awesome-R
by qinwf
A curated list of awesome R packages, frameworks and software.
AI summary
Data analysis suite
A curated collection of R packages and tools for data analysis and science.
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What's in the list
484 links in 53 sections, with live GitHub stats.activeno commit in 2y
2023
2020
2019
Integrated Development Environments
- VSCode
+ VSCode R Langauage Support
- RStudio
A powerful and productive user interface for R. Works great on Windows, Mac, and Linux
- Emacs + ESS
Emacs Speaks Statistics is an add-on package for emacs text editors
Sublime Text + R-IDE
Add-on package for Sublime Text 2/3
TextMate + r.tmblundle
Add-on package for TextMate 1/2
- StatET
An Eclipse based IDE for R
- R Commander
A package that provides a basic graphical user interface
IRkernel
R kernel for Jupyter
- Deducer
A Menu driven data analysis GUI with a spreadsheet like data editor
- Radiant
A platform-independent browser-based interface for business analytics in R, based on the Shiny
Nvim-R
Neovim plugin for R
- Jamovi
and - Desktop software for both Bayesian and Frequentist methods, using a UI familiar to SPSS users
- Bio7
An IDE contains tools for model creation, scientific image analysis and statistical analysis for ecological modelling
- RTVS
R Tools for Visual Studio
radian
(formerly rtichoke) - A modern R console with syntax highlighting
- RKWard
An extensible IDE/GUI for R
Syntax
Data Manipulation
dplyr
Fast data frames manipulation and database query
data.table
Fast data manipulation in a short and flexible syntax
reshape2
Flexible rearrange, reshape and aggregate data
tidyr
Easily tidy data with spread and gather functions
broom
Convert statistical analysis objects into tidy data frames
rlist
A toolbox for non-tabular data manipulation with lists
- ff
Data structures designed to store large datasets
lubridate
A set of functions to work with dates and times
stringi
ICU based string processing package
stringr
Consistent API for string processing, built on top of stringi
bigmemory
Shared memory and memory-mapped matrices. The big* packages provide additional tools including linear models ( ) and Random Forests ( )
fuzzyjoin
Join tables together on inexact matching
tidyverse
Easily install and load packages from the tidyverse
snakecase
Automatically parse and convert strings into cases like snake or camel among others
DataExplorer
Fast exploratory data analysis with minimum code
Data Formats
- arrow
An interface to the Arrow C++ library
feather
Fast, interoperable binary data frame storage for Python, R, and more powered by Apache Arrow
- fst
Lightning Fast Serialization of Data Frames for R
haven
Improved methods to import SPSS, Stata and SAS files in R
jsonlite
A robust and quick way to parse JSON files in R
qs
Quick serialization of R objects
- readxl
Read excel files (.xls and .xlsx) into R
readr
A fast and friendly way to read tabular data into R
rio
A Swiss-Army Knife for Data I/O
readODS
Read OpenDocument Spreadsheets into R as data.frames
RcppTOML
Rcpp Bindings to C++ parser for TOML files
vroom
Fast reading of delimited files
- writexl
Portable, light-weight data frame to xlsx exporter for R
yaml
R package for converting objects to and from YAML
Graphic Displays
ggplot2
An implementation of the Grammar of Graphics
ggfortify
A unified interface to ggplot2 popular statistical packages using one line of code
ggrepel
Repel overlapping text labels away from each other
ggalt
Extra Coordinate Systems, Geoms and Statistical Transformations for ggplot2
ggstatsplot
ggplot2 Based Plots with Statistical Details
ggtree
Visualization and annotation of phylogenetic tree
ggtech
ggplot2 tech themes and scales
- ggplot2 Extensions
Showcases of ggplot2 extensions
lattice
A powerful and elegant high-level data visualization system
corrplot
A graphical display of a correlation matrix or general matrix. It also contains some algorithms to do matrix reordering
- rgl
