more data
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@ -1,19 +1,19 @@
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"","minute","position_name","shot_body_part_name","shot_type_name","shot_outcome_name","shot_technique_name","shot_one_on_one","shot_first_time","shot_aerial_won","shot_saved_to_post","shot_deflected","shot_saved_off_target","shot_open_goal","shot_follows_dribble","shot_redirect","x1","y1","number_of_players","kick_off","angle","is_goal"
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"1",11,"Right Wing","Left Foot","Open Play","Blocked","Normal",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,93.2,44.4,9,FALSE,0.0640059213742957,0
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"2",13,"Right Wing","Left Foot","Open Play","Saved","Lob",TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,100.3,42.8,1,FALSE,0.061730105843871,0
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"3",21,"Right Center Forward","Right Foot","Open Play","Blocked","Normal",TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,110.1,28,1,FALSE,0.0624299048089645,0
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"4",25,"Left Midfield","Left Foot","Open Play","Off T","Half Volley",FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,108.8,25,5,FALSE,0.0638870054917821,0
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"5",32,"Center Forward","Left Foot","Open Play","Goal","Lob",FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,107.1,42.5,2,FALSE,0.0590398311560372,1
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"6",38,"Right Back","Left Foot","Open Play","Goal","Normal",FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,107.7,47.3,6,FALSE,0.0569702959919461,1
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"7",42,"Right Wing","Left Foot","Free Kick","Off T","Normal",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,87.3,45.3,11,FALSE,0.0660566548690278,0
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"8",47,"Right Wing","Head","Open Play","Saved","Normal",TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,112,32.2,1,FALSE,0.060353615283394,0
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"9",49,"Right Defensive Midfield","Right Foot","Free Kick","Off T","Normal",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,84.7,35.2,11,FALSE,0.0736787207689688,0
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"10",58,"Right Wing","Right Foot","Open Play","Blocked","Normal",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,115.6,51.7,2,FALSE,0.052762547731953,0
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"11",65,"Right Center Forward","Right Foot","Open Play","Goal","Volley",FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,104.3,37.6,3,FALSE,0.0620981693525753,1
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"12",69,"Left Wing","Right Foot","Open Play","Saved","Normal",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,101.2,24.7,4,FALSE,0.068243631613985,0
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"13",71,"Right Center Forward","Right Foot","Open Play","Saved","Volley",FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,115.5,44.1,1,FALSE,0.0553048979119624,0
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"14",73,"Left Wing","Left Foot","Open Play","Blocked","Normal",FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,108.3,33.4,6,FALSE,0.0617057300721472,0
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"15",73,"Center Forward","Right Foot","Open Play","Off T","Normal",FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,107.7,39.4,6,FALSE,0.0599333680981008,0
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"16",76,"Center Forward","Right Foot","Open Play","Off T","Half Volley",TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,108.7,52.1,1,FALSE,0.0547568224463756,0
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"17",79,"Left Center Forward","Right Foot","Open Play","Off T","Volley",FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,113.9,34.4,4,FALSE,0.0588824107265361,0
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"18",89,"Right Center Forward","Left Foot","Open Play","Off T","Normal",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,100.2,51.6,7,FALSE,0.0577379599935821,0
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"","minute","position_name","shot_body_part_name","shot_type_name","shot_outcome_name","shot_technique_name","shot_one_on_one","shot_first_time","shot_aerial_won","shot_saved_to_post","shot_deflected","shot_saved_off_target","shot_open_goal","shot_follows_dribble","shot_redirect","x1","y1","number_of_players_opponents","number_of_players_teammates","kick_off","angle","is_goal"
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"1",11,"Right Wing","Left Foot","Open Play","Blocked","Normal",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,93.2,44.4,9,5,FALSE,0.0640059213742957,0
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"2",13,"Right Wing","Left Foot","Open Play","Saved","Lob",TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,100.3,42.8,1,0,FALSE,0.061730105843871,0
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"3",21,"Right Center Forward","Right Foot","Open Play","Blocked","Normal",TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,110.1,28,1,0,FALSE,0.0624299048089645,0
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"4",25,"Left Midfield","Left Foot","Open Play","Off T","Half Volley",FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,108.8,25,5,2,FALSE,0.0638870054917821,0
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"5",32,"Center Forward","Left Foot","Open Play","Goal","Lob",FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,107.1,42.5,2,1,FALSE,0.0590398311560372,1
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"6",38,"Right Back","Left Foot","Open Play","Goal","Normal",FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,107.7,47.3,6,4,FALSE,0.0569702959919461,1
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"7",42,"Right Wing","Left Foot","Free Kick","Off T","Normal",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,87.3,45.3,11,7,FALSE,0.0660566548690278,0
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"8",47,"Right Wing","Head","Open Play","Saved","Normal",TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,112,32.2,1,0,FALSE,0.060353615283394,0
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"9",49,"Right Defensive Midfield","Right Foot","Free Kick","Off T","Normal",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,84.7,35.2,11,6,FALSE,0.0736787207689688,0
