
## 472 Goalkeeper 25 England Bradford
## 473 Left Winger 30 Ireland Wigan
## 474 Centre-Forward 22 England Crawley Town
## 475 Centre-Back 28 France Valencia
## 476 Centre-Back 33 Belgium RSC Anderlecht
## 477 Defensive Midfield 29 Australia Sydney FC
## 478 Attacking Midfield 26 Australia Sydney FC
## 479 Goalkeeper 32 Spain West Ham
## 480 Goalkeeper 35 England Middlesbrough
## 481 Centre-Forward 29 England Trabzonspor
## 482 Left-Back 27 Spain Villarreal
## 483 Centre-Forward 34 Spain SSC Napoli
## 484 Central Midfield 22 England Fulham
## 485 Defensive Midfield 28 Kenya Montréal
## 486 Centre-Back 33 England Crystal Palace
## 487 Right-Back 25 England QPR
## 488 Goalkeeper 36 Portugal SC Braga
## 489 Central Midfield 29 Spain Paris SG
## 490 Right-Back 33 Ecuador LDU Quito
## 491 Centre-Forward 23 England Aberdeen FC
## 492 Central Midfield 28 Wales Juventus
## 493 Centre-Forward 28 England Watford
## 494 Right-Back 35 Switzerland FC Augsburg
## 495 Goalkeeper 30 Denmark Huddersfield
## 496 Right Winger 31 Belgium Royal Antwerp
## 497 Centre-Back 35 Wales Bristol City
## 498 Left-Back 23 Zimbabwe Luton
## 499 Centre-Back 36 England Sheff Utd
## 500 Goalkeeper 22 Poland Miedz Legnica
## 501 Defensive Midfield 18 England Bury
## 502 Centre-Forward 33 Japan Málaga CF
## 503 Centre-Forward 26 Poland Korona Kielce
## 504 Centre-Back 26 England Shrewsbury
## 505 Goalkeeper 21 Scotland Ross County
## 506 Centre-Forward 19 Ecuador Barcelona SC
## 507 Centre-Back 22 France FC Arges
## 508 Goalkeeper 33 Spain Espanyol
## 509 Goalkeeper 33 England Millwall
## 510 Centre-Forward 30 England Newcastle
## 511 Attacking Midfield 32 France RSC Anderlecht
## 512 Goalkeeper 32 Spain Liverpool
## 513 Central Midfield 23 England FC Eindhoven
## 514 Left Winger 32 England QPR
## 515 Centre-Forward 30 England West Ham
## 516 Central Midfield 32 Senegal Al-Ahli SC
## 517 Defensive Midfield 31 Korea, South RCD Mallorca
## 518 Right Winger 31 Ghana Nottm Forest
## 519 Centre-Back 31 England Huddersfield
## 520 Right-Back 30 Belgium Royal Antwerp
## 521 Defensive Midfield 35 Ireland Heart of Midl.
## 522 Centre-Forward 27 Spain Swansea
## 523 Defensive Midfield 28 Netherlands AZ Alkmaar
## 524 Central Midfield 34 Northern Ireland Rangers
## 525 Centre-Forward 32 Israel Charlton
## 526 Left-Back 32 Austria F. Düsseldorf
## 527 Centre-Back 31 Nigeria Wigan
## 528 Central Midfield 27 Ireland Salford
## 529 Left Winger 24 Netherlands Go Ahead Eagles
## 530 Centre-Forward 28 England Arsenal
## 531 Central Midfield 19 Nigeria Man City U21
## 532 Centre-Back 33 England Chelsea
## 533 Goalkeeper 31 Ireland Nottm Forest
## 534 Central Midfield 33 England Pafos FC
## 535 Left-Back 29 Senegal Troyes
## 536 Defensive Midfield 31 Belgium Royal Antwerp
## 537 Left-Back 33 Ireland Stoke City
## 538 Goalkeeper 35 Denmark Helsingborgs IF
## 539 Goalkeeper 23 Northern Ireland Larne FC
## 540 Centre-Forward 22 England Chorley
## 541 Centre-Forward 26 Switzerland Bor. M'gladbach
## 542 Right-Back 29 Portugal Dinamo Zagreb
## 543 Left Winger 27 Suriname Maccabi Haifa
## 544 Second Striker 32 Scotland Heart of Midl.
## 545 Centre-Forward 20 England Newport County
## 546 Left-Back 26 England Blackpool
## 547 Goalkeeper 22 Netherlands KV Mechelen
## 548 Centre-Back 36 England Everton
## 549 Attacking Midfield 26 Jamaica Östersund
## 550 Centre-Forward 27 Northern Ireland Heart of Midl.
## 551 Centre-Back 32 England Luton
## 552 Central Midfield 30 Scotland Fleetwood
## 553 Left-Back 30 Northern Ireland Shamrock Rovers
## 554 Central Midfield 26 Ireland Cambridge Utd.
## 555 Centre-Forward 26 Northern Ireland Walsall
## 556 Right-Back 23 England Alfreton
## 557 Right-Back 23 England Alfreton
## 558 Attacking Midfield 34 Spain Real Sociedad
## 559 Central Midfield 23 Spain FC Dinamo
## 560 Goalkeeper 37 Chile Real Betis
## 561 Attacking Midfield 32 England Brighton
## 562 Right-Back 29 England Crystal Palace
## 563 Centre-Back 21 France OGC Nice
## 564 Centre-Back 35 Brazil Paris SG
## 565 Left Winger 32 Brazil Arsenal
## 566 Right Winger 33 Spain AS Roma
## 567 Attacking Midfield 26 Brazil SC Braga
## 568 Centre-Forward 33 Uruguay Paris SG
## 569 Centre-Forward 31 Chile Inter
## 570 Attacking Midfield 19 England LOSC Lille
## 571 Left-Back 23 England Oldham Athletic
## 572 Centre-Back 30 Argentina Boca Juniors
## 573 Goalkeeper 33 England Burnley
## 574 Centre-Back 33 Belgium Benfica
## 575 Left Winger 32 Brazil Chelsea
## 576 Right-Back 28 Portugal Southampton
## 577 Central Midfield 31 Armenia AS Roma
## 578 Centre-Back 28 Germany FC Schalke 04
## 579 Attacking Midfield 32 Germany Fenerbahce
## 580 Centre-Back 32 Greece Olympiacos
## 581 Goalkeeper 26 England Hibernian FC
## 582 Attacking Midfield 29 Colombia Real Madrid
## 583 Centre-Forward 25 Spain SD Huesca
## 584 Left-Back 27 England Blackpool
## 585 Goalkeeper 37 Netherlands Ajax
## 586 Central Midfield 31 Portugal Sampdoria
## 587 Attacking Midfield 23 Poland Legia Warszawa
## 588 Attacking Midfield 23 Wales QPR
## 589 Centre-Forward 32 Algeria Olympique Lyon
## 590 Goalkeeper 23 Montenegro Aston Villa U21
## 591 Right Winger 25 England Gillingham FC
## 592 Defensive Midfield 25 Switzerland Grasshoppers
## 593 Centre-Back 29 Portugal Gaziantep FK
## 594 Right Winger 29 Spain Alavés
## 595 Centre-Forward 28 Spain CD Leganés
## 596 Centre-Back 31 Wales Stoke City
## 597 Central Midfield 30 England Bristol City
## 598 Goalkeeper 34 Spain Real Valladolid
## 599 Attacking Midfield 32 England Liverpool
## 600 Centre-Forward 29 England Watford
## 601 Right-Back 29 Spain Real Betis
## 602 Centre-Forward 37 England Nottm Forest
## 603 Right-Back 28 Portugal Arsenal
## 604 Left Winger 27 Morocco Angers SCO
## 605 Centre-Forward 29 Argentina Elche CF
## 606 Centre-Back 32 Japan Sampdoria
## 607 Goalkeeper 25 England Walsall
## 608 Left Winger 26 Scotland Bournemouth
## 609 Central Midfield 28 Ireland Burnley
## 610 Goalkeeper 28 England Motherwell FC
## 611 Defensive Midfield 30 England Nottm Forest
## 612 Right-Back 27 United States Galatasaray
## 613 Left Winger 25 Jamaica Huddersfield
## 614 Left Midfield 29 Morocco Watford
## 615 Central Midfield 22 United States Heracles Almelo
## 616 Goalkeeper 27 Scotland Motherwell FC
## 617 Centre-Forward 23 France FC Nantes
## 618 Centre-Forward 22 Netherlands VfL Osnabrück
## 619 Centre-Back 24 Ireland Rochdale
## 620 Right-Back 29 England Liverpool
## 621 Centre-Back 19 England West Brom
## 622 Goalkeeper 23 England Billericay
## 623 Centre-Forward 19 Scotland Stalybridge
## 624 Attacking Midfield 25 Germany 1.FC Köln
## 625 Goalkeeper 29 England Rangers
## 626 Attacking Midfield 27 Jamaica ADO Den Haag
## 627 Centre-Forward 35 England Shrewsbury
## 628 Central Midfield 34 England Fleetwood
## 629 Right-Back 36 Serbia Zenit S-Pb
## 630 Centre-Back 19 England Crystal Palace
## 631 Central Midfield 35 Northern Ireland Bristol City
## 632 Goalkeeper 37 England Stoke City
## 633 Goalkeeper 27 England Los Angeles
## 634 Central Midfield 28 Ireland Newcastle
## 635 Right Winger 33 England Kayserispor
## 636 Goalkeeper 33 England Tottenham
## 637 Defensive Midfield 22 Australia Melbourne City
## 638 Goalkeeper 35 England Derby
## 639 Centre-Back 20 Spain Barcelona
## 640 Centre-Forward 33 Argentina Barcelona
## 641 Centre-Back 24 Netherlands Feyenoord
## 642 Right Winger 24 England Sunderland
## 643 Centre-Back 24 United States Troyes
## 644 Central Midfield 30 Netherlands Paris SG
## 645 Goalkeeper 29 England Fulham
## 646 Central Midfield 28 Netherlands PSV Eindhoven
## 647 Left Winger 24 England Preston
## 648 Attacking Midfield 24 Serbia Partizan
## 649 Central Midfield 26 England Stoke City
## 650 Goalkeeper 35 England Aston Villa
## 651 Goalkeeper 25 Portugal RKC Waalwijk
## 652 Right Winger 29 Argentina Sevilla FC
## 653 Left-Back 30 England Watford
## 654 Goalkeeper 29 Argentina Fulham
## 655 Attacking Midfield 25 England Everton
## 656 Left Winger 33 Brazil Corinthians
## 657 Centre-Back 34 Brazil Flamengo
## 658 Centre-Forward 32 Gabon Barcelona
## 659 Centre-Back 27 England Aston Villa
## 660 Centre-Back 28 Bosnia-Herzegovina Marseille
## 661 Goalkeeper 26 North Macedonia AS Trencin
## 662 Left-Back 31 England Southampton
## 663 Central Midfield 29 England Bristol City
## 664 Left-Back 35 Austria Charlotte Ind.
## 665 Centre-Back 24 Croatia Udinese Calcio
## 666 Left-Back 35 England Inter
## 667 Goalkeeper 35 England Man Utd
## 668 Centre-Back 27 England Arsenal
## 669 Right Winger 30 England Crystal Palace
## 670 Centre-Forward 31 Venezuela DL Pro
## 671 Goalkeeper 34 Bosnia-Herzegovina Bournemouth
## 672 Goalkeeper 37 England West Brom
## 673 Left Winger 29 Norway Watford
## 674 Right Winger 32 England Southampton
## 675 Left Winger 32 DR Congo C. Rizespor
## 676 Centre-Back 26 England Shrewsbury
## 677 Attacking Midfield 25 England Tottenham
## 678 Goalkeeper 19 England Man City U21
## 679 Centre-Back 29 Paraguay Dynamo Moscow
## 680 Central Midfield 29 Netherlands PSV Eindhoven
## 681 Goalkeeper 29 Australia Real Sociedad
## 682 Left Winger 29 Colombia Club Brugge
## 683 Centre-Forward 28 Curacao VfL Bochum
## 684 Left Winger 23 Ecuador Independiente
## 685 Centre-Forward 29 Japan Vissel Kobe
## 686 Left Winger 29 Ghana Al-Raed
## 687 Left-Back 29 North Macedonia Al-Ahli
## 688 Left-Back 31 Scotland Lech Poznan
## 689 Right Winger 36 Spain Castellón
## 690 Defensive Midfield 28 Morocco Al-Kharaitiyat
## 691 Central Midfield 21 England Barrow
## 692 Attacking Midfield 21 England Barrow
## 693 Right Winger 32 England Everton
## 694 Left-Back 31 England Leicester
## 695 Centre-Back 27 Netherlands RSC Anderlecht
## 696 Attacking Midfield 25 England Eastleigh
## 697 Centre-Back 31 Denmark Fenerbahce
## 698 Attacking Midfield 26 Denmark Bournemouth
## 699 Right-Back 31 Denmark FC Midtjylland
## 700 Goalkeeper 33 England Middlesbrough
## 701 Goalkeeper 27 England Sunderland
## 702 Attacking Midfield 22 Nicaragua Georgetown
## 703 Left-Back 30 Netherlands Galatasaray
## 704 Right Winger 30 England Everton
## 705 Centre-Back 31 France Montpellier
## 706 Central Midfield 30 Ireland Celtic
## 707 Centre-Back 35 England Bournemouth
## 708 Centre-Back 34 England Reading
## 709 Goalkeeper 34 Wales Burnley
## 710 Centre-Forward 20 Scotland Macclesfield
## 711 Defensive Midfield 28 Germany Hannover 96
## 712 Central Midfield 32 Bosnia-Herzegovina Stoke City
## 713 Attacking Midfield 30 Germany SC Paderborn
## 714 Goalkeeper 30 Norway Bournemouth
## 715 Central Midfield 28 Germany FC Zürich
## 716 Left-Back 30 Germany Karlsruher SC
## 717 Central Midfield 26 Wales Portsmouth
## 718 Left Winger 29 Norway Everton
## 719 Left-Back 30 England Tottenham
## 720 Centre-Forward 25 England Middlesbrough
## 721 Left Winger 18 Germany Rochdale
## 722 Defensive Midfield 26 England Fulham
## 723 Centre-Forward 33 England Birmingham
## 724 Centre-Forward 20 Serbia Metalac
## 725 Left Midfield 29 Morocco Portimonense
## 726 Central Midfield 23 Ghana Betis Deportivo
## 727 Central Midfield 22 Kenya Hemel
## 728 Right Winger 34 England Kayserispor
## 729 Goalkeeper 34 Wales Crystal Palace
## 730 Centre-Back 23 Ireland QPR
## 731 Goalkeeper 29 Germany Arm. Bielefeld
## 732 Defensive Midfield 37 Brazil Athletico-PR
## 733 Right Winger 23 Australia Macarthur
## 734 Left Winger 24 Japan Gamba Osaka
## 735 Right-Back 27 Spain Barcelona
## 736 Centre-Forward 31 France Olympique Lyon
## 737 Centre-Back 29 Germany Real Madrid
## 738 Centre-Back 26 Denmark Barcelona
## 739 Left-Back 31 Spain Barcelona
## 740 Centre-Back 27 United States Cincinnati
## 741 Centre-Back 24 England QPR
## 742 Left Winger 25 Belgium Levante
## 743 Central Midfield 30 Denmark Brentford
## 744 Central Midfield 29 France Juventus
## 745 Attacking Midfield 29 England Nottm Forest
## 746 Defensive Midfield 33 Serbia AS Roma
## 747 Centre-Forward 35 Uruguay Valencia
## 748 Attacking Midfield 34 Spain Galatasaray
## 749 Centre-Forward 27 Belgium AC Milan
## 750 Right Winger 25 England Cardiff
## 751 Attacking Midfield 22 Wales Preston
## 752 Left Winger 33 Croatia Inter
## 753 Goalkeeper 34 England Southampton
## 754 Right-Back 31 Ireland Atlético Madrid
## 755 Centre-Back 33 Argentina Elche CF
## 756 Centre-Forward 32 England Stoke City
## 757 Defensive Midfield 23 Romania FCV Farul
## 758 Centre-Forward 29 Romania UD Las Palmas
## 759 Defensive Midfield 22 France Marseille
## 760 Goalkeeper 32 Croatia Hajduk Split
## 761 Central Midfield 31 Ireland Derby
## 762 Right-Back 28 France R. Strasbourg
## 763 Centre-Back 32 Morocco Besiktas
## 764 Left-Back 33 Brazil Botafogo
## 765 Goalkeeper 35 England Birmingham
## 766 Centre-Forward 28 Brazil San Luis
## 767 Goalkeeper 32 England Cardiff
## 768 Right Winger 32 Ukraine Al-Ain
## 769 Right-Back 29 England Bournemouth
## 770 Goalkeeper 35 Ireland Bournemouth
## 771 Goalkeeper 25 Poland Altay SK
## 772 Right Winger 28 England Besiktas
## 773 Goalkeeper 34 England Tottenham
## 774 Centre-Forward 35 Ireland Reading
## 775 Goalkeeper 24 England Bradford
## 776 Centre-Back 29 England Burnley
## 777 Defensive Midfield 31 Brazil Al-Wahda
## 778 Right-Back 25 England Hertha BSC
## 779 Centre-Forward 31 Türkiye Besiktas
## 780 Centre-Forward 33 Venezuela River Plate
## 781 Goalkeeper 38 Switzerland LAFC
## 782 Attacking Midfield 29 England Man Utd
## 783 Defensive Midfield 32 Senegal Crystal Palace
## 784 Goalkeeper 35 Wales Burnley
## 785 Goalkeeper 22 Bosnia-Herzegovina FK Sarajevo
## 786 Right Winger 29 England Sydney FC
## 787 Centre-Back 28 Portugal Hull City
## 788 Centre-Forward 31 Cape Verde AJ Auxerre
## 789 Centre-Forward 34 Jamaica Al-Ahli
## 790 Right-Back 30 England Newcastle
## 791 Left-Back 26 Cyprus Como
## 792 Left Winger 25 Portugal Dijon
## 793 Attacking Midfield 28 Brazil Palmeiras
## 794 Left Winger 33 Ghana Al-Sadd SC
## 795 Goalkeeper 27 Albania Lazio
## 796 Centre-Back 32 England Burnley
## 797 Central Midfield 30 Denmark Man Utd
## 798 Centre-Back 30 Guinea AJ Auxerre
## 799 Goalkeeper 32 Spain Real Betis
## 800 Centre-Forward 18 England West Ham U21
## 801 Goalkeeper 35 Spain Getafe
## 802 Left-Back 29 Belgium Zulte Waregem
## 803 Central Midfield 32 Poland D.C. United
## 804 Goalkeeper 29 England West Brom
## 805 Right Winger 18 England Derby
## 806 Defensive Midfield 32 Senegal Nottm Forest
## 807 Right-Back 32 England West Brom
## 808 Centre-Back 28 Poland Zaglebie Lubin
## 809 Attacking Midfield 23 Nicaragua Botafogo
## 810 Left Winger 34 Brazil Corinthians
## 811 Defensive Midfield 30 Cote d'Ivoire Hull City
## 812 Centre-Back 28 England Wycombe
## 813 Right-Back 29 Ireland Hull City
## 814 Central Midfield 25 England Preston
## 815 Central Midfield 27 England Blackburn
## 816 Goalkeeper 33 Brazil Barcelona
## 817 Right-Back 29 England West Ham
## 818 Left Midfield 30 Ireland Preston
## 819 Goalkeeper 35 Ireland West Ham
## 820 Central Midfield 32 Germany Barcelona
## 821 Left-Back 29 France FC Lorient
## 822 Centre-Forward 24 Argentina CA Talleres
## 823 Goalkeeper 28 United States Colorado
## 824 Centre-Forward 23 Serbia FK Cukaricki
## 825 Right Winger 28 Cote d'Ivoire Trabzonspor
## 826 Right Midfield 25 England Olympique Lyon
## 827 Goalkeeper 28 Iceland FC Copenhagen
## 828 Left Winger 18 Portugal Benfica B
## 829 Defensive Midfield 32 France Al-Ittihad
## 830 Right-Back 33 Spain Atlético Madrid
## 831 Centre-Forward 34 Gabon Marseille
## 832 Defensive Midfield 29 France FC Lorient
## 833 Left-Back 29 Ghana PAOK Salonika
## 834 Centre-Forward 31 Brazil Al-Ahli
## 835 Central Midfield 28 Guinea Werder Bremen
## 836 Central Midfield 29 England Besiktas
## 837 Central Midfield 37 England Brighton
## 838 Left Winger 23 Israel Shakhtar D.
