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begin <- Sys.time() | |
library(jsonlite) | |
library(dplyr) | |
options(stringsAsFactors = FALSE) | |
coach <- data.frame() | |
for(a in 1:2989){ | |
tmp <- jsonlite::fromJSON(paste0("https://sports.usatoday.com/ajaxservice/ncaa/salaries__coach__",a)) | |
if(is.null(nrow(tmp$rows))){ | |
salary <- data.frame() | |
coach <- rbind(coach,salary) | |
} else { | |
salary <- flatten(cbind(a,tmp$profile$coach_name,ifelse(!is.null(substr(tmp$profile$head_shot,22,26)),substr(tmp$profile$head_shot,22,26),NA),tmp$rows)) | |
rownames(salary) <- 1:nrow(salary)+nrow(coach) | |
if(ncol(salary)!=16){ | |
print(a) | |
print(salary$`tmp$profile$coach_name`[1]) | |
salary <- as.data.frame(as.matrix(salary)) | |
coach <- bind_rows(coach,salary) | |
} else { | |
print(a) | |
print(salary$`tmp$profile$coach_name`[1]) | |
coach <- rbind(coach,salary) | |
} | |
} | |
} | |
strip_num <- function(x) { | |
x <- as.numeric(gsub("[^[:alnum:][:blank:]+?&/\\-]","",x)) | |
return(x) | |
} | |
coach <- coach %>% | |
select(1:4,6:7,9,11,13,15,17) %>% | |
rename(coach_id=a, | |
coach_name=`tmp$profile$coach_name`, | |
sport=`ifelse(!is.null(substr(tmp$profile$head_shot, 22, 26)), substr(tmp$profile$head_shot, `) %>% | |
mutate(total_pay.value=strip_num(total_pay.value), | |
school_pay.value=strip_num(school_pay.value), | |
other_pay.value=strip_num(other_pay.value), | |
max_bonus.value=strip_num(max_bonus.value), | |
last_year_bonus.value=strip_num(last_year_bonus.value), | |
year.value=strip_num(year.value), | |
coach_id=strip_num(coach_id), | |
sport=ifelse(position.value %in% c('director','strength'),'athletics',sport)) | |
write.csv(coach,"C:/Users/Benjamin/Desktop/Projects/coaching_salaries.csv") | |
end <- Sys.time() | |
print(end-begin) |
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