Resources

This will be an evolving list of external resources - check back for updates!

General R and Programming

Linguistics- and Language-Specific R/Analysis Resources

Data Diversity and Equity

Dataviz and ggplot

Graphic Design with ggplot2 workshop - beautiful course with slides and materials by Cédric Scherer from rstudio::conf(2022)
ggplot 2tor+ - apps for finding aesthetics, scales, and themes
R Graph Gallery
Fundamentals of Data Visualization - Part II especially useful!
ggplot2: Elegant Graphics for Data Analysis
from Data to Viz - graph choice decision tree
Color Palette Finder

Reports

Accessibility

Dataviz Accessibility Resources
knitr alt text
BrailleR - improved access to R for blind users
Pebble-Safe - colorblind-friendly RStudio themes
Viridis Color Palettes - colorblind-friendly color palettes
Colorblindness Simulator
khroma color palette package
Color Palette Finder

Open Science

rOpenSci

R Community and Support

See also communities listed above under data diversity and equity!

R Packages

CRAN NLP View - list of CRAN R packages related to NLP
All CRAN Task Views
R Universe - CRAN-alternative for package hosting

R and Python

More Advanced R

Other Datasets and Collections

UM Resources and Guides

--- title: "Resources" --- This will be an evolving list of external resources - check back for updates! ## General R and Programming - [R for Data Science (2e)](https://r4ds.hadley.nz/) - [PsyTeachR Glossary](https://psyteachr.github.io/glossary) - [PsyTeachR](https://psyteachr.github.io/) - [Big Book of R](https://www.bigbookofr.com/) - [Keyboarding](https://lingmethodshub.github.io/content/cli/keyboarding/) - [Posit Recipes](https://posit.cloud/learn/recipes) - [Posit Cloud](https://posit.cloud/) - [Tidy Data Tutor](https://tidydatatutor.com/) - [Tidyverse Style Guide](https://style.tidyverse.org/) - [Navigating the R Ecosystem](https://jofrhwld.github.io/AandS500_2023/class_notes/2023-01-17_REco/) ## Linguistics- and Language-Specific R/Analysis Resources - [Linguistics Methods Hub](https://lingmethodshub.github.io/) - [R for Linguists](https://eleanorchodroff.com/r-for-linguists/index.html) - [U Toronto LIN318 Talking Numbers Book](http://individual.utoronto.ca/jschertz/teaching/LIN318_23F/_book/) ## Data Diversity and Equity - [RainbowR Community](https://rainbowr.netlify.app/) - [R-Ladies Global](https://rladies.org/) - [Black Women in Data](https://www.blackwomenindata.com/) - [MiR Community](https://mircommunity.com/about/) ## Dataviz and ggplot - [Graphic Design with ggplot2 workshop](https://rstudio-conf-2022.github.io/ggplot2-graphic-design/) - beautiful course with slides and materials by Cédric Scherer from rstudio::conf(2022) - [ggplot 2tor+](https://ggplot2tor.com/apps/) - apps for finding aesthetics, scales, and themes - [R Graph Gallery](https://r-graph-gallery.com/) - [Fundamentals of Data Visualization](https://clauswilke.com/dataviz/) - Part II especially useful! - [ggplot2: Elegant Graphics for Data Analysis](https://ggplot2-book.org/) - [from Data to Viz](https://www.data-to-viz.com/) - graph choice decision tree - [Color Palette Finder](https://r-graph-gallery.com/color-palette-finder) ## Reports - [Quarto Guide](https://quarto.org/docs/guide/) - [R Markdown: The Definitive Guide](https://bookdown.org/yihui/rmarkdown/) ## Accessibility - [Dataviz Accessibility Resources](https://github.com/dataviza11y/resources) - [knitr alt text](https://www.rstudio.com/blog/knitr-fig-alt/) - [BrailleR](https://github.com/ajrgodfrey/BrailleR) - improved access to R for blind users - [Pebble-Safe](https://github.com/DesiQuintans/Pebble-safe) - colorblind-friendly RStudio themes - [Viridis Color