## 839 Right Winger 30 Brazil São Paulo
## 840 Goalkeeper 37 France LAFC
## 841 Centre-Back 35 Northern Ireland Leicester
## 842 Centre-Back 29 Cote d'Ivoire Besiktas
## 843 Central Midfield 26 Belgium Leicester
## 844 Centre-Forward 26 Brazil Stoke City
## 845 Left-Back 38 England Everton
## 846 Right Winger 28 Burkina Faso Villarreal
## 847 Right-Back 29 Spain Celta de Vigo
## 848 Central Midfield 27 Syria Bor. Dortmund
## 849 Central Midfield 37 England Liverpool
## 850 Left-Back 21 England Bristol City
## 851 Defensive Midfield 28 Colombia Bournemouth
## 852 Left Winger 30 Cote d'Ivoire Galatasaray
## 853 Defensive Midfield 32 Serbia Shabab Al-Ahli
## 854 Goalkeeper 30 England Rangers
## 855 Goalkeeper 36 Spain Celta de Vigo
## 856 Attacking Midfield 30 Argentina River Plate
## 857 Centre-Back 32 Sweden Malmö FF
## 858 Attacking Midfield 28 Ecuador Z. Sosnowiec
## 859 Right-Back 26 Nigeria Torino
## 860 Defensive Midfield 33 England QPR
## 861 Central Midfield 30 Portugal Rotherham
## 862 Goalkeeper 28 England Stockport
## 863 Defensive Midfield 28 Colombia Crystal Palace
## 864 Left-Back 23 Zimbabwe Udinese Calcio
## 865 Right-Back 27 England Norwich
## 866 Right-Back 31 Ireland Atlético Madrid
## 867 Goalkeeper 28 Wales Northampton
## 868 Right Winger 27 Spain Fulham
## 869 Centre-Forward 34 Spain Botafogo
## 870 Central Midfield 36 Portugal SC Braga
## 871 Right-Back 29 Spain PAOK Salonika
## 872 Central Midfield 25 Portugal Radomiak
## 873 Left-Back 38 England Aston Villa
## 874 Centre-Back 28 Colombia Fiorentina
## 875 Central Midfield 25 England Sheff Utd
## 876 Goalkeeper 36 Bosnia-Herzegovina QPR
## 877 Right Winger 27 Spain Wolves
## 878 Goalkeeper 31 Argentina Girona
## 879 Left-Back 29 England Millwall
## 880 Left Winger 29 Angola LOSC Lille
## 881 Left Winger 31 DR Congo Al-Jazira
## 882 Centre-Back 31 Ireland Norwich
## 883 Right Winger 31 France Valenciennes FC
## 884 Right-Back 23 England Wigan
## 885 Right Winger 29 England Besiktas
## 886 Defensive Midfield 22 France Bristol City
## 887 Goalkeeper 29 Chile Leyton Orient
## 888 Centre-Forward 33 England Norwich
## 889 Goalkeeper 29 England Portsmouth
## 890 Central Midfield 25 England Everton
## 891 Left-Back 32 Ireland Stoke City
## 892 Centre-Forward 37 England Los Angeles
## 893 Central Midfield 32 Scotland Blackburn
## 894 Central Midfield 29 England OGC Nice
## 895 Right Winger 26 Ireland Rotherham
## 896 Centre-Back 31 England Derby
## 897 Goalkeeper 26 England Charlton
## league_2 country_2 transfer_fee is_loan
## 1 Süper Lig Türkiye 0 FALSE
## 2 Premier League England 0 FALSE
## 3 Serie A Italy 0 FALSE
## 4 <NA> United States 0 FALSE
## 5 Championship England 0 FALSE
## 6 2ª B - Grupo II Spain 0 FALSE
## 7 Premier League England 0 FALSE
## 8 Serie A Italy 0 FALSE
## 9 Premier League England 0 FALSE
## 10 Championship Wales 0 FALSE
## 11 SuperLiga Romania 0 FALSE
## 12 Série A Brazil 0 FALSE
## 13 Premier League England 0 FALSE
## 14 Premier League England 0 FALSE
## 15 Premier League England 0 FALSE
## 16 Premier League England 0 FALSE
## 17 Premier League England 0 FALSE
## 18 Premier League England 0 FALSE
## 19 Bundesliga Germany 0 FALSE
## 20 Premier League Wales 0 FALSE
## 21 Premijer Liga BiH Bosnia-Herzegovina 0 FALSE
## 22 Premier League 2 England 0 FALSE
## 23 Premier League 2 England 0 FALSE
## 24 Championship England 0 FALSE
## 25 League Two England 0 FALSE
## 26 Championship England 0 FALSE
## 27 League Two England 0 FALSE
## 28 League One England 0 FALSE
## 29 Premier League England 0 FALSE
## 30 Premier League England 0 FALSE
## 31 Jupiler Pro League Belgium 0 FALSE
## 32 Championship England 0 FALSE
## 33 Serie A Italy 0 FALSE
## 34 Premier League England 0 FALSE
## 35 1.Lig Türkiye 0 FALSE
## 36 Championship England 0 FALSE
## 37 Ligue 2 France 0 FALSE
## 38 Championship England 0 FALSE
## 39 League Two Scotland 0 FALSE
## 40 Premier League England 0 FALSE
## 41 Premier League England 0 FALSE
## 42 Championship England 0 FALSE
## 43 League One England 0 FALSE
## 44 Süper Lig Türkiye 0 FALSE
## 45 Ligue 1 France 0 FALSE
## 46 Premier League England 0 FALSE
## 47 LaLiga Spain 0 FALSE
## 48 LaLiga Spain 0 FALSE
## 49 Ligue 1 France 0 FALSE
## 50 League One England 0 FALSE
## 51 1.Division Denmark 0 FALSE
## 52 <NA> England 0 FALSE
## 53 Championship England 0 FALSE
## 54 A-League Men Australia 0 FALSE
## 55 Championship England 0 FALSE
## 56 Championship England 0 FALSE
## 57 League One England 0 FALSE
## 58 <NA> England 0 FALSE
## 59 Premier League England 0 FALSE
## 60 LaLiga Spain 0 FALSE
## 61 Premier League England 0 FALSE
## 62 Championship England 0 FALSE
## 63 Premier Division Ireland 0 FALSE
## 64 Premier League England 0 FALSE
## 65 LaLiga Spain 0 FALSE
## 66 Championship England 0 FALSE
## 67 Liga Portugal Portugal 0 FALSE
## 68 Ligat ha'Al Israel 0 FALSE
## 69 Championship England 0 FALSE
## 70 League One England 0 FALSE
## 71 League One England 0 FALSE
## 72 Bundesliga Germany 0 FALSE
## 73 Premier League England 0 FALSE
## 74 Championship England 0 FALSE
## 75 Nike Liga Slovakia 0 FALSE
## 76 <NA> England 0 FALSE
## 77 Championship England 0 FALSE
## 78 Championship England 0 FALSE
## 79 Championship Wales 0 FALSE
## 80 Championship England 0 FALSE
## 81 Championship England 0 FALSE
## 82 Championship Wales 0 FALSE
## 83 Championship Scotland 0 FALSE
## 84 League One England 0 FALSE
## 85 Championship Scotland 0 FALSE
## 86 Premier League England 0 FALSE
## 87 Premier League England 0 FALSE
## 88 Premiership Scotland 0 FALSE
## 89 Premier League England 0 FALSE
## 90 MLS United States 0 FALSE
## 91 Premier League England 0 FALSE
## 92 NB I. Hungary 0 FALSE
## 93 Premier League England 0 FALSE
## 94 Championship Scotland 0 FALSE
## 95 League Two England 0 FALSE
## 96 Premier League England 0 FALSE
## 97 Championship England 0 FALSE
## 98 Premier League England 0 FALSE
## 99 Premier League England 0 FALSE
## 100 Premier League England 0 FALSE
## 101 Premier League England 0 FALSE
## 102 Premier League England 0 FALSE
## 103 LaLiga Spain 0 FALSE
## 104 Championship England 0 FALSE
## 105 Championship England 0 FALSE
## 106 Championship England 0 FALSE
## 107 Torneo Inicial Argentina 0 FALSE
## 108 League One England 0 FALSE
## 109 Championship England 0 FALSE
## 110 League One England 0 FALSE
## 111 League Two England 0 FALSE
## 112 Serie A Italy 0 FALSE
## 113 Premier League England 0 FALSE
## 114 Championship England 0 FALSE
## 115 Championship England 0 FALSE
## 116 League One England 0 FALSE
## 117 Championship England 0 FALSE
## 118 Championship England 0 FALSE
## 119 Süper Lig Türkiye 0 FALSE
## 120 Championship England 0 FALSE
## 121 League Two England 0 FALSE
## 122 Premiership Scotland 0 FALSE
## 123 Premier League England 0 FALSE
## 124 Premier League England 0 FALSE
## 125 Premier League England 0 FALSE
## 126 Championship England 0 FALSE
## 127 Championship England 0 FALSE
## 128 Championship England 0 FALSE
## 129 Premier League England 0 FALSE
## 130 League One England 0 FALSE
## 131 League One England 0 FALSE
## 132 National League South England 0 FALSE
## 133 <NA> England 0 FALSE
## 134 National League England 0 FALSE
## 135 First Division Ireland 0 FALSE
## 136 <NA> England 0 FALSE
## 137 Super liga Srbije Serbia 0 FALSE
## 138 MLS Canada 0 FALSE
## 139 Liga MX Apertura Mexico 0 FALSE
## 140 A-League Men Australia 0 FALSE
## 141 Premier League England 0 FALSE
## 142 Premier League England 0 FALSE
## 143 LaLiga Spain 0 FALSE
## 144 League Two England 0 FALSE
## 145 A-League Men Australia 0 FALSE
## 146 2. Bundesliga Germany 0 FALSE
## 147 Ligue 1 France 0 FALSE
## 148 Championship Wales 0 FALSE
## 149 Serie A Italy 0 FALSE
## 150 Premier League England 0 FALSE
## 151 Premier League England 0 FALSE
## 152 Championship England 0 FALSE
## 153 Championship England 0 FALSE
## 154 Ekstraklasa Poland 0 FALSE
## 155 Premier League England 0 FALSE
## 156 Championship England 0 FALSE
## 157 Premier League England 0 FALSE
## 158 MLS United States 0 FALSE
## 159 League One England 0 FALSE
## 160 LaLiga2 Spain 0 FALSE
## 161 DStv Premiership South Africa 0 FALSE
## 162 Championship England 0 FALSE
## 163 Serie B Italy 0 FALSE
## 164 National League South England 0 FALSE
## 165 League One England 0 FALSE
## 166 Premier League England 0 FALSE
## 167 LaLiga Spain 0 FALSE
## 168 Premier League England 0 FALSE
## 169 League Two England 0 FALSE
## 170 Premier Division Northern Ireland 0 FALSE
## 171 Liga Portugal Portugal 0 FALSE
## 172 Allsvenskan Sweden 0 FALSE
## 173 Ligue 2 France 0 FALSE
## 174 Premier League England 0 FALSE
## 175 Championship England 0 FALSE
## 176 Série A Brazil 0 FALSE
## 177 League One England 0 FALSE
## 178 League Two England 0 FALSE
## 179 League Two England 0 FALSE
## 180 Premier Division Ireland 0 FALSE
## 181 LaLiga Spain 0 FALSE
## 182 Championship England 0 FALSE
## 183 League One England 0 FALSE
## 184 League Two England 0 FALSE
## 185 Bundesliga Germany 0 FALSE
## 186 Stoiximan Super League Greece 0 FALSE
## 187 Jupiler Pro League Belgium 0 FALSE
## 188 Championship England 0 FALSE
## 189 Championship England 0 FALSE
## 190 League Two England 0 FALSE
## 191 National League England 0 FALSE
## 192 League Two England 0 FALSE
## 193 Premier League England 0 FALSE
## 194 LaLiga Spain 0 FALSE
## 195 Premier League England 0 FALSE
## 196 League One England 0 FALSE
## 197 A-League Men Australia 0 FALSE
## 198 Ligue 1 France 0 FALSE
## 199 <NA> <NA> 0 FALSE
## 200 League One England 0 FALSE
## 201 League One England 0 FALSE
## 202 <NA> Spain 0 FALSE
## 203 Serie A Italy 0 FALSE
## 204 Serie A Italy 0 FALSE
## 205 Bundesliga Germany 0 FALSE
## 206 SuperLiga Romania 0 FALSE
## 207 Ligue 2 France 0 FALSE
## 208 Divizia Nationala (-2017) Moldova 0 FALSE
## 209 League Two England 0 FALSE
## 210 Championship England 0 FALSE
## 211 Championship Scotland 0 FALSE
## 212 Championship England 0 FALSE
## 213 League One England 0 FALSE
## 214 <NA> India 0 FALSE
## 215 Championship England 0 FALSE
## 216 Championship England 0 FALSE
## 217 National League England 0 FALSE
## 218 Premier League England 0 FALSE
## 219 Premier League England 0 FALSE
## 220 Championship England 0 FALSE
## 221 Superliga Denmark 0 FALSE
## 222 Serie A Italy 0 FALSE
## 223 LaLiga Spain 0 FALSE
## 224 Premier League England 0 FALSE
## 225 League Two England 0 FALSE
## 226 League Two England 0 FALSE
## 227 Super League Switzerland 0 FALSE
## 228 League One England 0 FALSE
## 229 Premier League England 0 FALSE
## 230 Championship England 0 FALSE
## 231 LaLiga Spain 0 FALSE
## 232 LaLiga2 Spain 0 FALSE
## 233 LaLiga2 Spain 0 FALSE
## 234 Premier League England 0 FALSE
## 235 Premier League England 0 FALSE
## 236 Premier League England 0 FALSE
## 237 Championship England 0 FALSE
## 238 Championship England 0 FALSE
## 239 National League England 0 FALSE
## 240 Serie A Italy 0 FALSE
## 241 Premier League England 0 FALSE
## 242 Championship England 0 FALSE
## 243 Championship England 0 FALSE
## 244 Premier League England 0 FALSE
## 245 <NA> England 0 FALSE
## 246 Championship England 0 FALSE
## 247 League Two England 0 FALSE
## 248 National League England 0 FALSE
## 249 2ª B - Grupo I Spain 0 FALSE
## 250 Championship England 0 FALSE
## 251 Super League China 0 FALSE
## 252 Premier Liga Russia 0 FALSE
## 253 A-League Men Australia 0 FALSE
## 254 LaLiga Spain 0 FALSE
## 255 Fortuna Liga Czech Republic 0 FALSE
## 256 Ligue 1 France 0 FALSE
## 257 Premier League England 0 FALSE
## 258 Championship England 0 FALSE
## 259 MLS United States 0 FALSE
## 260 Bundesliga Germany 0 FALSE
## 261 Bundesliga Germany 0 FALSE
## 262 Ligue 1 France 0 FALSE
## 263 Premiership Scotland 0 FALSE
## 264 MLS United States 0 FALSE
## 265 Premier League England 0 FALSE
## 266 LaLiga Spain 0 FALSE
## 267 Bundesliga Germany 0 FALSE
## 268 LaLiga Spain 0 FALSE
## 269 Premier League 2 England 0 FALSE
## 270 Ligue 1 France 0 FALSE
## 271 Premier League England 0 FALSE
## 272 Ligue 1 France 0 FALSE
## 273 Premier League England 0 FALSE
## 274 League One England 0 FALSE
## 275 National League England 0 FALSE
## 276 LaLiga Spain 0 FALSE
## 277 Süper Lig Türkiye 0 FALSE
## 278 League One England 0 FALSE
## 279 Premiership Scotland 0 FALSE
## 280 League One England 0 FALSE
## 281 League Two England 0 FALSE
## 282 League Two England 0 FALSE
## 283 Championship England 0 FALSE
## 284 Super Liga Moldova 0 FALSE
## 285 Premier League England 0 FALSE
## 286 Premier League 2 England 0 FALSE
## 287 Serie A Italy 0 FALSE
## 288 Serie A Italy 0 FALSE
## 289 Championship England 0 FALSE
## 290 Ligue 2 France 0 FALSE
## 291 League One England 0 FALSE
## 292 League Two England 0 FALSE
## 293 National League England 0 FALSE
## 294 A-League Men Australia 0 FALSE
## 295 Premiership Scotland 0 FALSE
## 296 League One England 0 FALSE
## 297 Championship England 0 FALSE
## 298 League One England 0 FALSE
## 299 Ekstraklasa Poland 0 FALSE
## 300 Premier League England 0 FALSE
## 301 Championship England 0 FALSE
## 302 Championship England 0 FALSE
## 303 Championship England 0 FALSE
## 304 Protathlima Cyta Cyprus 0 FALSE
## 305 National League England 0 FALSE
## 306 <NA> United States 0 FALSE
## 307 <NA> England 0 FALSE
## 308 Premiership Scotland 0 FALSE
## 309 National League England 0 FALSE
## 310 National League South England 0 FALSE
## 311 League Two England 0 FALSE
## 312 Premier League England 0 FALSE
## 313 Premier League England 0 FALSE
## 314 Championship England 0 FALSE
## 315 LaLiga Spain 0 FALSE
## 316 Championship England 0 FALSE
## 317 A-League Men Australia 0 FALSE
## 318 League One England 0 FALSE
## 319 Championship England 0 FALSE
## 320 Championship England 0 FALSE
## 321 Allsvenskan Sweden 0 FALSE
## 322 Championship England 0 FALSE
## 323 Premiership Scotland 0 FALSE
## 324 Premiership Scotland 0 FALSE
## 325 League One England 0 FALSE
## 326 Championship England 0 FALSE
## 327 League Two England 0 FALSE
## 328 League One England 0 FALSE
## 329 LaLiga Spain 0 FALSE
## 330 Premier League England 0 FALSE
## 331 Süper Lig Türkiye 0 FALSE
## 332 Premier League England 0 FALSE
## 333 Premier League England 0 FALSE
## 334 LaLiga Spain 0 FALSE
## 335 Championship England 0 FALSE
## 336 Torneo Transición Chile 0 FALSE
## 337 Premier League 2 England 0 FALSE
## 338 Premier League England 0 FALSE
## 339 MLS United States 0 FALSE
## 340 Bundesliga Germany 0 FALSE
## 341 Ligue 1 France 0 FALSE
## 342 Ligue 1 France 0 FALSE
## 343 Premier League England 0 FALSE
## 344 Premier League England 0 FALSE
## 345 Süper Lig Türkiye 0 FALSE
## 346 Primera División Clausura Uruguay 0 FALSE
## 347 League One England 0 FALSE
## 348 League Two England 0 FALSE
## 349 Premier League 2 England 0 FALSE
## 350 Serie A Italy 0 FALSE
## 351 Premier League England 0 FALSE
## 352 Championship England 0 FALSE
## 353 Premier League England 0 FALSE
## 354 League One England 0 FALSE
## 355 Liga Portugal Portugal 0 FALSE
## 356 League One England 0 FALSE
## 357 Championship England 0 FALSE
## 358 Championship England 0 FALSE
## 359 League Two England 0 FALSE
## 360 League One England 0 FALSE
## 361 Premier League England 0 FALSE
## 362 Championship England 0 FALSE
## 363 Süper Lig Türkiye 0 FALSE
## 364 Championship England 0 FALSE
## 365 Eredivisie Netherlands 0 FALSE
## 366 Nike Liga Slovakia 0 FALSE
## 367 LaLiga Spain 0 FALSE
## 368 Premier League 2 England 0 FALSE
## 369 Liga DIMAYOR II Colombia 0 FALSE
## 370 Serie A Primera Etapa Ecuador 0 FALSE
## 371 SuperLiga Romania 0 FALSE
## 372 Allsvenskan Sweden 0 FALSE
## 373 League Two England 0 FALSE
## 374 Championship England 0 FALSE
## 375 Bundesliga Germany 0 FALSE
## 376 Premier League England 0 FALSE
## 377 Championship England 0 FALSE
## 378 National League England 0 FALSE
## 379 Championship England 0 FALSE
## 380 Championship England 0 FALSE
## 381 2. Bundesliga Germany 0 FALSE
## 382 League One England 0 FALSE
## 383 Eliteserien Norway 0 FALSE
## 384 Allsvenskan Sweden 0 FALSE
## 385 League Two England 0 FALSE
## 386 National League England 0 FALSE
## 387 Championship England 0 FALSE
## 388 Premier League England 0 FALSE
## 389 Jupiler Pro League Belgium 0 FALSE
## 390 Eredivisie Netherlands 0 FALSE
## 391 Ligue 1 France 0 FALSE
## 392 Süper Lig Türkiye 0 FALSE
## 393 Eredivisie Netherlands 0 FALSE
## 394 League One England 0 FALSE
## 395 Premier League England 0 FALSE
## 396 Championship England 0 FALSE
## 397 Eliteserien Norway 0 FALSE
## 398 Süper Lig Türkiye 0 FALSE
## 399 League Two England 0 FALSE
## 400 National League England 0 FALSE
## 401 Championship England 0 FALSE
## 402 Championship England 0 FALSE
## 403 League One England 0 FALSE
## 404 Championship England 0 FALSE
## 405 League Two England 0 FALSE
## 406 Championship England 0 FALSE
## 407 Championship England 0 FALSE
## 408 League One England 0 FALSE
## 409 National League South England 0 FALSE
## 410 Stoiximan Super League Greece 0 FALSE
## 411 Serie A Italy 0 FALSE
## 412 Premiership Scotland 0 FALSE
## 413 Premier League England 0 FALSE
## 414 Premier League England 0 FALSE
## 415 Superliga Denmark 0 FALSE
## 416 Serie A Italy 0 