Additional online resources
Below you can find a collection of helpful links to further online resources regarding the workshop topics.
General
List of RStudio cheatsheets: You can find a list of all the cheat sheets that RStudio provides there. Below, I listed the individual cheat sheets that are interesting for our course.
RStudio cheatsheet: Explains the most important buttons, options, keyboard shortcuts, etc that you have in RStudio.
The modern dive book explains how to get started with R and data analysis with the tidyverse.
The R for Data Science book by Hadley Wickham is a very good book to start with. It is specifically about data analysis using the tidyverse packages.
The Big book of R is a book that list all books about R that are freely available only. The book is sorted by topics and can be used to find resources to learn a specific topic.
A curated collection of R resources. Not just books but also websites, tutorials, help channels, …
The Tidyverse style guide provides information on how to style your code according to good practice.
Book What they forgot to teach you about R by J. Bryan and J. Hesters contains a lot of very nice good practice tips for R code and R projects.
Tidyverse
- The tidyverse website has links to all tidyverse packages which all have very good examples and use cases. These websites are an excelent point to get started with a package.
readr
ggplot
ggplot cheatsheet offers an overview of all possibilities of ggplot
Curated list of ggplot resources: Really great list with links to ggplot tutorials (sorted by topic and difficulty), books, additional packages to make your plots look nicer, …
In the R graph gallery you can browse through hundreds of different types of plots and find code to reproduce them.
A great ggplot tutorial by Cédric Scherer with many different plot types
A collection of ggplot extension packages for all kinds of different plots
dplyr
tidyr
Linear models
- anova with R: explanation why an anova is also a linear model