Nothing
Densities <- function(Dataset, Test.Score, IV, Color=TRUE, Size.Legend=1,
xlab="Test score", main, ...){
if (missing(main)){main <- ""}
Outcome <- Dataset[,paste(substitute(Test.Score))]
if (missing(IV)){
plot(density(na.exclude(Outcome), from=min(na.exclude(Outcome)), to=max(na.exclude(Outcome))),
main = main, xlab = xlab, ...)
}
if (missing(IV)==FALSE){
IV <- Dataset[,paste(substitute(IV))]
nums <- 1:length(Outcome)
Data <- data.frame(na.exclude(cbind(nums, Outcome, IV)))
Data$Outcome <- (Outcome[as.numeric(as.character(Data$nums))])
Num <- length(unique(Data$IV))
Vals_IV <- unique(Data$IV)
# determine max value for density
Max_all <- NULL
for (i in 1: Num){
Data_hier <- subset(Data, IV==Vals_IV[i])
Max_here <- max(density(Data_hier$Outcome)$y)
Max_all <- c(Max_all, Max_here)
}
Max_val <- max(Max_all)*1.05
# density plots
plot(density(Data$Outcome), col=0, ylim=c(0, Max_val), main=main, xlab = xlab, ...)
for (i in 1: Num){
Data_hier <- subset(Data, IV==Vals_IV[i])
if (Color==TRUE){lines(density(Data_hier$Outcome, from=min(na.exclude(Outcome)), to=max(na.exclude(Outcome))), lty=i, col=i)}
if (Color!=TRUE){lines(density(Data_hier$Outcome, from=min(na.exclude(Outcome)), to=max(na.exclude(Outcome))), lty=i)}
}
# add legend
if (Color==TRUE){
legend("topright", legend = Vals_IV, lty = 1:Num, col=1:Num, cex=Size.Legend)}
if (Color!=TRUE){
legend("topright", legend = Vals_IV, lty = 1:Num, cex=Size.Legend)}
}
}
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