Avoid Overlap of Text Labels in ggplot2 Plot in R (Example)

 

This article illustrates how to remove overlap for geom_text labels in a ggplot2 graphic in the R programming language.

Table of contents:

You’re here for the answer, so let’s get straight to the example.

 

Example Data, Add-On Packages & Default Plot

Have a look at the following example data:

set.seed(77358647)                   # Set seed
data <- data.frame(x = rnorm(30),    # Create example data
                   y = rnorm(30),
                   label = paste0("L", 1:30))
head(data)                           # Print head of example data

 

table 1 data frame avoid overlap text labels ggplot2 r

 

Table 1 shows the head of the example data: Furthermore, it gets visible that our data consists of three columns. The variables x and y have the numeric class and the variable label is a character.

We also need to install and load the ggplot2 package, in order to apply the functions that are contained in the package:

install.packages("ggplot2")          # Install & load ggplot2
library("ggplot2")

Now, we can draw our data as follows.

ggplot(data) +                       # Draw ggplot2 plot with labels
  geom_text(aes(x, y, label = label))

 

r graph figure 1 avoid overlap text labels ggplot2 r

 

After running the previous R programming syntax the ggplot2 plot with labels shown in Figure 1 has been drawn.

As you can see, some of the text labels created with the geom_text function are overlapping.

Next, I’ll show how to change that!

 

Example: Avoid Overlap of ggplot2 Text Labels Using geom_text_repel() Function of ggrepel Package

In this example, I’ll demonstrate how to remove the overlap from text labels in a ggplot2 plot.

We first need to install and load the ggrepel package, to be able to use the functions that are included in the package:

install.packages("ggrepel")          # Install ggrepel package
library("ggrepel")                   # Load ggrepel package

In the next step, we can use the geom_text_repel function instead of the geom_text function to avoid any text label overlap:

ggplot(data) +                       # Draw labels without overlap
  geom_text_repel(aes(x, y, label = label))

 

r graph figure 2 avoid overlap text labels ggplot2 r

 

As shown in Figure 2, we have created a new ggplot2 plot where none of the text labels are overlapping.

 

Video, Further Resources & Summary

Do you need further info on the R programming codes of this tutorial? Then I can recommend having a look at the following video instruction on my YouTube channel. In the video, I’m showing the topics of this article:

 

 

Furthermore, you might have a look at the other RStudio tutorials on my website. You can find a selection of articles that are related to the removal of overlap for geom_text labels in a ggplot2 graphic below.

 

This tutorial has shown how to avoid overlap for geom_text labels in a ggplot2 plot in the R programming language. Please let me know in the comments, if you have further comments or questions. In addition, please subscribe to my email newsletter for updates on the newest tutorials.

 

Subscribe to the Statistics Globe Newsletter

Get regular updates on the latest tutorials, offers & news at Statistics Globe.
I hate spam & you may opt out anytime: Privacy Policy.


Leave a Reply

Your email address will not be published. Required fields are marked *

Fill out this field
Fill out this field
Please enter a valid email address.

Top