Reorder ggplot2 Boxplot by Median Values in R (Example Code)
In this post, I’ll demonstrate how to sort boxplots by median values in R programming.
Preparing the Example
data(iris) # Loading example data frame head(iris) # Sepal.Length Sepal.Width Petal.Length Petal.Width Species # 1 5.1 3.5 1.4 0.2 setosa # 2 4.9 3.0 1.4 0.2 setosa # 3 4.7 3.2 1.3 0.2 setosa # 4 4.6 3.1 1.5 0.2 setosa # 5 5.0 3.6 1.4 0.2 setosa # 6 5.4 3.9 1.7 0.4 setosa |
data(iris) # Loading example data frame head(iris) # Sepal.Length Sepal.Width Petal.Length Petal.Width Species # 1 5.1 3.5 1.4 0.2 setosa # 2 4.9 3.0 1.4 0.2 setosa # 3 4.7 3.2 1.3 0.2 setosa # 4 4.6 3.1 1.5 0.2 setosa # 5 5.0 3.6 1.4 0.2 setosa # 6 5.4 3.9 1.7 0.4 setosa
install.packages("ggplot2") # Install & load ggplot2 package library("ggplot2") |
install.packages("ggplot2") # Install & load ggplot2 package library("ggplot2")
ggplot(iris, # Drawing ggplot2 boxplot with unordered boxes aes(x = Species, y = Sepal.Width)) + geom_boxplot() |
ggplot(iris, # Drawing ggplot2 boxplot with unordered boxes aes(x = Species, y = Sepal.Width)) + geom_boxplot()
Example: Sorting ggplot2 Boxplot by Median
Species_sort <- with(iris, # Get ordering by median reorder(Species, Sepal.Width, median)) |
Species_sort <- with(iris, # Get ordering by median reorder(Species, Sepal.Width, median))
iris_new <- iris # Reordering factor levels iris_new$Species <- factor(iris_new$Species, levels = levels(Species_sort)) |
iris_new <- iris # Reordering factor levels iris_new$Species <- factor(iris_new$Species, levels = levels(Species_sort))
ggplot(iris_new, # Drawing ggplot2 boxplot with ordered boxes aes(x = Species, y = Sepal.Width)) + geom_boxplot() |
ggplot(iris_new, # Drawing ggplot2 boxplot with ordered boxes aes(x = Species, y = Sepal.Width)) + geom_boxplot()