Created
May 6, 2016 00:54
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Quick and Dirty not too pretty season stats
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require(httr) | |
require(jsonlite) | |
require(ggplot2) | |
require(gridExtra) | |
require(directlabels) | |
cavs_reg=fromJSON('http://stats.nba.com/stats/teamgamelog?LeagueID=00&Season=2015-16&SeasonType=Regular+Season&TeamID=1610612739') | |
cavs_playoffs=fromJSON('http://stats.nba.com/stats/teamgamelog?LeagueID=00&Season=2015-16&SeasonType=Playoffs&TeamID=1610612739') | |
cavs=data.frame(cavs_reg$resultSets$rowSet) | |
names(cavs)=unlist(cavs_reg$resultSets$headers) | |
cavs$type='Regular Season' | |
cavs$DATE_ID=nrow(cavs):1 | |
cavs=sqldf::sqldf('select * from cavs order by DATE_ID asc') | |
cavs$CUM_FG3M=cumsum(as.numeric(as.character(cavs$FG3M))) | |
cavs$CUM_FG3A=cumsum(as.numeric(as.character(cavs$FG3A))) | |
.tmp=data.frame(cavs_playoffs$resultSets$rowSet) | |
names(.tmp)=unlist(cavs_playoffs$resultSets$headers) | |
.tmp$type='Playoffs' | |
.tmp$DATE_ID=nrow(.tmp):1 | |
.tmp=sqldf::sqldf('select * from ".tmp" order by DATE_ID asc') | |
.tmp$CUM_FG3M=cumsum(as.numeric(as.character(.tmp$FG3M))) | |
.tmp$CUM_FG3A=cumsum(as.numeric(as.character(.tmp$FG3A))) | |
cavs=rbind(cavs,.tmp) | |
for(i in names(cavs)){ | |
tt=as.character(cavs[,i]) | |
tt=as.numeric(tt) | |
warn=ifelse(all(is.na(tt))==TRUE,"warning","OK") | |
if(warn=='OK'){ | |
cavs[,i]=as.numeric(tt) | |
} | |
rm(tt, warn) | |
} | |
cavs$MONTH=substr(as.character(cavs$GAME_DATE),1,3) | |
for(mo in unique(cavs$MONTH)){ | |
cavs$CUM_FG3M_MONTH[cavs$MONTH==mo]=cumsum(as.numeric(as.character(cavs$FG3M[cavs$MONTH==mo]))) | |
cavs$CUM_FG3A_MONTH[cavs$MONTH==mo]=cumsum(as.numeric(as.character(cavs$FG3A[cavs$MONTH==mo]))) | |
cavs$CUM_DATE[cavs$MONTH==mo]=1:nrow(cavs[cavs$MONTH==mo,]) | |
} | |
cavs$MONTH=factor(cavs$MONTH, levels = c('OCT','NOV','DEC','JAN','FEB','MAR','APR','MAY')) | |
threeptpct=ggplot(cavs, aes(CUM_DATE, CUM_FG3M_MONTH/CUM_FG3A_MONTH)) + | |
geom_line(aes(color=MONTH), size=2) + | |
geom_point(aes(color=MONTH, size=CUM_FG3M_MONTH)) + | |
geom_dl(aes(label=MONTH, color=MONTH), method='last.points') + | |
theme_jr + | |
scale_color_brewer(palette='Dark2', guide=FALSE) + | |
scale_size(guide=FALSE) + | |
ylab('Cumulative 3 Point Percentage as a Team') + | |
xlab('Games in a Month') + | |
ggtitle('Cavs 3 Point Percentage By Month \n Per NBA.com') | |
threeptmd=ggplot(cavs, aes(CUM_DATE, CUM_FG3M_MONTH)) + | |
geom_line(aes(color=MONTH), size=2) + | |
geom_point(aes(color=MONTH, size=CUM_FG3M_MONTH)) + | |
geom_dl(aes(label=MONTH, color=MONTH), method='last.points') + | |
theme_jr + | |
scale_color_brewer(palette='Dark2', guide=FALSE) + | |
scale_size(guide=FALSE) + | |
ylab('Cumulative 3 Pointers Made (Increments of 25)') + | |
xlab('Games in a Month') + | |
ggtitle('Cavs 3 Point Pace By Month \n Per NBA.com') | |
grid.arrange(threeptmd, threeptpct, nrow=1) | |
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