3D visualization device system for R
- Cairo
R graphics device using cairo graphics library for creating high-quality display output
extrafont
Tools for using fonts in R graphics
showtext
Enable R graphics device to show text using system fonts
animation
A simple way to produce animated graphics in R, using
gganimate
Create easy animations with ggplot2
- misc3d
Powerful functions to deal with 3d plots, isosurfaces, etc
- xkcd
Use xkcd style in graphs
- imager
An image processing package based on CImg library to work with images and display them
hrbrthemes
🔏 Opinionated, typographic-centric ggplot2 themes and theme components
waffle
🍁 Make waffle (square pie) charts in R
dendextend
visualizing, adjusting and comparing trees of hierarchical clustering
idendro
interactive exploration of dendrograms (trees of hierarchical clustering)
- r2d3
R Interface to D3 Visualizations
Patchwork
Combine separate ggplots into the same graphic
- plot3D
Plotting Multi-Dimensional Data
- plot3Drgl
Plotting Multi-Dimensional Data - Using 'rgl'
httpgd
Asynchronous http server graphics device for R
HTML Widgets
heatmaply
Interactive heatmaps with D3
d3heatmap
Interactive heatmaps with D3 (no longer maintained)
- DataTables
Displays R matrices or data frames as interactive HTML tables
DiagrammeR
Create JS graph diagrams and flowcharts in R
dygraphs
Charting time-series data in R
formattable
Formattable Data Structures
ggvis
Interactive grammar of graphics for R
- Leaflet
One of the most popular JavaScript libraries interactive maps
- MetricsGraphics
Enables easy creation of D3 scatterplots, line charts, and histograms
- networkD3
D3 JavaScript Network Graphs from R
scatterD3
Interactive scatterplots with D3
plotly
Interactive ggplot2 and Shiny plotting with
rCharts
Interactive JS Charts from R
- rbokeh
R Interface to
threejs
Interactive 3D scatter plots and globes
timevis
Create fully interactive timeline visualizations
visNetwork
Using vis.js library for network visualization
wordcloud2
R interface to wordcloud2.js
highcharter
R wrapper for highcharts based on htmlwidgets
echarts4r
R wrapper to Echarts version 4
Reproducible Research
knitr
Easy dynamic report generation in R
redoc
Reversible Reproducible Documents
tinytex
A lightweight and easy-to-maintain LaTeX distribution
- xtable
Export tables to LaTeX or HTML
- rapport
An R templating system
- rmarkdown
Dynamic documents for R
slidify
Generate reproducible html5 slides from R markdown
- Sweave
A package designed to write LaTeX reports using R
texreg
Formatting statistical models in LaTex and HTML
checkpoint
Install packages from snapshots on the checkpoint server
- brew
Pre-compute data to enhance your report templates. Can be combined with knitr
- officer
An R package to generate Microsoft Word, Microsoft PowerPoint and HTML reports
- flextable
An R package to embed complex tables (merged cells, multi-level headers and footers, conditional formatting) in Microsoft Word, Microsoft PowerPoint and HTML reports. It cooperates with the [officer] package and integrates with [rmarkdown] reports
- bookdown
Authoring Books with R Markdown
ezknitr
Avoid the typical working directory pain when using 'knitr'
- targets
Make-like pipeline tool for organizing and running data science workflows, automatically skipping steps that have already been done. Supported by
- R Suite
A package to design flexible and reproducible deployment workflows for R
- kable
Build fancy HTML or 'LaTeX' tables using 'kable()' from 'knitr'
Web Technologies and Services
Web Technologies List
Information about how to use R and the world wide web together
shiny
Easy interactive web applications with R. See also
shinyjs
Easily improve the user interaction and user experience in your Shiny apps in seconds
- RCurl
General network (HTTP/FTP/...) client interface for R
curl
A Modern and Flexible Web Client for R
httr
User-friendly RCurl wrapper
httpuv
HTTP and WebSocket server library
- XML
