Histogram with Multiple Populations

I'm interested in creating a histogram in R that will contain two (or more) population on top of each other, meaning - I don't want a two histograms sharing the same graph but a bar containing two colors or more.

Found the image below - this is what I want to accomplish.

Any ideas?

2

3 Answers

That is actually the annoying default in ggplot2:

library(ggplot2)
ggplot(iris, aes(x=Sepal.Length, fill=Species)) +
  geom_histogram()

Here is another option without using ggplot:

#plot the entire data set (everything)
hist(everything, breaks=c(1:10), col="Red")

#then everything except one sub group (1 in this case)
hist(everything[everything!=1], breaks=c(1:10), col="Blue", add=TRUE)

#then everything except two sub groups (1&2 in this case)
hist(everything[everything!=1 && everything!=2], breaks=c(1:10), col="Green", add=TRUE)
1
# 1) Define the breaks to use on your Histogram
xrange = seq(-3,3,0.1)

# 2) Have your vectors ready
v1 = rnorm(n=300,mean=1.1,sd=1.5)
v2 = rnorm(n=350,mean=1.3,sd=1.5)
v3 = rnorm(n=380,mean=1.2,sd=1.9)

# 3) subset your vectors to be inside xrange
v1 = subset(v1,v1<=max(xrange) & v1>=min(xrange))
v2 = subset(v2,v2<=max(xrange) & v2>=min(xrange))
v3 = subset(v3,v3<=max(xrange) & v3>=min(xrange))

# 4) Now, use hist to compute the counts per interval
hv1 = hist(v1,breaks=xrange,plot=F)$counts
hv2 = hist(v2,breaks=xrange,plot=F)$counts
hv3 = hist(v3,breaks=xrange,plot=F)$counts

# 5) Finally, Generate a Frequency BarPlot that is equivalent to a Stacked histogram
maintitle = "Stacked Histogram Example using Barplot"
barplot(rbind(hv1,hv2,hv3),col=2:4,names.arg=xrange[-1],space=0,las=1,main=maintitle)

# 6) You can also generate a Density Barplot
Total = hv1 + hv2 + hv3
barplot(rbind(hv1/Total,hv2/Total,hv3/Total),col=2:4,names.arg=xrange[-1],space=0,las=1)
1

Your Answer

By clicking “Post Your Answer”, you agree to our terms of service and acknowledge that you have read and understand our privacy policy and code of conduct.

Chloe Bennett

Chloe Bennett

Culture, Media & Entertainment Columnist

Chloe Bennett explores the intersection of pop culture, streaming entertainment, digital trends, and contemporary lifestyle. Her weekly commentary reaches thousands of culture enthusiasts.

Share this article
Twitter Facebook Pinterest