FALSE
## 417 Premier League England 0 FALSE
## 418 LaLiga Spain 0 FALSE
## 419 Premier Liga Ukraine 0 FALSE
## 420 MLS United States 0 FALSE
## 421 LaLiga Spain 0 FALSE
## 422 Premier League England 0 FALSE
## 423 League One England 0 FALSE
## 424 Premier League England 0 FALSE
## 425 Premier League England 0 FALSE
## 426 Serie A Italy 0 FALSE
## 427 Championship England 0 FALSE
## 428 League One England 0 FALSE
## 429 League Two England 0 FALSE
## 430 Ligue 1 France 0 FALSE
## 431 SuperLiga Romania 0 FALSE
## 432 League Two England 0 FALSE
## 433 National League England 0 FALSE
## 434 Jupiler Pro League Belgium 0 FALSE
## 435 League One England 0 FALSE
## 436 Eredivisie Netherlands 0 FALSE
## 437 Bundesliga Germany 0 FALSE
## 438 LaLiga Spain 0 FALSE
## 439 UAE Pro League United Arab Emirates 0 FALSE
## 440 Premier Division Ireland 0 FALSE
## 441 Championship England 0 FALSE
## 442 K League 1 Korea, South 0 FALSE
## 443 League One England 0 FALSE
## 444 Eredivisie Netherlands 0 FALSE
## 445 Premier League England 0 FALSE
## 446 League Two England 0 FALSE
## 447 Premier League England 0 FALSE
## 448 Championship Wales 0 FALSE
## 449 Ligue 2 France 0 FALSE
## 450 Premiership Scotland 0 FALSE
## 451 Bardzraguyn khumb Armenia 0 FALSE
## 452 Süper Lig Türkiye 0 FALSE
## 453 Premiership Scotland 0 FALSE
## 454 League One England 0 FALSE
## 455 League One England 0 FALSE
## 456 League One England 0 FALSE
## 457 Championship England 0 FALSE
## 458 Bundesliga Germany 0 FALSE
## 459 League One England 0 FALSE
## 460 Championship England 0 FALSE
## 461 2. Bundesliga Germany 0 FALSE
## 462 Championship England 0 FALSE
## 463 League Two Wales 0 FALSE
## 464 Bundesliga Germany 0 FALSE
## 465 Premier League England 0 FALSE
## 466 League One England 0 FALSE
## 467 Premier League England 0 FALSE
## 468 League One England 0 FALSE
## 469 League One England 0 FALSE
## 470 Championship England 0 FALSE
## 471 Premiership Scotland 0 FALSE
## 472 League One England 0 FALSE
## 473 Championship England 0 FALSE
## 474 League Two England 0 FALSE
## 475 LaLiga Spain 0 FALSE
## 476 Jupiler Pro League Belgium 0 FALSE
## 477 A-League Men Australia 0 FALSE
## 478 A-League Men Australia 0 FALSE
## 479 Premier League England 0 FALSE
## 480 Championship England 0 FALSE
## 481 Süper Lig Türkiye 0 FALSE
## 482 LaLiga Spain 0 FALSE
## 483 Serie A Italy 0 FALSE
## 484 Championship England 0 FALSE
## 485 MLS Canada 0 FALSE
## 486 Premier League England 0 FALSE
## 487 Championship England 0 FALSE
## 488 Liga Portugal Portugal 0 FALSE
## 489 Ligue 1 France 0 FALSE
## 490 LigaPro Serie A Ecuador 0 FALSE
## 491 Premiership Scotland 0 FALSE
## 492 Serie A Italy 0 FALSE
## 493 Premier League England 0 FALSE
## 494 Bundesliga Germany 0 FALSE
## 495 Championship England 0 FALSE
## 496 Jupiler Pro League Belgium 0 FALSE
## 497 Championship England 0 FALSE
## 498 Championship England 0 FALSE
## 499 Premier League England 0 FALSE
## 500 Fortuna 1 Liga Poland 0 FALSE
## 501 <NA> England 0 FALSE
## 502 LaLiga2 Spain 0 FALSE
## 503 Ekstraklasa Poland 0 FALSE
## 504 League One England 0 FALSE
## 505 Premiership Scotland 0 FALSE
## 506 Serie A Segunda Etapa Ecuador 0 FALSE
## 507 Liga 2 Romania 0 FALSE
## 508 LaLiga Spain 0 FALSE
## 509 Championship England 0 FALSE
## 510 Premier League England 0 FALSE
## 511 Jupiler Pro League Belgium 0 FALSE
## 512 Premier League England 0 FALSE
## 513 Keuken Kampioen Divisie Netherlands 0 FALSE
## 514 Championship England 0 FALSE
## 515 Premier League England 0 FALSE
## 516 Stars League Qatar 0 FALSE
## 517 LaLiga Spain 0 FALSE
## 518 Championship England 0 FALSE
## 519 Championship England 0 FALSE
## 520 Jupiler Pro League Belgium 0 FALSE
## 521 Premiership Scotland 0 FALSE
## 522 Championship Wales 0 FALSE
## 523 Eredivisie Netherlands 0 FALSE
## 524 Premiership Scotland 0 FALSE
## 525 Championship England 0 FALSE
## 526 Bundesliga Germany 0 FALSE
## 527 Championship England 0 FALSE
## 528 League Two England 0 FALSE
## 529 Keuken Kampioen Divisie Netherlands 0 FALSE
## 530 Premier League England 0 FALSE
## 531 Premier League 2 England 0 FALSE
## 532 Premier League England 0 FALSE
## 533 Championship England 0 FALSE
## 534 Protathlima Cyta Cyprus 0 FALSE
## 535 Ligue 2 France 0 FALSE
## 536 Jupiler Pro League Belgium 0 FALSE
## 537 Championship England 0 FALSE
## 538 Allsvenskan Sweden 0 FALSE
## 539 Premiership Northern Ireland 0 FALSE
## 540 National League England 0 FALSE
## 541 Bundesliga Germany 0 FALSE
## 542 SuperSport HNL Croatia 0 FALSE
## 543 Ligat ha'Al Israel 0 FALSE
## 544 Premiership Scotland 0 FALSE
## 545 League Two Wales 0 FALSE
## 546 League One England 0 FALSE
## 547 Jupiler Pro League Belgium 0 FALSE
## 548 Premier League England 0 FALSE
## 549 Allsvenskan Sweden 0 FALSE
## 550 Premiership Scotland 0 FALSE
## 551 Championship England 0 FALSE
## 552 League One England 0 FALSE
## 553 Premier Division Ireland 0 FALSE
## 554 League Two England 0 FALSE
## 555 League Two England 0 FALSE
## 556 National League North England 0 FALSE
## 557 National League North England 0 FALSE
## 558 LaLiga Spain 0 FALSE
## 559 SuperLiga Romania 0 FALSE
## 560 LaLiga Spain 0 FALSE
## 561 Premier League England 0 FALSE
## 562 Premier League England 0 FALSE
## 563 Ligue 1 France 0 FALSE
## 564 Ligue 1 France 0 FALSE
## 565 Premier League England 0 FALSE
## 566 Serie A Italy 0 FALSE
## 567 Liga Portugal Portugal 0 FALSE
## 568 Ligue 1 France 0 FALSE
## 569 Serie A Italy 0 FALSE
## 570 Ligue 1 France 0 FALSE
## 571 League Two England 0 FALSE
## 572 Liga Profesional Argentina 0 FALSE
## 573 Premier League England 0 FALSE
## 574 Liga Portugal Portugal 0 FALSE
## 575 Premier League England 0 FALSE
## 576 Premier League England 0 FALSE
## 577 Serie A Italy 0 FALSE
## 578 Bundesliga Germany 0 FALSE
## 579 Süper Lig Türkiye 0 FALSE
## 580 Stoiximan Super League Greece 0 FALSE
## 581 Premiership Scotland 0 FALSE
## 582 LaLiga Spain 0 FALSE
## 583 LaLiga Spain 0 FALSE
## 584 League One England 0 FALSE
## 585 Eredivisie Netherlands 0 FALSE
## 586 Serie A Italy 0 FALSE
## 587 Ekstraklasa Poland 0 FALSE
## 588 Championship England 0 FALSE
## 589 Ligue 1 France 0 FALSE
## 590 Premier League 2 England 0 FALSE
## 591 League One England 0 FALSE
## 592 Challenge League Switzerland 0 FALSE
## 593 Süper Lig Türkiye 0 FALSE
## 594 LaLiga Spain 0 FALSE
## 595 LaLiga2 Spain 0 FALSE
## 596 Championship England 0 FALSE
## 597 Championship England 0 FALSE
## 598 LaLiga Spain 0 FALSE
## 599 Premier League England 0 FALSE
## 600 Championship England 0 FALSE
## 601 LaLiga Spain 0 FALSE
## 602 Championship England 0 FALSE
## 603 Premier League England 0 FALSE
## 604 Ligue 1 France 0 FALSE
## 605 LaLiga Spain 0 FALSE
## 606 Serie A Italy 0 FALSE
## 607 League Two England 0 FALSE
## 608 Championship England 0 FALSE
## 609 Premier League England 0 FALSE
## 610 Premiership Scotland 0 FALSE
## 611 Championship England 0 FALSE
## 612 Süper Lig Türkiye 0 FALSE
## 613 Championship England 0 FALSE
## 614 Championship England 0 FALSE
## 615 Eredivisie Netherlands 0 FALSE
## 616 Premiership Scotland 0 FALSE
## 617 Ligue 1 France 0 FALSE
## 618 2. Bundesliga Germany 0 FALSE
## 619 League One England 0 FALSE
## 620 Premier League England 0 FALSE
## 621 Premier League England 0 FALSE
## 622 National League South England 0 FALSE
## 623 <NA> England 0 FALSE
## 624 Bundesliga Germany 0 FALSE
## 625 Premiership Scotland 0 FALSE
## 626 Eredivisie Netherlands 0 FALSE
## 627 League One England 0 FALSE
## 628 League One England 0 FALSE
## 629 Premier Liga Russia 0 FALSE
## 630 Premier League England 0 FALSE
## 631 Championship England 0 FALSE
## 632 Championship England 0 FALSE
## 633 MLS United States 0 FALSE
## 634 Premier League England 0 FALSE
## 635 Süper Lig Türkiye 0 FALSE
## 636 Premier League England 0 FALSE
## 637 A-League Men Australia 0 FALSE
## 638 Championship England 0 FALSE
## 639 LaLiga Spain 0 FALSE
## 640 LaLiga Spain 0 FALSE
## 641 Eredivisie Netherlands 0 FALSE
## 642 League One England 0 FALSE
## 643 Ligue 1 France 0 FALSE
## 644 Ligue 1 France 0 FALSE
## 645 Championship England 0 FALSE
## 646 Eredivisie Netherlands 0 FALSE
## 647 Championship England 0 FALSE
## 648 Super liga Srbije Serbia 0 FALSE
## 649 Championship England 0 FALSE
## 650 Premier League England 0 FALSE
## 651 Eredivisie Netherlands 0 FALSE
## 652 LaLiga Spain 0 FALSE
## 653 Premier League England 0 FALSE
## 654 Championship England 0 FALSE
## 655 Premier League England 0 FALSE
## 656 Série A Brazil 0 FALSE
## 657 Série A Brazil 0 FALSE
## 658 LaLiga Spain 0 FALSE
## 659 Premier League England 0 FALSE
## 660 Ligue 1 France 0 FALSE
## 661 Nike Liga Slovakia 0 FALSE
## 662 Premier League England 0 FALSE
## 663 Championship England 0 FALSE
## 664 USLC United States 0 FALSE
## 665 Serie A Italy 0 FALSE
## 666 Serie A Italy 0 FALSE
## 667 Premier League England 0 FALSE
## 668 Premier League England 0 FALSE
## 669 Premier League England 0 FALSE
## 670 Super League China 0 FALSE
## 671 Championship England 0 FALSE
## 672 Championship England 0 FALSE
## 673 Premier League England 0 FALSE
## 674 Premier League England 0 FALSE
## 675 Süper Lig Türkiye 0 FALSE
## 676 League One England 0 FALSE
## 677 Premier League England 0 FALSE
## 678 Premier League 2 England 0 FALSE
## 679 Premier Liga Russia 0 FALSE
## 680 Eredivisie Netherlands 0 FALSE
## 681 LaLiga Spain 0 FALSE
## 682 Jupiler Pro League Belgium 0 FALSE
## 683 Bundesliga Germany 0 FALSE
## 684 Serie A Segunda Etapa Ecuador 0 FALSE
## 685 J1 League Japan 0 FALSE
## 686 Saudi Pro League Saudi Arabia 0 FALSE
## 687 Saudi Pro League Saudi Arabia 0 FALSE
## 688 Ekstraklasa Poland 0 FALSE
## 689 Primera Federación - Gr. II Spain 0 FALSE
## 690 <NA> Qatar 0 FALSE
## 691 League Two England 0 FALSE
## 692 League Two England 0 FALSE
## 693 Premier League England 0 FALSE
## 694 Premier League England 0 FALSE
## 695 Jupiler Pro League Belgium 0 FALSE
## 696 National League England 0 FALSE
## 697 Süper Lig Türkiye 0 FALSE
## 698 Championship England 0 FALSE
## 699 Superliga Denmark 0 FALSE
## 700 Championship England 0 FALSE
## 701 League One England 0 FALSE
## 702 <NA> United States 0 FALSE
## 703 Süper Lig Türkiye 0 FALSE
## 704 Premier League England 0 FALSE
## 705 Ligue 1 France 0 FALSE
## 706 Premiership Scotland 0 FALSE
## 707 Championship England 0 FALSE
## 708 Championship England 0 FALSE
## 709 Premier League England 0 FALSE
## 710 <NA> England 0 FALSE
## 711 2. Bundesliga Germany 0 FALSE
## 712 Championship England 0 FALSE
## 713 2. Bundesliga Germany 0 FALSE
## 714 Championship England 0 FALSE
## 715 Super League Switzerland 0 FALSE
## 716 2. Bundesliga Germany 0 FALSE
## 717 League One England 0 FALSE
## 718 Premier League England 0 FALSE
## 719 Premier League England 0 FALSE
## 720 Championship England 0 FALSE
## 721 League Two England 0 FALSE
## 722 Championship England 0 FALSE
## 723 Championship England 0 FALSE
## 724 Super liga Srbije Serbia 0 FALSE
## 725 Liga Portugal Portugal 0 FALSE
## 726 Primera Federación - Gr. II Spain 0 FALSE
## 727 National League South England 0 FALSE
## 728 Süper Lig Türkiye 0 FALSE
## 729 Premier League England 0 FALSE
## 730 Championship England 0 FALSE
## 731 2. Bundesliga Germany 0 FALSE
## 732 Série A Brazil 0 FALSE
## 733 A-League Men Australia 0 FALSE
## 734 J1 League Japan 0 FALSE
## 735 LaLiga Spain 0 FALSE
## 736 Ligue 1 France 0 FALSE
## 737 LaLiga Spain 0 FALSE
## 738 LaLiga Spain 0 FALSE
## 739 LaLiga Spain 0 FALSE
## 740 MLS United States 0 FALSE
## 741 Championship England 0 FALSE
## 742 LaLiga2 Spain 0 FALSE
## 743 Premier League England 0 FALSE
## 744 Serie A Italy 0 FALSE
## 745 Premier League England 0 FALSE
## 746 Serie A Italy 0 FALSE
## 747 LaLiga Spain 0 FALSE
## 748 Süper Lig Türkiye 0 FALSE
## 749 Serie A Italy 0 FALSE
## 750 Championship Wales 0 FALSE
## 751 Championship England 0 FALSE
## 752 Serie A Italy 0 FALSE
## 753 Premier League England 0 FALSE
## 754 LaLiga Spain 0 FALSE
## 755 LaLiga Spain 0 FALSE
## 756 Championship England 0 FALSE
## 757 SuperLiga Romania 0 FALSE
## 758 LaLiga2 Spain 0 FALSE
## 759 Ligue 1 France 0 FALSE
## 760 SuperSport HNL Croatia 0 FALSE
## 761 League One England 0 FALSE
## 762 Ligue 1 France 0 FALSE
## 763 Süper Lig Türkiye 0 FALSE
## 764 Série A Brazil 0 FALSE
## 765 Championship England 0 FALSE
## 766 Liga MX Apertura Mexico 0 FALSE
## 767 Championship Wales 0 FALSE
## 768 UAE Pro League United Arab Emirates 0 FALSE
## 769 Premier League England 0 FALSE
## 770 Premier League England 0 FALSE
## 771 1.Lig Türkiye 0 FALSE
## 772 Süper Lig Türkiye 0 FALSE
## 773 Premier League England 0 FALSE
## 774 Championship England 0 FALSE
## 775 League Two England 0 FALSE
## 776 Championship England 0 FALSE
## 777 UAE Pro League United Arab Emirates 0 FALSE
## 778 Bundesliga Germany 0 FALSE
## 779 Süper Lig Türkiye 0 FALSE
## 780 Copa de la Liga Argentina 0 FALSE
## 781 MLS United States 0 FALSE
## 782 Premier League England 0 FALSE
## 783 Premier League England 0 FALSE
## 784 Championship England 0 FALSE
## 785 Premijer Liga BiH Bosnia-Herzegovina 0 FALSE
## 786 A-League Men Australia 0 FALSE
## 787 Championship England 0 FALSE
## 788 Ligue 1 France 0 FALSE
## 789 <NA> Saudi Arabia 0 FALSE
## 790 A-League Men Australia 0 FALSE
## 791 Serie B Italy 0 FALSE
## 792 Ligue 2 France 0 FALSE
## 793 Série A Brazil 0 FALSE
## 794 Stars League Qatar 0 FALSE
## 795 Serie A Italy 0 FALSE
## 796 Championship England 0 FALSE
## 797 Premier League England 0 FALSE
## 798 Ligue 1 France 0 FALSE
## 799 LaLiga Spain 0 FALSE
## 800 Premier League 2 England 0 FALSE
## 801 LaLiga Spain 0 FALSE
## 802 Jupiler Pro League Belgium 0 FALSE
## 803 MLS United States 0 FALSE
## 804 Championship England 0 FALSE
## 805 League One England 0 FALSE
## 806 Premier League England 0 FALSE
## 807 Championship England 0 FALSE
## 808 Ekstraklasa Poland 0 FALSE
## 809 Série A Brazil 0 FALSE
## 810 Série A Brazil 0 FALSE
## 811 Championship England 0 FALSE
## 812 League One England 0 FALSE
## 813 Championship England 0 FALSE
## 814 Championship England 0 FALSE
## 815 Championship England 0 FALSE
## 816 LaLiga Spain 0 FALSE
## 817 Premier League England 0 FALSE
## 818 Championship England 0 FALSE
## 819 Premier League England 0 FALSE
## 820 LaLiga Spain 0 FALSE
## 821 Ligue 1 France 0 FALSE
## 822 Copa de la Liga Argentina 0 FALSE
## 823 MLS United States 0 FALSE
## 824 Super liga Srbije Serbia 0 FALSE
## 825 Süper Lig Türkiye 0 FALSE
## 826 Ligue 1 France 0 FALSE
## 827 Superliga Denmark 0 FALSE
## 828 Liga Sabseg Portugal 0 FALSE
## 829 Saudi Pro League Saudi Arabia 0 FALSE
## 830 LaLiga Spain 0 FALSE
## 831 Ligue 1 France 0 FALSE
## 832 Ligue 1 France 0 FALSE
## 833 Stoiximan Super League Greece 0 FALSE
## 834 Saudi Pro League Saudi Arabia 0 FALSE
## 835 Bundesliga Germany 0 FALSE
## 836 Süper Lig Türkiye 0 FALSE
## 837 Premier League England 0 FALSE
## 838 Premier Liga Ukraine 0 FALSE
## 839 Série A Brazil 0 FALSE
## 840 MLS United States 0 FALSE
## 841 Championship England 0 FALSE
## 842 Süper Lig Türkiye 0 FALSE
## 843 Championship England 0 FALSE
## 844 Championship England 0 FALSE
## 845 Premier League England 0 FALSE
## 846 LaLiga Spain 0 FALSE
## 847 LaLiga Spain 0 FALSE
## 848 Bundesliga Germany 0 FALSE
## 849 Premier League England 0 FALSE
## 850 Championship England 0 FALSE
## 851 Premier League England 0 FALSE
## 852 Süper Lig Türkiye 0 FALSE
## 853 UAE Pro League United Arab Emirates 0 FALSE
## 854 Premiership Scotland 0 FALSE
## 855 LaLiga Spain 0 FALSE
## 856 Copa de la Liga Argentina 0 FALSE
## 857 Allsvenskan Sweden 0 FALSE
## 858 Fortuna 1 Liga Poland 0 FALSE
## 859 Serie A Italy 0 FALSE
## 860 Championship England 0 FALSE
## 861 Championship England 0 FALSE
## 862 League Two England 0 FALSE
## 863 Premier League England 0 FALSE
## 864 Serie A Italy 0 FALSE
## 865 Championship England 0 FALSE
## 866 LaLiga Spain 0 FALSE
## 867 League One England 0 FALSE
## 868 Premier League England 0 FALSE
## 869 Série A Brazil 0 FALSE
## 870 Liga Portugal Portugal 0 FALSE
## 871 Stoiximan Super League Greece 0 FALSE
## 872 Ekstraklasa Poland 0 FALSE
## 873 Premier League England 0 FALSE
## 874 Serie A Italy 0 FALSE
## 875 Premier League England 0 FALSE
## 876 Championship England 0 FALSE
## 877 Premier League England 0 FALSE
## 878 LaLiga Spain 0 FALSE
## 879 Championship England 0 FALSE
## 880 Ligue 1 France 0 FALSE
## 881 UAE Pro League United Arab Emirates 0 FALSE
## 882 