I want to add rows of data together based on criteria, but sequentially. So using the WorldFootballR package, I have data for players and I want to add player data together from game to game. For example I want playerX data from match 1 to be added to match in a new row then add that value to match 3 in a new row and so on and so forth for every individual player. How would I go about this?
devtools::install_github("JaseZiv/worldfootballR")
library(worldfootballR)
fb_player_urls("https://fbref.com/en/squads/fd962109/Fulham-Stats")
epl_2021_urls <- fb_match_urls(country = "ENG", gender = "M", season_end_year = 2021, tier="1st")
# function to extract EPL match results data
epl_2021 <- fb_match_results(country = "ENG", gender = "M", season_end_year = 2021, tier = "1st")
dplyr::glimpse(epl_2021)
test_urls_multiple <- c(epl_2021[[20]])
advanced_match_stats <- fb_advanced_match_stats(match_url = test_urls_multiple, stat_type = "possession", team_or_player = "player")
dplyr::glimpse(advanced_match_stats)
advanced_match_stats <- advanced_match_stats[-c(15,18,22,23,24,25)]
advanced_match_stats <- advanced_match_stats[order(advanced_match_stats[,"Match_Date"], decreasing = FALSE),]
player_possession_stats <- advanced_match_stats[c(18,19,20,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42)]
> dput(head(advanced_match_stats, 90))
structure(list(League = c("Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League",
"Premier League", "Premier League", "Premier League", "Premier League"
), Match_Date = c("2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12",
"2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12",
"2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12",
"2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12",
"2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12",
"2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12",
"2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12",
"2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12",
"2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12",
"2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12",
"2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12",
"2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12",
"2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12",
"2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12",
"2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12",
"2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12",
"2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12",
"2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12", "2020-09-12",
"2020-09-12"), Matchweek = c("Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)", "Premier League (Matchweek 1)",
"Premier League (Matchweek 1)"), Home_Team = c("Fulham", "Fulham",
"Fulham", "Fulham", "Fulham", "Fulham", "Fulham", "Fulham", "Fulham",