Tools for parsing and generating XML within R
- xml2
Optimized tools for parsing and generating XML within R
rvest
Simple web scraping for R, using CSSSelect or XPath syntax
- OpenCPU
HTTP API for R handling concurrent calls, based on the Apache2 web server, to expose R code as REST web services and create full-sized, multi-page web applications
Rfacebook
Access to Facebook API via R
RSiteCatalyst
R client library for the Adobe Analytics
plumber
A library to expose existing R code as web API
- golem
A framework for building production-grade Shiny apps
Parallel Computing
- parallel
R started with release 2.14.0 which includes a new package parallel incorporating (slightly revised) copies of packages and
- Rmpi
Rmpi provides an interface (wrapper) to MPI APIs. It also provides interactive R slave environment
- foreach
Executing the loop in parallel
- future
A minimal, efficient, cross-platform unified Future API for parallel and distributed processing in R; designed for beginners as well as advanced developers
SparkR
R frontend for Spark
DistributedR
A scalable high-performance platform from HP Vertica Analytics Team
ddR
Provides distributed data structures and simplifies distributed computing in R
- sparklyr
R interface for Apache Spark from RStudio
- batchtools
High performance computing with LSF, TORQUE, Slurm, OpenLava, SGE and Docker Swarm
High Performance
- Rcpp
Rcpp provides a powerful API on top of R, make function in R extremely faster
Rcpp11
Rcpp11 is a complete redesign of Rcpp, targetting C++11
- compiler
speeding up your R code using the JIT
cpp11
cpp11 is a header-only R package that helps R package developers handle R objects with C++ code. It's similar to Rcpp but with different design trade-offs and features
Language API
- rJava
Low-level R to Java interface
jvmr
Integration of R, Java, and Scala
- reticulate
Interface to 'Python'
- rJython
R interface to Python via Jython
- rPython
Package allowing R to call Python
runr
Run Julia and Bash from R
RJulia
R package Call Julia
JuliaCall
Seamless Integration Between R and Julia
- RinRuby
a Ruby library that integrates the R interpreter in Ruby
- R.matlab
Read and write of MAT files together with R-to-MATLAB connectivity
RcppOctave
Seamless Interface to Octave and Matlab
- RSPerl
A bidirectional interface for calling R from Perl and Perl from R
V8
Embedded JavaScript Engine
- htmlwidgets
Bring the best of JavaScript data visualization to R
- rpy2
Python interface for R
Database Management
- RODBC
ODBC database access for R
DBI
Defines a common interface between the R and database management systems
elastic
Wrapper for the Elasticsearch HTTP API
mongolite
Streaming Mongo Client for R
odbc
Connect to ODBC databases (using the DBI interface)
RMariaDB
An R interface to MariaDB (a replacement for the old RMySQL package)
- RMySQL
R interface to the MySQL database
- ROracle
OCI based Oracle database interface for R
RPostgres
an DBI-compliant interface to the postgres database
- RPostgreSQL
R interface to the PostgreSQL database system
- RSQLite
SQLite interface for R
- RJDBC
Provides access to databases through the JDBC interface
rmongodb
R driver for MongoDB
redux
Redis client for R
- RCassandra
Direct interface (not Java) to the most basic functionality of Apache Cassandra
RHive
R extension facilitating distributed computing via Apache Hive
RNeo4j
Neo4j graph database driver
rpostgis
R interface to PostGIS database and get spatial objects in R
Machine Learning
anomalize
Tidy Anomaly Detection using Twitter's AnomalyDetection method
AnomalyDetection
AnomalyDetection R package from Twitter
- ahaz
Regularization for semiparametric additive hazards regression
- arules
Mining Association Rules and Frequent Itemsets
- bigrf
Big Random Forests: Classification and Regression Forests for Large Data Sets
- bigRR
Generalized Ridge Regression (with special advantage for p >> n cases)
- bmrm
Bundle Methods for Regularized Risk Minimization Package
- Boruta