Championship England 0 FALSE
## 883 Ligue 2 France 0 FALSE
## 884 League One England 0 FALSE
## 885 Süper Lig Türkiye 0 FALSE
## 886 Championship England 0 FALSE
## 887 League One England 0 FALSE
## 888 Championship England 0 FALSE
## 889 League One England 0 FALSE
## 890 Premier League England 0 FALSE
## 891 Championship England 0 FALSE
## 892 MLS United States 0 FALSE
## 893 Championship England 0 FALSE
## 894 Ligue 1 France 0 FALSE
## 895 Championship England 0 FALSE
## 896 League One England 0 FALSE
## 897 League One England 0 FALSE
## transfer_notes window in_squad appearances goals minutes_played
## 1 <NA> Summer 48 40 7 1508
## 2 <NA> Summer NA NA NA NA
## 3 <NA> Summer NA NA NA NA
## 4 <NA> Summer NA NA NA NA
## 5 <NA> Summer NA NA NA NA
## 6 <NA> Summer NA NA NA NA
## 7 <NA> Winter 4 0 0 0
## 8 <NA> Summer NA NA NA NA
## 9 <NA> Summer NA NA NA NA
## 10 <NA> Summer NA NA NA NA
## 11 <NA> Summer NA NA NA NA
## 12 <NA> Winter 3 2 0 111
## 13 <NA> Winter 22 12 0 460
## 14 <NA> Summer 44 16 0 1272
## 15 <NA> Summer NA NA NA NA
## 16 <NA> Summer NA NA NA NA
## 17 <NA> Summer NA NA NA NA
## 18 <NA> Summer NA NA NA NA
## 19 <NA> Summer NA NA NA NA
## 20 <NA> Summer NA NA NA NA
## 21 <NA> Winter NA NA NA NA
## 22 <NA> Summer NA NA NA NA
## 23 <NA> Summer NA NA NA NA
## 24 <NA> Summer NA NA NA NA
## 25 <NA> Summer NA NA NA NA
## 26 <NA> Summer NA NA NA NA
## 27 <NA> Summer NA NA NA NA
## 28 <NA> Summer NA NA NA NA
## 29 <NA> Summer 25 20 4 1135
## 30 <NA> Summer 44 44 0 3824
## 31 <NA> Summer NA NA NA NA
## 32 <NA> Summer NA NA NA NA
## 33 <NA> Winter 25 20 4 1135
## 34 <NA> Summer 38 38 4 3429
## 35 <NA> Summer NA NA NA NA
## 36 <NA> Summer NA NA NA NA
## 37 <NA> Summer NA NA NA NA
## 38 <NA> Summer NA NA NA NA
## 39 <NA> Summer NA NA NA NA
## 40 <NA> Summer NA NA NA NA
## 41 <NA> Summer NA NA NA NA
## 42 <NA> Summer NA NA NA NA
## 43 <NA> Summer NA NA NA NA
## 44 <NA> Winter 14 5 0 304
## 45 <NA> Summer 40 36 10 2067
## 46 <NA> Summer 42 38 0 3398
## 47 <NA> Summer NA NA NA NA
## 48 <NA> Summer NA NA NA NA
## 49 <NA> Summer NA NA NA NA
## 50 <NA> Summer NA NA NA NA
## 51 <NA> Summer NA NA NA NA
## 52 <NA> Summer NA NA NA NA
## 53 <NA> Summer NA NA NA NA
## 54 <NA> Summer NA NA NA NA
## 55 <NA> Summer NA NA NA NA
## 56 <NA> Summer NA NA NA NA
## 57 <NA> Summer NA NA NA NA
## 58 <NA> Summer NA NA NA NA
## 59 <NA> Summer 25 15 1 446
## 60 <NA> Summer 14 9 0 723
## 61 <NA> Summer NA NA NA NA
## 62 <NA> Summer NA NA NA NA
## 63 <NA> Winter NA NA NA NA
## 64 <NA> Summer 23 12 0 1080
## 65 <NA> Summer NA NA NA NA
## 66 <NA> Summer NA NA NA NA
## 67 <NA> Summer NA NA NA NA
## 68 <NA> Summer NA NA NA NA
## 69 <NA> Summer NA NA NA NA
## 70 <NA> Summer NA NA NA NA
## 71 <NA> Summer NA NA NA NA
## 72 <NA> Summer 40 38 12 2730
## 73 <NA> Summer 36 30 0 2533
## 74 <NA> Summer 33 16 0 652
## 75 <NA> Summer 10 1 0 5
## 76 <NA> Summer NA NA NA NA
## 77 <NA> Summer 36 17 2 1429
## 78 <NA> Summer 2 0 0 0
## 79 <NA> Summer NA NA NA NA
## 80 <NA> Summer NA NA NA NA
## 81 <NA> Summer NA NA NA NA
## 82 <NA> Summer NA NA NA NA
## 83 <NA> Summer NA NA NA NA
## 84 <NA> Summer NA NA NA NA
## 85 <NA> Summer NA NA NA NA
## 86 <NA> Summer 37 37 1 3330
## 87 <NA> Summer 40 38 3 2953
## 88 <NA> Summer 13 8 0 215
## 89 <NA> Summer 40 24 0 1121
## 90 <NA> Summer NA NA NA NA
## 91 <NA> Summer NA NA NA NA
## 92 <NA> Summer NA NA NA NA
## 93 <NA> Summer NA NA NA NA
## 94 <NA> Summer NA NA NA NA
## 95 <NA> Summer NA NA NA NA
## 96 <NA> Winter 15 15 1 1350
## 97 <NA> Summer 41 33 6 2308
## 98 <NA> Summer 43 31 0 2790
## 99 <NA> Summer 26 18 0 1597
## 100 <NA> Summer NA NA NA NA
## 101 <NA> Summer NA NA NA NA
## 102 <NA> Summer NA NA NA NA
## 103 <NA> Summer NA NA NA NA
## 104 <NA> Summer NA NA NA NA
## 105 <NA> Summer NA NA NA NA
## 106 <NA> Summer NA NA NA NA
## 107 <NA> Summer NA NA NA NA
## 108 <NA> Summer NA NA NA NA
## 109 <NA> Summer NA NA NA NA
## 110 <NA> Summer NA NA NA NA
## 111 <NA> Winter NA NA NA NA
## 112 <NA> Summer 36 33 5 2541
## 113 <NA> Summer 23 20 2 1117
## 114 <NA> Summer 28 10 0 900
## 115 <NA> Summer 8 6 0 464
## 116 <NA> Summer NA NA NA NA
## 117 <NA> Summer NA NA NA NA
## 118 <NA> Summer NA NA NA NA
## 119 <NA> Summer NA NA NA NA
## 120 <NA> Summer NA NA NA NA
## 121 <NA> Summer NA NA NA NA
## 122 <NA> Summer NA NA NA NA
## 123 <NA> Winter 20 8 0 720
## 124 <NA> Summer 11 11 0 603
## 125 <NA> Summer 25 8 0 136
## 126 <NA> Summer 41 1 0 90
## 127 <NA> Summer NA NA NA NA
## 128 <NA> Summer NA NA NA NA
## 129 <NA> Summer NA NA NA NA
## 130 <NA> Summer NA NA NA NA
## 131 <NA> Summer NA NA NA NA
## 132 <NA> Summer NA NA NA NA
## 133 <NA> Summer NA NA NA NA
## 134 <NA> Summer NA NA NA NA
## 135 <NA> Summer NA NA NA NA
## 136 <NA> Summer NA NA NA NA
## 137 <NA> Summer NA NA NA NA
## 138 <NA> Summer NA NA NA NA
## 139 <NA> Winter NA NA NA NA
## 140 <NA> Summer 0 0 0 0
## 141 <NA> Summer NA NA NA NA
## 142 <NA> Summer NA NA NA NA
## 143 <NA> Summer NA NA NA NA
## 144 <NA> Summer NA NA NA NA
## 145 <NA> Winter 0 0 0 0
## 146 <NA> Summer NA NA NA NA
## 147 <NA> Summer NA NA NA NA
## 148 <NA> Summer NA NA NA NA
## 149 <NA> Summer 58 10 0 930
## 150 <NA> Summer NA NA NA NA
## 151 <NA> Summer NA NA NA NA
## 152 <NA> Summer NA NA NA NA
## 153 <NA> Summer NA NA NA NA
## 154 <NA> Winter NA NA NA NA
## 155 <NA> Summer 47 45 7 3864
## 156 <NA> Summer 36 6 0 570
## 157 <NA> Summer NA NA NA NA
## 158 <NA> Summer NA NA NA NA
## 159 <NA> Summer NA NA NA NA
## 160 <NA> Summer NA NA NA NA
## 161 <NA> Summer NA NA NA NA
## 162 <NA> Summer NA NA NA NA
## 163 <NA> Summer NA NA NA NA
## 164 <NA> Summer NA NA NA NA
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## 819 <NA> Winter 3 0 0 0
## 820 <NA> Summer NA NA NA NA
## 821 <NA> Summer NA NA NA NA
## 822 <NA> Summer NA NA NA NA
## 823 <NA> Winter NA NA NA NA
## 824 <NA> Winter NA NA NA NA
## 825 <NA> Summer NA NA NA NA
## 826 <NA> Summer NA NA NA NA
## 827 <NA> Winter NA NA NA NA
## 828 <NA> Summer 2 1 0 45
## 829 <NA> Summer NA NA NA NA
## 830 <NA> Summer NA NA NA NA
## 831 <NA> Summer NA NA NA NA
## 832 <NA> Summer NA NA NA NA
## 833 <NA> Summer NA NA NA NA
## 834 <NA> Summer NA NA NA NA
## 835 <NA> Summer NA NA NA NA
## 836 <NA> Summer NA NA NA NA
## 837 <NA> Summer NA NA NA NA
## 838 <NA> Summer 8 6 0 283
## 839 <NA> Summer NA NA NA NA
## 840 <NA> Winter NA NA NA NA
## 841 <NA> Summer 37 30 0 1606
## 842 <NA> Summer NA NA NA NA
## 843 <NA> Summer 46 46 3 2730
## 844 <NA> Summer NA NA NA NA
## 845 <NA> Summer NA NA NA NA
## 846 <NA> Winter 13 6 0 47
## 847 <NA> Winter 2 0 0 0
## 848 <NA> Summer 24 14 0 687
## 849 <NA> Summer 24 20 0 961
## 850 <NA> Summer NA NA NA NA
## 851 <NA> Summer 31 31 1 2650
## 852 <NA> Summer NA NA NA NA
## 853 <NA> Summer NA NA NA NA
## 854 <NA> Summer NA NA NA NA
## 855 <NA> Summer NA NA NA NA
## 856 <NA> Summer NA NA NA NA
## 857 <NA> Summer NA NA NA NA
## 858 <NA> Summer NA NA NA NA
## 859 <NA> Summer 26 22 1 1703
## 860 <NA> Summer NA NA NA NA
## 861 <NA> Summer NA NA NA NA
## 862 <NA> Summer NA NA NA NA
## 863 <NA> Summer NA NA NA NA
## 864 <NA> Summer NA NA NA NA
## 865 <NA> Summer NA NA NA NA
## 866 <NA> Summer 45 37 3 1693
## 867 <NA> Summer 8 0 0 0
## 868 <NA> Summer NA NA NA NA
## 869 <NA> Summer NA NA NA NA
## 870 <NA> Summer NA NA NA NA
## 871 <NA> Winter 10 3 0 185
## 872 <NA> Winter NA NA NA NA
## 873 <NA> Summer 36 34 1 2473
## 874 <NA> Summer NA NA NA NA
## 875 <NA> Summer NA NA NA NA
## 876 <NA> Summer NA NA NA NA
## 877 <NA> Summer 20 18 2 439
## 878 <NA> Summer NA NA NA NA
## 879 <NA> Summer NA NA NA NA
## 880 <NA> Summer NA NA NA NA
## 881 <NA> Summer NA NA NA NA
## 882 <NA> Summer NA NA NA NA
## 883 <NA> Summer NA NA NA NA
## 884 <NA> Summer NA NA NA NA
## 885 <NA> Summer 18 15 0 310
## 886 <NA> Summer 10 4 0 41
## 887 <NA> Summer 7 0 0 0
## 888 <NA> Summer NA NA NA NA
## 889 <NA> Summer NA NA NA NA
## 890 <NA> Summer 10 9 0 221
## 891 <NA> Summer NA NA NA NA
## 892 <NA> Summer NA NA NA NA
## 893 <NA> Winter 9 4 0 92
## 894 <NA> Summer 37 37 5 3001
## 895 <NA> Summer 36 36 5 2429
## 896 <NA> Summer NA NA NA NA
## 897 <NA> Summer NA NA NA NAHuh, there are many.
So what’s the different between these two? NA transfer fee and 0 transfer fee?
Difference between NA and 0
is_loan_check_0 <-
transfers_df %>%
filter(transfer_fee == 0) %>%
group_by(is_loan) %>%
count() %>%
ungroup() %>%
mutate(percentage = 100*(n/sum(n)))
is_loan_check_0## # A tibble: 1 x 3
## is_loan n percentage
## <lgl> <int> <dbl>
## 1 FALSE 897 100club_check_0 <-
transfers_df %>%
filter(transfer_fee == 0, is_loan == F) %>%
group_by(club_2) %>%
count() %>%
arrange(desc(n)) %>%
ungroup() %>%
mutate(total_count = sum(n), percentage = 100*(n/sum(n)))
club_check_0## # A tibble: 377 x 4
## club_2 n total_count percentage
## <chr> <int> <int> <dbl>
## 1 Everton 14 897 1.56
## 2 Stoke City 14 897 1.56
## 3 West Brom 14 897 1.56
## 4 Sunderland 13 897 1.45
## 5 Bournemouth 12 897 1.34
## 6 Nottm Forest 12 897 1.34
## 7 Aston Villa 10 897 1.11
## 8 Fulham 10 897 1.11
## 9 Barcelona 9 897 1.00
## 10 Burnley 9 897 1.00
## # i 367 more rowsLet’s compare with the data that has NA in transfer fee
ilcn <- qplot(data = is_loan_check_na, x = percentage, y = is_loan, geom = "col")## Warning: `qplot()` was deprecated in ggplot2 3.4.0.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.ilc0 <- qplot(data = is_loan_check_0, x = percentage, y = is_loan, geom = "col")
ccna <- qplot(data = club_check_na[1:10,], x = percentage, y = club_2, geom = "col")
cc0 <- qplot(data = club_check_0[1:10,], x = percentage, y = club_2, geom = "col")ilcn <- ggplot(data = is_loan_check_na, aes(x = percentage,y = is_loan))+ geom_col()
ilcn
ilc0 <- ggplot(data = is_loan_check_0, aes(x = percentage, y = is_loan))+ geom_col()
ilc0
ccna <- ggplot(data = club_check_na[1:10,], aes(x = percentage, y = club_2))+ geom_col()
ccna
cc0 <- ggplot(data = club_check_0[1:10,], aes(x = percentage, y = club_2))+ geom_col()
cc0
is_loan: All zero transfer fee are not loan, but the majority of NA transfer fee are loan. I suspect the NA in transfer fee is a decision related to mentions of loan fee in the transfer notes; perhaps there it is debateable whether or not loan fee could be considered as transfer fee or not. Or should I create a new column to accomodate loan fee?
club_2: While there are more club_2 rows with 0 transfer fee(1032) than NA transfer fee(882), the propotion of Without Club is still far significant.
In the end I decide to still replace NA with 0 for tidier data.
Columns With Equal Missing Percentage
Columns titled minutes_played, goals, appearances, and in_squad are having the same 39.96% missing percentage. What comes to mind? Do the missing rows between them are actually the same rows?
colnames_input <- c("minutes_played", "goals", "appearances", "in_squad")
na_index_getter <- function(colname_input){
transfers_df %>%
select(all_of(colname_input)) %>%
is.na() %>%
which()
}
# use purrr:: because it clashes with maps library's map function
na_index_list <- purrr::map(colnames_input, ~na_index_getter(.x))
# initialize an empty data frame to store results
result_df <- data.frame(pair = character(), is_identical = logical(), stringsAsFactors = FALSE)
# initialize counter
counter_in <- 0
# check all pairs in the list
for (i in 1:(length(na_index_list) - 1)) {
for (j in (i + 1):length(na_index_list)) {
v1 <- na_index_list[[i]]
v2 <- na_index_list[[j]]
what_pair <- paste0(colnames_input[i], " & ", colnames_input[j])
counter_in <- counter_in + 1 # increment
res <- identical(v1, v2)
result_df <-
bind_rows(result_df, data.frame(pair = what_pair, is_identical = res))
}
}result_df## pair is_identical
## 1 minutes_played & goals TRUE
## 2 minutes_played & appearances TRUE
## 3 minutes_played & in_squad TRUE
## 4 goals & appearances TRUE
## 5 goals & in_squad TRUE
## 6 appearances & in_squad TRUEAll 4 columns have been tested with identical() to prove whether or not their missing rows index are the same.
Let’s look at some example.
If I take any random column from each of the four with NA, the other will also has NA.
set.seed(20240112)
numcol <- sample(x = 1:4, size = 1)
transfers_df %>%
select(all_of(colnames_input)) %>%
filter(is.na(.[[colnames_input[numcol]]])) %>%
sample_n(5)## minutes_played goals appearances in_squad
## 1 NA NA NA NA
## 2 NA NA NA NA
## 3 NA NA NA NA
## 4 NA NA NA NA
## 5 NA NA NA NAIf I take any random column from each of the four without NA, the others will have data as well.
set.seed(20240112)
numcol <- sample(x = 1:4, size = 1)
transfers_df %>%
select(all_of(colnames_input)) %>%
filter(!is.na(.[[colnames_input[numcol]]])) %>%
sample_n(5)## minutes_played goals appearances in_squad
## 1 267 0 20 43
## 2 2715 7 45 48
## 3 6 0 1 1
## 4 0 0 0 2
## 5 0 0 0 0Should I impute the NA with zero? I believe so.
club_2, country_2, league_2,
The reason these columns are riddled with NA, I suspect is due to expiring contracts, and I predict many of them will be at the 30+ age.
transfers_df %>% filter(
is.na(club_2),
is.na(country_2),
is.na(league_2),
) %>%
select(player_age) %>%
mutate(player_age = as.integer(player_age)) %>%
boxplot()
While my suspicion is mostly true, I’m curious about the outlier. But I must be wary, not recklessly impute. I will impute them with character “Missing.”
Transfer Notes
Looking at the data, I believe transfer_notes are used to fill in information about loan, so it would have no value if it wasn’t a loan. Most of the rows aren’t loan.
transfers_df %>%
filter(is.na(transfer_notes)) %>%
group_by(is_loan) %>%
count(sort = T)## # A tibble: 2 x 2
## # Groups: is_loan [2]
## is_loan n
## <lgl> <int>
## 1 FALSE 2626
## 2 TRUE 204True, most of the value in is_loan is FALSE.
Duplicated Data
get_dupes(transfers_df)## No variable names specified - using all columns.## team_name league country season transfer_type player_name
## 1 Crystal Palace Premier League England 2014 Departures Adlène Guédioura
## 2 Crystal Palace Premier League England 2014 Departures Adlène Guédioura
## 3 Crystal Palace Premier League England 2014 Departures Michael Chambers
## 4 Crystal Palace Premier League England 2014 Departures Michael Chambers
## 5 Crystal Palace Premier League England 2014 Departures Patrick McCarthy
## 6 Crystal Palace Premier League England 2014 Departures Patrick McCarthy
## player_url
## 1 https://www.transfermarkt.com/adlene-guedioura/profil/spieler/74768
## 2 https://www.transfermarkt.com/adlene-guedioura/profil/spieler/74768
## 3 https://www.transfermarkt.com/michael-chambers/profil/spieler/244222
## 4 https://www.transfermarkt.com/michael-chambers/profil/spieler/244222
## 5 https://www.transfermarkt.com/patrick-mccarthy/profil/spieler/29974
## 6 https://www.transfermarkt.com/patrick-mccarthy/profil/spieler/29974
## player_position player_age player_nationality club_2 league_2
## 1 Defensive Midfield 29 Algeria Watford Championship
## 2 Defensive Midfield 29 Algeria Watford Championship
## 3 Centre-Back 20 England Welling Utd. National League
## 4 Centre-Back 20 England Welling Utd. National League
## 5 Centre-Back 31 Ireland Sheff Utd League One
## 6 Centre-Back 31 Ireland Sheff Utd League One
## country_2 transfer_fee is_loan transfer_notes window in_squad appearances
## 1 England NA TRUE loan transfer Winter 13 10
## 2 England NA TRUE loan transfer Winter 13 10
## 3 England NA TRUE loan transfer Winter NA NA
## 4 England NA TRUE loan transfer Winter NA NA
## 5 England NA TRUE loan transfer Winter 5 2
## 6 England NA TRUE loan transfer Winter 5 2
## goals minutes_played dupe_count
## 1 0 365 2
## 2 0 365 2
## 3 NA NA 2
## 4 NA NA 2
## 5 0 180 2
## 6 0 180 2There are 10 rows of duplicated data.
Data Types
str(transfers_df)## 'data.frame': 8102 obs. of 21 variables:
## $ team_name : chr "Chelsea FC" "Chelsea FC" "Chelsea FC" "Chelsea FC" ...
## $ league : chr "Premier League" "Premier League" "Premier League" "Premier League" ...
## $ country : chr "England" "England" "England" "England" ...
## $ season : chr "2014" "2014" "2014" "2014" ...
## $ transfer_type : chr "Arrivals" "Arrivals" "Arrivals" "Arrivals" ...
## $ player_name : chr "Diego Costa" "Cesc Fàbregas" "Filipe Luís" "Loïc Rémy" ...
## $ player_url : chr "https://www.transfermarkt.com/diego-costa/profil/spieler/44779" "https://www.transfermarkt.com/cesc-fabregas/profil/spieler/8806" "https://www.transfermarkt.com/filipe-luis/profil/spieler/21725" "https://www.transfermarkt.com/loic-remy/profil/spieler/45121" ...