"Fulham", "Fulham", "Fulham", "Fulham", "Fulham", "Fulham", "Fulham",
"Fulham", "Fulham", "Fulham", "Fulham", "Fulham", "Fulham", "Fulham",
"Fulham", "Fulham", "Fulham", "Fulham", "Fulham", "Crystal Palace",
"Crystal Palace", "Crystal Palace", "Crystal Palace", "Crystal Palace",
"Crystal Palace", "Crystal Palace", "Crystal Palace", "Crystal Palace",
"Crystal Palace", "Crystal Palace", "Crystal Palace", "Crystal Palace",
"Crystal Palace", "Crystal Palace", "Crystal Palace", "Crystal Palace",
"Crystal Palace", "Crystal Palace", "Crystal Palace", "Crystal Palace",
"Crystal Palace", "Crystal Palace", "Crystal Palace", "Crystal Palace",
"Crystal Palace", "Crystal Palace", "Liverpool", "Liverpool",
"Liverpool", "Liverpool", "Liverpool", "Liverpool", "Liverpool",
"Liverpool", "Liverpool", "Liverpool", "Liverpool", "Liverpool",
"Liverpool", "Liverpool", "Liverpool", "Liverpool", "Liverpool",
"Liverpool", "Liverpool", "Liverpool", "Liverpool", "Liverpool",
"Liverpool", "Liverpool", "Liverpool", "Liverpool", "Liverpool",
"Liverpool", "West Ham United", "West Ham United", "West Ham United",
"West Ham United", "West Ham United", "West Ham United", "West Ham United"
), Home_Formation = c("4-2-3-1", "4-2-3-1", "4-2-3-1", "4-2-3-1",
"4-2-3-1", "4-2-3-1", "4-2-3-1", "4-2-3-1", "4-2-3-1", "4-2-3-1",
"4-2-3-1", "4-2-3-1", "4-2-3-1", "4-2-3-1", "4-2-3-1", "4-2-3-1",
"4-2-3-1", "4-2-3-1", "4-2-3-1", "4-2-3-1", "4-2-3-1", "4-2-3-1",
"4-2-3-1", "4-2-3-1", "4-2-3-1", "4-2-3-1", "4-2-3-1", "4-2-3-1",
"4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2",
"4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2",
"4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2",
"4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-3-3",
"4-3-3", "4-3-3", "4-3-3", "4-3-3", "4-3-3", "4-3-3", "4-3-3",
"4-3-3", "4-3-3", "4-3-3", "4-3-3", "4-3-3", "4-3-3", "4-3-3",
"4-3-3", "4-3-3", "4-3-3", "4-3-3", "4-3-3", "4-3-3", "4-3-3",
"4-3-3", "4-3-3", "4-3-3", "4-3-3", "4-3-3", "4-3-3", "4-2-3-1",
"4-2-3-1", "4-2-3-1", "4-2-3-1", "4-2-3-1", "4-2-3-1", "4-2-3-1"
), Home_Score = c(0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 4,
4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
4, 4, 4, 4, 4, 0, 0, 0, 0, 0, 0, 0), Home_xG = c(0.1, 0.1, 0.1,
0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1,
0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 1.1,
1.1, 1.1, 1.1, 1.1, 1.1, 1.1, 1.1, 1.1, 1.1, 1.1, 1.1, 1.1, 1.1,
1.1, 1.1, 1.1, 1.1, 1.1, 1.1, 1.1, 1.1, 1.1, 1.1, 1.1, 1.1, 1.1,
2.7, 2.7, 2.7, 2.7, 2.7, 2.7, 2.7, 2.7, 2.7, 2.7, 2.7, 2.7, 2.7,
2.7, 2.7, 2.7, 2.7, 2.7, 2.7, 2.7, 2.7, 2.7, 2.7, 2.7, 2.7, 2.7,
2.7, 2.7, 1, 1, 1, 1, 1, 1, 1), Home_Goals = c("", "", "", "",
"", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "",
"", "", "", "", "", "", "", "", "Wilfried Zaha · 13’",
"Wilfried Zaha · 13’", "Wilfried Zaha · 13’",
"Wilfried Zaha · 13’", "Wilfried Zaha · 13’",
