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utils.R
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utils.R
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### Get endpoints name
re_type_stats <- function(url){
return(str_extract(url, '(?<=\\/)[:alnum:]+(?=\\?)'))
}
### get endpoints
get_endpoints <- function(url){
return(nba_params[[re_type_stats(url)]])
}
### GET function to nbastats.com
requests_nba <- function(url, count, n_rep, ...){
argg <- c(as.list(environment()), list(...))
param_nba <- get_endpoints(url)
param_nba[intersect(names(argg), names(param_nba))] <- argg[intersect(names(argg), names(param_nba))]
res <- trycatch_nbastats(url, 10, nba_request_headers, param_nba, count, n_rep, ...)
return(res)
}
trycatch_nbastats <- function(url, t, nba_request_headers, param_nba, count, n_rep, ...){
tryCatch({res <- GET(url = url, timeout(t), add_headers(nba_request_headers), query = param_nba)
if(res$status_code != 200 | res$url == 'https://www.nba.com/stats/error/') {stop()}; return(res)},
error = function(e){
if (exists('res')){
mes <- ' Response status is not equal to 200. Number of remaining attempts: '
} else {
mes <- ' No response was received from nbastats, a repeat request. Number of remaining attempts: '
}
if (count < n_rep){
message(paste0(Sys.time(), mes, n_rep - count))
Sys.sleep(2)
return(requests_nba(url, count + 1, n_rep, ...))
} else{
stop(Sys.time(), ' No response was received from nbastats for ', n_rep, ' request attempts')
}
})
}
### GET function to pbpstats.com
requests_pbpstats <- function(url, season, team_id, game_date, count, n_rep=5, ...){
param_poss <- list(
TeamId = team_id,
Season = paste0(season, '-', str_pad(as.numeric(str_sub(season, 3, 4)) + 1, 2, pad = "0")),
SeasonType = I('Regular%2BSeason'),
OffDef = 'Offense',
StartType = 'All',
FromDate = game_date,
ToDate = game_date
)
res <- trycatch_pbpstats(url, season, 10, pbpstats_request_headers, param_poss, team_id, game_date, count, n_rep, ...)
return(res)
}
### GET function to data.nba.com
trycatch_datanba <- function(url, t, nba_request_headers, count, n_rep){
tryCatch({res <- GET(url = url, timeout(t), add_headers(nba_request_headers))
if(res$status_code != 200) {stop()}; return(res)},
error = function(e){
if (exists('res')){
mes <- ' Response status is not equal to 200. Number of remaining attempts: '
} else {
mes <- ' No response was received from data.nba.com, a repeat request. Number of remaining attempts: '
}
if (count < n_rep){
message(paste0(Sys.time(), mes, n_rep - count))
Sys.sleep(2)
return(trycatch_datanba(url, t, nba_request_headers, count + 1, n_rep))
} else{
stop(Sys.time(), ' No response was received from data.nba.com for ', n_rep, ' request attempts')
}
})
}
trycatch_pbpstats <- function(url, season, t, pbpstats_request_headers, param_poss, team_id, game_date, count, n_rep, ...){
tryCatch({res <- GET(url = url, timeout(t), add_headers(pbpstats_request_headers), query = param_poss, config = config(ssl_verifypeer = FALSE)); res},
error = function(e){
if (count < n_rep){
message(paste0(Sys.time(), ' No response was received from pbpstats, a repeat request. Number of remaining attempts: ', n_rep - count))
Sys.sleep(2)
return(requests_pbpstats(url, season=season, team_id=team_id, game_date=game_date, count=count+1, n_rep=n_rep, ...))
} else{
stop(Sys.time(), ' No response was received from pbpstats for ', n_rep, ' request attempts')
}
})
}
### Converting time to seconds
convert_time_to_second <- function(data, column){
column <- enquo(column)
data %>%
separate(!!column, c('MIN', 'SEC'), sep = ':') %>%
mutate_at(c('MIN', 'SEC'), as.numeric) %>%
mutate(!!column := ifelse(PERIOD < 5, abs((MIN * 60 + SEC) - 720 * PERIOD), abs((MIN * 60 + SEC) - (2880 + 300 * (PERIOD - 4))))) %>%
select(!!column) %>%
pull()
}
### Adding players on court
add_player_on_floor <- function(df){
df$PERIOD <- as.numeric(df$PERIOD)
df <- mutate(df, PCTIMESTRING = convert_time_to_second(df, PCTIMESTRING))
all_id <- unique(c(df$PLAYER1_ID[df$EVENTMSGTYPE != 18 & !is.na(df$PLAYER1_NAME)],
df$PLAYER2_ID[df$EVENTMSGTYPE != 18 & !is.na(df$PLAYER2_NAME)],
df$PLAYER3_ID[df$EVENTMSGTYPE != 18 & !is.na(df$PLAYER3_NAME)]))
all_id <- all_id[all_id != 0]
sub_off <- unique(df$PLAYER1_ID[df$EVENTMSGTYPE == 8])
sub_on <- unique(df$PLAYER2_ID[df$EVENTMSGTYPE == 8])
setdiff(sub_on, sub_off)
'%!in%' <- Negate(`%in%`)
all_id <- all_id[all_id %!in% setdiff(sub_on, sub_off)]
sub_on_off <- intersect(sub_on, sub_off)
