/
get_current_season_ncaa_playerbox.R
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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 <- glue::glue("https://stats.ncaa.org/contests/{id}/box_score") %>%
readLines()
pitching_url <- raw[grep("Pitching", raw)] %>%
trimws() %>%
stringr::str_remove_all("\\<a href=\"|\"\\>Pitching\\</a\\> \\|") %>%
paste0("https://stats.ncaa.org/", .)
raw <- pitching_url %>%
rvest::read_html() %>%
rvest::html_table()
first_team <- as.character(raw[[6]][1,1])
second_team <- as.character(raw[[7]][1,1])
upd <- rbind(raw[[6]],raw[[7]]) %>%
`names<-`(raw[[6]][2,]) %>%
janitor::clean_names() %>%
dplyr::filter(!(player %in% c(first_team, second_team,"Player","Totals")))
upd$team <- ifelse(upd$player %in% raw[[6]]$X1, first_team, second_team)
upd$opponent <- ifelse(upd$team == first_team, second_team, first_team)
upd[upd == ""] <- "0"
upd[] <- lapply(upd, gsub, pattern="/", replacement="")
upd <- upd %>%
dplyr::mutate(across(3:35, as.numeric)) %>%
dplyr::filter(ip > 0) %>%
dplyr::mutate(game_id = id)
return(upd)
}
get_hitting_box <- function(id){
raw <- glue::glue("https://stats.ncaa.org/contests/{id}/box_score") %>%
rvest::read_html() %>%
rvest::html_table()
first_team <- as.character(raw[[6]][1,1])
second_team <- as.character(raw[[7]][1,1])
upd <- rbind(raw[[6]],raw[[7]]) %>%
`names<-`(raw[[6]][2,]) %>%
janitor::clean_names() %>%
dplyr::filter(!(player %in% c(first_team, second_team,"Player","Totals")))
upd$team <- ifelse(upd$player %in% raw[[6]]$X1, first_team, second_team)
upd$opponent <- ifelse(upd$team == first_team, second_team, first_team)
upd[upd == ""] <- "0"
upd <- upd %>%
dplyr::mutate(across(.cols = 3:76, .fns = \(col) as.numeric(str_remove(col, "/")))) %>%
dplyr::mutate(game_id = id)
return(upd)
}
url_d1 <- glue::glue("https://github.com/tmking2002/softballR-data/blob/main/data/ncaa_scoreboard_2024.RDS?raw=true")
url_d2 <- glue::glue("https://github.com/tmking2002/softballR-data/blob/main/data/ncaa_scoreboard_D2_2024.RDS?raw=true")
url_d3 <- glue::glue("https://github.com/tmking2002/softballR-data/blob/main/data/ncaa_scoreboard_D3_2024.RDS?raw=true")
con <- url(url_d1)
on.exit(close(con))
scoreboard_d1 <- try(readRDS(con), silent = TRUE) %>%
distinct(game_id, game_date)
con <- url(url_d2)
on.exit(close(con))
scoreboard_d2 <- try(readRDS(con), silent = TRUE) %>%
distinct(game_id, game_date)
con <- url(url_d3)
on.exit(close(con))
scoreboard_d3 <- try(readRDS(con), silent = TRUE) %>%
distinct(game_id, game_date)
most_recent_d1 <- max(anydate(readRDS(url("https://github.com/sportsdataverse/softballR-data/raw/main/data/d1_hitting_box_scores_2024.RDS")) %>% pull(game_date)))
most_recent_d2 <- max(anydate(readRDS(url("https://github.com/sportsdataverse/softballR-data/raw/main/data/d2_hitting_box_scores_2024.RDS")) %>% pull(game_date)))
most_recent_d3 <- max(anydate(readRDS(url("https://github.com/sportsdataverse/softballR-data/raw/main/data/d3_hitting_box_scores_2024.RDS")) %>% pull(game_date)))
d1_hitting_box <- readRDS(url("https://github.com/sportsdataverse/softballR-data/raw/main/data/d1_hitting_box_scores_2024.RDS"))
d2_hitting_box <- readRDS(url("https://github.com/sportsdataverse/softballR-data/raw/main/data/d2_hitting_box_scores_2024.RDS"))
d3_hitting_box <- readRDS(url("https://github.com/sportsdataverse/softballR-data/raw/main/data/d3_hitting_box_scores_2024.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))
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 = 2024) %>%
select(-bb) %>%
rename(bb = bb_2) %>%
select(player, pos, g, rbi, ab, r, h, x2b, x3b, tb, hr, ibb, bb, hbp, sf, sh, k, kl, dp, gdp, tp, sb, cs, picked, go, fo, team, opponent, game_id, game_date, season) %>%
mutate(across(3:26, as.numeric))
saveRDS(object = rbind(prev_box, box), file = "data/d1_hitting_box_scores_2024.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 = "game_id") %>%
mutate(season = 2024) %>%
select(-bb) %>%
rename(bb = bb_2) %>%
select(player, pos, g, rbi, ab, r, h, x2b, x3b, tb, hr, ibb, bb, hbp, sf, sh, k, kl, dp, gdp, tp, sb, cs, picked, go, fo, team, opponent, game_id, game_date, season) %>%
mutate(across(3:26, as.numeric))
saveRDS(object = rbind(prev_box, box), file = "data/d2_hitting_box_scores_2024.RDS")
}
i <- 0
box <- do.call(rbind, lapply(X = game_ids_d3, FUN = get_ncaa_hitter_player_box))
prev_box <- d3_hitting_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 = 2024) %>%
select(player, pos, g, rbi, ab, r, h, x2b, x3b, tb, hr, ibb, bb, hbp, sf, sh, k, kl, dp, gdp, tp, sb, cs, picked, go, fo, team, opponent, game_id, game_date, season) %>%
mutate(across(3:26, as.numeric))
saveRDS(object = rbind(prev_box, box), file = "data/d3_hitting_box_scores_2024.RDS")
}
# Pitcher box scores
d1_pitching_box <- readRDS(url("https://github.com/sportsdataverse/softballR-data/raw/main/data/d1_pitching_box_scores_2024.RDS"))
d2_pitching_box <- readRDS(url("https://github.com/sportsdataverse/softballR-data/raw/main/data/d2_pitching_box_scores_2024.RDS"))
d3_pitching_box <- readRDS(url("https://github.com/sportsdataverse/softballR-data/raw/main/data/d3_pitching_box_scores_2024.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))
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 = 2024) %>%
select(game_id, team, opponent, player, ip, ha, er, bb, hb, so, bf, hr_a, go, fo, season) %>%
mutate(across(5:14, as.numeric))
saveRDS(object = rbind(prev_box, box), file = "data/d1_pitching_box_scores_2024.RDS")
}
i <- 0
prev_box <- d1_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 = 2024) %>%
select(game_id, team, opponent, player, ip, ha, er, bb, hb, so, bf, hr_a, go, fo, season) %>%
mutate(across(5:14, as.numeric))
saveRDS(object = rbind(prev_box, box), file = "data/d2_pitching_box_scores_2024.RDS")
}
i <- 0
prev_box <- d1_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 = 2024) %>%
select(game_id, team, opponent, player, ip, ha, er, bb, hb, so, bf, hr_a, go, fo, season) %>%
mutate(across(5:14, as.numeric))
saveRDS(object = rbind(prev_box, box), file = "data/d3_pitching_box_scores_2024.RDS")
}