"Wilfried Zaha · 13’", "Wilfried Zaha · 13’",
"Wilfried Zaha · 13’", "Wilfried Zaha · 13’",
"Wilfried Zaha · 13’", "Wilfried Zaha · 13’",
"Wilfried Zaha · 13’", "Wilfried Zaha · 13’",
"Wilfried Zaha · 13’", "Wilfried Zaha · 13’",
"Wilfried Zaha · 13’", "Wilfried Zaha · 13’",
"Wilfried Zaha · 13’", "Wilfried Zaha · 13’",
"Wilfried Zaha · 13’", "Wilfried Zaha · 13’",
"Wilfried Zaha · 13’", "Wilfried Zaha · 13’",
"Wilfried Zaha · 13’", "Wilfried Zaha · 13’",
"Wilfried Zaha · 13’", "Wilfried Zaha · 13’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"Mohamed Salah (P) · 4’ Virgil van Dijk · 20’ Mohamed Salah · 33’ Mohamed Salah (P) · 88’",
"", "", "", "", "", "", ""), Home_Yellow_Cards = c("2", "2",
"2", "2", "2", "2", "2", "2", "2", "2", "2", "2", "2", "2", "2",
"2", "2", "2", "2", "2", "2", "2", "2", "2", "2", "2", "2", "2",
"2", "2", "2", "2", "2", "2", "2", "2", "2", "2", "2", "2", "2",
"2", "2", "2", "2", "2", "2", "2", "2", "2", "2", "2", "2", "2",
"2", "1", "1", "1", "1", "1", "1", "1", "1", "1", "1", "1", "1",
"1", "1", "1", "1", "1", "1", "1", "1", "1", "1", "1", "1", "1",
"1", "1", "1", "2", "2", "2", "2", "2", "2", "2"), Home_Red_Cards = c("0",
"0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0",
"0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0",
"0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0",
"0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0",
"0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0",
"0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0",
"0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0"), Away_Team = c("Arsenal",
"Arsenal", "Arsenal", "Arsenal", "Arsenal", "Arsenal", "Arsenal",
"Arsenal", "Arsenal", "Arsenal", "Arsenal", "Arsenal", "Arsenal",
"Arsenal", "Arsenal", "Arsenal", "Arsenal", "Arsenal", "Arsenal",
"Arsenal", "Arsenal", "Arsenal", "Arsenal", "Arsenal", "Arsenal",
"Arsenal", "Arsenal", "Arsenal", "Southampton", "Southampton",
"Southampton", "Southampton", "Southampton", "Southampton", "Southampton",
"Southampton", "Southampton", "Southampton", "Southampton", "Southampton",
"Southampton", "Southampton", "Southampton", "Southampton", "Southampton",
"Southampton", "Southampton", "Southampton", "Southampton", "Southampton",
"Southampton", "Southampton", "Southampton", "Southampton", "Southampton",
"Leeds United", "Leeds United", "Leeds United", "Leeds United",
"Leeds United", "Leeds United", "Leeds United", "Leeds United",
"Leeds United", "Leeds United", "Leeds United", "Leeds United",
"Leeds United", "Leeds United", "Leeds United", "Leeds United",
"Leeds United", "Leeds United", "Leeds United", "Leeds United",
"Leeds United", "Leeds United", "Leeds United", "Leeds United",
"Leeds United", "Leeds United", "Leeds United", "Leeds United",
"Newcastle United", "Newcastle United", "Newcastle United", "Newcastle United",
"Newcastle United", "Newcastle United", "Newcastle United"),
