If you need a review of our theoretical exploration of the grammar of graphics and its use with ggplot2, see The ggplot2 grammar guide.

A suppliment to this guide shows you a lot of “geoms” that you can use to communicate about your data is The geom pile on. In class we saw the pile of different geoms to communicate abou the same data, showing you how these plot types relate to one another.

For examples of data wrangling/manipulation with pipelines (%>%) The Tidyverse in Action.

For some life-changing, magical, and real-life examples on scanning data into R and cleaning data, the data cleaning flipbook.

And for variety of examples of plot builds using ggplot2, see the ggplot flipbook.