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get_current_season_ncaa_playerbox.R
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install.packages("tidyverse")
library(tidyverse)
install.packages("janitor")
library(janitor)
install.packages("rvest")
library(rvest)
install.packages("anytime")
library(anytime)
install.packages("glue")
library(glue)
options(warn = -1)
get_pitching_box <- function(id){
raw <- tryCatch({
con <- url(glue::glue("https://stats.ncaa.org/contests/{id}/individual_stats"), open = "rb")
# Open the connection explicitly
open(con)
# Read, then close
result <- con %>%
read_html() %>%
html_table()
close(con)
result
}, error = function(e) {
# Fallback if anything fails
if (exists("con") && inherits(con, "connection") && isOpen(con)) close(con)
message("Error loading game ID ", id, ": ", e$message)
data.frame()
})
if(length(raw) == 0){
return(data.frame())
}
first_team <- as.character(raw[[2]][2,1])
second_team <- as.character(raw[[2]][3,1])
date <- as.character(raw[[2]][4,1])
upd <- rbind(raw[[6]],raw[[7]]) %>%
janitor::clean_names() %>%
dplyr::rename(player = name) %>%
dplyr::filter(!(player %in% c(first_team, second_team,"Player","Totals")))
upd$team <- ifelse(upd$player %in% raw[[6]]$Name, first_team, second_team)
upd$opponent <- ifelse(upd$team == first_team, second_team, first_team)
upd[upd == ""] <- "0"
upd[] <- lapply(upd, gsub, pattern="/", replacement="")
cols = c("game_id", "team", "opponent", "player", "ip", "ha", "er", "bb", "hb", "so", "bf", "hr_a", "season")
upd <- upd %>%
dplyr::mutate(game_id = id, season = 2024) %>%
dplyr::select(cols) %>%
dplyr::mutate(across(5:12, as.numeric)) %>%
dplyr::filter(ip > 0)
return(upd)
}
get_hitting_box <- function(id){
raw <- tryCatch({
con <- url(glue::glue("https://stats.ncaa.org/contests/{id}/individual_stats"), open = "rb")
# Open the connection explicitly
open(con)
# Read, then close
result <- con %>%
read_html() %>%
html_table()
close(con)
result
}, error = function(e) {
# Fallback if anything fails
if (exists("con") && inherits(con, "connection") && isOpen(con)) close(con)
message("Error loading game ID ", id, ": ", e$message)
data.frame()
})
if(length(raw) == 0){
return(data.frame())
}
first_team <- as.character(raw[[2]][2,1])
second_team <- as.character(raw[[2]][3,1])
date <- as.character(raw[[2]][4,1])
upd <- rbind(raw[[4]],raw[[5]]) %>%
janitor::clean_names() %>%
dplyr::rename(player = name) %>%
dplyr::filter(!(player %in% c(first_team, second_team,"Player","Totals")))
upd$team <- ifelse(upd$player %in% raw[[4]]$Name, first_team, second_team)
upd$opponent <- ifelse(upd$team == first_team, second_team, first_team)
upd[upd == ""] <- "0"
cols = c("player", "pos", "g", "rbi", "ab", "r", "h", "x2b", "x3b", "tb", "hr", "ibb", "bb", "hbp", "sf", "sh", "k", "dp", "sb", "cs", "picked", "team", "opponent", "game_id", "game_date", "season")
upd <- upd %>%
dplyr::rename(pos = p) %>%
dplyr::mutate(g = 1, game_date = date, season = 2024, game_id = id) %>%
dplyr::select(cols) %>%
dplyr::mutate(across(.cols = 3:20, .fns = \(col) as.numeric(str_remove(col, "/"))))
return(upd)
}
url_d1 <- glue::glue("https://github.com/tmking2002/softballR-data/blob/main/data/ncaa_scoreboard_2025.RDS?raw=true")
url_d2 <- glue::glue("https://github.com/tmking2002/softballR-data/blob/main/data/ncaa_scoreboard_D2_2025.RDS?raw=true")
url_d3 <- glue::glue("https://github.com/tmking2002/softballR-data/blob/main/data/ncaa_scoreboard_D3_2025.RDS?raw=true")