for (i in sub_on_off){
on <- min(df$PCTIMESTRING[df$EVENTMSGTYPE == 8 & df$PLAYER2_ID == i])
off <- min(df$PCTIMESTRING[df$EVENTMSGTYPE == 8 & df$PLAYER1_ID == i])
if (off > on){
all_id <- all_id[all_id != i]
}
}
columns <- paste0("PLAYER", seq(1, 10))
df[columns] <- NA
for(i in seq(1:10)){
df[columns][i] <- all_id[i]
}
for(column in paste0("PLAYER", seq(1, 10))){
i <- 1
repeat{
n <- nrow(df)
if(length(which(df$EVENTMSGTYPE == 8 & df$PLAYER1_ID == df[, column])) == 0){
break
}
i <- min(which(df$EVENTMSGTYPE == 8 & df[, column] == df$PLAYER1_ID))
player_on <- df$PLAYER2_ID[i]
df[i:n, column] <- player_on
}
}
df
}
### Transformation pbpstats.com data
transform_pbp_stats <- function(data, start_period, end_period){
data %>%
rename_all(toupper) %>%
filter(PERIOD >= start_period & PERIOD <= end_period) %>%
arrange(GAMEID, PERIOD, desc(STARTTIME)) %>%
select(GAMEID, OPPONENT, EVENTS, STARTTIME, ENDTIME, PERIOD) %>%
distinct() %>%
group_by(GAMEID, OPPONENT) %>%
mutate(ID_POSSESSION = row_number()) %>%
ungroup() %>%
full_join(., arrange(data, GAMEID, PERIOD, desc(STARTTIME)), by = c('GAMEID', 'OPPONENT', 'EVENTS', 'STARTTIME', 'ENDTIME', 'PERIOD')) %>%
rename_all(toupper) %>%
mutate(STARTTIME = convert_time_to_second(., STARTTIME),
ENDTIME = convert_time_to_second(., ENDTIME)) %>%
mutate(TIME_POSSESSION = ENDTIME - STARTTIME) %>%
select(-c(GAMEID, PERIOD))
}
### Converting a description to merge
convert_descritpion <- function(data, unite = FALSE){
if(unite){
data <- data %>%
clear_descritpion(.)
}
data %>%
mutate(DESCRIPTION = ifelse(str_detect(DESCRIPTION, '\\w'), DESCRIPTION, NA)) %>%
filter(!is.na(DESCRIPTION)) %>%
mutate(DESCRIPTION = str_trim(DESCRIPTION, 'both')) %>%
mutate(DESCRIPTION = tolower(DESCRIPTION)) %>%
mutate(DESCRIPTION = str_remove_all(DESCRIPTION, '[:punct:]')) %>%
group_by(DESCRIPTION) %>%
mutate(ROWS = row_number(DESCRIPTION)) %>%
ungroup()
}
### Delete NA from description
clear_descritpion <- function(data){
data <- data %>%
replace_na(., list(HOMEDESCRIPTION = '', VISITORDESCRIPTION = '')) %>%
unite(., col = "DESCRIPTION", HOMEDESCRIPTION, VISITORDESCRIPTION, sep = " ") %>%
mutate(DESCRIPTION = str_trim(DESCRIPTION, side = 'both'))
return(data)
}
### Checking count possessions
check_possessions <- function(data, season = '2019-20'){
my_data <- data %>%
group_by(GAMEID, OPPONENT) %>%
summarise(POSSESSION = max(ID_POSSESSION)) %>%
ungroup()
url <- paste0('https://api.pbpstats.com/get-games/nba?Season=', season, '&SeasonType=Regular%2BSeason')
pbpstats_request_headers = c(
"user-agent" = "Mozilla/5.0"
)
response <- GET(url, add_headers(pbpstats_request_headers))
pbplist <- fromJSON(content(response, as = "text", encoding = 'UTF-8'))
pbp_data <- pbplist[['results']]
pbp_data <- pbp_data %>%
select(GameId, AwayPossessions, HomeTeamAbbreviation) %>%
bind_rows(., pbp_data %>% select(GameId, HomePossessions, AwayTeamAbbreviation)) %>%
mutate(Opponent = ifelse(is.na(AwayTeamAbbreviation), HomeTeamAbbreviation, AwayTeamAbbreviation),
Possession = ifelse(is.na(AwayPossessions), HomePossessions, AwayPossessions)) %>%
select(GameId, Opponent, Possession) %>%
mutate(across(GameId, as.numeric)) %>%
arrange(GameId, Opponent) %>%
as_tibble() %>%
rename_all(toupper)
table <- inner_join(my_data, pbp_data, by = c('GAMEID', 'OPPONENT')) %>%
mutate(CHECK = POSSESSION.x == POSSESSION.y) %>%
filter(CHECK == FALSE)
if (nrow(table) == 0){
print('All data correctly')
} else {
message('Data differs from verification data')
return(table)
}
}
command_line_work <- function(func){
args <- commandArgs(trailingOnly = TRUE)
if(any(args %in% c('--season'))){
season <- as.numeric(args[(which(args %in% c('--season')))+1])
if(is.na(season)){
season <- 2020
}
} else {
season <- 2020
}
if(any(args %in% c('-s', '--start'))){
start <- as.numeric(args[(which(args %in% c('-s', '--start')))+1])
if(is.na(start)){
start <- 1
}
} else {
start <- 1
}
if(any(args %in% c('-e', '--end'))){
end <- as.numeric(args[(which(args %in% c('-e', '--end')))+1])
if(is.na(end)){
end <- 1230
}
} else {
end <- 1230
}
if(any(args %in% c('--stop'))){
early_stop <- as.numeric(args[(which(args %in% c('--stop')))+1])
if(is.na(early_stop)){
early_stop <- 5
}
} else {
early_stop <- 5
}
if(any(args %in% c('-v', '--verbose'))){
verbose <- as.character(args[(which(args %in% c('-v', '--verbose')))+1])
if(is.na(verbose)){
verbose <- 'FALSE'
}
} else {
verbose <- 'FALSE'
}
do.call(func, list(season, start, end, early_stop, verbose))
}