# Plot CDF from DUOS.
helper_duos_cdf_plot <- function(duos_output, estimate, burnin=NA, cri=FALSE, data=FALSE, interact){
C <- duos_output$C
if(is.na(burnin)){
burnin <- ceiling(nrow(duos_output$C)/2)
}
if(burnin>nrow(C)){
stop("The specified burnin is greater than the number of iterations.")
}
# Check if burnin is an integer
if(burnin/ceiling(burnin) < 1){
stop("burnin should be an integer greater than zero.")
}
# Check if burnin is an positive number
if(burnin <= 0){
stop("burnin should be an integer greater than zero.")
}
scale_l <- duos_output$scale_l
scale_u <- duos_output$scale_u
y_orig <- duos_output$y
min_y <- min(y_orig)
max_y <- max(y_orig)
if(min_y<0 | max_y>1){
input <- (1:999/1000)*(max_y+scale_u-(min_y-scale_l))+(min_y-scale_l);
duos_CDF <- duos_cdf(input,duos_output,burnin, estimate = estimate)
}else{
input <- 1:999/1000
duos_CDF <- duos_cdf(input,duos_output,burnin, estimate = estimate)
}
#Get x
x <- duos_CDF$x
CDF <- duos_CDF$cdf
#Get data
plot_CDF <- data.frame(x,CDF)
#Get credible intervals
crdble <- data.frame(duos_CDF$cri)
names(crdble) <- c("lower", "upper")
crdble$x <- duos_CDF$x
data_y <- data.frame(duos_output$y)
names(data_y) <- "data"
g <- ggplot()+
theme(axis.title = element_text(size = 12))+
theme_bw()+expand_limits(y=0)
if(data==TRUE){
ECDF <- ecdf(data_y$data)
ECDF_data <- data.frame(data_y$data, ECDF(data_y$data))
names(ECDF_data) <- c("x", "ECDF")
g <- g+geom_line(data=ECDF_data, aes(x,ECDF), color="black", size=.8)
}
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){
suppressMessages(plotly::ggplotly(g+geom_line(data=plot_CDF, aes(x, CDF),color="blue", size=.8)+ylab("CDF")+
xlab("X")))
}else{
g+geom_line(data=plot_CDF, aes(x, CDF),color="blue", size=.8)+ylab("CDF")+
xlab("X")
}
}
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