## $ player_position : chr "Centre-Forward" "Central Midfield" "Left-Back" "Centre-Forward" ...
## $ player_age : chr "25" "27" "28" "27" ...
## $ player_nationality: chr "Spain" "Spain" "Brazil" "France" ...
## $ club_2 : chr "Atlético Madrid" "Barcelona" "Atlético Madrid" "QPR" ...
## $ league_2 : chr "LaLiga" "LaLiga" "LaLiga" "Premier League" ...
## $ country_2 : chr "Spain" "Spain" "Spain" "England" ...
## $ transfer_fee : Named num 38000000 33000000 20000000 13200000 2500000 0 NA NA NA NA ...
## ..- attr(*, "names")= chr [1:8102] "\20038.00m" "\20033.00m" "\20020.00m" "\20013.20m" ...
## $ is_loan : logi FALSE FALSE FALSE FALSE FALSE FALSE ...
## $ transfer_notes : Named chr NA NA NA NA ...
## ..- attr(*, "names")= chr [1:8102] "\20038.00m" "\20033.00m" "\20020.00m" "\20013.20m" ...
## $ window : chr "Summer" "Summer" "Summer" "Summer" ...
## $ in_squad : num 38 47 50 40 NA 48 3 1 49 NA ...
## $ appearances : num 37 47 26 27 NA 40 0 0 39 NA ...
## $ goals : num 21 5 1 9 NA 7 0 0 0 NA ...
## $ minutes_played : num 2940 3925 1887 1005 NA ...Needs to be changed: - season to integer - transfer_type to factor - player_position to factor - player age to integer - player_nationality to factor - league_2 to factor - country_2 to factor - window to factor
Unique Values
catcol <- transfers_df %>% select(!where(is.numeric)) %>% names()
transfers_df %>%
select(catcol) %>%
summarise(across(everything(), n_distinct)) %>%
t() ## Warning: Using an external vector in selections was deprecated in tidyselect 1.1.0.
## i Please use `all_of()` or `any_of()` instead.
## # Was:
## data %>% select(catcol)
##
## # Now:
## data %>% select(all_of(catcol))
##
## See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.## [,1]
## team_name 34
## league 2
## country 1
## season 10
## transfer_type 2
## player_name 2357
## player_url 2364
## player_position 15
## player_age 30
## player_nationality 117
## club_2 728
## league_2 103
## country_2 66
## is_loan 2
## transfer_notes 484
## window 2I’ll delete: league, country, and player_url. I won’t delete player_name because while it is an essential identifier in this data. Surely, we want to investigate some big names later.
Data Description
- Data source: Transfermarkt via worldfootballR R library
- Data Format: .RDS
- Data Quality: There are 13% data missing and 10 duplicated row.
- Data Preparation Task:
- Impute numerical data with 0 and non-numerical data with “missing”.
- Remove duplicates.
- Modify data types.
- Remove data with too much unique values, and data with singular unique values (except player_name).
Process
Impute Numeric Data
numcol <- transfers_df %>% select(where(is.numeric)) %>% names()transfers_df[,numcol] <-
transfers_df %>%
select(where(is.numeric)) %>%
replace(is.na(.), 0)transfers_df[,numcol] %>% anyNA()## [1] FALSEImpute Categorical Data
catcol <- transfers_df %>% select(!where(is.numeric)) %>% names()transfers_df[,catcol] <-
transfers_df %>%
select(!where(is.numeric)) %>%
replace(is.na(.), "missing")transfers_df[,catcol] %>% anyNA()## [1] FALSEtransfers_df %>% anyNA()## [1] FALSERemove Duplicate
transfers_df <- transfers_df %>% distinct()Modify Data Type
pos_level<- c("Goalkeeper", "Left-Back", "Centre-Back", "Defender", "Right-Back", "Defensive Midfield", "Left Midfield", "Central Midfield", "Right Midfield", "Attacking Midfield", "Left Winger", "Right Winger", "Second Striker", "Centre-Forward")transfers_df <-
transfers_df %>%
mutate(
season = as.factor(season),
transfer_type = as.factor(transfer_type),
player_position = factor(player_position, levels = rev(pos_level)),
player_age = as.integer(player_age),
player_nationality = as.factor(player_nationality),
league_2 = as.factor(league_2),
country_2 = as.factor(country_2),
window = as.factor(window)
)## Warning: There was 1 warning in `mutate()`.
## i In argument: `player_age = as.integer(player_age)`.
## Caused by warning:
## ! NAs introduced by coercionData Removal
Row
Because I want to analyze Premier League transfers, I’ll delete all rows with Championship value in league column.
But before that, let’s inspect the teams in the data. Were they actually in the Championship?
transfermarkt_championship_teams <- transfers_df %>% filter(league == "Championship") %>% select(team_name, season) %>% unique()%>% mutate(season = as.integer(as.character(season)))
transfermarkt_championship_teams## team_name season
## 1 Southampton FC 2014
## 47 Swansea City 2014
## 99 Hull City 2014
## 159 Queens Park Rangers 2014
## 236 Stoke City 2014
## 275 West Bromwich Albion 2014
## 311 Sunderland AFC 2014
## 365 Leicester City 2014
## 422 Southampton FC 2015
## 456 Leicester City 2015
## 516 Stoke City 2015
## 544 Swansea City 2015
## 588 Watford FC 2015
## 652 Norwich City 2015
## 719 West Bromwich Albion 2015
## 744 Sunderland AFC 2015
## 800 Southampton FC 2016
## 821 Leicester City 2016
## 856 Stoke City 2016
## 883 Watford FC 2016
## 944 Swansea City 2016
## 982 Hull City 2016
## 1024 Sunderland AFC 2016
## 1072 Middlesbrough FC 2016
## 1109 West Bromwich Albion 2016
## 1136 Leicester City 2017
## 1163 Southampton FC 2017
## 1189 Watford FC 2017
## 1252 Stoke City 2017
## 1287 West Bromwich Albion 2017
## 1315 Swansea City 2017
## 1360 Huddersfield Town 2017
## 1398 Leicester City 2018
## 1432 Southampton FC 2018
## 1466 Watford FC 2018
## 1519 Huddersfield Town 2018
## 1549 Cardiff City 2018
## 1585 Leicester City 2019
## 1611 Southampton FC 2019
## 1642 Watford FC 2019
## 1683 Norwich City 2019
## 1734 Leicester City 2020
## 1771 Southampton FC 2020
## 1812 Leeds United 2020
## 1845 West Bromwich Albion 2020
## 1890 Leicester City 2021
## 1912 Leeds United 2021
## 1939 Southampton FC 2021
## 1963 Norwich City 2021
## 2026 Watford FC 2021
## 2087 Leicester City 2022
## 2106 Southampton FC 2022
## 2141 Leeds United 2022# table_1415_2324 <- fb_season_team_stats(country = "ENG", gender = "M", season_end_year = years_range + 1, tier = c("1st", "2nd"), stat_type = "league_table")# saveRDS(object = table_1415_2324,file = "table_fbref_1415_2324.RDS")table_1415_2324 <- readRDS(file = "table_fbref_1415_2324.RDS")Since transfermarkt uses start of the season instead of season end, fbref data needs to be adjusted by substracting 1 from its Season_End_Year column.
fbref_championship_teams <- table_1415_2324 %>% filter(Competition_Name == "EFL Championship") %>% select(Squad, Season_End_Year) %>% unique() %>% rename(team_name = Squad) %>% mutate(season = as.integer(Season_End_Year - 1)) %>% select(-Season_End_Year)
fbref_championship_teams## team_name season
## 1 Birmingham City 2014
## 2 Blackburn 2014
## 3 Blackpool 2014
## 4 Bolton 2014
## 5 Bournemouth 2014
## 6 Brentford 2014
## 7 Brighton 2014
## 8 Cardiff City 2014
## 9 Charlton Ath 2014
## 10 Derby County 2014
## 11 Fulham 2014
## 12 Huddersfield 2014
## 13 Ipswich Town 2014
## 14 Leeds United 2014
## 15 Middlesbrough 2014
## 16 Millwall 2014
## 17 Norwich City 2014
## 18 Nott'ham Forest 2014
## 19 Reading 2014
## 20 Rotherham Utd 2014
## 21 Sheffield Weds 2014
## 22 Watford 2014
## 23 Wigan Athletic 2014
## 24 Wolves 2014
## 25 Birmingham City 2015
## 26 Blackburn 2015
## 27 Bolton 2015
## 28 Brentford 2015
## 29 Brighton 2015
## 30 Bristol City 2015
## 31 Burnley 2015
## 32 Cardiff City 2015
## 33 Charlton Ath 2015
## 34 Derby County 2015
## 35 Fulham 2015
## 36 Huddersfield 2015
## 37 Hull City 2015
## 38 Ipswich Town 2015
## 39 Leeds United 2015
## 40 MK Dons 2015
## 41 Middlesbrough 2015
## 42 Nott'ham Forest 2015
## 43 Preston 2015
## 44 QPR 2015
## 45 Reading 2015
## 46 Rotherham Utd 2015
## 47 Sheffield Weds 2015
## 48 Wolves 2015
## 49 Aston Villa 2016
## 50 Barnsley 2016
## 51 Birmingham City 2016
## 52 Blackburn 2016
## 53 Brentford 2016
## 54 Brighton 2016
## 55 Bristol City 2016
## 56 Burton Albion 2016
## 57 Cardiff City 2016
## 58 Derby County 2016
## 59 Fulham 2016
## 60 Huddersfield 2016
## 61 Ipswich Town 2016
## 62 Leeds United 2016
## 63 Newcastle Utd 2016
## 64 Norwich City 2016
## 65 Nott'ham Forest 2016
## 66 Preston 2016
## 67 QPR 2016
## 68 Reading 2016
## 69 Rotherham Utd 2016
## 70 Sheffield Weds 2016
## 71 Wigan Athletic 2016
## 72 Wolves 2016
## 73 Aston Villa 2017
## 74 Barnsley 2017
## 75 Birmingham City 2017
## 76 Bolton 2017
## 77 Brentford 2017
## 78 Bristol City 2017
## 79 Burton Albion 2017
## 80 Cardiff City 2017
## 81 Derby County 2017
## 82 Fulham 2017
## 83 Hull City 2017
## 84 Ipswich Town 2017
## 85 Leeds United 2017
## 86 Middlesbrough 2017
## 87 Millwall 2017
## 88 Norwich City 2017
## 89 Nott'ham Forest 2017
## 90 Preston 2017
## 91 QPR 2017
## 92 Reading 2017
## 93 Sheffield Utd 2017
## 94 Sheffield Weds 2017
## 95 Sunderland 2017
## 96 Wolves 2017
## 97 Aston Villa 2018
## 98 Birmingham City 2018
## 99 Blackburn 2018
## 100 Bolton 2018
## 101 Brentford 2018
## 102 Bristol City 2018
## 103 Derby County 2018
## 104 Hull City 2018
## 105 Ipswich Town 2018
## 106 Leeds United 2018
## 107 Middlesbrough 2018
## 108 Millwall 2018
## 109 Norwich City 2018
## 110 Nott'ham Forest 2018
## 111 Preston 2018
## 112 QPR 2018
## 113 Reading 2018
## 114 Rotherham Utd 2018
## 115 Sheffield Utd 2018
## 116 Sheffield Weds 2018
## 117 Stoke City 2018
## 118 Swansea City 2018
## 119 West Brom 2018
## 120 Wigan Athletic 2018
## 121 Barnsley 2019
## 122 Birmingham City 2019
## 123 Blackburn 2019
## 124 Brentford 2019
## 125 Bristol City 2019
## 126 Cardiff City 2019
## 127 Charlton Ath 2019
## 128 Derby County 2019
## 129 Fulham 2019
## 130 Huddersfield 2019
## 131 Hull City 2019
## 132 Leeds United 2019
## 133 Luton Town 2019
## 134 Middlesbrough 2019
## 135 Millwall 2019
## 136 Nott'ham Forest 2019
## 137 Preston 2019
## 138 QPR 2019
## 139 Reading 2019
## 140 Sheffield Weds 2019
## 141 Stoke City 2019
## 142 Swansea City 2019
## 143 West Brom 2019
## 144 Wigan Athletic 2019
## 145 Barnsley 2020
## 146 Birmingham City 2020
## 147 Blackburn 2020
## 148 Bournemouth 2020
## 149 Brentford 2020
## 150 Bristol City 2020
## 151 Cardiff City 2020
## 152 Coventry City 2020
## 153 Derby County 2020
## 154 Huddersfield 2020
## 155 Luton Town 2020
## 156 Middlesbrough 2020
## 157 Millwall 2020
## 158 Norwich City 2020
## 159 Nott'ham Forest 2020
## 160 Preston 2020
## 161 QPR 2020
## 162 Reading 2020
## 163 Rotherham Utd 2020
## 164 Sheffield Weds 2020
## 165 Stoke City 2020
## 166 Swansea City 2020
## 167 Watford 2020
## 168 Wycombe 2020
## 169 Barnsley 2021
## 170 Birmingham City 2021
## 171 Blackburn 2021
## 172 Blackpool 2021
## 173 Bournemouth 2021
## 174 Bristol City 2021
## 175 Cardiff City 2021
## 176 Coventry City 2021
## 177 Derby County 2021
## 178 Fulham 2021
## 179 Huddersfield 2021
## 180 Hull City 2021
## 181 Luton Town 2021
## 182 Middlesbrough 2021
## 183 Millwall 2021
## 184 Nott'ham Forest 2021
## 185 P'borough Utd 2021
## 186 Preston 2021
## 187 QPR 2021
## 188 Reading 2021
## 189 Sheffield Utd 2021
## 190 Stoke City 2021
## 191 Swansea City 2021
## 192 West Brom 2021
## 193 Birmingham City 2022
## 194 Blackburn 2022
## 195 Blackpool 2022
## 196 Bristol City 2022
## 197 Burnley 2022
## 198 Cardiff City 2022
## 199 Coventry City 2022
## 200 Huddersfield 2022
## 201 Hull City 2022
## 202 Luton Town 2022
## 203 Middlesbrough 2022
## 204 Millwall 2022
## 205 Norwich City 2022
## 206 Preston 2022
## 207 QPR 2022
## 208 Reading 2022
## 209 Rotherham Utd 2022
## 210 Sheffield Utd 2022
## 211 Stoke City 2022
## 212 Sunderland 2022
## 213 Swansea City 2022
## 214 Watford 2022
## 215 West Brom 2022
## 216 Wigan Athletic 2022
## 217 Birmingham City 2023
## 218 Blackburn 2023
## 219 Bristol City 2023
## 220 Cardiff City 2023
## 221 Coventry City 2023
## 222 Huddersfield 2023
## 223 Hull City 2023
## 224 Ipswich Town 2023
## 225 Leeds United 2023
## 226 Leicester City 2023
## 227 Middlesbrough 2023
## 228 Millwall 2023
## 229 Norwich City 2023
## 230 Plymouth Argyle 2023
## 231 Preston 2023
## 232 QPR 2023
## 233 Rotherham Utd 2023
## 234 Sheffield Weds 2023
## 235 Southampton 2023
## 236 Stoke City 2023
## 237 Sunderland 2023
## 238 Swansea City 2023
## 239 Watford 2023
## 240 West Brom 2023fbref_seasons <- fbref_championship_teams %>% select(season) %>% pull %>% unique() %>% as.character()
fbref_ch_team_in_season <- list()
for (i in fbref_seasons){
clubs <- fbref_championship_teams %>%
filter(season == i) %>%
select(team_name) %>% pull() %>% unique()
fbref_ch_team_in_season[[i]] <- clubs
}transfermarkt_seasons <- transfermarkt_championship_teams %>% select(season) %>% pull %>% unique() %>% as.character()
transfermarkt_ch_team_in_season <- list()
for (i in transfermarkt_seasons){
clubs <- transfermarkt_championship_teams %>%
filter(season == i) %>%
select(team_name) %>% pull() %>% unique()
transfermarkt_ch_team_in_season[[i]] <- clubs
}all.equal(fbref_ch_team_in_season, transfermarkt_ch_team_in_season)## [1] "Length mismatch: comparison on first 9 components"
## [2] "Component \"2014\": Lengths (24, 8) differ (string compare on first 8)"
## [3] "Component \"2014\": 8 string mismatches"
## [4] "Component \"2015\": Lengths (24, 8) differ (string compare on first 8)"
## [5] "Component \"2015\": 8 string mismatches"
## [6] "Component \"2016\": Lengths (24, 9) differ (string compare on first 9)"
## [7] "Component \"2016\": 9 string mismatches"
## [8] "Component \"2017\": Lengths (24, 7) differ (string compare on first 7)"
## [9] "Component \"2017\": 7 string mismatches"
## [10] "Component \"2018\": Lengths (24, 5) differ (string compare on first 5)"
## [11] "Component \"2018\": 5 string mismatches"
## [12] "Component \"2019\": Lengths (24, 4) differ (string compare on first 4)"
## [13] "Component \"2019\": 4 string mismatches"
## [14] "Component \"2020\": Lengths (24, 4) differ (string compare on first 4)"
## [15] "Component \"2020\": 4 string mismatches"
## [16] "Component \"2021\": Lengths (24, 5) differ (string compare on first 5)"
## [17] "Component \"2021\": 5 string mismatches"
## [18] "Component \"2022\": Lengths (24, 3) differ (string compare on first 3)"
## [19] "Component \"2022\": 3 string mismatches"for(i in fbref_seasons){
print("---------------")
print("Club Comparison")
print(fbref_ch_team_in_season[i])
print(transfermarkt_ch_team_in_season[i])
}## [1] "---------------"
## [1] "Club Comparison"
## $`2014`
## [1] "Birmingham City" "Blackburn" "Blackpool" "Bolton"
## [5] "Bournemouth" "Brentford" "Brighton" "Cardiff City"
## [9] "Charlton Ath" "Derby County" "Fulham" "Huddersfield"
## [13] "Ipswich Town" "Leeds United" "Middlesbrough" "Millwall"
## [17] "Norwich City" "Nott'ham Forest" "Reading" "Rotherham Utd"
## [21] "Sheffield Weds" "Watford" "Wigan Athletic" "Wolves"
##
## $`2014`
## [1] "Southampton FC" "Swansea City" "Hull City"
## [4] "Queens Park Rangers" "Stoke City" "West Bromwich Albion"
## [7] "Sunderland AFC" "Leicester City"
##
## [1] "---------------"
## [1] "Club Comparison"
## $`2015`
## [1] "Birmingham City" "Blackburn" "Bolton" "Brentford"
## [5] "Brighton" "Bristol City" "Burnley" "Cardiff City"
## [9] "Charlton Ath" "Derby County" "Fulham" "Huddersfield"
## [13] "Hull City" "Ipswich Town" "Leeds United" "MK Dons"
## [17] "Middlesbrough" "Nott'ham Forest" "Preston" "QPR"
## [21] "Reading" "Rotherham Utd" "Sheffield Weds" "Wolves"
##
## $`2015`
## [1] "Southampton FC" "Leicester City" "Stoke City"
## [4] "Swansea City" "Watford FC" "Norwich City"
## [7] "West Bromwich Albion" "Sunderland AFC"
##
## [1] "---------------"
## [1] "Club Comparison"
## $`2016`
## [1] "Aston Villa" "Barnsley" "Birmingham City" "Blackburn"
## [5] "Brentford" "Brighton" "Bristol City" "Burton Albion"
## [9] "Cardiff City" "Derby County" "Fulham" "Huddersfield"
## [13] "Ipswich Town" "Leeds United" "Newcastle Utd" "Norwich City"
## [17] "Nott'ham Forest" "Preston" "QPR" "Reading"
## [21] "Rotherham Utd" "Sheffield Weds" "Wigan Athletic" "Wolves"
##
## $`2016`
## [1] "Southampton FC" "Leicester City" "Stoke City"
## [4] "Watford FC" "Swansea City" "Hull City"
## [7] "Sunderland AFC" "Middlesbrough FC" "West Bromwich Albion"
##
## [1] "---------------"
## [1] "Club Comparison"
## $`2017`
## [1] "Aston Villa" "Barnsley" "Birmingham City" "Bolton"
## [5] "Brentford" "Bristol City" "Burton Albion" "Cardiff City"
## [9] "Derby County" "Fulham" "Hull City" "Ipswich Town"
## [13] "Leeds United" "Middlesbrough" "Millwall" "Norwich City"
## [17] "Nott'ham Forest" "Preston" "QPR" "Reading"
## [21] "Sheffield Utd" "Sheffield Weds" "Sunderland" "Wolves"
##
## $`2017`
## [1] "Leicester City" "Southampton FC" "Watford FC"
## [4] "Stoke City" "West Bromwich Albion" "Swansea City"
## [7] "Huddersfield Town"
##
## [1] "---------------"
## [1] "Club Comparison"
## $`2018`
## [1] "Aston Villa" "Birmingham City" "Blackburn" "Bolton"
## [5] "Brentford" "Bristol City" "Derby County" "Hull City"
## [9] "Ipswich Town" "Leeds United" "Middlesbrough" "Millwall"
## [13] "Norwich City" "Nott'ham Forest" "Preston" "QPR"
## [17] "Reading" "Rotherham Utd" "Sheffield Utd" "Sheffield Weds"
## [21] "Stoke City" "Swansea City" "West Brom" "Wigan Athletic"
##
## $`2018`
## [1] "Leicester City" "Southampton FC" "Watford FC"
## [4] "Huddersfield Town" "Cardiff City"
##
## [1] "---------------"
## [1] "Club Comparison"
## $`2019`
## [1] "Barnsley" "Birmingham City" "Blackburn" "Brentford"
## [5] "Bristol City" "Cardiff City" "Charlton Ath" "Derby County"
## [9] "Fulham" "Huddersfield" "Hull City" "Leeds United"
## [13] "Luton Town" "Middlesbrough" "Millwall" "Nott'ham Forest"
## [17] "Preston" "QPR" "Reading" "Sheffield Weds"
## [21] "Stoke City" "Swansea City" "West Brom" "Wigan Athletic"
##
## $`2019`
## [1] "Leicester City" "Southampton FC" "Watford FC" "Norwich City"
##
## [1] "---------------"
## [1] "Club Comparison"
## $`2020`
## [1] "Barnsley" "Birmingham City" "Blackburn" "Bournemouth"
## [5] "Brentford" "Bristol City" "Cardiff City" "Coventry City"
## [9] "Derby County" "Huddersfield" "Luton Town" "Middlesbrough"
## [13] "Millwall" "Norwich City" "Nott'ham Forest" "Preston"
## [17] "QPR" "Reading" "Rotherham Utd" "Sheffield Weds"
## [21] "Stoke City" "Swansea City" "Watford" "Wycombe"
##
## $`2020`
## [1] "Leicester City" "Southampton FC" "Leeds United"
## [4] "West Bromwich Albion"
##
## [1] "---------------"
## [1] "Club Comparison"
## $`2021`
## [1] "Barnsley" "Birmingham City" "Blackburn" "Blackpool"
## [5] "Bournemouth" "Bristol City" "Cardiff City" "Coventry City"
## [9] "Derby County" "Fulham" "Huddersfield" "Hull City"
## [13] "Luton Town" "Middlesbrough" "Millwall" "Nott'ham Forest"
## [17] "P'borough Utd" "Preston" "QPR" "Reading"
## [21] "Sheffield Utd" "Stoke City" "Swansea City" "West Brom"
##
## $`2021`
## [1] "Leicester City" "Leeds United" "Southampton FC" "Norwich City"
## [5] "Watford FC"
##
## [1] "---------------"
## [1] "Club Comparison"
## $`2022`
## [1] "Birmingham City" "Blackburn" "Blackpool" "Bristol City"
## [5] "Burnley" "Cardiff City" "Coventry City" "Huddersfield"
## [9] "Hull City" "Luton Town" "Middlesbrough" "Millwall"
## [13] "Norwich City" "Preston" "QPR" "Reading"
## [17] "Rotherham Utd" "Sheffield Utd" "Stoke City" "Sunderland"
## [21] "Swansea City" "Watford" "West Brom" "Wigan Athletic"
##
## $`2022`
## [1] "Leicester City" "Southampton FC" "Leeds United"
##
## [1] "---------------"
## [1] "Club Comparison"
## $`2023`
## [1] "Birmingham City" "Blackburn" "Bristol City" "Cardiff City"
## [5] "Coventry City" "Huddersfield" "Hull City" "Ipswich Town"
## [9] "Leeds United" "Leicester City" "Middlesbrough" "Millwall"
## [13] "Norwich City" "Plymouth Argyle" "Preston" "QPR"
## [17] "Rotherham Utd" "Sheffield Weds" "Southampton" "Stoke City"
## [21] "Sunderland" "Swansea City" "Watford" "West Brom"
##
## $<NA>
## NULLData Mistakes
While it is understandable that “clubs” in transfermarkt data could be less than in fbref because they are transers data, that would only exist when there was transfers, it seems that there are actual mistakes. When I verify the information with external sources, the fbref data is the one that is accurate instead of the transfermarkt ones.
