Box plot by group in R

Sample data

Creating a box plot by group in base R is very straightforward. In this tutorial we are going to use the following data set:

# Sample dataset
data <- data.frame(x = rnorm(300),
                   group = sample(LETTERS[1:3],
                                  size = 300,
                                  replace = TRUE))

Box plot for multiple groups

In order to create a box plot by group in R you can pass a formula of the form y ~ x, being x a numerical variable and y a categoriacal variable to the boxplot function.

Option 1

You can pass the variables accessing the data from the data frame using the dollar sign or subsetting the data frame. This approach is specially useful if your data is in two separated vectors.

boxplot(data$x ~ data$group)

# Equivalent to:
boxplot(data[, 1] ~ data[, 2])

# Equivalent to:
x <- data$x
y <- data$group
boxplot(x ~ y)

Box plot by group in R with boxplot() function

Option 2

Another option is passing your data frame to the data argument, so you will be able to specify only the names of the variables inside your data set.

boxplot(x ~ group, data = data)

Box plot of three groups in R

Box plot color by group

Box plot color by group in R

The boxplot function contains an argument named col where you can specify a vector of colors of the same length of the number of groups. See colors or palettes to choose your colors or the palette generator to create your own palettes.

boxplot(x ~ group, data = data,
        col = c("#FFE0B2", "#FFA726", "#F57C00"))
Better Data Visualizations

A Guide for Scholars, Researchers, and Wonks

Buy on Amazon

Elegant Graphics for Data Analysis

Buy on Amazon
Storytelling with Data

A Data Visualization Guide for Business Professionals

Buy on Amazon
Data Sketches

A journey of imagination, exploration, and beautiful data visualizations

Buy on Amazon

See also