Resources
Getting Started with R
- Instructions for installing R, RStudio, and all the tidyverse packages
- The Tidyverse Style Guide, suggestions for good coding practices
- Stata to R::Cheat Sheet
Finding Data
- Jenn Huck, UVA’s Data Librarian and the library’s Data Resources pages
- Find and Question Your Data, from Jack Dougherty and Ilya Ilyankou, Hands-On Data Visualization.
- Data.gov, home of the U.S. Government’s open data
- CDC Wonder, public health-related data
- FBI Crime data explorer, for criminal, noncriminal, law enforcement data
- Small Business Adminsitration’s PPP data
- World Bank, open access to global development data
- US City Open Data Census, the Sunlight Foundation and Code for America collects data on city open data portals throughout the U.S.
- Charlottesville Open Data Portal
- Data is Plural, Jeremy Singer-Vine’s weekly newsletter of useful/curious datasets
- Erik Gahner’s list of political science datasets, a huge list of useful datasets, divided by topic (governance, elections, policy, political elites, etc.).
- Urban Institute’s Data Catalog
- Google Dataset Search, search for thousands of public data sets indexed by Google.
- Kaggle Datasets, datasets hosted for various data science competitions over the years
- So many sources…
Chart Galleries
Visualization Inspiration
- The Pudding
- BBC Visual and Data Journalism cookbook for R graphics
- Fivethirtyeight examples and their data archive
- Visualizing Data, by Andy Kirk (check out the archive of monthly/weekly best of lists)
- Flowing Data, by Nathan Yau
- Information is Beautiful, by David McCandless
- Data Viz Weekly, weekly examples by AnyChart
- Seeing Data, by a collection of researchers
- Info we Trust, by RJ Andrews
- UW Interactive Data Lab, a computer science lab at University of Washington to enhance the understanding and communication of data
- Visual Thinking Lab, a psychology lab at Northwestern studying visual thinking
- PolicyViz, by Jonathan Schwabisch
Anti-Inspiration?
- WTF Visualizations
- Junk Charts, by Kaiser Fung
- Storytelling with Data Makeovers, by multiple authors
Data Art
- Hand Crafted, by William R. Chase
- Data Paintings, by Giora Simchoni
- Data to Art, curated by Yan Holtz
- Dear Data, by Giorgia Lupi and Stefanie Posavec
- Martin Wattenberg and Fernanda Viegas collaborations (science and art)
- Amplifying Data through Art, profile of artists who represent data
- Accidental aRt, twitter account of data viz errors that might be art
- Data Visualization and the Modern Imagination, an exhibit at Stanford Libraries
Color
R Resources
- viridis
- RColorBrewer based on ColorBrewer by Cynthia Brewer
- Wes Anderson Palettes
- Ghibli Palettes
- Emil Hvitfeldt’s GitHub of R Color Palettes
- R Color Cheatsheet
General Resources
R Markdown
Mapping
- tiydcensus for pulling census data, and mapping with ggplot::geom_sf
- More ggplot::geom_sfexamples and tutorials
- Examples with ggplot::geom_polygon and ggmaps
- Using tmap and a great resource for using spatial data in R more generally
- Leaflet example
Odds and Ends
- The Design of Interactive Articles, some theory
- Interactive web-based data visualization with R, plotly, and shiny, by Carson Sievert
- Sharing html on the web, by Yihui Xie, Christophe Dervieux, Emily Riederer
- Interactive tables with reactable, be sure to check out the Demos (or recreating a table from the Economist)
- Interactive tables with DT
- 10+ Guidelines for Better Tables in R
- File formats, by Claus Wilke
- The Plain Person’s Guide to Plain Text Social Science, by Kieran Healy
- LearnR4Free