Data visualization cheat sheet r

Advanced R

Environments, data structures, functions, subsetting and more, by Arianne Colton and Sean Chen. Updated February 2016.

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arrow

A quick reference guide explaining Arrow R package’s interface with dplyr and other familiar R functions, by Mauricio “Pacha” Vargas Sepulveda (with contributions from Steph Hazlitt and comments from Arrow developers). Updated March 2022.

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Base R

Vectors, matrices, lists, data frames, functions and more in base R, by Mhairi McNeill. Updated March 2015.

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bayesplot

Plotting for Bayesian Models in R, by Edward A. Roualdes. Updated May 2020.

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BCEA

Bayesian cost effective analysis in R, by Gianluca Baio. Updated February 2021.

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caret

Modeling and machine learning in R with the caret package, by Max Kuhn. Updated September 2017.

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cartography

Thematic maps with spatial objects, by Timothée Giraud. Updated July 2018.

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collapse

Advanced and fast data transformation with R, by Sebastian Krantz. Updated July 2021.

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data.table

Data manipulation with data.table, by Erik Petrovski. Updated January 2019.

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DeclareDesign

Tools to test research designs that use a MIDA framework. Updated April 2019.

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distr6

An object-oriented interface for probability distributions, by Raphael Sonabend. Updated August 2019.

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estimatr

Fast, robust estimators for common models. Updated November 2018.

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eurostat

R tools to access the eurostat database, by rOpenGov. Updated November 2019.

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gganimate

Extend ggplot2’s grammar of graphics with functions for animation, by Karl Hailperin. Updated May 2019.

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Git and GitHub with RStudio

Cheatsheet about the use of Git and Github alongside RStudio, by Mouna Belaid. Updated January 2022.

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gtsummary

Cheatsheet for gtsummary main functions tbl_summary(), tbl_regression(), and tbl_survfit(), by [Esther Drill](https://github.com/pachadotdev](https://github.com/edrill). Updated April 2022.

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gwasrapidd

Provides programmatic access to the NHGRI-EBI Catalog of published genome-wide association studies, by Ramiro Magno. Updated April 2019.

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golem

A framework for building robust Shiny apps, by ThinkR. Updated September 2019.

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h2o

The R interface to h20’s algorithms for big data and parallel computing, by Juan Telleria. Updated June 2018.

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How big is your graph?

Graph sizing with base R, by Stephen Simon. Updated August 2017.

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imputeTS

Impute missing data in time series, by Steffen Moritz. Updated July 2020.

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jfa

Work with bayesian and classical statistical audit samples, by Koen Derks. Updated September 2021.

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labelled

Manipulate labelled data, by Joseph Larmarange. Updated June 2020.

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LaTeX

A reference to the LaTeX typesetting language, useful in combination with knitr and R Markdown, by Winston Chang. Updated January 2018.

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leaflet

Interactive maps in R with leaflet, by Kejia Shi. Updated May 2017.

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Machine Learning Modelling

A tabular guide to machine learning algorithms in R, by Arnaud Amsellem. Updated March 2018.

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Thematic maps with mapsf

This package helps to design various cartographic representations such as proportional symbols, choropleth or typology maps, by Timothée Giraud. Updated November 2021.

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mlr

The mlr package offers a unified interface to R’s machine learning capabilities, by Aaron Cooley. Updated February 2018.

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mosaic

The mosaic package is for teaching mathematics, statistics, computation and modeling, by Michael Laviolette. Updated June 2020.

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nardl

The nardl package estimates the nonlinear cointegrating autoregressive distributed lag model, by Taha Zaghdoudi. Updated October 2018.

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nimble

Hierarchical statistical models that extend BUGS and JAGS, by the Nimble development team. Updated May 2020.

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oSCR

Work with Spatial Capture Recapture models, by Gabriella Palomo-Munoz.

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overvieweR

Display descriptive information about a data set, by Cosima Meyer and Dennis Hammerschmidt. Updated August 2020.

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packagefinder

Search CRAN with R, by Joachim Zuckarelli.

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Parallel Computation

Parallel computing in R with the parallel, foreach, and future packages, by Ardalan Mirshani. Updated March 2019.