A wrapper algorithm for all-relevant feature selection
BreakoutDetection
Breakout Detection via Robust E-Statistics from Twitter
- bst
Gradient Boosting
CausalImpact
Causal inference using Bayesian structural time-series models
- C50
C5.0 Decision Trees and Rule-Based Models
- caret
Classification and Regression Training
- CORElearn
Classification, regression, feature evaluation and ordinal evaluation
- CoxBoost
Cox models by likelihood based boosting for a single survival endpoint or competing risks
- Cubist
Rule- and Instance-Based Regression Modeling
- e1071
Misc Functions of the Department of Statistics (e1071), TU Wien
- earth
Multivariate Adaptive Regression Spline Models
- elasticnet
Elastic-Net for Sparse Estimation and Sparse PCA
- ElemStatLearn
Data sets, functions and examples from the book: "The Elements of Statistical Learning, Data Mining, Inference, and Prediction" by Trevor Hastie, Robert Tibshirani and Jerome Friedman
- evtree
Evolutionary Learning of Globally Optimal Trees
fable
a collection of commonly used univariate and multivariate time series forecasting models
prophet
Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth
- FSelector
A feature selection framework, based on subset-search or feature ranking approches
- frbs
Fuzzy Rule-based Systems for Classification and Regression Tasks
- GAMBoost
Generalized linear and additive models by likelihood based boosting
- gamboostLSS
Boosting Methods for GAMLSS
- gbm
Generalized Boosted Regression Models
- glmnet
Lasso and elastic-net regularized generalized linear models
- glmpath
L1 Regularization Path for Generalized Linear Models and Cox Proportional Hazards Model
- GMMBoost
Likelihood-based Boosting for Generalized mixed models
- grplasso
Fitting user specified models with Group Lasso penalty
- grpreg
Regularization paths for regression models with grouped covariates
- h2o
Deeplearning, Random forests, GBM, KMeans, PCA, GLM
- hda
Heteroscedastic Discriminant Analysis
- ipred
Improved Predictors
- kernlab
kernlab: Kernel-based Machine Learning Lab
- klaR
Classification and visualization
- kohonen
Supervised and Unsupervised Self-Organising Maps
- L0Learn
Fast algorithms for best subset selection
- lars
Least Angle Regression, Lasso and Forward Stagewise
- lasso2
L1 constrained estimation aka ‘lasso’
- LiblineaR
Linear Predictive Models Based On The Liblinear C/C++ Library
- lightgbm
Light Gradient Boosting Machine
lme4
Mixed-effects models
- nlme
Mixed-effects models, handling user-specified matrix of residual covariance, relevant for the analysis of repeated observations in longitudinal trials
- glmmTMB
Generalized mixed-effects models, handling user-specified matrix of residual covariance, relevant for the analysis of repeated observations in longitudinal trials
- LogicReg
Logic Regression
- maptree
Mapping, pruning, and graphing tree models
- mboost
Model-Based Boosting
mlr
Extensible framework for classification, regression, survival analysis and clustering [DEPRECIATED]
mlr3
Next generation extensible framework for classification, regression, survival analysis and clustering
- mvpart
Multivariate partitioning
MXNet
MXNet brings flexible and efficient GPU computing and state-of-art deep learning to R
- ncvreg
Regularization paths for SCAD- and MCP-penalized regression models
- nnet
eed-forward Neural Networks and Multinomial Log-Linear Models
- oblique.tree
Oblique Trees for Classification Data
- pamr
Pam: prediction analysis for microarrays
- party
A Laboratory for Recursive Partytioning
- partykit
A Toolkit for Recursive Partytioning
- penalized
L1 (lasso and fused lasso) and L2 (ridge) penalized estimation in GLMs and in the Cox model
- penalizedLDA
Penalized classification using Fisher's linear discriminant
- penalizedSVM
Feature Selection SVM using penalty functions
- quantregForest
quantregForest: Quantile Regression Forests
- randomForest
randomForest: Breiman and Cutler's random forests for classification and regression