Away_Formation = c("3-4-3", "3-4-3", "3-4-3", "3-4-3", "3-4-3",
"3-4-3", "3-4-3", "3-4-3", "3-4-3", "3-4-3", "3-4-3", "3-4-3",
"3-4-3", "3-4-3", "3-4-3", "3-4-3", "3-4-3", "3-4-3", "3-4-3",
"3-4-3", "3-4-3", "3-4-3", "3-4-3", "3-4-3", "3-4-3", "3-4-3",
"3-4-3", "3-4-3", "4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2",
"4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2",
"4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2",
"4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2",
"4-4-2", "4-1-4-1", "4-1-4-1", "4-1-4-1", "4-1-4-1", "4-1-4-1",
"4-1-4-1", "4-1-4-1", "4-1-4-1", "4-1-4-1", "4-1-4-1", "4-1-4-1",
"4-1-4-1", "4-1-4-1", "4-1-4-1", "4-1-4-1", "4-1-4-1", "4-1-4-1",
"4-1-4-1", "4-1-4-1", "4-1-4-1", "4-1-4-1", "4-1-4-1", "4-1-4-1",
"4-1-4-1", "4-1-4-1", "4-1-4-1", "4-1-4-1", "4-1-4-1", "4-4-2",
"4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2", "4-4-2"), Away_Score = c(3,
3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,
3, 3, 3, 3, 3, 3, 3, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 3, 3,
3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,
3, 3, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2), Away_xG = c(1.9,
1.9, 1.9, 1.9, 1.9, 1.9, 1.9, 1.9, 1.9, 1.9, 1.9, 1.9, 1.9,
1.9, 1.9, 1.9, 1.9, 1.9, 1.9, 1.9, 1.9, 1.9, 1.9, 1.9, 1.9,
1.9, 1.9, 1.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9,
0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9,
0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3,
0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3,
0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 1.6, 1.6,
1.6, 1.6, 1.6, 1.6, 1.6), Away_Red_Cards = c("0", "0", "0",
"0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0",
"0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0",
"0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0",
"0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0",
"0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0",
"0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0",
"0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0",
"0", "0", "0"), Team = c("Fulham", "Fulham", "Fulham", "Fulham",
"Fulham", "Fulham", "Fulham", "Fulham", "Fulham", "Fulham",
"Fulham", "Fulham", "Fulham", "Fulham", "Arsenal", "Arsenal",
"Arsenal", "Arsenal", "Arsenal", "Arsenal", "Arsenal", "Arsenal",
"Arsenal", "Arsenal", "Arsenal", "Arsenal", "Arsenal", "Arsenal",
"Crystal Palace", "Crystal Palace", "Crystal Palace", "Crystal Palace",
"Crystal Palace", "Crystal Palace", "Crystal Palace", "Crystal Palace",
"Crystal Palace", "Crystal Palace", "Crystal Palace", "Crystal Palace",
"Crystal Palace", "Southampton", "Southampton", "Southampton",
"Southampton", "Southampton", "Southampton", "Southampton",
"Southampton", "Southampton", "Southampton", "Southampton",
"Southampton", "Southampton", "Southampton", "Liverpool",
"Liverpool", "Liverpool", "Liverpool", "Liverpool", "Liverpool",
