# Plot Probability Density from gold.
helper_gold_pdf_plot <- function(gold_output,burnin=NA, cri=FALSE, data=FALSE, interact){
if(is.na(burnin)){
burnin <- nrow(gold_output$G)/2
}
y_orig <- gold_output$y
x_gold <- gold_output$x
if(!is.null(gold_output[["poi"]])){
max_y <- max(y_orig, gold_output$poi)
min_y <- min(y_orig, gold_output$poi)
}else{
min_y <- min(y_orig)
max_y <- max(y_orig)
}
scale_l <- gold_output$scale_l
scale_u <- gold_output$scale_u
if(min_y<0 | max_y>1){
input <- x_gold*(max_y+scale_u-(min_y-scale_l))+(min_y-scale_l);
gold_density <- gold_pdf(input,gold_output,burnin)
}else{
input <- x_gold
gold_density <- gold_pdf(input,gold_output,burnin)
}
#Get x
x <- gold_density$x
PDF <- gold_density$pdf
#Get data
plot_density <- data.frame(x,PDF)
#Get credible intervals
crdble <- data.frame(gold_density$cri)
names(crdble) <- c("lower", "upper")
crdble$x <- gold_density$x
# if(min_y<0 | max_y>1){
# crdble$x <- crdble$x*(max_y+.00001-(min_y-.00001))+(min_y-.00001)
# crdble$lower <- crdble$lower/(max_y+.00001-(min_y-.00001))
# crdble$upper <- crdble$upper/(max_y+.00001-(min_y-.00001))
# }
data_y <- data.frame(gold_output$y)
names(data_y) <- "X"
g <- ggplot(data_y, aes(x=X))+
theme(axis.title = element_text(size = 12))+
theme_bw()+expand_limits(y=0)
if(data==TRUE){
g <- g+geom_histogram(aes(y=..density..), fill="grey", color="black")
}
if(cri==TRUE){
g <- g+geom_line(data=crdble, aes(x,lower), color="red",size=.6)+
geom_line(data=crdble, aes(x,upper), color="red", size=.6)
}
if(interact == TRUE){
if(data==FALSE){
suppressMessages(plotly::ggplotly(g+geom_line(data=plot_density, aes(x, PDF),color="blue", size=.8)+ylab("Density")+
xlab("X"), tooltip = c("X", "PDF", "lower", "upper")))
}else{
suppressMessages(plotly::ggplotly(g+geom_line(data=plot_density, aes(x, PDF),color="blue", size=.8)+ylab("Density")+
xlab("X")))
}
}else{
g+geom_line(data=plot_density, aes(x, PDF),color="blue", size=.8)+ylab("Density")+
xlab("X")
}
}
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