- randomForestSRC
randomForestSRC: Random Forests for Survival, Regression and Classification (RF-SRC)
ranger
A Fast Implementation of Random Forests
- rattle
Graphical user interface for data mining in R
- rda
Shrunken Centroids Regularized Discriminant Analysis
- rdetools
Relevant Dimension Estimation (RDE) in Feature Spaces
- REEMtree
Regression Trees with Random Effects for Longitudinal (Panel) Data
- relaxo
Relaxed Lasso
- rgenoud
R version of GENetic Optimization Using Derivatives
- rgp
R genetic programming framework
- Rmalschains
Continuous Optimization using Memetic Algorithms with Local Search Chains (MA-LS-Chains) in R
- rminer
Simpler use of data mining methods (e.g. NN and SVM) in classification and regression
- ROCR
Visualizing the performance of scoring classifiers
- RoughSets
Data Analysis Using Rough Set and Fuzzy Rough Set Theories
- rpart
Recursive Partitioning and Regression Trees
- RPMM
Recursively Partitioned Mixture Model
- RSNNS
Neural Networks in R using the Stuttgart Neural Network Simulator (SNNS)
- Rsomoclu
Parallel implementation of self-organizing maps
- RWeka
R/Weka interface
- RXshrink
RXshrink: Maximum Likelihood Shrinkage via Generalized Ridge or Least Angle Regression
- sda
Shrinkage Discriminant Analysis and CAT Score Variable Selection
- SDDA
Stepwise Diagonal Discriminant Analysis
SuperLearner
and - Multi-algorithm ensemble learning packages
survminer
Survival Analysis & Visualization
- survival
Survival Analysis
- svmpath
svmpath: the SVM Path algorithm
- tgp
Bayesian treed Gaussian process models
- tidymodels
A collection of packages for modeling and statistical analysis that share the underlying design philosophy, grammar, and data structures of the tidyverse
- torch
Tensors and Neural Networks with 'GPU' Acceleration
- tree
Classification and regression trees
- varSelRF
Variable selection using random forests
xgboost
eXtreme Gradient Boosting Tree model, well known for its speed and performance
Natural Language Processing
text2vec
Fast Text Mining Framework for Vectorization and Word Embeddings
- tm
A comprehensive text mining framework for R
- openNLP
Apache OpenNLP Tools Interface
- koRpus
An R Package for Text Analysis
- zipfR
Statistical models for word frequency distributions
- NLP
Basic functions for Natural Language Processing
LDAvis
Interactive visualization of topic models
- topicmodels
Topic modeling interface to the C code developed by by David M. Blei for Topic Modeling (Latent Dirichlet Allocation (LDA), and Correlated Topics Models (CTM))
- syuzhet
Extracts sentiment from text using three different sentiment dictionaries
- SnowballC
Snowball stemmers based on the C libstemmer UTF-8 library
quanteda
R functions for Quantitative Analysis of Textual Data
Topic Models Resources
Topic Models learning and R related resources
- NLP for
NLP related resources in R. @Chinese
MonkeyLearn
🐒 R package for text analysis with Monkeylearn 🐒
- tidytext
Implementing tidy principles of Hadley Wickham to text mining
utf8
Manipulating and printing UTF-8 text that fixes multiple bugs in R's UTF-8 handling
- corporaexplorer
Dynamic exploration of text collections
Bayesian
- brms
High-level interface for Bayesian regression models using Stan
- coda
Output analysis and diagnostics for MCMC
- mcmc
Markov Chain Monte Carlo
- MCMCpack
Markov chain Monte Carlo (MCMC) Package
- R2WinBUGS
Running WinBUGS and OpenBUGS from R / S-PLUS
- BRugs
R interface to the OpenBUGS MCMC software
- rjags
R interface to the JAGS MCMC library
- rstan
R interface to the Stan MCMC software
Optimization
- lpSolve
Interface to to Solve Linear/Integer Programs
- minqa
Derivative-free optimization algorithms by quadratic approximation
- nloptr
NLopt is a free/open-source library for nonlinear optimization
- ompr
Model mixed integer linear programs in an algebraic way directly in R
- Rglpk
R/GNU Linear Programming Kit Interface
- ROI