url_d1 <- glue::glue("https://github.com/tmking2002/softballR-data/blob/main/data/ncaa_scoreboard_2025.RDS?raw=true")
url_d2 <- glue::glue("https://github.com/tmking2002/softballR-data/blob/main/data/ncaa_scoreboard_D2_2025.RDS?raw=true")
url_d3 <- glue::glue("https://github.com/tmking2002/softballR-data/blob/main/data/ncaa_scoreboard_D3_2025.RDS?raw=true")
con <- url(url_d1)
scoreboard_d1 <- tryCatch({
readRDS(con)
}, finally = {
close(con)
}) %>% distinct(game_id, game_date)
con <- url(url_d2)
scoreboard_d2 <- tryCatch({
readRDS(con)
}, finally = {
close(con)
}) %>% distinct(game_id, game_date)
con <- url(url_d3)
scoreboard_d3 <- tryCatch({
readRDS(con)
}, finally = {
close(con)
}) %>% distinct(game_id, game_date)
most_recent_d1 <- try(max(anydate(readRDS(url("https://github.com/sportsdataverse/softballR-data/raw/main/data/d1_hitting_box_scores_2025.RDS")) %>% pull(game_date))))
most_recent_d2 <- try(max(anydate(readRDS(url("https://github.com/sportsdataverse/softballR-data/raw/main/data/d2_hitting_box_scores_2025.RDS")) %>% pull(game_date))))
most_recent_d3 <- try(max(anydate(readRDS(url("https://github.com/sportsdataverse/softballR-data/raw/main/data/d3_hitting_box_scores_2025.RDS")) %>% pull(game_date))))
if("try-error" %in% class(most_recent_d1)){
most_recent_d1 <- "1900-01-01"
most_recent_d2 <- "1900-01-01"
most_recent_d3 <- "1900-01-01"
}
d1_hitting_box <- readRDS(url("https://github.com/sportsdataverse/softballR-data/raw/main/data/d1_hitting_box_scores_2025.RDS"))
d2_hitting_box <- readRDS(url("https://github.com/sportsdataverse/softballR-data/raw/main/data/d2_hitting_box_scores_2025.RDS"))
d3_hitting_box <- readRDS(url("https://github.com/sportsdataverse/softballR-data/raw/main/data/d3_hitting_box_scores_2025.RDS"))
scoreboard_d1$in_box <- scoreboard_d1$game_id %in% d1_hitting_box$game_id
scoreboard_d2$in_box <- scoreboard_d2$game_id %in% d2_hitting_box$game_id
scoreboard_d3$in_box <- scoreboard_d3$game_id %in% d3_hitting_box$game_id
game_ids_d1 <- scoreboard_d1 %>% filter(anydate(game_date) > most_recent_d1 | !in_box) %>% pull(game_id) %>% sort
game_ids_d2 <- scoreboard_d2 %>% filter(anydate(game_date) > most_recent_d2) %>% pull(game_id) %>% sort
game_ids_d3 <- scoreboard_d3 %>% filter(anydate(game_date) > most_recent_d3) %>% pull(game_id) %>% sort
get_ncaa_hitter_player_box <- function(game_id){
print(i)
i <<- i + 1
hitting <- try(get_hitting_box(game_id))
return(hitting)
}
get_ncaa_pitcher_player_box <- function(game_id){
print(i)
i <<- i + 1
pitching <- try(get_pitching_box(game_id))
return(pitching)
}
# Hitter box scores
i <- 0
prev_box <- d1_hitting_box
box <- do.call(rbind, lapply(X = game_ids_d1, FUN = get_ncaa_hitter_player_box))
hitting_cols <- c("player", "pos", "g", "rbi", "ab", "r", "h", "x2b", "x3b", "tb", "hr", "ibb", "bb", "hbp", "sf", "sh", "k", "dp", "sb", "cs", "picked", "team", "opponent", "game_id", "game_date", "season")
if(!(is.null(box))){
box <- box %>%
filter(!str_detect(player,"Error : Document is empty|subscript out of bounds|Timeout was reached")) %>%
merge(scoreboard_d1, by = c("game_id", "game_date")) %>%
mutate(season = 2025) %>%
select(hitting_cols) %>%
mutate(across(3:20, as.numeric))
saveRDS(object = rbind(prev_box, box), file = "data/d1_hitting_box_scores_2025.RDS")
}
i <- 0
prev_box <- d2_hitting_box
box <- do.call(rbind, lapply(X = game_ids_d2, FUN = get_ncaa_hitter_player_box))