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quanteda

Quantitative Analysis of Textual Data in R with the quanteda package, by Stefan Müller and Kenneth Benoit. Updated May 2020.

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quincunx

An R package to query, download, and wrangle PGS Catalog data, by Ramiro Magno. Updated November 2021.

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randomizr

Automate random assignment and sampling with randomizr, by Alex Coppock. Updated June 2018.

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Regular Expressions

Basics of regular expressions and pattern matching in R, by Ian Kopacka. Updated July 2019.

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rphylopic

Add species’ silhouettes from phlopic to R plots, by Gabriela Palomo-Munoz.

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SAS-R

A guide to familiarise SAS users with R, and vice versa, by Brendan O’Dowd. Updated April 2022.

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SamplingStrata

Optimal stratification for survey sampling, by Giulio Barcaroli. Updated January 2020.

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Simple Features (sf)

Tools for working with spatial vector data: points, lines, polygons, etc, by Ryan Garnett. Updated December 2021.

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sjmisc

dplyr friendly data and variable transformation, by Daniel Lüdecke. Updated February 2018.

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slackr

Send files, messages, R objects, and images to Slack directly from R, by Daniel M. Villarreal. Updated March 2021.

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stata2r

Common translations from Stata to R, by Anthony Nguyen. Updated October 2019.

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survminer

Elegant survival plots, by Przemyslaw Biecek. Updated September 2021.

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Syntax Comparison

Three code styles compared: $, formula, and tidyverse, by Amelia McNamara. Updated January 2018.

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Teach R

Concise advice on how to teach R or anything else, by Adi Sarid. Updated March 2019.

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Time Series

A reference to time series in R, by Yunjun Xia and Shuyu Huang. Updated October 2019.

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torch

The torch and torch ecosystem (torchvision, ltorchaudio, etc.) cheat-sheet, by Christophe Regouby. Updated May 2022.

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tsbox

A time series toolkit for conversions, piping, and more, by Christoph Sax. Updated April 2019.

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vegan

Tools for descriptive community ecology, by Bruna L. Silva. Updated April 2020.

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vtree

Visualize hierarchical subsets of data with variable trees, by Nick Barrowman. Updated July 2020.

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xplain

Explain statistical functions with XML files and xplain, by Joachim Zuckarelli. Updated May 2018.

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Translations

Bengali Translations - বাংলা অনুবাদ

• Data import with readr, readxl, and googlesheets4 translated by Saif Kabir Asif. Updated September 2021.

Chinese Translations - 中文翻译

• Data science in Spark with sparklyr translated by Ke Zhang in Simplified Chinese and Traditional Chinese. Updated December 2016.
• Data transformation with dplyr translated by Aicen Yu in Simplified Chinese. Updated April 2019.
• Data visualization with ggplot2 translated by Guang-Teng Meng. Updated November 2021.
• Data tidying with tidyr translated by Feifan Wang. Updated November 2021.
• Deep learning with Keras translated by harryprince. Updated April 2019.
• Base R translated by Fu Yongchao. Updated November 2021.

Dutch Translations - Nederlandse Vertaling

• Data visualization with ggplot2 translated by Gern Huijberts. Updated May 2018.
• Data wrangling translated by Gern Huijberts. Updated May 2018.
• Dynamic documents with rmarkdown translated by Gern Huijberts. Updated May 2018.
• Package development with devtools translated by Gern Huijberts. Updated May 2018.

French Translations - Traductions Françaises

• caret translated by Ahmadou Dicko. Updated September 2019.
• Data visualization with ggplot2 translated by Vincent Guyader and Diane Beldame of ThinkR. Updated May 2018.
• Data wrangling translated by Vincent Guyader and Diane Beldame of ThinkR. Updated May 2018.
• Interactive web apps with shiny translated by Vincent Guyader and Diane Beldame of ThinkR. May 2018.
• quanteda translated by Ahmadou Dicko. Updated September 2019.
• Regular expressions translated by Ahmadou Dicko. Updated August 2019.
• RStudio IDE translated by Vincent Guyader and Diane Beldame of ThinkR. Updated May 2018.