Let’s examine the premier league match-up between both data.
transfermarkt_premier_league_teams <-
transfers_df %>%
filter(league == "Premier League") %>%
select(team_name, season) %>%
unique()%>%
mutate(season = as.integer(as.character(season)))
transfermarkt_premier_league_teams## team_name season
## 1 Chelsea FC 2014
## 91 Manchester United 2014
## 143 Manchester City 2014
## 173 Arsenal FC 2014
## 213 Liverpool FC 2014
## 259 Tottenham Hotspur 2014
## 303 Everton FC 2014
## 335 Newcastle United 2014
## 384 West Ham United 2014
## 435 Aston Villa 2014
## 500 Crystal Palace 2014
## 581 Burnley FC 2014
## 630 Chelsea FC 2015
## 707 Manchester City 2015
## 757 Arsenal FC 2015
## 784 Manchester United 2015
## 825 Liverpool FC 2015
## 873 Tottenham Hotspur 2015
## 905 Everton FC 2015
## 942 West Ham United 2015
## 995 Newcastle United 2015
## 1046 Crystal Palace 2015
## 1090 Aston Villa 2015
## 1153 AFC Bournemouth 2015
## 1223 Chelsea FC 2016
## 1280 Manchester City 2016
## 1336 Tottenham Hotspur 2016
## 1352 Arsenal FC 2016
## 1375 Manchester United 2016
## 1396 Liverpool FC 2016
## 1436 Everton FC 2016
## 1473 West Ham United 2016
## 1510 Crystal Palace 2016
## 1556 AFC Bournemouth 2016
## 1605 Burnley FC 2016
## 1658 Manchester City 2017
## 1721 Chelsea FC 2017
## 1792 Liverpool FC 2017
## 1820 Manchester United 2017
## 1842 Tottenham Hotspur 2017
## 1869 Arsenal FC 2017
## 1895 Everton FC 2017
## 1938 West Ham United 2017
## 1978 Crystal Palace 2017
## 2011 Newcastle United 2017
## 2067 Burnley FC 2017
## 2109 Brighton & Hove Albion 2017
## 2154 AFC Bournemouth 2017
## 2183 Manchester City 2018
## 2224 Liverpool FC 2018
## 2263 Chelsea FC 2018
## 2324 Tottenham Hotspur 2018
## 2332 Manchester United 2018
## 2352 Arsenal FC 2018
## 2381 Everton FC 2018
## 2423 West Ham United 2018
## 2454 AFC Bournemouth 2018
## 2484 Wolverhampton Wanderers 2018
## 2565 Crystal Palace 2018
## 2592 Fulham FC 2018
## 2621 Newcastle United 2018
## 2666 Burnley FC 2018
## 2689 Brighton & Hove Albion 2018
## 2746 Manchester City 2019
## 2797 Liverpool FC 2019
## 2828 Tottenham Hotspur 2019
## 2855 Chelsea FC 2019
## 2906 Manchester United 2019
## 2931 Arsenal FC 2019
## 2966 Everton FC 2019
## 3010 Wolverhampton Wanderers 2019
## 3064 West Ham United 2019
## 3091 AFC Bournemouth 2019
## 3116 Newcastle United 2019
## 3140 Aston Villa 2019
## 3184 Brighton & Hove Albion 2019
## 3239 Crystal Palace 2019
## 3267 Burnley FC 2019
## 3286 Sheffield United 2019
## 3331 Manchester City 2020
## 3386 Liverpool FC 2020
## 3415 Chelsea FC 2020
## 3472 Manchester United 2020
## 3507 Tottenham Hotspur 2020
## 3533 Arsenal FC 2020
## 3565 Everton FC 2020
## 3605 Wolverhampton Wanderers 2020
## 3650 Aston Villa 2020
## 3677 West Ham United 2020
## 3710 Brighton & Hove Albion 2020
## 3760 Newcastle United 2020
## 3785 Fulham FC 2020
## 3827 Crystal Palace 2020
## 3848 Sheffield United 2020
## 3883 Burnley FC 2020
## 3895 Manchester City 2021
## 3940 Liverpool FC 2021
## 3966 Chelsea FC 2021
## 4010 Manchester United 2021
## 4040 Tottenham Hotspur 2021
## 4073 Arsenal FC 2021
## 4106 Aston Villa 2021
## 4146 Everton FC 2021
## 4175 Wolverhampton Wanderers 2021
## 4223 West Ham United 2021
## 4241 Brighton & Hove Albion 2021
## 4296 Newcastle United 2021
## 4318 Brentford FC 2021
## 4352 Crystal Palace 2021
## 4381 Burnley FC 2021
## 4395 Manchester City 2022
## 4448 Arsenal FC 2022
## 4491 Chelsea FC 2022
## 4544 Manchester United 2022
## 4589 Liverpool FC 2022
## 4608 Tottenham Hotspur 2022
## 4637 Newcastle United 2022
## 4667 Brighton & Hove Albion 2022
## 4712 Aston Villa 2022
## 4757 Wolverhampton Wanderers 2022
## 4817 West Ham United 2022
## 4842 Everton FC 2022
## 4875 Nottingham Forest 2022
## 4943 Brentford FC 2022
## 4987 Crystal Palace 2022
## 5013 Fulham FC 2022
## 5054 AFC Bournemouth 2022
## 5084 Manchester City 2023
## 5124 Arsenal FC 2023
## 5155 Chelsea FC 2023
## 5215 Liverpool FC 2023
## 5247 Tottenham Hotspur 2023
## 5294 Manchester United 2023
## 5334 Aston Villa 2023
## 5365 Newcastle United 2023
## 5395 Brighton & Hove Albion 2023
## 5455 Crystal Palace 2023
## 5471 West Ham United 2023
## 5495 Brentford FC 2023
## 5530 Nottingham Forest 2023
## 5606 AFC Bournemouth 2023
## 5653 Wolverhampton Wanderers 2023
## 5712 Everton FC 2023
## 5744 Fulham FC 2023
## 5779 Burnley FC 2023
## 5828 Sheffield United 2023
## 5861 Luton Town 2023fbref_premier_league_teams <-
table_1415_2324 %>%
filter(Competition_Name == "Premier League") %>%
select(Squad, Season_End_Year) %>%
unique() %>%
rename(team_name = Squad) %>%
mutate(season = as.integer(Season_End_Year - 1)) %>%
select(-Season_End_Year)
fbref_premier_league_teams## team_name season
## 1 Arsenal 2014
## 2 Aston Villa 2014
## 3 Burnley 2014
## 4 Chelsea 2014
## 5 Crystal Palace 2014
## 6 Everton 2014
## 7 Hull City 2014
## 8 Leicester City 2014
## 9 Liverpool 2014
## 10 Manchester City 2014
## 11 Manchester Utd 2014
## 12 Newcastle Utd 2014
## 13 QPR 2014
## 14 Southampton 2014
## 15 Stoke City 2014
## 16 Sunderland 2014
## 17 Swansea City 2014
## 18 Tottenham 2014
## 19 West Brom 2014
## 20 West Ham 2014
## 21 Arsenal 2015
## 22 Aston Villa 2015
## 23 Bournemouth 2015
## 24 Chelsea 2015
## 25 Crystal Palace 2015
## 26 Everton 2015
## 27 Leicester City 2015
## 28 Liverpool 2015
## 29 Manchester City 2015
## 30 Manchester Utd 2015
## 31 Newcastle Utd 2015
## 32 Norwich City 2015
## 33 Southampton 2015
## 34 Stoke City 2015
## 35 Sunderland 2015
## 36 Swansea City 2015
## 37 Tottenham 2015
## 38 Watford 2015
## 39 West Brom 2015
## 40 West Ham 2015
## 41 Arsenal 2016
## 42 Bournemouth 2016
## 43 Burnley 2016
## 44 Chelsea 2016
## 45 Crystal Palace 2016
## 46 Everton 2016
## 47 Hull City 2016
## 48 Leicester City 2016
## 49 Liverpool 2016
## 50 Manchester City 2016
## 51 Manchester Utd 2016
## 52 Middlesbrough 2016
## 53 Southampton 2016
## 54 Stoke City 2016
## 55 Sunderland 2016
## 56 Swansea City 2016
## 57 Tottenham 2016
## 58 Watford 2016
## 59 West Brom 2016
## 60 West Ham 2016
## 61 Arsenal 2017
## 62 Bournemouth 2017
## 63 Brighton 2017
## 64 Burnley 2017
## 65 Chelsea 2017
## 66 Crystal Palace 2017
## 67 Everton 2017
## 68 Huddersfield 2017
## 69 Leicester City 2017
## 70 Liverpool 2017
## 71 Manchester City 2017
## 72 Manchester Utd 2017
## 73 Newcastle Utd 2017
## 74 Southampton 2017
## 75 Stoke City 2017
## 76 Swansea City 2017
## 77 Tottenham 2017
## 78 Watford 2017
## 79 West Brom 2017
## 80 West Ham 2017
## 81 Arsenal 2018
## 82 Bournemouth 2018
## 83 Brighton 2018
## 84 Burnley 2018
## 85 Cardiff City 2018
## 86 Chelsea 2018
## 87 Crystal Palace 2018
## 88 Everton 2018
## 89 Fulham 2018
## 90 Huddersfield 2018
## 91 Leicester City 2018
## 92 Liverpool 2018
## 93 Manchester City 2018
## 94 Manchester Utd 2018
## 95 Newcastle Utd 2018
## 96 Southampton 2018
## 97 Tottenham 2018
## 98 Watford 2018
## 99 West Ham 2018
## 100 Wolves 2018
## 101 Arsenal 2019
## 102 Aston Villa 2019
## 103 Bournemouth 2019
## 104 Brighton 2019
## 105 Burnley 2019
## 106 Chelsea 2019
## 107 Crystal Palace 2019
## 108 Everton 2019
## 109 Leicester City 2019
## 110 Liverpool 2019
## 111 Manchester City 2019
## 112 Manchester Utd 2019
## 113 Newcastle Utd 2019
## 114 Norwich City 2019
## 115 Sheffield Utd 2019
## 116 Southampton 2019
## 117 Tottenham 2019
## 118 Watford 2019
## 119 West Ham 2019
## 120 Wolves 2019
## 121 Arsenal 2020
## 122 Aston Villa 2020
## 123 Brighton 2020
## 124 Burnley 2020
## 125 Chelsea 2020
## 126 Crystal Palace 2020
## 127 Everton 2020
## 128 Fulham 2020
## 129 Leeds United 2020
## 130 Leicester City 2020
## 131 Liverpool 2020
## 132 Manchester City 2020
## 133 Manchester Utd 2020
## 134 Newcastle Utd 2020
## 135 Sheffield Utd 2020
## 136 Southampton 2020
## 137 Tottenham 2020
## 138 West Brom 2020
## 139 West Ham 2020
## 140 Wolves 2020
## 141 Arsenal 2021
## 142 Aston Villa 2021
## 143 Brentford 2021
## 144 Brighton 2021
## 145 Burnley 2021
## 146 Chelsea 2021
## 147 Crystal Palace 2021
## 148 Everton 2021
## 149 Leeds United 2021
## 150 Leicester City 2021
## 151 Liverpool 2021
## 152 Manchester City 2021
## 153 Manchester Utd 2021
## 154 Newcastle Utd 2021
## 155 Norwich City 2021
## 156 Southampton 2021
## 157 Tottenham 2021
## 158 Watford 2021
## 159 West Ham 2021
## 160 Wolves 2021
## 161 Arsenal 2022
## 162 Aston Villa 2022
## 163 Bournemouth 2022
## 164 Brentford 2022
## 165 Brighton 2022
## 166 Chelsea 2022
## 167 Crystal Palace 2022
## 168 Everton 2022
## 169 Fulham 2022
## 170 Leeds United 2022
## 171 Leicester City 2022
## 172 Liverpool 2022
## 173 Manchester City 2022
## 174 Manchester Utd 2022
## 175 Newcastle Utd 2022
## 176 Nott'ham Forest 2022
## 177 Southampton 2022
## 178 Tottenham 2022
## 179 West Ham 2022
## 180 Wolves 2022
## 181 Arsenal 2023
## 182 Aston Villa 2023
## 183 Bournemouth 2023
## 184 Brentford 2023
## 185 Brighton 2023
## 186 Burnley 2023
## 187 Chelsea 2023
## 188 Crystal Palace 2023
## 189 Everton 2023
## 190 Fulham 2023
## 191 Liverpool 2023
## 192 Luton Town 2023
## 193 Manchester City 2023
## 194 Manchester Utd 2023
## 195 Newcastle Utd 2023
## 196 Nott'ham Forest 2023
## 197 Sheffield Utd 2023
## 198 Tottenham 2023
## 199 West Ham 2023
## 200 Wolves 2023fbref_seasons <- fbref_premier_league_teams %>% select(season) %>% pull %>% unique() %>% as.character()
fbref_pl_team_in_season <- list()
for (i in fbref_seasons){
clubs <- fbref_premier_league_teams %>%
filter(season == i) %>%
select(team_name) %>% pull() %>% unique()
fbref_pl_team_in_season[[i]] <- clubs
}transfermarkt_seasons <- transfermarkt_premier_league_teams %>% select(season) %>% pull %>% unique() %>% as.character()
transfermarkt_pl_team_in_season <- list()
for (i in transfermarkt_seasons){
clubs <- transfermarkt_premier_league_teams %>%
filter(season == i) %>%
select(team_name) %>% pull() %>% unique()
transfermarkt_pl_team_in_season[[i]] <- clubs
}all.equal(fbref_pl_team_in_season, transfermarkt_pl_team_in_season)## [1] "Component \"2014\": Lengths (20, 12) differ (string compare on first 12)"
## [2] "Component \"2014\": 12 string mismatches"
## [3] "Component \"2015\": Lengths (20, 12) differ (string compare on first 12)"
## [4] "Component \"2015\": 12 string mismatches"
## [5] "Component \"2016\": Lengths (20, 11) differ (string compare on first 11)"
## [6] "Component \"2016\": 11 string mismatches"
## [7] "Component \"2017\": Lengths (20, 13) differ (string compare on first 13)"
## [8] "Component \"2017\": 13 string mismatches"
## [9] "Component \"2018\": Lengths (20, 15) differ (string compare on first 15)"
## [10] "Component \"2018\": 15 string mismatches"
## [11] "Component \"2019\": Lengths (20, 16) differ (string compare on first 16)"
## [12] "Component \"2019\": 16 string mismatches"
## [13] "Component \"2020\": Lengths (20, 16) differ (string compare on first 16)"
## [14] "Component \"2020\": 16 string mismatches"
## [15] "Component \"2021\": Lengths (20, 15) differ (string compare on first 15)"
## [16] "Component \"2021\": 15 string mismatches"
## [17] "Component \"2022\": Lengths (20, 17) differ (string compare on first 17)"
## [18] "Component \"2022\": 17 string mismatches"
## [19] "Component \"2023\": 20 string mismatches"Manual Comparison
for(i in fbref_seasons){
print("---------------")
print("Club Comparison")
print(fbref_pl_team_in_season[i])
print(transfermarkt_pl_team_in_season[i])
}## [1] "---------------"
## [1] "Club Comparison"
## $`2014`
## [1] "Arsenal" "Aston Villa" "Burnley" "Chelsea"
## [5] "Crystal Palace" "Everton" "Hull City" "Leicester City"
## [9] "Liverpool" "Manchester City" "Manchester Utd" "Newcastle Utd"
## [13] "QPR" "Southampton" "Stoke City" "Sunderland"
## [17] "Swansea City" "Tottenham" "West Brom" "West Ham"
##
## $`2014`
## [1] "Chelsea FC" "Manchester United" "Manchester City"
## [4] "Arsenal FC" "Liverpool FC" "Tottenham Hotspur"
## [7] "Everton FC" "Newcastle United" "West Ham United"
## [10] "Aston Villa" "Crystal Palace" "Burnley FC"
##
## [1] "---------------"
## [1] "Club Comparison"
## $`2015`
## [1] "Arsenal" "Aston Villa" "Bournemouth" "Chelsea"
## [5] "Crystal Palace" "Everton" "Leicester City" "Liverpool"
## [9] "Manchester City" "Manchester Utd" "Newcastle Utd" "Norwich City"
## [13] "Southampton" "Stoke City" "Sunderland" "Swansea City"
## [17] "Tottenham" "Watford" "West Brom" "West Ham"
##
## $`2015`
## [1] "Chelsea FC" "Manchester City" "Arsenal FC"
## [4] "Manchester United" "Liverpool FC" "Tottenham Hotspur"
## [7] "Everton FC" "West Ham United" "Newcastle United"
## [10] "Crystal Palace" "Aston Villa" "AFC Bournemouth"
##
## [1] "---------------"
## [1] "Club Comparison"
## $`2016`
## [1] "Arsenal" "Bournemouth" "Burnley" "Chelsea"
## [5] "Crystal Palace" "Everton" "Hull City" "Leicester City"
## [9] "Liverpool" "Manchester City" "Manchester Utd" "Middlesbrough"
## [13] "Southampton" "Stoke City" "Sunderland" "Swansea City"
## [17] "Tottenham" "Watford" "West Brom" "West Ham"
##
## $`2016`
## [1] "Chelsea FC" "Manchester City" "Tottenham Hotspur"
## [4] "Arsenal FC" "Manchester United" "Liverpool FC"
## [7] "Everton FC" "West Ham United" "Crystal Palace"
## [10] "AFC Bournemouth" "Burnley FC"
##
## [1] "---------------"
## [1] "Club Comparison"
## $`2017`
## [1] "Arsenal" "Bournemouth" "Brighton" "Burnley"
## [5] "Chelsea" "Crystal Palace" "Everton" "Huddersfield"
## [9] "Leicester City" "Liverpool" "Manchester City" "Manchester Utd"
## [13] "Newcastle Utd" "Southampton" "Stoke City" "Swansea City"
## [17] "Tottenham" "Watford" "West Brom" "West Ham"
##
## $`2017`
## [1] "Manchester City" "Chelsea FC" "Liverpool FC"
## [4] "Manchester United" "Tottenham Hotspur" "Arsenal FC"
## [7] "Everton FC" "West Ham United" "Crystal Palace"
## [10] "Newcastle United" "Burnley FC" "Brighton & Hove Albion"
## [13] "AFC Bournemouth"
##
## [1] "---------------"
## [1] "Club Comparison"
## $`2018`
## [1] "Arsenal" "Bournemouth" "Brighton" "Burnley"
## [5] "Cardiff City" "Chelsea" "Crystal Palace" "Everton"
## [9] "Fulham" "Huddersfield" "Leicester City" "Liverpool"
## [13] "Manchester City" "Manchester Utd" "Newcastle Utd" "Southampton"
## [17] "Tottenham" "Watford" "West Ham" "Wolves"
##
## $`2018`
## [1] "Manchester City" "Liverpool FC"
## [3] "Chelsea FC" "Tottenham Hotspur"
## [5] "Manchester United" "Arsenal FC"
## [7] "Everton FC" "West Ham United"
## [9] "AFC Bournemouth" "Wolverhampton Wanderers"
## [11] "Crystal Palace" "Fulham FC"
## [13] "Newcastle United" "Burnley FC"
## [15] "Brighton & Hove Albion"
##
## [1] "---------------"
## [1] "Club Comparison"
## $`2019`
## [1] "Arsenal" "Aston