CODEWITHSUNDEEP
rplotlattice
rnso
rnso

Reputation: 24535

How to add boxplots to scatterplot with jitter

I am using following commands to produce a scatterplot with jitter:

ddf = data.frame(NUMS = rnorm(500), GRP = sample(LETTERS[1:5],500,replace=T))
library(lattice)
stripplot(NUMS~GRP,data=ddf, jitter.data=T)

I want to add boxplots over these points (one for every group). I tried searching but I am not able to find code plotting all points (and not just outliers) and with jitter. How can I solve this. Thanks for your help.

Upvotes: 29

Views: 75828

Answers (4)

Joseph Crispell
Joseph Crispell

Reputation: 528

I've written an R function called spreadPoints() within a package basiclotteR. The package can be directly installed into your R library using the following code:

install.packages("devtools")
library("devtools")
install_github("JosephCrispell/basicPlotteR")

For the example provided, I used the following code to generate the example figure below.

ddf = data.frame(NUMS = rnorm(500), GRP = sample(LETTERS[1:5],500,replace=T))

boxplot(NUMS ~ GRP, data = ddf, lwd = 2, ylab = 'NUMS')

spreadPointsMultiple(data=ddf, responseColumn="NUMS", categoriesColumn="GRP",
                     col="blue", plotOutliers=TRUE)

enter image description here

It is a work in progress (the lack of formula as input is clunky!) but it provides a non-random method to spread points on the X axis that doubles as a violin like summary of the data. Take a look at the source code, if you're interested.

Upvotes: 3

David O
David O

Reputation: 803

For a lattice solution:

library(lattice)
ddf = data.frame(NUMS = rnorm(500), GRP = sample(LETTERS[1:5], 500, replace = T))
bwplot(NUMS ~ GRP, ddf, panel = function(...) {
  panel.bwplot(..., pch = "|")
  panel.xyplot(..., jitter.x = TRUE)})

The default median dot symbol was changed to a line with pch = "|". Other properties of the box and whiskers can be adjusted with box.umbrella and box.rectangle through the trellis.par.set() function. The amount of jitter can be adjusted through a variable named factor where factor = 1.5 increases it by 50%.

lattice solution to boxplot with scatter

Upvotes: 2

Rich Scriven
Rich Scriven

Reputation: 99321

Here's one way using base graphics.

boxplot(NUMS ~ GRP, data = ddf, lwd = 2, ylab = 'NUMS')
stripchart(NUMS ~ GRP, vertical = TRUE, data = ddf, 
    method = "jitter", add = TRUE, pch = 20, col = 'blue')

enter image description here

Upvotes: 48

JVL
JVL

Reputation: 656

To do this in ggplot2, try:

ggplot(ddf, aes(x=GRP, y=NUMS)) + 
  geom_boxplot(outlier.shape=NA) + #avoid plotting outliers twice
  geom_jitter(position=position_jitter(width=.1, height=0))

ggplot2 version of boxplot + jitter

Obviously you can adjust the width and height arguments of position_jitter() to your liking (although I'd recommend height=0 since height jittering will make your plot inaccurate).

Upvotes: 25

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