German Translations - Deutsch Übersetzungen

• Base R translated by Annika Kies and Martin Kies from LeverageData. Updated April 2020.
• Data science in Spark with sparklyr translated by Ke Zhang. Updated March 2017.
• Data transformation with dplyr translated by Lucia Gjeltema of Research Triangle Analysts. Updated September 2017.
• Data visualization with ggplot2 translated by Lucia Gjeltema of Research Triangle Analysts. Updated May 2018.
• Dynamic documents with rmarkdown translated by Lucia Gjeltema of Research Triangle Analysts. Updated May 2018.
• Interactive web apps with shiny translated by Lucia Gjeltema of Research Triangle Analysts. Updated May 2018.
• Package development with devtools translated by Lucia Gjeltema of Research Triangle Analysts. Updated May 2018.

Greek Translations - Ελληνικές μεταφράσεις

• Base R translated by Kleanthis Koupidis, Charalampos Bratsas, and Open Knowledge Greece. Updated June 2018.
• RStudio IDE translated by Kleanthis Koupidis, Charalampos Bratsas, and Open Knowledge Greece. Updated June 2018.

Italian Translations - Traduzioni Italiane

• Dynamic documents with rmarkdown translated by Angelo Salatino of Knowledge Media Institute. Updated June 2018.
• Package development with devtools translated by Angelo Salatino of Knowledge Media Institute. Updated June 2018.
• RStudio IDE translated by Angelo Salatino of Knowledge Media Institute. Updated June 2018.

Japanese Translations - 日本語翻訳

• Base R translated by Takeshi Sasayama. Updated June 2018.
• Data science in Spark with sparklyr translated by Masato Takahashi. Updated March 2018.
• Data visualization with ggplot2 translated by Takeshi Sasayama. Updated May 2018.
• Data wrangling translated by Tomoaki Masuda of the MIT Sloan Data Analytics Club. Updated May 2018.
• Deep learning with Keras translated by Masato Takahashi. Updated March 2018.
• Dynamic documents with rmarkdown translated by Masato Takahashi. Updated March 2018.
• Factors with forcats translated by Taiyo Nakashima. Updated March 2019.
• RStudio IDE translated by Masato Takahashi. Updated March 2018.

Korean Translations - 한국어 로 번역

• Apply functions with purrr translated by Victor Lee of xwMOOC. Updated November 2017.
• caret translated by Victor Lee of xwMOOC. Updated September 2017.
• Dynamic documents with rmarkdown translated by Victor Lee of xwMOOC. Updated May 2018.
• Package development with devtools translated by Victor Lee of xwMOOC. Updated May 2018.
• Syntax comparison translated by Victor Lee of xwMOOC. Updated February 2018.

Persian Translations - ترجمه های فارسی

• Data import translated by Vahid Faraji Jobehar and Reza Mazloomi. Updated March 2019.

Portuguese Translations - tradução para português

• Base R translated by Samuel Carleial. Updated August 2020.
• caret translated by Karen da Silva Lopes. Updated April 2020.
• Data visualization with ggplot2 translated by Augusto Queiroz de Macedo. Updated May 2018.
• Data wrangling translated by Augusto Queiroz de Macedo. Updated May 2018.
• data.table translated by Samuel Carleial. Updated August 2020.
• RStudio IDE translated by Augusto Queiroz de Macedo. Updated May 2018.

Russian Translations - Переводы

• Apply functions with purrr translated by Evgeni Chasnovski of QuestionFlow. Updated January 2018.
• Data import translated by Evgeni Chasnovski of QuestionFlow. Updated February 2018.
• Data transformation with dplyr translated by Evgeni Chasnovski of QuestionFlow. Updated January 2018.
• Dates and times with lubridate translated by Evgeni Chasnovski of QuestionFlow. Updated March 2018.

