sim = 10000
x = rnorm(sim)
z = rnorm(sim)
y = (x>=0)*abs(z)-(x<0)*abs(z)
s = x+y
plot(x,y)
![](data:image/png;base64,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)
hist(s, freq = FALSE,main="X+Y")
![](data:image/png;base64,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)
hist(y)
library(ggplot2)
![](data:image/png;base64,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)
do.graphics.pdf = function(sp,title="", bins = 30){
sp.mean=mean(sp)
sp.sd = sd(sp)
sp.median = median(sp)
if (sp.mean <= sp.median) {
d.mean = -0.2
d.median = 0.1
} else {
d.mean = 0.1
d.median = -0.2
}
e = ecdf(sp)
x = knots(e)
y.ecdf = e(x)
y.norm = pnorm(x,mean = sp.mean, sp.sd)
kernel.est = density(sp)
y.dens = kernel.est["y"]$y
x.dens = kernel.est["x"]$x
y.pdf = dnorm(x.dens,mean = sp.mean, sd=sp.sd)
#h = hist(sp,probability = TRUE)
#y.hist = h$density
df1 = data.frame(x,y.ecdf,y.norm)
df2= data.frame(x.dens,y.dens,y.pdf)
df.sp = data.frame(sp)
p2 = ggplot(df.sp, aes(x=sp)) +
geom_histogram(aes(y=..density..),color="gray",alpha=0.1, bins = bins) +
geom_density(aes(color="empirical")) +
#stat_function(aes(colour = "Normal"),fun = dnorm, args = list(mean = sp.mean, sd = sp.sd)) +
#scale_colour_manual("density", values = c("blue", "red"))+
scale_colour_manual("density", values = c("darkgray"))+
theme(legend.position="none") +
geom_rug(data=df.sp, mapping=aes(x=sp), color="grey") +
geom_vline(aes(xintercept=sp.mean),linetype="dashed", size=1, colour="green") +
annotate("text", label = "Mean", x = sp.mean +d.mean, y = 0.3, colour = "green", angle = 90) +
geom_vline(aes(xintercept=sp.median), linetype="dashed", size=1, colour="blue") +
annotate("text", label = "Median", x = sp.median +d.median, y = 0.3, colour = "blue", angle = 90)
p2 = p2 + ggtitle(title)
return(p2)
}
do.graphics.pdf(s)
![](data:image/png;base64,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)