Villa" "Bournemouth" "Brighton"
## [5] "Burnley" "Chelsea" "Crystal Palace" "Everton"
## [9] "Leicester City" "Liverpool" "Manchester City" "Manchester Utd"
## [13] "Newcastle Utd" "Norwich City" "Sheffield Utd" "Southampton"
## [17] "Tottenham" "Watford" "West Ham" "Wolves"
##
## $`2019`
## [1] "Manchester City" "Liverpool FC"
## [3] "Tottenham Hotspur" "Chelsea FC"
## [5] "Manchester United" "Arsenal FC"
## [7] "Everton FC" "Wolverhampton Wanderers"
## [9] "West Ham United" "AFC Bournemouth"
## [11] "Newcastle United" "Aston Villa"
## [13] "Brighton & Hove Albion" "Crystal Palace"
## [15] "Burnley FC" "Sheffield United"
##
## [1] "---------------"
## [1] "Club Comparison"
## $`2020`
## [1] "Arsenal" "Aston Villa" "Brighton" "Burnley"
## [5] "Chelsea" "Crystal Palace" "Everton" "Fulham"
## [9] "Leeds United" "Leicester City" "Liverpool" "Manchester City"
## [13] "Manchester Utd" "Newcastle Utd" "Sheffield Utd" "Southampton"
## [17] "Tottenham" "West Brom" "West Ham" "Wolves"
##
## $`2020`
## [1] "Manchester City" "Liverpool FC"
## [3] "Chelsea FC" "Manchester United"
## [5] "Tottenham Hotspur" "Arsenal FC"
## [7] "Everton FC" "Wolverhampton Wanderers"
## [9] "Aston Villa" "West Ham United"
## [11] "Brighton & Hove Albion" "Newcastle United"
## [13] "Fulham FC" "Crystal Palace"
## [15] "Sheffield United" "Burnley FC"
##
## [1] "---------------"
## [1] "Club Comparison"
## $`2021`
## [1] "Arsenal" "Aston Villa" "Brentford" "Brighton"
## [5] "Burnley" "Chelsea" "Crystal Palace" "Everton"
## [9] "Leeds United" "Leicester City" "Liverpool" "Manchester City"
## [13] "Manchester Utd" "Newcastle Utd" "Norwich City" "Southampton"
## [17] "Tottenham" "Watford" "West Ham" "Wolves"
##
## $`2021`
## [1] "Manchester City" "Liverpool FC"
## [3] "Chelsea FC" "Manchester United"
## [5] "Tottenham Hotspur" "Arsenal FC"
## [7] "Aston Villa" "Everton FC"
## [9] "Wolverhampton Wanderers" "West Ham United"
## [11] "Brighton & Hove Albion" "Newcastle United"
## [13] "Brentford FC" "Crystal Palace"
## [15] "Burnley FC"
##
## [1] "---------------"
## [1] "Club Comparison"
## $`2022`
## [1] "Arsenal" "Aston Villa" "Bournemouth" "Brentford"
## [5] "Brighton" "Chelsea" "Crystal Palace" "Everton"
## [9] "Fulham" "Leeds United" "Leicester City" "Liverpool"
## [13] "Manchester City" "Manchester Utd" "Newcastle Utd" "Nott'ham Forest"
## [17] "Southampton" "Tottenham" "West Ham" "Wolves"
##
## $`2022`
## [1] "Manchester City" "Arsenal FC"
## [3] "Chelsea FC" "Manchester United"
## [5] "Liverpool FC" "Tottenham Hotspur"
## [7] "Newcastle United" "Brighton & Hove Albion"
## [9] "Aston Villa" "Wolverhampton Wanderers"
## [11] "West Ham United" "Everton FC"
## [13] "Nottingham Forest" "Brentford FC"
## [15] "Crystal Palace" "Fulham FC"
## [17] "AFC Bournemouth"
##
## [1] "---------------"
## [1] "Club Comparison"
## $`2023`
## [1] "Arsenal" "Aston Villa" "Bournemouth" "Brentford"
## [5] "Brighton" "Burnley" "Chelsea" "Crystal Palace"
## [9] "Everton" "Fulham" "Liverpool" "Luton Town"
## [13] "Manchester City" "Manchester Utd" "Newcastle Utd" "Nott'ham Forest"
## [17] "Sheffield Utd" "Tottenham" "West Ham" "Wolves"
##
## $`2023`
## [1] "Manchester City" "Arsenal FC"
## [3] "Chelsea FC" "Liverpool FC"
## [5] "Tottenham Hotspur" "Manchester United"
## [7] "Aston Villa" "Newcastle United"
## [9] "Brighton & Hove Albion" "Crystal Palace"
## [11] "West Ham United" "Brentford FC"
## [13] "Nottingham Forest" "AFC Bournemouth"
## [15] "Wolverhampton Wanderers" "Everton FC"
## [17] "Fulham FC" "Burnley FC"
## [19] "Sheffield United" "Luton Town"Fuzzy Search for Filter
fuzzy_search <- function(source_list, target_list, max_distance = 8) {
results <- list()
for (season in names(source_list)) {
source_teams <- source_list[[season]]
target_teams <- target_list[[season]]
matches <- sapply(source_teams, function(source_team) {
distances <- stringdist::stringdist(source_team, target_teams)
best_match <- target_teams[which.min(distances)]
best_distance <- min(distances)
if (best_distance <= max_distance) {
return(best_match)
} else {
return(NA)
}
})
results[[season]] <- matches
}
return(results)
}# Perform fuzzy search
fuzzy_matches <- fuzzy_search(fbref_pl_team_in_season, transfermarkt_pl_team_in_season)
print(fuzzy_matches)## $`2014`
## Arsenal Aston Villa Burnley Chelsea
## "Arsenal FC" "Aston Villa" "Burnley FC" "Chelsea FC"
## Crystal Palace Everton Hull City Leicester City
## "Crystal Palace" "Everton FC" "Burnley FC" "Manchester City"
## Liverpool Manchester City Manchester Utd Newcastle Utd
## "Liverpool FC" "Manchester City" "Manchester United" "Newcastle United"
## QPR Southampton Stoke City Sunderland
## NA NA "Aston Villa" "Burnley FC"
## Swansea City Tottenham West Brom West Ham
## "Manchester City" "Tottenham Hotspur" "Everton FC" "West Ham United"
##
## $`2015`
## Arsenal Aston Villa Bournemouth Chelsea
## "Arsenal FC" "Aston Villa" "AFC Bournemouth" "Chelsea FC"
## Crystal Palace Everton Leicester City Liverpool
## "Crystal Palace" "Everton FC" "Manchester City" "Liverpool FC"
## Manchester City Manchester Utd Newcastle Utd Norwich City
## "Manchester City" "Manchester City" "Newcastle United" NA
## Southampton Stoke City Sunderland Swansea City
## NA "Aston Villa" NA "Manchester City"
## Tottenham Watford West Brom West Ham
## "Tottenham Hotspur" NA "Everton FC" "West Ham United"
##
## $`2016`
## Arsenal Bournemouth Burnley Chelsea
## "Arsenal FC" "AFC Bournemouth" "Burnley FC" "Chelsea FC"
## Crystal Palace Everton Hull City Leicester City
## "Crystal Palace" "Everton FC" "Burnley FC" "Manchester City"
## Liverpool Manchester City Manchester Utd Middlesbrough
## "Liverpool FC" "Manchester City" "Manchester City" NA
## Southampton Stoke City Sunderland Swansea City
## NA NA "Burnley FC" "Manchester City"
## Tottenham Watford West Brom West Ham
## "Tottenham Hotspur" NA "Everton FC" "West Ham United"
##
## $`2017`
## Arsenal Bournemouth Brighton Burnley
## "Arsenal FC" "AFC Bournemouth" "Everton FC" "Burnley FC"
## Chelsea Crystal Palace Everton Huddersfield
## "Chelsea FC" "Crystal Palace" "Everton FC" NA
## Leicester City Liverpool Manchester City Manchester Utd
## "Manchester City" "Liverpool FC" "Manchester City" "Manchester City"
## Newcastle Utd Southampton Stoke City Swansea City
## "Newcastle United" NA NA "Manchester City"
## Tottenham Watford West Brom West Ham
## "Tottenham Hotspur" NA "Everton FC" "West Ham United"
##
## $`2018`
## Arsenal Bournemouth Brighton Burnley
## "Arsenal FC" "AFC Bournemouth" "Everton FC" "Burnley FC"
## Cardiff City Chelsea Crystal Palace Everton
## NA "Chelsea FC" "Crystal Palace" "Everton FC"
## Fulham Huddersfield Leicester City Liverpool
## "Fulham FC" NA "Manchester City" "Liverpool FC"
## Manchester City Manchester Utd Newcastle Utd Southampton
## "Manchester City" "Manchester City" "Newcastle United" "Fulham FC"
## Tottenham Watford West Ham Wolves
## "Tottenham Hotspur" NA "West Ham United" "Chelsea FC"
##
## $`2019`
## Arsenal Aston Villa Bournemouth Brighton
## "Arsenal FC" "Aston Villa" "AFC Bournemouth" "Everton FC"
## Burnley Chelsea Crystal Palace Everton
## "Burnley FC" "Chelsea FC" "Crystal Palace" "Everton FC"
## Leicester City Liverpool Manchester City Manchester Utd
## "Manchester City" "Liverpool FC" "Manchester City" "Manchester City"
## Newcastle Utd Norwich City Sheffield Utd Southampton
## "Newcastle United" NA "Sheffield United" NA
## Tottenham Watford West Ham Wolves
## "Tottenham Hotspur" NA "West Ham United" "Chelsea FC"
##
## $`2020`
## Arsenal Aston Villa Brighton Burnley
## "Arsenal FC" "Aston Villa" "Everton FC" "Burnley FC"
## Chelsea Crystal Palace Everton Fulham
## "Chelsea FC" "Crystal Palace" "Everton FC" "Fulham FC"
## Leeds United Leicester City Liverpool Manchester City
## "West Ham United" "Manchester City" "Liverpool FC" "Manchester City"
## Manchester Utd Newcastle Utd Sheffield Utd Southampton
## "Manchester City" "Newcastle United" "Sheffield United" "Fulham FC"
## Tottenham West Brom West Ham Wolves
## "Tottenham Hotspur" "Everton FC" "West Ham United" "Chelsea FC"
##
## $`2021`
## Arsenal Aston Villa Brentford Brighton
## "Arsenal FC" "Aston Villa" "Brentford FC" "Everton FC"
## Burnley Chelsea Crystal Palace Everton
## "Burnley FC" "Chelsea FC" "Crystal Palace" "Everton FC"
## Leeds United Leicester City Liverpool Manchester City
## "West Ham United" "Manchester City" "Liverpool FC" "Manchester City"
## Manchester Utd Newcastle Utd Norwich City Southampton
## "Manchester City" "Newcastle United" NA NA
## Tottenham Watford West Ham Wolves
## "Tottenham Hotspur" "Brentford FC" "West Ham United" "Chelsea FC"
##
## $`2022`
## Arsenal Aston Villa Bournemouth Brentford
## "Arsenal FC" "Aston Villa" "AFC Bournemouth" "Brentford FC"
## Brighton Chelsea Crystal Palace Everton
## "Everton FC" "Chelsea FC" "Crystal Palace" "Everton FC"
## Fulham Leeds United Leicester City Liverpool
## "Fulham FC" "Newcastle United" "Manchester City" "Liverpool FC"
## Manchester City Manchester Utd Newcastle Utd Nott'ham Forest
## "Manchester City" "Manchester City" "Newcastle United" "Nottingham Forest"
## Southampton Tottenham West Ham Wolves
## "Fulham FC" "Tottenham Hotspur" "West Ham United" "Chelsea FC"
##
## $`2023`
## Arsenal Aston Villa Bournemouth Brentford
## "Arsenal FC" "Aston Villa" "AFC Bournemouth" "Brentford FC"
## Brighton Burnley Chelsea Crystal Palace
## "Everton FC" "Burnley FC" "Chelsea FC" "Crystal Palace"
## Everton Fulham Liverpool Luton Town
## "Everton FC" "Fulham FC" "Liverpool FC" "Luton Town"
## Manchester City Manchester Utd Newcastle Utd Nott'ham Forest
## "Manchester City" "Manchester City" "Newcastle United" "Nottingham Forest"
## Sheffield Utd Tottenham West Ham Wolves
## "Sheffield United" "Tottenham Hotspur" "West Ham United" "Chelsea FC"Now let’s use fuzzy matches result to filter the transfermarkt data.
# tdf <- list()
#
# tdf[["2014"]] <- transfers_df %>% filter(season == 2014, team_name %in% fuzzy_matches[["2014"]])# tdf <- list()
#
# for(i in seasons){
# tdf[[i]] <- transfers_df %>%
# filter(season == i, team_name %in% fuzzy_matches[[i]])
# }# transfers_df <- tdf %>% list_rbind()
# transfers_dfDecision
# transfers_df <- transfers_df %>% filter(league == "Premier League")
# this was also fail, since many clubs in the previous years are falsely marked as in the championshio instead of in eplI tried to filter out and filter in, and even come up with systematic solutions, but in the end, I have to manually correct it with external references. The external reference is a csv that was generated by chatGPT which consists of epl club name and their season year.
epl_club_seasons_2014_2024 <- read_csv("epl_club_seasons_2014_2024.csv")## Rows: 200 Columns: 2
## -- Column specification --------------------------------------------------------
## Delimiter: ","
## chr (2): club_name, season
##
## i Use `spec()` to retrieve the full column specification for this data.
## i Specify the column types or set `show_col_types = FALSE` to quiet this message.Mutate a subset of the starting_year.
epl_club_seasons_2014_2024 <-
epl_club_seasons_2014_2024 %>%
mutate(season_start = str_sub(season, start = 1L, end = 4L))Use it as a reference.
2014 Validation
transfers_df %>% filter(season == 2014) %>% select(team_name) %>% arrange(team_name) %>% unique() %>% pull()## [1] "Arsenal FC" "Aston Villa" "Burnley FC"
## [4] "Chelsea FC" "Crystal Palace" "Everton FC"
## [7] "Hull City" "Leicester City" "Liverpool FC"
## [10] "Manchester City" "Manchester United" "Newcastle United"
## [13] "Queens Park Rangers" "Southampton FC" "Stoke City"
## [16] "Sunderland AFC" "Swansea City" "Tottenham Hotspur"
## [19] "West Bromwich Albion" "West Ham United"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"epl_club_seasons_2014_2024 %>% filter(season_start == 2014) %>% select(club_name) %>% arrange(club_name) %>% unique() %>% pull()## [1] "Arsenal" "Aston Villa"
## [3] "Burnley" "Chelsea"
## [5] "Crystal Palace" "Everton"
## [7] "Hull City" "Leicester City"
## [9] "Liverpool" "Manchester City"
## [11] "Manchester United" "Newcastle United"
## [13] "Queens Park Rangers (QPR)" "Southampton"
## [15] "Stoke City" "Sunderland"
## [17] "Swansea City" "Tottenham Hotspur"
## [19] "West Bromwich Albion" "West Ham United"data.frame(
x = transfers_df %>% filter(season == 2014) %>% select(team_name) %>% arrange(team_name) %>% unique() %>% pull(),
y = epl_club_seasons_2014_2024 %>% filter(season_start == 2014) %>% select(club_name) %>% arrange(club_name) %>% unique() %>% pull()
)## x y
## 1 Arsenal FC Arsenal
## 2 Aston Villa Aston Villa
## 3 Burnley FC Burnley
## 4 Chelsea FC Chelsea
## 5 Crystal Palace Crystal Palace
## 6 Everton FC Everton
## 7 Hull City Hull City
## 8 Leicester City Leicester City
## 9 Liverpool FC Liverpool
## 10 Manchester City Manchester City
## 11 Manchester United Manchester United
## 12 Newcastle United Newcastle United
## 13 Queens Park Rangers Queens Park Rangers (QPR)
## 14 Southampton FC Southampton
## 15 Stoke City Stoke City
## 16 Sunderland AFC Sunderland
## 17 Swansea City Swansea City
## 18 Tottenham Hotspur Tottenham Hotspur
## 19 West Bromwich Albion West Bromwich Albion
## 20 West Ham United West Ham UnitedAll team_name in transfers_df in 2014 is a valid EPL club in 2014.
2015 Validation
transfers_df %>% filter(season == 2015) %>% select(team_name) %>% arrange(team_name) %>% unique() %>% pull()## [1] "AFC Bournemouth" "Arsenal FC" "Aston Villa"
## [4] "Chelsea FC" "Crystal Palace" "Everton FC"
## [7] "Leicester City" "Liverpool FC" "Manchester City"
## [10] "Manchester United" "Newcastle United" "Norwich City"
## [13] "Southampton FC" "Stoke City" "Sunderland AFC"
## [16] "Swansea City" "Tottenham Hotspur" "Watford FC"
## [19] "West Bromwich Albion" "West Ham United"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"epl_club_seasons_2014_2024 %>% filter(season_start == 2015) %>% select(club_name) %>% arrange(club_name) %>% unique() %>% pull()## [1] "Arsenal" "Aston Villa" "Bournemouth"
## [4] "Chelsea" "Crystal Palace" "Everton"
## [7] "Leicester City" "Liverpool" "Manchester City"
## [10] "Manchester United" "Newcastle United" "Norwich City"
## [13] "Southampton" "Stoke City" "Sunderland"
## [16] "Swansea City" "Tottenham Hotspur" "Watford"
## [19] "West Bromwich Albion" "West Ham United"data.frame(
x = transfers_df %>% filter(season == 2015) %>% select(team_name) %>% arrange(team_name) %>% unique() %>% pull(),
y = epl_club_seasons_2014_2024 %>% filter(season_start == 2015) %>% select(club_name) %>% arrange(club_name) %>% unique() %>% pull()
