Ranked awesome lists, all in one place
This list is a copy of qinwf/awesomeR with ranks
Awesome R
A curated list of awesome R packages and tools. Inspired by awesomemachinelearning ★33352.
For better navigation, see https://awesomer.com
for Top 50 CRAN downloaded packages or repos with 400+

Awesome R
 2017
 Integrated Development Environments
 Syntax
 Data Manipulation
 Graphic Displays
 Html Widgets
 Reproducible Research
 Web Technologies and Services
 Parallel Computing
 High Performance
 Language API
 Database Management
 Machine Learning
 Natural Language Processing
 Bayesian
 Optimization
 Finance
 Bioinformatics and Biostatistics
 Network Analysis
 Spatial
 R Development
 Logging
 Data Packages
 Other Tools
 Other Interpreters
 Learning R
 Resources
 Other Awesome Lists
 Contributing
2018
 Readings in Applied Data Science ★1239  These readings reflect Hadley’s personal thoughts about applied data science.
 promises  Abstractions for PromiseBased Asynchronous Programming
 tinytex  A lightweight and easytomaintain LaTeX distribution
2017
 prophet  Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or nonlinear growth.
 tidyverse ★531  Easily install and load packages from the tidyverse
 purrr ★643  A functional programming toolkit for R
 hrbrthemes ★383  🔏 Opinionated, typographiccentric ggplot2 themes and theme components
 xaringan ★461  Create HTML5 slides with R Markdown and the JavaScript library
 blogdown ★719  Create Blogs and Websites with R Markdown
 glue ★272  Glue strings to data in R. Small, fast, dependency free interpreted string literals.
 covr  Test coverage reports for R
 lintr ★458  Static Code Analysis for R
 reprex  Render bits of R code for sharing, e.g., on GitHub or StackOverflow.
 reticulate ★608  R Interface to Python
 tensorflow ★1027  TensorFlow for R
 utf8 ★75  Manipulating and printing UTF8 text that fixes multiple bugs in R’s UTF8 handling.
Integrated Development Environments
Integrated Development Environment
 RStudio  A powerful and productive user interface for R. Works great on Windows, Mac, and Linux.
 Emacs + ESS  Emacs Speaks Statistics is an addon package for emacs text editors.
 Sublime Text + RBox  Addon package for Sublime Text 2/3.
 TextMate + r.tmblundle ★22 ⏳1Y  Addon package for TextMate 1/2.
 StatET  An Eclipse based IDE for R.
 Revolution R Enterprise  Revolution R would be offered free to academic users and commercial software would focus on big data, large scale multiprocessor functionality.
 R Commander  A package that provides a basic graphical user interface.
 IRkernel ★918  R kernel for Jupyter.
 Deducer  A Menu driven data analysis GUI with a spreadsheet like data editor.
 Radiant  A platformindependent browserbased interface for business analytics in R, based on the Shiny.
 VimR ★117 ⏳2Y  Vim plugin for R.
 NvimR ★334  Neovim plugin for R.
 JASP  A complete package for both Bayesian and Frequentist methods, that is familiar to users of SPSS.
 Bio7  A IDE contains tools for model creation, scientific image analysis and statistical analysis for ecological modelling.
 RTVS  R Tools for Visual Studio.
 rtichoke ★262  A modern R console with syntax highlighting.
Syntax
Packages change the way you use R.
 magrittr  Let’s pipe it.
 pipeR ★127 ⏳1Y  Multiparadigm Pipeline Implementation.
 lambda.r ★120  Functional programming and simple pattern matching in R.
 purrr  A FP package for R in the spirit of underscore.js.
Data Manipulation
Packages for cooking data.
 dplyr  Fast data frames manipulation and database query.
 data.table ★1450  Fast data manipulation in a short and flexible syntax.
 reshape2 ★173  Flexible rearrange, reshape and aggregate data.
 readr  A fast and friendly way to read tabular data into R.
 haven  Improved methods to import SPSS, Stata and SAS files in R.
 tidyr  Easily tidy data with spread and gather functions.
 broom  Convert statistical analysis objects into tidy data frames.
 rlist ★118 ⏳1Y  A toolbox for nontabular data manipulation with lists.
 jsonlite  A robust and quick way to parse JSON files in R.
