Resources and tools about R

Data used in lessons

Data

References mentioned in lectures

• Tidy Data, Hadley Wickham, 2014, JSS
• Literate Programming, Donald Knuth, 1992
• A Layered Grammar of Graphics, 2010, JCGS

Cheatsheets

Long list of cheatsheets:

https://www.rstudio.com/resources/cheatsheets/

Curated list of cheatsheets

• Base R
• Using Rstudio
• Data manipulation with dplyr
• Data manipulation with data.table
• Strings and regular expressions
• Dates and times
• Rmarkdown and dynamic documents

Online books

Introductory

• Introduction to R, by the R core team
• Introduction to R, by Susanne Rosthøj

Data analysis

• R for Data Science, by Hadley Wickham and Garret Grolemund
• Statistical Inference via Data Science, by Chester Ismay and Albert Y. Kim

Programming

• Hands-On Programming with R, by Garrett Grolemund
• Advanced R, by Hadley Wickham

Graphics and dynamic documents

• R Graphics Cookbook, 2nd edition, by Winston Chang
• R Markdown: The Definitive Guide, by Yihui Xie, J. J. Allaire, Garrett Grolemund
• R Markdown Cookbook, by Yihui Xie, Christophe Dervieux, Emily Riederer

Solutions to exercises

Link to solutions