The R Optimization Infrastructure ('ROI') is a sophisticated framework for handling optimization problems in R
Finance
- quantmod
Quantitative Financial Modelling & Trading Framework for R
- pedquant
Public Economic Data and Quantitative Analysis
- TTR
Functions and data to construct technical trading rules with R
- PerformanceAnalytics
Econometric tools for performance and risk analysis
- zoo
S3 Infrastructure for Regular and Irregular Time Series
- xts
eXtensible Time Series
- tseries
Time series analysis and computational finance
- fAssets
Analysing and Modelling Financial Assets
scorecard
Credit Risk Scorecard
Bioinformatics and Biostatistics
- Bioconductor
Tools for the analysis and comprehension of high-throughput genomic data
- genetics
Classes and methods for handling genetic data
- gap
An integrated package for genetic data analysis of both population and family data
- ape
Analyses of Phylogenetics and Evolution
- pheatmap
Pretty heatmaps made easy
lme4
Generalized mixed-effects models
- nlme
Mixed-effects models, handling user-specified matrix of residual covariance, relevant for the anaysis of repeated observations in longitudinal trials
- glmmTMB
Generalized mixed-effects models, handling user-specified matrix of residual covariance, relevant for the anaysis of repeated observations in longitudinal trials
Network Analysis
Network Analysis List
Network Analysis related resources
- igraph
A collection of network analysis tools
- network
Basic tools to manipulate relational data in R
- sna
Basic network measures and visualization tools
netdiffuseR
Tools for Analysis of Network Diffusion
- networkDynamic
Support for dynamic, (inter)temporal networks
- ndtv
Tools to construct animated visualizations of dynamic network data in various formats
- statnet
The project behind many R network analysis packages
- ergm
Exponential random graph models in R
- latentnet
Latent position and cluster models for network objects
- tnet
Network measures for weighted, two-mode and longitudinal networks
- rgexf
Export network objects from R to , for manipulation with network software like or
visNetwork
Using vis.js library for network visualization
tidygraph
A tidy API for graph manipulation
Spatial
- CRAN Task View: Analysis of Spatial Data
Spatial Analysis related resources
- Leaflet
One of the most popular JavaScript libraries interactive maps
ggmap
Plotting maps in R with ggplot2
REmap
R interface to the JavaScript library ECharts for interactive map data visualization
- sf
Improved Classes and Methods for Spatial Data
- sp
Classes and Methods for Spatial Data
- rgeos
Interface to Geometry Engine - Open Source
- rgdal
Bindings for the Geospatial Data Abstraction Library
- maptools
Tools for Reading and Handling Spatial Objects
gstat
Spatial and spatio-temporal geostatistical modelling, prediction and simulation
spacetime
R classes and methods for spatio-temporal data
- RColorBrewer
Provides color schemes for maps
spatstat
Spatial Point Pattern Analysis, Model-Fitting, Simulation, Tests
- spdep
Spatial Dependence: Weighting Schemes, Statistics and Models
tigris
Download and use Census TIGER/Line shapefiles in R
- GWmodel
Geographically-Weighted Models
tmap
R package for thematic maps
R Development
Package Development List
R packages to improve package development
- promises
Abstractions for Promise-Based Asynchronous Programming
devtools
Tools to make an R developer's life easier
testthat
An R package to make testing fun
R6
simpler, faster, lighter-weight alternative to R's built-in classes
pryr
Make it easier to understand what's going on in R
roxygen
Describe your functions in comments next to their definitions
lineprof
Visualise line profiling results in R
renv
Make your R projects more isolated, portable, and reproducible
installr
Functions for installing softwares from within R (for Windows)
import
An import mechanism for R
box
A modern module system for R
- Rocker
R configurations for
RStudio Addins
List of RStudio addins
drat