 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 memorymapped matrices. The big* packages provide additional tools including linear models (biglm) and Random Forests (bigrf ★92 ⏳2Y).
 fuzzyjoin ★321  Join tables together on inexact matching.
 tidyverse  Easily install and load packages from the tidyverse.
Graphic Displays
Packages for showing data.
 ggplot2  An implementation of the Grammar of Graphics.
 ggfortify ★350  A unified interface to ggplot2 popular statistical packages using one line of code.
 ggrepel ★491  Repel overlapping text labels away from each other.
 ggalt ★345  Extra Coordinate Systems, Geoms and Statistical Transformations for ggplot2.
 ggtree ★234  Visualization and annotation of phylogenetic tree.
 ggtech ★189  ggplot2 tech themes and scales
 ggplot2 Extensions  Showcases of ggplot2 extensions.
 lattice  A powerful and elegant highlevel data visualization system.
 corrplot ★134  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 highquality display output.
 extrafont ★157 ⏳2Y  Tools for using fonts in R graphics.
 showtext ★183  Enable R graphics device to show text using system fonts.
 animation  A simple way to produce animated graphics in R, using ImageMagick.
 gganimate ★601  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 ★383  🔏 Opinionated, typographiccentric ggplot2 themes and theme components.
 waffle ★316  🍁 Make waffle (square pie) charts in R
HTML Widgets
Packages for interactive visualizations.
 d3heatmap ★202  Interactive heatmaps with D3.
 DataTables  Displays R matrices or data frames as interactive HTML tables.
 DiagrammeR ★989  Create JS graph diagrams and flowcharts in R.
 dygraphs ★234  Charting timeseries data in R.
 formattable  Formattable Data Structures.
 ggvis ★633  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 ★103  Interactive scatterplots with D3.
 plotly ★1242  Interactive ggplot2 and Shiny plotting with plot.ly.
 rCharts ★1129 ⏳1Y  Interactive JS Charts from R.
 rbokeh  R Interface to Bokeh.
 threejs ★206  Interactive 3D scatter plots and globes.
 timevis ★251  Create fully interactive timeline visualizations.
 visNetwork ★229  Using vis.js library for network visualization.
 wordcloud2 ★233  R interface to wordcloud2.js.
 highcharter ★328  R wrapper for highcharts based on htmlwidgets
Reproducible Research
Packages for literate programming and reproducible workflows.
 knitr  Easy dynamic report generation in R.
 tinytex  A lightweight and easytomaintain LaTeX distribution
 xtable  Export tables to LaTeX or HTML.
 rapport  An R templating system.
 rmarkdown  Dynamic documents for R.
 slidify ★799 ⏳1Y  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 ★97  Install packages from snapshots on the checkpoint server.
 brew  Precompute data to enhance your report templates. Can be combined with knitr.
 ReporteRs  An R package to generate Microsoft Word, Microsoft PowerPoint and HTML reports.
 bookdown  Authoring Books with R Markdown.
 ezknitr  Avoid the typical working directory pain when using ‘knitr’
 drake ★336  An rOpenSci package for reproducible data science workflows too big for knitr.
Web Technologies and Services
Packages to surf the web.
 Web Technologies List ★142  Information about how to use R and the world wide web together.
 shiny  Easy interactive web applications with R. See also awesomershiny ★150
 shinyjs ★361  Easily improve the user interaction and user experience in your Shiny apps in seconds.
 RCurl  General network (HTTP/FTP/…) client interface for R.
 httr  Userfriendly RCurl wrapper.
 httpuv ★113  HTTP and WebSocket server library.
 XML  Tools for parsing and generating XML within R.
 rvest ★942  Simple web scraping for R, using CSSSelect or XPath syntax.
 OpenCPU  HTTP API for R.
 Rfacebook ★312  Access to Facebook API via R.
