Rebecca Barter

Data shaping: tidyr Gathering and spreading Combining and separating variables Replacing loops: purrr Loading data: readr Storing data: tibbles Dates, factors and strings: lubridate, forcats and stringr Handling dates and times: lubridate Handling factors: forcats Handling strings: stringr If you’re new to the tidyverse, I recommend that you first read part one of this two-part series on transitioning into the tidyverse. Part 1 focuses on what I feel are the most important aspects and packages of the tidyverse: tidy thinking, piping, dplyr and ggplot2.