Creation and use of R repositories on GitHub or other repos
covr
Test coverage for your R package and (optionally) upload the results to or
lintr
Static code analysis for R to enforce code style
staticdocs
Generate static html documentation for an R package
sinew
Generate roxygen2 skeletons populated with information scraped from the function script
Logging
futile.logger
A logging package in R similar to log4j
log4r
A log4j derivative for R
- logging
A logging package emulating the python logging package
Data Packages
engsoccerdata
English and European soccer results 1871-2016
- gapminder
Excerpt from the Gapminder dataset (data about countries through the past 50 years)
- wbstats
Tools for searching and downloading data and statistics from the World Bank Data API and the World Bank Data Catalog API
ICON
complex systems & networks datasets from the Index of COmplex Networks (ICON) database
RCOBOLDI
Import COBOL CopyBook data files directly into R as properly structured data frames. Package builds are available via and
Other Tools
Other Interpreters
- CXXR
Refactorising R into C++
- fastR
FastR is an implementation of the R Language in Java atop Truffle and Graal
- pqR
a "pretty quick" implementation of R
- renjin
a JVM-based interpreter for R
rho
Refactor the interpreter of the R language into a fully-compatible, efficient, VM for R
riposte
a fast interpreter and JIT for R
- TERR
TIBCO Enterprise Runtime for R
Learning R
- swirl
An interactive R tutorial directly in your R console
DataScienceR
a list of R tutorials for Data Science, NLP and Machine Learning
Resources / Websites / Manuals
- R-project
The R Project for Statistical Computing
- An Introduction to R
A very good introductory text on R, also covers some advanced topic. See also the section on
- CRAN Contributed Docs
CRAN Contributed Documentation in many languages
- Quick-R
An excellent quick reference
- tryR
A quick course for getting started with R
Resources / Websites / Tools and References
- RDocumentation
Search through all CRAN, Bioconductor, Github packages and their archives with RDocumentation
- rdrr.io
Find R package documentation. Try R packages in your browser
- CRAN Task Views
Task Views for CRAN packages
- rnotebook.io
Create online R Jupyter Notebooks for free
Resources / Websites / News and Info
- R Weekly
Weekly updates about R and Data Science. R Weekly is openly developed on GitHub
- R Bloggers
There are people scattered across the Web who blog about R. This is simply an aggregator of many of those feeds
- R-users
A job board for R users (and the people who are looking to hire them)
Resources / Books / Free and Online
- R for Data Science by Garrett Grolemund & Hadley Wickham
Free book from RStudio developers with emphasis on data science workflow
- R Cookbook by Winston Chang
A problem-oriented online book that supports his
- Advanced R, 2nd ed. by Hadley Wickham (2019)
An online version of the Advanced R book
- R Packages, 2nd ed. by Hadley Wickham & Jennifer Bryan
A book (in paper and website formats) on writing R packages
Resources / Books / Free and Online / Books written as part of the Johns Hopkins Data Science Specialization:
- Exploratory Data Analysis with R by Roger D. Peng (2016)
Basic analytical skills for all sorts of data in R
- R Programming for Data Science by Roger D. Peng (2019)
More advanced data analysis that relies on R programming
- Report Writing for Data Science in R by Roger D. Peng (2019)
R-based methods for reproducible research and report generation
Resources / Books / Free and Online
- R for SAS and SPSS users by Bob Muenchen (2012)
An excellent resource for users already familiar with SAS or SPSS
- Introduction to Statistical Learning with Application in R by Gareth James et al. (2017)
A simplified and "operational" version of . Free softcopy provided by its authors
- The R Inferno by Patrick Burns (2011)
Patrick Burns gives insight into R's ins and outs along with its quirks!
