Created
May 15, 2015 21:14
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NBA Player Game Log Function
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### Example get_nba_player_game_log_stats(player = "Zach Randolph", season = 2001:2014) | |
get_nba_player_game_log_stats <- | |
function(player, season , season.type = 'Regular Season') { | |
packages <- | |
c('dplyr', 'magrittr', 'jsonlite', 'stringr', 'tidyr', 'lubridate', 'readr') | |
lapply(packages, library, character.only = T) | |
players <- | |
"https://raw.githubusercontent.com/abresler/si_hackathon/master/data/nba/all_player_data.csv"%>% | |
read_csv() | |
chosen.player <- | |
player | |
playerID <- | |
players %>% | |
filter(player == chosen.player) %>% | |
select(player_id) %>% | |
.$player_id %>% | |
as.numeric() | |
base <- | |
'http://stats.nba.com/stats/playergamelog?LeagueID=00&PlayerID=' | |
id.season.type <- | |
season.type %>% | |
gsub('\\ ','\\+', .) | |
season.end <- | |
season + 1 | |
id.season <- | |
paste0(season,"-", | |
season.end %>% | |
substr(3,4)) | |
url.data <- | |
base %>% | |
paste0(playerID,'&Season=', id.season, '&SeasonType=',id.season.type) | |
if(season %>% length > 1){ | |
results.data <- | |
data_frame() | |
for(u in 1:length(url.data)){ | |
url <- | |
url.data[u] | |
s <- | |
id.season[u] | |
data <- | |
url %>% | |
fromJSON(simplifyDataFrame = T,flatten = T) | |
rd <- | |
data$resultSets$rowSet %>% | |
data.frame(stringsAsFactors = F) %>% | |
tbl_df | |
names(rd) <- | |
data$resultSets$headers %>% | |
unlist %>% | |
tolower() %>% | |
gsub('\\_','.',.) | |
rd[,rd %>% | |
select(min:plus.minus) %>% | |
names] %<>% apply(2, function(x) | |
as.numeric(x)) | |
rd %<>% | |
mutate( | |
game.date = mdy(game.date), | |
win = rd$wl %>% grepl('W',.), | |
location.home = rd$matchup %>% | |
grepl("vs.",.), | |
id.team.player = rd$matchup %>% | |
substr(1, 3), | |
id.team.opponent = | |
rd$matchup %>% | |
substr( | |
start = rd$matchup %>% nchar - 2, stop = rd$matchup %>% nchar | |
), | |
id.season = s) | |
results.data %<>% | |
bind_rows(rd) | |
} | |
} else { | |
data <- | |
url.data %>% | |
fromJSON(simplifyDataFrame = T,flatten = T) | |
results.data <- | |
data$resultSets$rowSet %>% | |
data.frame(stringsAsFactors = F) %>% | |
tbl_df | |
names(results.data) <- | |
data$resultSets$headers %>% | |
unlist %>% | |
tolower() %>% | |
gsub('\\_','.',.) | |
results.data[,results.data %>% | |
select(min:plus.minus) %>% | |
names] %<>% apply(2, function(x) | |
as.numeric(x)) | |
results.data %<>% | |
mutate( | |
game.date = mdy(game.date), | |
win = results.data$wl %>% grepl('W',.), | |
location.home = results.data$matchup %>% | |
grepl("vs.",.), | |
id.team.player = results.data$matchup %>% | |
substr(1, 3), | |
id.team.opponent = | |
results.data$matchup %>% | |
substr( | |
start = results.data$matchup %>% nchar - 2, stop = results.data$matchup %>% nchar | |
), | |
pts.per.min = pts/min, | |
id.season | |
) | |
} | |
results.data %<>% | |
arrange(game.date) | |
return(results.data) | |
} |
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