Version Compatibility

Reference examples tested with: ggplot2 3.5+

Before using code patterns, verify installed versions match. If versions differ:

• R: packageVersion('<pkg>') then ?function_name to verify parameters

If code throws ImportError, AttributeError, or TypeError, introspect the installed package and adapt the example to match the actual API rather than retrying.

ggplot2 Fundamentals

"Create a publication-quality plot in R" → Build layered graphics using ggplot2's grammar of graphics (data + aesthetics + geometry + theme).

• R: ggplot(data, aes(x, y)) + geom_point() + theme_classic()

Basic Structure

library(ggplot2)