- Efficient R Programming by Colin Gillespie & Robin Lovelace (2017)
An online version of the O’Reilly book: Efficient R Programming
- The R Programming Wikibook
A collaborative handbook for R
Resources / Books / Paid
- The Art of R Programming
It's a good resource for systematically learning fundamentals such as types of objects, control statements, variable scope, classes and debugging in R
- R Cookbook, 2nd ed. by JD Long & Paul Teetor (2019)
A quick and simple introduction to conducting many common statistical tasks with R
- R in Action
This book aims at all levels of users, with sections for beginning, intermediate and advanced R ranging from "Exploring R data structures" to running regressions and conducting factor analyses
- Use R! Series by Springer
This series of inexpensive and focused books from Springer publish shorter books aimed at practitioners. Books can discuss the use of R in a particular subject area, such as Bayesian networks, ggplot2 and Rcpp
- Learning R Programming
Learning R as a programming language from basics to advanced topics
Resources / Books / Book/monograph Lists and Reviews
R Books List
List of R Books
Readings in Applied Data Science
These readings reflect Hadley's personal thoughts about applied data science
Resources / Podcasts
- Not So Standard Deviations
The Data Science Podcast
Resources / Podcasts / Not So Standard Deviations
- @Roger Peng
and
Resources / Podcasts
- R World News
R World News helps you keep up with happenings within the R community
Resources / Podcasts / R World News
- @Bob Rudis
and
Resources / Podcasts
- The R-Podcast
Giving practical advice on how to use R
Resources / Podcasts / The R-Podcast
Resources / Podcasts
- R Talk
News and discussions of statistical software and language R
Resources / Podcasts / R Talk
- @Oliver Keyes
, , and
Resources / Podcasts
- R Weekly
Weekly news updates about the R community
Resources / Reference Cards
- R Reference Card 2.0
Material from R for Beginners by permission of Emmanuel Paradis (Version 2 by Matt Baggott)
- Regression Analysis Refcard
R Reference Card for Regression Analysis
- Reference Card for ESS
Reference Card for ESS
Resources / MOOCs
- Johns Hopkins University Data Science Specialization
9 courses including: Introduction to R, literate analysis tools, Shiny and some more
- HarvardX Biomedical Data Science
Introduction to R for the Life Sciences
- Explore Statistics with R
Covers introduction, data handling and statistical analysis in R
Resources / Lists
Books
List of R Books
- ggplot2 Extensions
Showcases of ggplot2 extensions
- Natural Language Processing
NLP related resources in R. @Chinese
Network Analysis
Network Analysis related resources
Open Data
Using R to obtain, parse, manipulate, create, and share open data
Posts
Great R blog posts or Rticles
Package Development
R packages to improve package development
- R Project Conferences
Information about useR! Conferences and DSC Conferences
RStartHere
A guide to some of the most useful R packages, organized by workflow
RStudio Addins
List of RStudio addins
Topic Models
Topic Models learning and R related resources
Web Technologies
Information about how to use R and the world wide web together
Resources / R Ecosystems
- rOpenGov
Open government data, computational social science, digital humanities
- rOpenHealth
Public health data
- rOpenSci
Open science
Resources / 2018
fable
univariate and multivariate time series forecasting models
- r2d3
R Interface to D3 Visualizations
rstats-ed
List of courses teaching R
- promises
Abstractions for Promise-Based Asynchronous Programming
- tinytex
A lightweight and easy-to-maintain LaTeX distribution
Readings in Applied Data Science
These readings reflect Hadley's personal thoughts about applied data science
Resources / 2017
prophet
Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth
tidyverse
Easily install and load packages from the tidyverse
purrr
A functional programming toolkit for R
hrbrthemes
🔏 Opinionated, typographic-centric ggplot2 themes and theme components
xaringan
Create HTML5 slides with R Markdown and the JavaScript library
blogdown
Create Blogs and Websites with R Markdown
glue
Glue strings to data in R. Small, fast, dependency free interpreted string literals
covr
Test coverage reports for R
lintr
Static Code Analysis for R
reprex
Render bits of R code for sharing, e.g., on GitHub or StackOverflow
reticulate
R Interface to Python
tensorflow
TensorFlow for R
utf8
Manipulating and printing UTF-8 text that fixes multiple bugs in R's UTF-8 handling
Patchwork
Combine separate ggplots into the same graphic
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endymecy/awesome-deeplearning-resources
emijrp/awesome-awesome
fleveque/awesome-awesomes
leipzig/awesome-reproducible-research
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flyhigher139/awesome-collection
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