How to color scatterplot points based on a threshold using ggplot2 in R?

R ProgrammingServer Side ProgrammingProgramming

To color scatterplot points based on a threshold using ggplot2, we first need to define a column with the threshold value and then we can use that column inside aes for coloring. The column with threshold can be created by using cut function.

Check out the example given below to understand how it can be done.

Example

Following snippet creates a sample data frame −

x<-rpois(20,5)
y<-rpois(20,2)
df<-data.frame(x,y)
df

Output

The following dataframe is created −

   x  y
1  6  0
2  5  5
3  7  2
4  4  0
5  4  1
6  5  0
7  9  3
8  4  1
9  7  1
10 5  2
11 4  3
12 8  3
13 4  0
14 9  0
15 5  1
16 3  3
17 7  1
18 2  2
19 5  3
20 5  1

To create a threshold column based on values in column y, add the following code to the above snippet −

x<-rpois(20,5)
y<-rpois(20,2)
df<-data.frame(x,y)
df$Threshold<-cut(df$y,breaks=c(-Inf,2,Inf),labels=c("<=2",">2"))
df

Output

If you execute all the above given snippets as a single program, it generates the following Output −

   x  y Threshold
1  6  0  <=2
2  5  5  >2
3  7  2  <=2
4  4  0  <=2
5  4  1  <=2
6  5  0  <=2
7  9  3  >2
8  4  1  <=2
9  7  1  <=2
10 5  2  <=2
11 4  3  >2
12 8  3  >2
13 4  0  <=2
14 9  0  <=2
15 5  1  <=2
16 3  3  >2
17 7  1  <=2
18 2  2  <=2
19 5  3  >2
20 5  1  <=2

To load ggplot2 package and create scatterplot between x and y with different color of points based on threshold column, add the following code to the above snippet −

library(ggplot2)
ggplot(df,aes(x,y,color=Threshold))+geom_point()

Output

If you execute all the above given snippets as a single program, it generates the following Output −

raja
Published on 03-Nov-2021 08:22:06
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