)## x y
## 1 AFC Bournemouth Arsenal
## 2 Arsenal FC Aston Villa
## 3 Aston Villa Bournemouth
## 4 Chelsea FC Chelsea
## 5 Crystal Palace Crystal Palace
## 6 Everton FC Everton
## 7 Leicester City Leicester City
## 8 Liverpool FC Liverpool
## 9 Manchester City Manchester City
## 10 Manchester United Manchester United
## 11 Newcastle United Newcastle United
## 12 Norwich City Norwich City
## 13 Southampton FC Southampton
## 14 Stoke City Stoke City
## 15 Sunderland AFC Sunderland
## 16 Swansea City Swansea City
## 17 Tottenham Hotspur Tottenham Hotspur
## 18 Watford FC Watford
## 19 West Bromwich Albion West Bromwich Albion
## 20 West Ham United West Ham UnitedAll team_name in transfers_df in 2015 is a valid EPL club in 2015.
2016 Validation
transfers_df %>% filter(season == 2016) %>% select(team_name) %>% arrange(team_name) %>% unique() %>% pull()## [1] "AFC Bournemouth" "Arsenal FC" "Burnley FC"
## [4] "Chelsea FC" "Crystal Palace" "Everton FC"
## [7] "Hull City" "Leicester City" "Liverpool FC"
## [10] "Manchester City" "Manchester United" "Middlesbrough FC"
## [13] "Southampton FC" "Stoke City" "Sunderland AFC"
## [16] "Swansea City" "Tottenham Hotspur" "Watford FC"
## [19] "West Bromwich Albion" "West Ham United"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"epl_club_seasons_2014_2024 %>% filter(season_start == 2016) %>% select(club_name) %>% arrange(club_name) %>% unique() %>% pull()## [1] "Arsenal" "Bournemouth" "Burnley"
## [4] "Chelsea" "Crystal Palace" "Everton"
## [7] "Hull City" "Leicester City" "Liverpool"
## [10] "Manchester City" "Manchester United" "Middlesbrough"
## [13] "Southampton" "Stoke City" "Sunderland"
## [16] "Swansea City" "Tottenham Hotspur" "Watford"
## [19] "West Bromwich Albion" "West Ham United"data.frame(
x = transfers_df %>% filter(season == 2016) %>% select(team_name) %>% arrange(team_name) %>% unique() %>% pull(),
y = epl_club_seasons_2014_2024 %>% filter(season_start == 2016) %>% select(club_name) %>% arrange(club_name) %>% unique() %>% pull()
)## x y
## 1 AFC Bournemouth Arsenal
## 2 Arsenal FC Bournemouth
## 3 Burnley FC Burnley
## 4 Chelsea FC Chelsea
## 5 Crystal Palace Crystal Palace
## 6 Everton FC Everton
## 7 Hull City Hull City
## 8 Leicester City Leicester City
## 9 Liverpool FC Liverpool
## 10 Manchester City Manchester City
## 11 Manchester United Manchester United
## 12 Middlesbrough FC Middlesbrough
## 13 Southampton FC Southampton
## 14 Stoke City Stoke City
## 15 Sunderland AFC Sunderland
## 16 Swansea City Swansea City
## 17 Tottenham Hotspur Tottenham Hotspur
## 18 Watford FC Watford
## 19 West Bromwich Albion West Bromwich Albion
## 20 West Ham United West Ham UnitedAll team_name in transfers_df in 2016 is a valid EPL club in 2016.
2017 Validation
transfers_df %>% filter(season == 2017) %>% select(team_name) %>% arrange(team_name) %>% unique() %>% pull()## [1] "AFC Bournemouth" "Arsenal FC" "Brighton & Hove Albion"
## [4] "Burnley FC" "Chelsea FC" "Crystal Palace"
## [7] "Everton FC" "Huddersfield Town" "Leicester City"
## [10] "Liverpool FC" "Manchester City" "Manchester United"
## [13] "Newcastle United" "Southampton FC" "Stoke City"
## [16] "Swansea City" "Tottenham Hotspur" "Watford FC"
## [19] "West Bromwich Albion" "West Ham United"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"epl_club_seasons_2014_2024 %>% filter(season_start == 2017) %>% select(club_name) %>% arrange(club_name) %>% unique() %>% pull()## [1] "Arsenal" "Bournemouth" "Brighton & Hove Albion"
## [4] "Burnley" "Chelsea" "Crystal Palace"
## [7] "Everton" "Huddersfield Town" "Leicester City"
## [10] "Liverpool" "Manchester City" "Manchester United"
## [13] "Newcastle United" "Southampton" "Stoke City"
## [16] "Swansea City" "Tottenham Hotspur" "Watford"
## [19] "West Bromwich Albion" "West Ham United"data.frame(
x = transfers_df %>% filter(season == 2017) %>% select(team_name) %>% arrange(team_name) %>% unique() %>% pull(),
y = epl_club_seasons_2014_2024 %>% filter(season_start == 2017) %>% select(club_name) %>% arrange(club_name) %>% unique() %>% pull()
)## x y
## 1 AFC Bournemouth Arsenal
## 2 Arsenal FC Bournemouth
## 3 Brighton & Hove Albion Brighton & Hove Albion
## 4 Burnley FC Burnley
## 5 Chelsea FC Chelsea
## 6 Crystal Palace Crystal Palace
## 7 Everton FC Everton
## 8 Huddersfield Town Huddersfield Town
## 9 Leicester City Leicester City
## 10 Liverpool FC Liverpool
## 11 Manchester City Manchester City
## 12 Manchester United Manchester United
## 13 Newcastle United Newcastle United
## 14 Southampton FC Southampton
## 15 Stoke City Stoke City
## 16 Swansea City Swansea City
## 17 Tottenham Hotspur Tottenham Hotspur
## 18 Watford FC Watford
## 19 West Bromwich Albion West Bromwich Albion
## 20 West Ham United West Ham UnitedAll team_name in transfers_df in 2017 is a valid EPL club in 2017.
2018 Validation
transfers_df %>% filter(season == 2018) %>% select(team_name) %>% arrange(team_name) %>% unique() %>% pull()## [1] "AFC Bournemouth" "Arsenal FC"
## [3] "Brighton & Hove Albion" "Burnley FC"
## [5] "Cardiff City" "Chelsea FC"
## [7] "Crystal Palace" "Everton FC"
## [9] "Fulham FC" "Huddersfield Town"
## [11] "Leicester City" "Liverpool FC"
## [13] "Manchester City" "Manchester United"
## [15] "Newcastle United" "Southampton FC"
## [17] "Tottenham Hotspur" "Watford FC"
## [19] "West Ham United" "Wolverhampton Wanderers"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"epl_club_seasons_2014_2024 %>% filter(season_start == 2018) %>% select(club_name) %>% arrange(club_name) %>% unique() %>% pull()## [1] "Arsenal" "Bournemouth"
## [3] "Brighton & Hove Albion" "Burnley"
## [5] "Cardiff City" "Chelsea"
## [7] "Crystal Palace" "Everton"
## [9] "Fulham" "Huddersfield Town"
## [11] "Leicester City" "Liverpool"
## [13] "Manchester City" "Manchester United"
## [15] "Newcastle United" "Southampton"
## [17] "Tottenham Hotspur" "Watford"
## [19] "West Ham United" "Wolverhampton Wanderers"data.frame(
x = transfers_df %>% filter(season == 2018) %>% select(team_name) %>% arrange(team_name) %>% unique() %>% pull(),
y = epl_club_seasons_2014_2024 %>% filter(season_start == 2018) %>% select(club_name) %>% arrange(club_name) %>% unique() %>% pull()
)## x y
## 1 AFC Bournemouth Arsenal
## 2 Arsenal FC Bournemouth
## 3 Brighton & Hove Albion Brighton & Hove Albion
## 4 Burnley FC Burnley
## 5 Cardiff City Cardiff City
## 6 Chelsea FC Chelsea
## 7 Crystal Palace Crystal Palace
## 8 Everton FC Everton
## 9 Fulham FC Fulham
## 10 Huddersfield Town Huddersfield Town
## 11 Leicester City Leicester City
## 12 Liverpool FC Liverpool
## 13 Manchester City Manchester City
## 14 Manchester United Manchester United
## 15 Newcastle United Newcastle United
## 16 Southampton FC Southampton
## 17 Tottenham Hotspur Tottenham Hotspur
## 18 Watford FC Watford
## 19 West Ham United West Ham United
## 20 Wolverhampton Wanderers Wolverhampton WanderersAll team_name in transfers_df in 2018 is a valid EPL club in 2018.
2019 Validation
transfers_df %>% filter(season == 2019) %>% select(team_name) %>% arrange(team_name) %>% unique() %>% pull()## [1] "AFC Bournemouth" "Arsenal FC"
## [3] "Aston Villa" "Brighton & Hove Albion"
## [5] "Burnley FC" "Chelsea FC"
## [7] "Crystal Palace" "Everton FC"
## [9] "Leicester City" "Liverpool FC"
## [11] "Manchester City" "Manchester United"
## [13] "Newcastle United" "Norwich City"
## [15] "Sheffield United" "Southampton FC"
## [17] "Tottenham Hotspur" "Watford FC"
## [19] "West Ham United" "Wolverhampton Wanderers"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"epl_club_seasons_2014_2024 %>% filter(season_start == 2019) %>% select(club_name) %>% arrange(club_name) %>% unique() %>% pull()## [1] "Arsenal" "Aston Villa"
## [3] "Bournemouth" "Brighton & Hove Albion"
## [5] "Burnley" "Chelsea"
## [7] "Crystal Palace" "Everton"
## [9] "Leicester City" "Liverpool"
## [11] "Manchester City" "Manchester United"
## [13] "Newcastle United" "Norwich City"
## [15] "Sheffield United" "Southampton"
## [17] "Tottenham Hotspur" "Watford"
## [19] "West Ham United" "Wolverhampton Wanderers"data.frame(
x = transfers_df %>% filter(season == 2019) %>% select(team_name) %>% arrange(team_name) %>% unique() %>% pull(),
y = epl_club_seasons_2014_2024 %>% filter(season_start == 2019) %>% select(club_name) %>% arrange(club_name) %>% unique() %>% pull()
)## x y
## 1 AFC Bournemouth Arsenal
## 2 Arsenal FC Aston Villa
## 3 Aston Villa Bournemouth
## 4 Brighton & Hove Albion Brighton & Hove Albion
## 5 Burnley FC Burnley
## 6 Chelsea FC Chelsea
## 7 Crystal Palace Crystal Palace
## 8 Everton FC Everton
## 9 Leicester City Leicester City
## 10 Liverpool FC Liverpool
## 11 Manchester City Manchester City
## 12 Manchester United Manchester United
## 13 Newcastle United Newcastle United
## 14 Norwich City Norwich City
## 15 Sheffield United Sheffield United
## 16 Southampton FC Southampton
## 17 Tottenham Hotspur Tottenham Hotspur
## 18 Watford FC Watford
## 19 West Ham United West Ham United
## 20 Wolverhampton Wanderers Wolverhampton WanderersAll team_name in transfers_df in 2019 is a valid EPL club in 2019.
2020 Validation
transfers_df %>% filter(season == 2020) %>% select(team_name) %>% arrange(team_name) %>% unique() %>% pull()## [1] "Arsenal FC" "Aston Villa"
## [3] "Brighton & Hove Albion" "Burnley FC"
## [5] "Chelsea FC" "Crystal Palace"
## [7] "Everton FC" "Fulham FC"
## [9] "Leeds United" "Leicester City"
## [11] "Liverpool FC" "Manchester City"
## [13] "Manchester United" "Newcastle United"
## [15] "Sheffield United" "Southampton FC"
## [17] "Tottenham Hotspur" "West Bromwich Albion"
## [19] "West Ham United" "Wolverhampton Wanderers"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"epl_club_seasons_2014_2024 %>% filter(season_start == 2020) %>% select(club_name) %>% arrange(club_name) %>% unique() %>% pull()## [1] "Arsenal" "Aston Villa"
## [3] "Brighton & Hove Albion" "Burnley"
## [5] "Chelsea" "Crystal Palace"
## [7] "Everton" "Fulham"
## [9] "Leeds United" "Leicester City"
## [11] "Liverpool" "Manchester City"
## [13] "Manchester United" "Newcastle United"
## [15] "Sheffield United" "Southampton"
## [17] "Tottenham Hotspur" "West Bromwich Albion"
## [19] "West Ham United" "Wolverhampton Wanderers"data.frame(
x = transfers_df %>% filter(season == 2020) %>% select(team_name) %>% arrange(team_name) %>% unique() %>% pull(),
y = epl_club_seasons_2014_2024 %>% filter(season_start == 2020) %>% select(club_name) %>% arrange(club_name) %>% unique() %>% pull()
)## x y
## 1 Arsenal FC Arsenal
## 2 Aston Villa Aston Villa
## 3 Brighton & Hove Albion Brighton & Hove Albion
## 4 Burnley FC Burnley
## 5 Chelsea FC Chelsea
## 6 Crystal Palace Crystal Palace
## 7 Everton FC Everton
## 8 Fulham FC Fulham
## 9 Leeds United Leeds United
## 10 Leicester City Leicester City
## 11 Liverpool FC Liverpool
## 12 Manchester City Manchester City
## 13 Manchester United Manchester United
## 14 Newcastle United Newcastle United
## 15 Sheffield United Sheffield United
## 16 Southampton FC Southampton
## 17 Tottenham Hotspur Tottenham Hotspur
## 18 West Bromwich Albion West Bromwich Albion
## 19 West Ham United West Ham United
## 20 Wolverhampton Wanderers Wolverhampton WanderersAll team_name in transfers_df in 2020 is a valid EPL club in 2020.
2021 Validation
transfers_df %>% filter(season == 2021) %>% select(team_name) %>% arrange(team_name) %>% unique() %>% pull()## [1] "Arsenal FC" "Aston Villa"
## [3] "Brentford FC" "Brighton & Hove Albion"
## [5] "Burnley FC" "Chelsea FC"
## [7] "Crystal Palace" "Everton FC"
## [9] "Leeds United" "Leicester City"
## [11] "Liverpool FC" "Manchester City"
## [13] "Manchester United" "Newcastle United"
## [15] "Norwich City" "Southampton FC"
## [17] "Tottenham Hotspur" "Watford FC"
## [19] "West Ham United" "Wolverhampton Wanderers"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"epl_club_seasons_2014_2024 %>% filter(season_start == 2021) %>% select(club_name) %>% arrange(club_name) %>% unique() %>% pull()## [1] "Arsenal" "Aston Villa"
## [3] "Brentford" "Brighton & Hove Albion"
## [5] "Burnley" "Chelsea"
## [7] "Crystal Palace" "Everton"
## [9] "Leeds United" "Leicester City"
## [11] "Liverpool" "Manchester City"
## [13] "Manchester United" "Newcastle United"
## [15] "Norwich City" "Southampton"
## [17] "Tottenham Hotspur" "Watford"
## [19] "West Ham United" "Wolverhampton Wanderers"data.frame(
x = transfers_df %>% filter(season == 2021) %>% select(team_name) %>% arrange(team_name) %>% unique() %>% pull(),
y = epl_club_seasons_2014_2024 %>% filter(season_start == 2021) %>% select(club_name) %>% arrange(club_name) %>% unique() %>% pull()
)## x y
## 1 Arsenal FC Arsenal
## 2 Aston Villa Aston Villa
## 3 Brentford FC Brentford
## 4 Brighton & Hove Albion Brighton & Hove Albion
## 5 Burnley FC Burnley
## 6 Chelsea FC Chelsea
## 7 Crystal Palace Crystal Palace
## 8 Everton FC Everton
## 9 Leeds United Leeds United
## 10 Leicester City Leicester City
## 11 Liverpool FC Liverpool
## 12 Manchester City Manchester City
## 13 Manchester United Manchester United
## 14 Newcastle United Newcastle United
## 15 Norwich City Norwich City
## 16 Southampton FC Southampton
## 17 Tottenham Hotspur Tottenham Hotspur
## 18 Watford FC Watford
## 19 West Ham United West Ham United
## 20 Wolverhampton Wanderers Wolverhampton WanderersAll team_name in transfers_df in 2021 is a valid EPL club in 2021.
2022 Validation
transfers_df %>% filter(season == 2022) %>% select(team_name) %>% arrange(team_name) %>% unique() %>% pull()## [1] "AFC Bournemouth" "Arsenal FC"
## [3] "Aston Villa" "Brentford FC"
## [5] "Brighton & Hove Albion" "Chelsea FC"
## [7] "Crystal Palace" "Everton FC"
## [9] "Fulham FC" "Leeds United"
## [11] "Leicester City" "Liverpool FC"
## [13] "Manchester City" "Manchester United"
## [15] "Newcastle United" "Nottingham Forest"
## [17] "Southampton FC" "Tottenham Hotspur"
## [19] "West Ham United" "Wolverhampton Wanderers"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"epl_club_seasons_2014_2024 %>% filter(season_start == 2022) %>% select(club_name) %>% arrange(club_name) %>% unique() %>% pull()## [1] "Arsenal" "Aston Villa"
## [3] "Bournemouth" "Brentford"
## [5] "Brighton & Hove Albion" "Chelsea"
## [7] "Crystal Palace" "Everton"
## [9] "Fulham" "Leeds United"
## [11] "Leicester City" "Liverpool"
## [13] "Manchester City" "Manchester United"
## [15] "Newcastle United" "Nottingham Forest"
## [17] "Southampton" "Tottenham Hotspur"
## [19] "West Ham United" "Wolverhampton Wanderers"data.frame(
x = transfers_df %>% filter(season == 2022) %>% select(team_name) %>% arrange(team_name) %>% unique() %>% pull(),
y = epl_club_seasons_2014_2024 %>% filter(season_start == 2022) %>% select(club_name) %>% arrange(club_name) %>% unique() %>% pull()
)## x y
## 1 AFC Bournemouth Arsenal
## 2 Arsenal FC Aston Villa
## 3 Aston Villa Bournemouth
## 4 Brentford FC Brentford
## 5 Brighton & Hove Albion Brighton & Hove Albion
## 6 Chelsea FC Chelsea
## 7 Crystal Palace Crystal Palace
## 8 Everton FC Everton
## 9 Fulham FC Fulham
## 10 Leeds United Leeds United
## 11 Leicester City Leicester City
## 12 Liverpool FC Liverpool
## 13 Manchester City Manchester City
## 14 Manchester United Manchester United
## 15 Newcastle United Newcastle United
## 16 Nottingham Forest Nottingham Forest
## 17 Southampton FC Southampton
## 18 Tottenham Hotspur Tottenham Hotspur
## 19 West Ham United West Ham United
## 20 Wolverhampton Wanderers Wolverhampton WanderersAll team_name in transfers_df in 2022 is a valid EPL club in 2022.
2023 Validation
transfers_df %>% filter(season == 2023) %>% select(team_name) %>% arrange(team_name) %>% unique() %>% pull()## [1] "AFC Bournemouth" "Arsenal FC"
## [3] "Aston Villa" "Brentford FC"
## [5] "Brighton & Hove Albion" "Burnley FC"
## [7] "Chelsea FC" "Crystal Palace"
## [9] "Everton FC" "Fulham FC"
## [11] "Liverpool FC" "Luton Town"
## [13] "Manchester City" "Manchester United"
## [15] "Newcastle United" "Nottingham Forest"
## [17] "Sheffield United" "Tottenham Hotspur"
## [19] "West Ham United" "Wolverhampton Wanderers"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"print("-------------------------------------------------------------------------")## [1] "-------------------------------------------------------------------------"epl_club_seasons_2014_2024 %>% filter(season_start == 2023) %>% select(club_name) %>% arrange(club_name) %>% unique() %>% pull()## [1] "Arsenal" "Aston Villa"
## [3] "Bournemouth" "Brentford"
## [5] "Brighton & Hove Albion" "Burnley"
## [7] "Chelsea" "Crystal Palace"
## [9] "Everton" "Fulham"
## [11] "Liverpool" "Luton Town"
## [13] "Manchester City" "Manchester United"
## [15] "Newcastle United" "Nottingham Forest"
## [17] "Sheffield United" "Tottenham Hotspur"
## [19] "West Ham United" "Wolverhampton Wanderers"data.frame(
x = transfers_df %>% filter(season == 2023) %>% select(team_name) %>% arrange(team_name) %>% unique() %>% pull(),
y = epl_club_seasons_2014_2024 %>% filter(season_start == 2023) %>% select(club_name) %>% arrange(club_name) %>% unique() %>% pull()
)## x y
## 1 AFC Bournemouth Arsenal
## 2 Arsenal FC Aston Villa
## 3 Aston Villa Bournemouth
## 4 Brentford FC Brentford
## 5 Brighton & Hove Albion Brighton & Hove Albion
## 6 Burnley FC Burnley
## 7 Chelsea FC Chelsea
## 8 Crystal Palace Crystal Palace
## 9 Everton FC Everton
## 10 Fulham FC Fulham
## 11 Liverpool FC Liverpool
## 12 Luton Town Luton Town
## 13 Manchester City Manchester City
## 14 Manchester United Manchester United
## 15 Newcastle United Newcastle United
## 16 Nottingham Forest Nottingham Forest
## 17 Sheffield United Sheffield United
## 18 Tottenham Hotspur Tottenham Hotspur
## 19 West Ham United West Ham United
## 20 Wolverhampton Wanderers Wolverhampton WanderersAll team_name in transfers_df in 2023 is a valid EPL club in 2023.
Conclusion: without being filtered by league column, the team_name in each year in transfers_df are all valid premier league team despite some of them are marked as “championship” in its league column. This propels me not to filter out “championship” nor select only “premier league” for the league column.
Columns
transfers_df <- transfers_df %>% select(-c(league, country, player_url, goals, in_squad, appearances, minutes_played))saveRDS(object = transfers_df, file = "transfers_df.RDS")# transfers_df <- readRDS("transfers_df.RDS")