19 ggplot2 internals
Throughout this book I have described ggplot2 from the perspective of a user rather than a developer. From the user’s point of view, the important thing is to understand how the interface to ggplot2 works. To make a data visualisation the user needs to know how functions like ggplot()
and geom_point()
can be used to specify a plot, but rarely does the user need to understand how ggplot2 translates this plot specification into an image. For a ggplot2 developer who hopes to design extensions, however, this understanding is paramount.
When making the jump from user to developer, it is common to encounter frustrations because the nature of the ggplot2 interface is very different to the structure of the underlying machinery that makes it work. As extending ggplot2 becomes more common, so too does the frustration related to understanding how it all fits together. This chapter is dedicated to providing a description of how ggplot2 works “behind the curtains”. I focus on the design of the system rather than technical details of its implementation, and the goal is to provide a conceptual understanding of how the parts fit together. I begin with an general overview of the process that unfolds when a ggplot object is ploted, and then dive into details, describing how the data flows through this whole process and ends up as visual elements in your plot.