| resource | description | |
|---|---|---|
cheatsheets & quick resources |
Tidyverse | The tidyverse website, contains relevant documentation for all tidyverse packages! |
| Data wrangling in the tidyverse cheatsheet | Data wrangling with dplyr & tidyr cheatsheet | |
| Jenny Bryan’s introduction to dplyr | Learn the basics | |
| dplyr cheatsheet | Data transformation with dplyr worksheet | |
| dplyr join cheatsheet | Jenny Bryan’s go-to guide for dplyr table joins | |
| More on dplyr two-table verbs | A vignette on dplyr’s verbs to work with two tables at a time | |
| Handling multiple tibbles | For when one tibble is not enough | |
| Pipes | Explores the pipe (magrittr package) in more detail - the tidyverse packages load it automatically | |
tutorials |
Jenny Bryan’s LOTR Tidy Data Lesson | Not exactly a tutorial, but a lesson on tidying data with several resources + exercises, using the Lord of the Rings trilogy data |
| Dataquest Load & Clean Data w/ Tidyverse Tutorial | Learn to load and clean data using the tidyverse packages! | |
books |
R for Data Science | Chapters 5 on Data Transformation, and Chapters 9-16 focus on Data Wrangling |
other fun things |
“Tidy Data” by Hadley Wickham | The original publication describing the notion of tidy data |
| Bite-sized tidy data | An informal and code-heavy version of the full tidy data paper |
Attribution
Thanks to Icíar Fernández Boyano for compiling this list from past STAT 545 iterations