How to Plot Multiple Lines (data series) in One Chart in R

R Guides

This tutorial explains how to plot multiple lines (i.e. data series) in one chart in R.

To plot multiple lines in one chart, we can either use base R or install a fancier package like ggplot2.

Using Base R

Here are two examples of how to plot multiple lines in one chart using Base R.

Example 1: Using Matplot

If you have a dataset that is in a wide format, one simple way to plot multiple lines in one chart is by using matplot:

#Create a fake dataset with 3 columns (ncol=3) composed of randomly generated
#numbers from a uniform distribution with minimum = 1 and maximum = 10
data <- matrix(runif(30,1,10), ncol=3)
data
        [,1]     [,2]     [,3]
#[1,] 5.371653 3.490919 3.953603
#[2,] 9.551883 2.681054 9.506765
#[3,] 3.525686 1.027758 8.059011
#[4,] 9.923080 1.337935 1.112361
#[5,] 7.273972 7.627546 1.174340
#[6,] 8.859109 3.778144 9.384526
#[7,] 9.614542 3.866029 7.301729
#[8,] 9.288085 5.804041 8.347907
#[9,] 1.696849 4.650687 7.220209
#[10,] 5.820941 4.799682 5.243663

#plot the three columns of the dataset as three lines and add a legend in
#the top right corner of the chart
matplot(data, type = "b",pch=1,col = 1:3)
legend("topright", legend = 1:3, col=1:3, pch=1)

This code generates the following chart:

 

Example 2: Using Points & Lines

Another way to plot multiple lines is to plot them one by one, using the built-in R functions points() and lines(). The code below demonstrates an example of this approach:

#generate an x-axis along with three data series
x  <- c(1,2,3,4,5,6)
y1 <- c(2,4,7,9,12,19)
y2 <- c(1,5,9,8,9,13)
y3 <- c(3,6,12,14,17,15)

#plot the first data series using plot()
plot(x, y1, type="o", col="blue", pch="o", ylab="y", lty=1)

#add second data series to the same chart using points() and lines()
points(x, y2, col="red", pch="*")
lines(x, y2, col="red",lty=2)

#add third data series to the same chart using points() and lines()
points(x, y3, col="dark red",pch="+")
lines(x, y3, col="dark red", lty=3)

#add a legend in top left corner of chart at (x, y) coordinates = (1, 19)
legend(1,19,legend=c("y1","y2","y3"), col=c("blue","red","black"),
                                   pch=c("o","*","+"),lty=c(1,2,3), ncol=1)

This code generates the following chart:

Using ggplot2

Here is an example of how to plot multiple lines in one chart using ggplot2.

#install (if not already installed) and load ggplot2 package
if(!require(ggplot2)){install.packages('ggplot2')}

#generate fake dataset with three columns 'x', 'value', and 'variable'
data <- data.frame(x=rep(1:5, 3),
                   value=sample(1:100, 15), 
                   variable=rep(paste0("series", 1:3), each=5))
data
#  x value variable
#1 1 93 series1
#2 2 64 series1
#3 3 36 series1
#4 4 17 series1
#5 5 95 series1
#6 1 80 series2
#7 2 33 series2
#8 3 69 series2
#9 4 70 series2
#10 5 65 series2
#11 1 11 series3
#12 2 10 series3
#13 3 94 series3
#14 4 40 series3
#15 5 88 series3

#plot all three series on the same chart using geom_line()
ggplot(data = data, aes(x=x, y=value)) + geom_line(aes(colour=variable))

This generates the following chart:

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