if(!(is.null(box))){
box <- box %>%
filter(!str_detect(player,"Error : Document is empty|subscript out of bounds|Timeout was reached")) %>%
merge(scoreboard_d2, by = c("game_id", "game_date")) %>%
mutate(season = 2025) %>%
select(hitting_cols) %>%
mutate(across(3:20, as.numeric))
saveRDS(object = rbind(prev_box, box), file = "data/d2_hitting_box_scores_2025.RDS")
}
i <- 0
prev_box <- d3_hitting_box
box <- do.call(rbind, lapply(X = game_ids_d3, FUN = get_ncaa_hitter_player_box))
if(!(is.null(box))){
box <- box %>%
filter(!str_detect(player,"Error : Document is empty|subscript out of bounds|Timeout was reached")) %>%
merge(scoreboard_d3, by = c("game_id", "game_date")) %>%
mutate(season = 2025) %>%
select(hitting_cols) %>%
mutate(across(3:20, as.numeric))
saveRDS(object = rbind(prev_box, box), file = "data/d3_hitting_box_scores_2025.RDS")
}
# Pitcher box scores
d1_pitching_box <- readRDS(url("https://github.com/sportsdataverse/softballR-data/raw/main/data/d1_pitching_box_scores_2025.RDS"))
d2_pitching_box <- readRDS(url("https://github.com/sportsdataverse/softballR-data/raw/main/data/d2_pitching_box_scores_2025.RDS"))
d3_pitching_box <- readRDS(url("https://github.com/sportsdataverse/softballR-data/raw/main/data/d3_pitching_box_scores_2025.RDS"))
scoreboard_d1$in_box <- scoreboard_d1$game_id %in% d1_pitching_box$game_id
scoreboard_d2$in_box <- scoreboard_d2$game_id %in% d2_pitching_box$game_id
scoreboard_d3$in_box <- scoreboard_d3$game_id %in% d3_pitching_box$game_id
game_ids_d1 <- scoreboard_d1 %>% filter(anydate(game_date) > most_recent_d1 | !in_box) %>% pull(game_id) %>% sort
game_ids_d2 <- scoreboard_d2 %>% filter(anydate(game_date) > most_recent_d2 | !in_box) %>% pull(game_id) %>% sort
game_ids_d3 <- scoreboard_d3 %>% filter(anydate(game_date) > most_recent_d3 | !in_box) %>% pull(game_id) %>% sort
i <- 0
prev_box <- d1_pitching_box
box <- do.call(rbind, lapply(X = game_ids_d1, FUN = get_ncaa_pitcher_player_box))
pitching_cols <- c("team", "opponent", "player", "ip", "ha", "er", "bb", "hb", "so", "bf", "hr_a", "game_id", "game_date", "season")
if(!(is.null(box))){
box <- box %>%
filter(!str_detect(player,"Error : Document is empty|subscript out of bounds|Timeout was reached")) %>%
merge(scoreboard_d1, by = "game_id") %>%
mutate(season = 2025) %>%
select(pitching_cols) %>%
mutate(across(5:12, as.numeric))
saveRDS(object = rbind(prev_box, box), file = "data/d1_pitching_box_scores_2025.RDS")
}
i <- 0
prev_box <- d2_pitching_box
box <- do.call(rbind, lapply(X = game_ids_d2, FUN = get_ncaa_pitcher_player_box))
if(!(is.null(box))){
box <- box %>%
filter(!str_detect(player,"Error : Document is empty|subscript out of bounds|Timeout was reached")) %>%
merge(scoreboard_d2, by = "game_id") %>%
mutate(season = 2025) %>%
select(pitching_cols) %>%
mutate(across(5:12, as.numeric))
saveRDS(object = rbind(prev_box, box), file = "data/d2_pitching_box_scores_2025.RDS")
}
i <- 0
prev_box <- d3_pitching_box
box <- do.call(rbind, lapply(X = game_ids_d3, FUN = get_ncaa_pitcher_player_box))
if(!(is.null(box))){
box <- box %>%
filter(!str_detect(player,"Error : Document is empty|subscript out of bounds|Timeout was reached")) %>%
merge(scoreboard_d3, by = "game_id") %>%
mutate(season = 2025) %>%
select(pitching_cols) %>%
mutate(across(5:12, as.numeric))
saveRDS(object = rbind(prev_box, box), file = "data/d3_pitching_box_scores_2025.RDS")
}