How can I create a scatter plot using ggplot2 in R?
To create a scatter plot in ggplot2, you can use the ggplot()
function along with geom_point()
. Here's a basic example:
library(ggplot2)
data(mtcars)
ggplot(mtcars, aes(x=wt, y=mpg)) +
geom_point() +
labs(title='Scatter Plot of Weight vs MPG', x='Weight', y='Miles Per Gallon')
What if I want to change the color of the points based on another variable?
You can map the color aesthetic to another variable in the aes()
function. For example:
ggplot(mtcars, aes(x=wt, y=mpg, color=cyl)) +
geom_point() +
labs(title='Scatter Plot with Color by Cylinder', x='Weight', y='Miles Per Gallon')
How can I add a regression line to the scatter plot?
You can add a regression line using geom_smooth()
. Here's how:
ggplot(mtcars, aes(x=wt, y=mpg)) +
geom_point() +
geom_smooth(method='lm', se=FALSE, color='blue') +
labs(title='Scatter Plot with Regression Line', x='Weight', y='Miles Per Gallon')
Can I customize the theme of the plot?
Yes, you can customize the theme using theme()
. For example:
ggplot(mtcars, aes(x=wt, y=mpg)) +
geom_point() +
theme_minimal() +
labs(title='Customized Scatter Plot', x='Weight', y='Miles Per Gallon')
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