"Liverpool", "Liverpool", "Liverpool", "Liverpool", "Liverpool",
"Liverpool", "Liverpool", "Liverpool", "Leeds United", "Leeds United",
"Leeds United", "Leeds United", "Leeds United", "Leeds United",
"Leeds United", "Leeds United", "Leeds United", "Leeds United",
"Leeds United", "Leeds United", "Leeds United", "Leeds United",
"West Ham United", "West Ham United", "West Ham United",
"West Ham United", "West Ham United", "West Ham United",
"West Ham United"), Player = c("Aboubakar Kamara", "Aleksandar Mitrović",
"Ivan Cavaleiro", "Neeskens Kebano", "Andre-Frank Zambo Anguissa",
"Josh Onomah", "Bobby Reid", "Tom Cairney", "Harrison Reed",
"Joe Bryan", "Tim Ream", "Michael Hector", "Denis Odoi",
"Marek Rodák", "Alexandre Lacazette", "Eddie Nketiah", "Pierre-Emerick Aubameyang",
"Willian", "Nicolas Pépé", "Ainsley Maitland-Niles", "Granit Xhaka",
"Dani Ceballos", "Mohamed Elneny", "Héctor Bellerín", "Kieran Tierney",
"Gabriel Dos Santos", "Rob Holding", "Bernd Leno", "Jordan Ayew",
"Wilfried Zaha", "Jeffrey Schlupp", "Eberechi Eze", "James McCarthy",
"Luka Milivojević", "James McArthur", "Andros Townsend",
"Tyrick Mitchell", "Scott Dann", "Cheikhou Kouyaté", "Joel Ward",
"Vicente Guaita", "Danny Ings", "Che Adams", "Shane Long",
"Nathan Redmond", "Oriol Romeu", "James Ward-Prowse", "William Smallbone",
"Moussa Djenepo", "Ryan Bertrand", "Jan Bednarek", "Jannik Vestergaard",
"Jack Stephens", "Kyle Walker-Peters", "Alex McCarthy", "Roberto Firmino",
"Sadio Mané", "Mohamed Salah", "Georginio Wijnaldum", "Jordan Henderson",
"Curtis Jones", "Naby Keïta", "Fabinho", "Andrew Robertson",
"Virgil van Dijk", "Joe Gomez", "Trent Alexander-Arnold",
"Joël Matip", "Alisson", "Patrick Bamford", "Rodrigo", "Jack Harrison",
"Mateusz Klich", "Jamie Shackleton", "Pablo Hernández",
"Tyler Roberts", "Hélder Costa", "Kalvin Phillips", "Stuart Dallas",
"Pascal Struijk", "Robin Koch", "Luke Ayling", "Illan Meslier",
"Michail Antonio", "Pablo Fornals", "Sébastien Haller",
"Jarrod Bowen", "Felipe Anderson", "Mark Noble", "Andriy Yarmolenko"
), Min = c(62, 28, 90, 62, 28, 74, 16, 90, 90, 90, 90, 90,
90, 90, 86, 4, 90, 75, 15, 90, 78, 12, 90, 90, 90, 90, 90,
90, 90, 90, 80, 10, 73, 17, 90, 90, 90, 90, 90, 90, 90, 90,
84, 6, 90, 90, 90, 76, 14, 90, 45, 45, 90, 90, 90, 90, 90,
90, 90, 65, 25, 57, 33, 90, 90, 90, 88, 2, 90, 61, 29, 90,
80, 10, 61, 29, 90, 90, 90, 90, 90, 90, 90, 90, 66, 24, 88,
2, 66, 24), Touches_Touches = c(25, 8, 41, 30, 23, 30, 11,
79, 77, 69, 74, 74, 69, 28, 27, 1, 35, 36, 12, 49, 68, 20,
68, 71, 99, 120, 102, 34, 24, 25, 20, 13, 29, 16, 45, 38,
53, 38, 25, 45, 29, 23, 25, 4, 53, 87, 76, 27, 10, 84, 56,
51, 98, 99, 53, 51, 53, 75, 34, 44, 24, 40, 17, 69, 43, 61,
71, 1, 29, 15, 5, 43, 46, 5, 47, 14, 29, 70, 82, 80, 76,
85, 63, 36, 25, 11, 37, 4, 46, 25), `Att Pen_Touches` = c(2,
0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 6, 0, 4, 3, 3, 2,
