How to Arrange the Bars in ggplot2

How to Arrange the Bars in ggplot2?, The frequencies of several types of data can be shown using bar charts. The bars are arranged in the following sequences by default in ggplot2 bar charts:

Factor levels determine the order of factor variables.

Alphabetical order is used to arrange character variable names.

What is an adaptive clinical trial? »

However, there are times when you could be interested in arranging the bars in a different way. The following data frame is used in this tutorial to demonstrate how to achieve that.

Let’s create data frame

df <- data.frame(team = c('X', 'X', 'X', 'Y', 'Z', 'Z'),
                 points = c(212, 228, 129, 232, 332, 245),
                 rebounds = c(35, 25, 57, 52, 51, 54))

Now we can view the structure of data frame

'data.frame':      6 obs. of  3 variables:
 $ team    : chr  "X" "X" "X" "Y" ...
 $ points  : num  212 228 129 232 332 245
 $ rebounds: num  35 25 57 52 51 54

Example 1: Order the Bars Based on a Specific Factor Order

The bars will automatically be arranged alphabetically if we try to make a bar chart to show the frequency by team.

Why Python is an Important and Useful Programming Language » finnstats

ggplot(df, aes(x=team)) +

The code below demonstrates how to arrange the bars in a particular order:

Indicate the factor level order.

df$team = factor(df$team, levels = c('Z', 'X', 'Y'))
ggplot(df, aes(x=team)) +

Example 2: Order the Bars Based on Numerical Value

The bars can also be arranged according to numerical values. For instance, the code below demonstrates how to use the reorder() function to arrange the bars from highest to lowest frequency:

ggplot(df, aes(x=reorder(team, team, function(x)-length(x)))) +

By removing the minus sign from the function() call within the reorder() method, we can also arrange the bars from lowest to highest frequency.

Clustering Example Step-by-Step Methods in R » finnstats

ggplot(df, aes(x=reorder(team, team, function(x) length(x)))) +

You may also like...

Leave a Reply

Your email address will not be published.