Palettes](https://cran.r-project.org/web/packages/viridis/vignettes/intro-to-viridis.html) - colorblind-friendly color palettes - [Colorblindness Simulator](https://www.color-blindness.com/coblis-color-blindness-simulator/) - [khroma color palette package](https://packages.tesselle.org/khroma/index.html) - [Color Palette Finder](https://r-graph-gallery.com/color-palette-finder) ## Open Science - [rOpenSci](https://ropensci.org/) ## R Community and Support See also communities listed above under data diversity and equity! - [R for Data Science Community](https://www.rfordatasci.com/) - [Stack Overflow (R)](https://stackoverflow.com/questions/tagged/r) - [Alison Horst's Illustrations](https://allisonhorst.com/allison-horst) ## R Packages - [CRAN NLP View](https://cran.r-project.org/web/views/NaturalLanguageProcessing.html) - list of CRAN R packages related to NLP - [All CRAN Task Views](https://cran.r-project.org/web/views/) - [R Universe](https://r-universe.dev/) - CRAN-alternative for package hosting ## R and Python - [R for Python Programmers](https://medium.com/@nawazahmad20/r-for-python-programmers-part-1-ca4eab668b8c) - [Python after R](https://mattsosna.com/R-to-Python/) ## More Advanced R - [R Inferno](https://www.burns-stat.com/documents/books/the-r-inferno/) - [Advanced R](https://adv-r.hadley.nz/) ## Language-Related Datasets and Collections - [Language Goldmine](http://languagegoldmine.com/) - [World Atlas of Language Structures](https://github.com/cldf-datasets/wals) - [WordNet English Lexical Database](https://wordnet.princeton.edu/download) - [Linguistic Data Consortium (UM)](https://search.lib.umich.edu/databases/record/45625) - [BYU Corpora (UM)](https://search.lib.umich.edu/databases/record/43941) - [Psycholinguistics Datasets](https://github.com/tmalsburg/PsychlingDatasets/wiki/A-directory-of-publicly-available-data-sets-from-psycholinguistic-studies) - [CHILDES Acquisition Data](https://childes.talkbank.org/access/) - [NLTK Datasets](http://www.nltk.org/nltk_data/) - [CoLA Corpus of Linguistic Acceptability](https://nyu-mll.github.io/CoLA/) - [Jon Sprouse's Acceptability Judgment Data](https://www.jonsprouse.com/research.html) - [RePsychLing Package](https://github.com/dmbates/RePsychLing) - participant/item datasets - [Survey of Linguists and Language Researchers Data Hackathon](https://github.com/rladies-san-diego/2019-01-24_harassment_bias_hackathon) - [PLOS articles full text corpus](https://plos.org/text-and-data-mining/) - [Linguistic Data Consortium](https://search.lib.umich.edu/databases/record/45625) - UM-sponsored access to LDC corpora - [tidycensus](https://walker-data.com/tidycensus/) - Access US Census data via the tidycensus package - [arXiv bulk data](https://info.arxiv.org/help/bulk_data/index.html) - [Yelp dataset](https://www.yelp.com/dataset) - [StackExchange Data Queries](https://data.stackexchange.com/) ## Other Datasets and Collections - [Data is Plural Archive](https://www.data-is-plural.com/archive/) - [Kaggle Datasets](https://www.kaggle.com/datasets) - [USDA Food Data Central](https://fdc.nal.usda.gov/download-datasets.html) - [CORGIS CSV Datasets](https://think.cs.vt.edu/corgis/csv/) - [IPUMS International Census and Survey Data](https://www.ipums.org/) - [Tidy Tuesday](https://github.com/rfordatascience/tidytuesday) - [ICPSR Find Data](https://www.icpsr.umich.edu/web/pages/ICPSR/index.html) - [Awesome Public Datasets](https://github.com/awesomedata/awesome-public-datasets) - [Google Dataset Search](https://datasetsearch.research.google.com/) ## UM Resources and Guides - [UM Library Data Services](https://www.lib.umich.edu/research-and-scholarship/data-services) - [UM Linguistics Library Guide to Corpora and Text Collections](https://guides.lib.umich.edu/c.php?g=282869&p=1884909)