1, 2, 1, 2, 1, 1, 0, 0, 2, 2, 0, 2, 0, 0, 2, 1, 0, 4, 1,
0, 0, 7, 3, 1, 3, 0, 1, 0, 0, 1, 0, 2, 1, 2, 0, 6, 9, 19,
2, 0, 0, 4, 0, 2, 2, 0, 0, 0, 0, 2, 0, 2, 4, 0, 1, 0, 2,
0, 1, 0, 1, 0, 0, 8, 1, 4, 4, 0, 0, 1), Live_Touches = c(25,
8, 41, 30, 23, 30, 11, 79, 77, 69, 74, 74, 69, 28, 27, 1,
35, 36, 12, 49, 68, 20, 68, 71, 99, 120, 102, 34, 24, 25,
20, 13, 29, 16, 45, 38, 53, 38, 25, 45, 29, 23, 25, 4, 53,
87, 76, 27, 10, 84, 56, 51, 98, 99, 53, 51, 53, 73, 34, 44,
24, 40, 17, 69, 43, 61, 71, 1, 29, 15, 5, 43, 46, 5, 47,
14, 29, 70, 82, 80, 76, 85, 63, 36, 25, 11, 37, 4, 46, 25
), Att_Take_Ons = c(3, 1, 2, 2, 3, 1, 0, 0, 0, 0, 0, 0, 0,
0, 1, 0, 2, 0, 1, 0, 0, 1, 0, 2, 0, 0, 2, 0, 5, 1, 0, 5,
0, 0, 1, 2, 1, 0, 0, 0, 0, 1, 0, 1, 2, 1, 1, 0, 1, 1, 1,
1, 0, 1, 0, 2, 6, 14, 3, 1, 1, 1, 0, 2, 0, 2, 0, 0, 0, 0,
0, 3, 2, 1, 1, 0, 2, 1, 0, 0, 1, 2, 0, 4, 1, 0, 1, 0, 0,
0), Succ_Take_Ons = c(0, 1, 0, 2, 2, 1, 0, 0, 0, 0, 0, 0,
0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 2, 0, 4, 1, 0,
2, 0, 0, 1, 2, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1,
1, 1, 0, 0, 0, 2, 5, 7, 1, 1, 0, 1, 0, 0, 0, 2, 0, 0, 0,
0, 0, 3, 1, 1, 0, 0, 2, 0, 0, 0, 0, 2, 0, 1, 1, 0, 1, 0,
0, 0), Succ_percent_Take_Ons = c(0, 100, 0, 100, 66.7, 100,
NA, NA, NA, NA, NA, NA, NA, NA, 100, NA, 50, NA, 0, NA, NA,
100, NA, 50, NA, NA, 100, NA, 80, 100, NA, 40, NA, NA, 100,
100, 0, NA, NA, NA, NA, 0, NA, 0, 50, 100, 0, NA, 100, 100,
100, 100, NA, 0, NA, 100, 83.3, 50, 33.3, 100, 0, 100, NA,
0, NA, 100, NA, NA, NA, NA, NA, 100, 50, 100, 0, NA, 100,
0, NA, NA, 0, 100, NA, 25, 100, NA, 100, NA, NA, NA), Tkld_Take_Ons = c(3,
0, 2, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0,
0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 3, 0, 0, 0, 0, 1, 0, 0,
0, 0, 1, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 7,
2, 0, 1, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0,
1, 0, 0, 1, 0, 0, 3, 0, 0, 0, 0, 0, 0), Tkld_percent_Take_Ons = c(100,
0, 100, 0, 33.3, 0, NA, NA, NA, NA, NA, NA, NA, NA, 0, NA,
50, NA, 100, NA, NA, 0, NA, 50, NA, NA, 0, NA, 20, 0, NA,
60, NA, NA, 0, 0, 100, NA, NA, NA, NA, 100, NA, 100, 50,
0, 100, NA, 0, 0, 0, 0, NA, 100, NA, 0, 16.7, 50, 66.7, 0,
100, 0, NA, 100, NA, 0, NA, NA, NA, NA, NA, 0, 50, 0, 100,
NA, 0, 100, NA, NA, 100, 0, NA, 75, 0, NA, 0, NA, NA, NA),
Carries_Carries = c(17, 8, 32, 24, 16, 18, 3, 55, 46, 34,
42, 51, 42, 14, 17, 1, 27, 21, 9, 31, 38, 11, 47, 46, 66,
95, 72, 20, 22, 22, 9, 11, 4, 3, 12, 24, 14, 2, 6, 8, 13,
19, 21, 2, 37, 54, 43, 20, 6, 43, 41, 33, 65, 55, 37, 30,
44, 54, 21, 23, 21, 25, 8, 27, 25, 33, 31, 1, 15, 5, 1, 20,
16, 2, 28, 5, 18, 31, 35, 28, 41, 34, 35, 23, 11, 6, 19,
3, 29, 17), TotDist_Carries = c(86, 22, 188, 122, 111, 79,
5, 207, 192, 208, 143, 162, 179, 58, 89, 5, 196, 167, 57,
107, 187, 71, 201, 323, 325, 405, 287, 76, 91, 180, 50, 59,
9, 8, 35, 196, 52, 4, 31, 32, 116, 56, 32, 8, 158, 218, 166,