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"10",58,"Right Wing","Right Foot","Open Play","Blocked","Normal",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,115.6,51.7,2,0,FALSE,0.052762547731953,0
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"11",65,"Right Center Forward","Right Foot","Open Play","Goal","Volley",FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,104.3,37.6,3,0,FALSE,0.0620981693525753,1
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"12",69,"Left Wing","Right Foot","Open Play","Saved","Normal",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,101.2,24.7,4,0,FALSE,0.068243631613985,0
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"13",71,"Right Center Forward","Right Foot","Open Play","Saved","Volley",FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,115.5,44.1,1,0,FALSE,0.0553048979119624,0
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"14",73,"Left Wing","Left Foot","Open Play","Blocked","Normal",FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,108.3,33.4,6,1,FALSE,0.0617057300721472,0
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"15",73,"Center Forward","Right Foot","Open Play","Off T","Normal",FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,107.7,39.4,6,2,FALSE,0.0599333680981008,0
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"16",76,"Center Forward","Right Foot","Open Play","Off T","Half Volley",TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,108.7,52.1,1,0,FALSE,0.0547568224463756,0
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"17",79,"Left Center Forward","Right Foot","Open Play","Off T","Volley",FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,113.9,34.4,4,1,FALSE,0.0588824107265361,0
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"18",89,"Right Center Forward","Left Foot","Open Play","Off T","Normal",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,100.2,51.6,7,2,FALSE,0.0577379599935821,0
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Load Diff
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@ -115,7 +115,7 @@ get_shots2 <- function(json_file) {
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data$y1 <- df_temp[,2]
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tryCatch({ # TODO reduce error cases
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data$number_of_players <- mapply(function(sublist, x1_threshold) {
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data$number_of_players_opponents <- mapply(function(sublist, x1_threshold) {
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# Extracting the first location value and converting it to numeric
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first_location_values <- sapply(sublist$location, function(loc) as.numeric(loc[1]))
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@ -133,6 +133,26 @@ get_shots2 <- function(json_file) {
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print(paste("An error occurred:", e$message))
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})
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tryCatch({ # TODO reduce error cases
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data$number_of_players_teammates <- mapply(function(sublist, x1_threshold) {
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# Extracting the first location value and converting it to numeric
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first_location_values <- sapply(sublist$location, function(loc) as.numeric(loc[1]))
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if ("teammate" %in% names(sublist)) {
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# Filtering and counting
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res <- sum(sublist$teammate & first_location_values > x1_threshold) # error here
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} else {
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res <- 0
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}
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res
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}, data$shot$freeze_frame, data$x1)
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},
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error = function(e) {
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# handle the error
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print(paste("An error occurred:", e$message))
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})
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data$shot <- data$shot %>% select(-freeze_frame, -statsbomb_xg, -key_pass_id)
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data$shot$body_part <- data$shot$body_part %>% select(-id)
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data$shot$technique <- data$shot$technique %>% select(-id)
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@ -223,9 +243,17 @@ get_shots2 <- function(json_file) {
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file_names <- list.files(path = "data/la_liga_events/", pattern = "*.json")
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data_list <- lapply(paste("data/la_liga_events/", file_names, sep = ""), get_shots2)
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combined_data <- do.call(rbind, data_list[1:10])
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combined_data <- do.call(rbind, data_list)
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# sample data
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data_test <- get_shots2("data/la_liga_events/303377.json")
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write.csv(data_test, file = "data/data_test.csv")
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write.csv(data_test, file = "data/data3_test.csv")
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##################### The fourth dataset ##############################
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data4 <- read.csv("data/data4.csv", nrows = 1000)
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data1 <- read.csv("data/data1.csv", nrows = 1000)
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data2 <- read.csv("data/data2.csv", nrows = 1000)
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data3 <- read.csv("data/data3_test.csv", nrows = 1000)
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