Resources

Mostly for R and data visualization

Linguistics

• Scripting online experiments with IBEX (workshop slides & materials with Nayoun Kim)

Data Visualization

• {ggplot2} style guide and showcase - most recent version (2/10/2021)

Software

• SnowGlobe: A tool for meta-analysis research. Developed with Jinnie Choi, Sean McWeeny, and Elizabeth Norton, with funding from the Northwestern University Library. Currently under development but basic features are functional. Validation experiments and guides at OSF repo.

Tutorial Blog Posts

• {ggplot2} stat_*() functions [post]

• Custom fonts in R [post]

• {purrr} reduce() family [post1, post2]

• The correlation parameter in {lme4} mixed effects models [post]

• Shortcuts for common chain of {dplyr} functions [post]

• Plotting highly-customizable treemaps with {treemap} and {ggplot2} [post]

By others

Tutorials:

• A ggplot2 Tutorial for Beautiful Plotting in R by Cédric Scherer

• ggplot2 Wizardry Hands-On by Cédric Scherer

• ggplot2 workshop by Thomas Lin Pedersen

Books:

• R for Data Science by Hadley Wickham and Garrett Grolemund

• R Markdown: The Definitive Guide by Yihui Xie, J. J. Allaire, and Garrett Grolemund

• ggplot2: elegant graphics for data analysis by Hadley Wickham, Danielle Navarro, and Thomas Lin Pedersen

• Fundamentals of Data Visualization by Claus O. Wilke

• Efficient R Programming by Colin Gillespie and Robin Lovelace

• Advanced R by Hadley Wickham