75, 35, 182, 273, 162, 383, 258, 169, 219, 329, 347, 138,
144, 99, 136, 39, 214, 204, 298, 121, 4, 54, 43, 2, 186,
89, 10, 75, 31, 221, 91, 153, 103, 188, 165, 190, 151, 92,
27, 186, 63, 164, 143), PrgDist_Carries = c(7, 6, 65, 42,
58, 27, 4, 103, 73, 106, 63, 85, 91, 28, 11, 5, 117, 94,
22, 35, 95, 45, 92, 230, 219, 211, 128, 41, 20, 89, 21, 31,
0, 2, 8, 97, 17, 0, 12, 13, 110, 16, 10, 0, 49, 152, 64,
35, 14, 100, 183, 107, 276, 152, 83, 71, 159, 205, 32, 74,
29, 80, 9, 47, 134, 161, 47, 4, 44, 18, 0, 118, 50, 2, 46,
28, 109, 22, 83, 53, 118, 84, 121, 58, 20, 1, 85, 49, 80,
67), PrgC_Carries = c(0, 0, 2, 4, 0, 0, 0, 1, 1, 2, 0, 0,
0, 0, 1, 0, 4, 4, 0, 0, 1, 1, 2, 8, 2, 0, 1, 0, 1, 3, 1,
1, 0, 0, 0, 4, 1, 0, 0, 1, 0, 1, 0, 0, 2, 1, 0, 2, 0, 1,
3, 0, 1, 4, 0, 2, 5, 8, 1, 2, 2, 3, 0, 1, 0, 1, 0, 0, 0,
2, 0, 4, 0, 0, 1, 0, 4, 0, 0, 0, 0, 1, 0, 2, 0, 0, 3, 2,
0, 4), Final_Third_Carries = c(2, 1, 3, 0, 0, 1, 0, 1, 0,
3, 0, 1, 1, 0, 0, 0, 1, 2, 2, 1, 1, 0, 3, 2, 2, 0, 1, 0,
1, 2, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 0,
1, 0, 2, 0, 0, 0, 4, 1, 1, 2, 3, 1, 1, 0, 3, 0, 2, 1, 1,
1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 2, 0, 0, 1, 0, 0, 0, 2, 0,
0, 4, 1, 2, 2), CPA_Carries = c(0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 1, 0, 0, 0, 0, 2, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0,
1, 2, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0,
0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 4, 0, 0, 0, 1, 0, 0, 0, 0,
0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0,
0, 0, 0, 0, 1), Mis_Carries = c(3, 2, 4, 2, 0, 3, 2, 0, 0,
0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 2, 0, 0, 1, 0,
6, 5, 2, 0, 3, 0, 2, 3, 2, 0, 1, 0, 0, 4, 4, 0, 1, 0, 2,
1, 1, 1, 0, 1, 1, 3, 0, 3, 4, 5, 1, 0, 1, 2, 0, 1, 0, 1,
0, 0, 0, 0, 0, 4, 3, 1, 1, 0, 5, 3, 3, 0, 0, 1, 0, 2, 0,
0, 1, 0, 0, 0), Dis_Carries = c(2, 0, 0, 1, 1, 2, 0, 0, 0,
0, 0, 0, 0, 0, 3, 0, 2, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0,
13, 4, 2, 1, 0, 0, 0, 2, 1, 0, 0, 0, 0, 2, 0, 0, 3, 1, 0,
1, 0, 0, 0, 0, 0, 3, 0, 3, 3, 6, 2, 0, 2, 3, 0, 0, 0, 1,
1, 0, 0, 1, 0, 3, 0, 0, 0, 0, 2, 1, 1, 0, 0, 1, 0, 3, 0,
0, 2, 0, 1, 1), Rec_Receiving = c(18, 10, 33, 23, 17, 22,
6, 69, 65, 45, 55, 57, 46, 17, 23, 1, 32, 26, 8, 36, 48,
15, 59, 53, 75, 106, 86, 21, 22, 21, 14, 9, 7, 2, 13, 20,
16, 8, 4, 6, 6, 21, 22, 3, 38, 63, 47, 19, 5, 48, 42, 31,
68, 55, 30, 34, 43, 55, 25, 24, 19, 28, 7, 27, 26, 27, 26,
1, 16, 7, 0, 25, 27, 3, 36, 8, 15, 40, 46, 45, 48, 46, 34,
28, 12, 6, 26, 3, 39, 18), PrgR_Receiving = c(3, 2, 2, 7,
1, 1, 0, 2, 0, 5, 0, 0, 4, 0, 12, 0, 10, 5, 3, 4, 1, 0, 1,
9, 2, 0, 0, 0, 4, 10, 3, 1, 0, 0, 0, 3, 2, 0, 0, 1, 0, 9,
4, 1, 6, 0, 3, 5, 3, 10, 0, 0, 0, 9, 0, 8, 14, 16, 3, 1,
1, 4, 0, 6, 0, 1, 1, 0, 0, 2, 0, 5, 2, 1, 5, 2, 4, 1, 2,
0, 1, 0, 0, 12, 1, 1, 4, 0, 1, 6)), row.names = c(NA, -90L
), class = c("tbl_df", "tbl", "data.frame"))