Throughout this guide, we frequently make use of some tidyverse functions, mainly coming from dplyr, purrr, tibble and ggplot2. While learning the tidyverse functions of course takes some time, in the long run it will make working in R a lot easier. The best way to learn it for people using R is the R for Data Science book: https://r4ds.had.co.nz/.