Spanish Translations - Traducciones en español

• Apply functions with purrr translated by Carlos Ortega of the Grupo de Usuarios de R de Madrid. Updated October 2017.
• Base R translated by Anthony Romero-Cerdán. Updated March 2022.
• caret translated by Carlos Ortega of the Grupo de Usuarios de R de Madrid. Updated September 2017.
• Data import translated by Yanina Bellini Saibene. Updated December 2019.
• Data science in Spark with sparklyr translated by DaniPrina. Updated December 2019.
• Data transformation with dplyr translated by Frans van Dunné of ixpantia. Updated March 2018.
• Data visualization with ggplot2 translated by Carolina Mengoni Goñalons. Updated December 2019.
• Dates and times with lubridate translated by Yanina Bellini Saibene. Updated December 2019.
• Deep learning with Keras translated by Carlos Ortega of the Grupo de Usuarios de R de Madrid. Updated January 2018.
• Dynamic documents with rmarkdown translated by Jessica Formoso. Updated January 2020.
• Entorno de desarrollo RStudio translated by Monica Alonso. Updated December 2019.
• Estadística descriptiva con R translated by Rosana Ferraro of Máxima Formación. Updated June 2018.
• Factors with forcats translated by Laura Acion. Updated January 2020.
• Interactive web apps with shiny translated by Frans van Dunné of ixpantia. Updated May 2018.
• Introducción a R translated by Rosana Ferraro of Máxima Formación. Updated June 2018.
• Package development with devtools translated by Paola Corrales. Updated December 2019.
• Python with R and reticulate translated by Vanesa Maribel. Updated January 2020.
• String manipulation with stringr translated by Carlos Ortega of the Grupo de Usuarios de R de Madrid (updated by L. Paloma Rojas Saunero). Updated December 2019.
• survminer translated by Maria Dermit. Updated March 2021.
• Syntax comparison translated by Riva Quiroga. Updated June 2020.

Turkish Translations - Türkçe Çeviriler

• Base R translated by Elif Kartal. Updated January 2018.
• caret translated by İlkim Ecem Emre. Updated January 2018.
• Data import translated by Metin Yazici. Updated October 2017.
• Data transformation with dplyr translated by Hazel kavılı and Berk Orbay. Updated February 2018.
• Data visualization with ggplot2 translated by Hazel kavılı and Berk Orbay. Updated January 2018.
• Dynamic documents with rmarkdown translated by Metin Yazici. Updated February 2018.
• Interactive web apps with shiny translated by Metin Yazici. Updated October 2017.
• Regular expressions translated by Zeki Özen. Updated January 2018.

Ukrainian Translations - українські переклади

• Apply functions with purrr translated by Evgeni Chasnovski of QuestionFlow. Updated March 2018.
• Data import translated by Evgeni Chasnovski of QuestionFlow. Updated February 2018.
• Data transformation with dplyr translated by Evgeni Chasnovski of QuestionFlow. Updated January 2018.
• Dates and times with lubridate translated by Evgeni Chasnovski of QuestionFlow. Updated January 2018.

Uzbek Translations - O‘zbek tilidagi tarjimalar

• Data import translated by Alisher Suyunov. Updated August 2017.
• Data transformation with dplyr translated by Alisher Suyunov. Updated August 2017.

Vietnamese Translations - Bản dịch tiếng Việt

• Apply functions with purrr translated by Anh Hoang Duc and Duc Pham of RAnalytics.vn. Updated July 2018.
• Base R translated by Anh Hoang Duc and Duc Pham of RAnalytics.vn. Updated May 2018.
• Data visualization with ggplot2 translated by Anh Hoang Duc and Duc Pham of RAnalytics.vn. Updated May 2018.
• Data wrangling translated by Anh Hoang Duc and Duc Pham of RAnalytics.vn. Updated May 2018.
• Dates and times with lubridate translated by Anh Hoang Duc and Duc Pham of RAnalytics.vn. Updated July 2018.
• Dynamic documents with rmarkdown translated by Anh Hoang Duc and Duc Pham of RAnalytics.vn. Updated May 2018.
• Interactive web apps with shiny translated by Anh Hoang Duc and Duc Pham of RAnalytics.vn. Updated May 2018.
• Package development with devtools translated by Anh Hoang Duc and Duc Pham of RAnalytics.vn. Updated May 2018.
• String manipulation with stringr translated by Anh Hoang Duc and Duc Pham of RAnalytics.vn. Updated July 2018.