 RSiteCatalyst ★112  R client library for the Adobe Analytics.
 plumber ★635  A library to expose existing R code as web API.
Parallel Computing
Packages for parallel computing.
 parallel  R started with release 2.14.0 which includes a new package parallel incorporating (slightly revised) copies of packages multicore and snow.
 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, crossplatform unified Future API for parallel and distributed processing in R; designed for beginners as well as advanced developers.
 SparkR ★647 ⏳2Y  R frontend for Spark.
 DistributedR ★146 ⏳2Y  A scalable highperformance platform from HP Vertica Analytics Team.
 ddR ★108  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
Packages for making R faster.
 Rcpp  Rcpp provides a powerful API on top of R, make function in R extremely faster.
 Rcpp11 ★71 ⏳2Y  Rcpp11 is a complete redesign of Rcpp, targetting C++11.
 compiler  speeding up your R code using the JIT
Language API
Packages for other languages.
 rJava  Lowlevel R to Java interface.
 jvmr ★14 ⏳3Y  Integration of R, Java, and Scala.
 rJython  R interface to Python via Jython.
 rPython  Package allowing R to call Python.
 runr ★77  Run Julia and Bash from R.
 RJulia ★122  R package Call Julia.
 JuliaCall ★37  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 RtoMATLAB connectivity.
 RcppOctave ★13 ⏳1Y  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
Packages for managing data.
 RODBC  ODBC database access for R.
 DBI  Defines a common interface between the R and database management systems.
 elastic ★183  Wrapper for the Elasticsearch HTTP API
 mongolite  Streaming Mongo Client for R
 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.
 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.
 rredis  Redis client for R.
 RCassandra  Direct interface (not Java) to the most basic functionality of Apache Cassanda.
 RHive ★123  R extension facilitating distributed computing via Apache Hive.
 RNeo4j ★213  Neo4j graph database driver.
 rpostgis ★31  R interface to PostGIS database and get spatial objects in R.
Machine Learning
Packages for making R cleverer.
 AnomalyDetection ★2529  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 allrelevant feature selection
 BreakoutDetection ★631  Breakout Detection via Robust EStatistics from Twitter.
 bst  Gradient Boosting
 CausalImpact ★800  Causal inference using Bayesian structural timeseries models.
 C50  C5.0 Decision Trees and RuleBased Models
 caret  Classification and Regression Training
 Clever Algorithms For Machine Learning ★244 ⏳1Y
 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 InstanceBased Regression Modeling
 e1071  Misc Functions of the Department of Statistics (e1071), TU Wien
 earth  Multivariate Adaptive Regression Spline Models
 elasticnet  ElasticNet 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
 forecast  Timeseries forecasting using ARIMA, ETS, STLM, TBATS, and neural network models
 forecastHybrid  Automatic ensemble and cross validation of ARIMA, ETS, STLM, TBATS, and neural network models from the “forecast” package
 prophet  Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or nonlinear growth.
 FSelector  A feature selection framework, based on subsetsearch or feature ranking approches.
 frbs  Fuzzy Rulebased 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 elasticnet regularized generalized linear models
 glmpath  L1 Regularization Path for Generalized Linear Models and Cox Proportional Hazards Model
 GMMBoost  Likelihoodbased 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: Kernelbased Machine Learning Lab
 klaR  Classification and visualization
 kohonen  Supervised and Unsupervised SelfOrganising Maps.
 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
 lme4 ★270  Mixedeffects models
 LogicReg  Logic Regression
 maptree  Mapping, pruning, and graphing tree models
 mboost  ModelBased Boosting
 Machine Learning For Hackers ★3331
 mlr ★979  Extensible framework for classification, regression, survival analysis and clustering
 mvpart  Multivariate partitioning
 MXNet  MXNet brings flexible and efficient GPU computing and stateofart deep learning to R.
 ncvreg  Regularization paths for SCAD and MCPpenalized regression models
 nnet  eedforward Neural Networks and Multinomial LogLinear 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 (RFSRC).
 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 (MALSChains) 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 selforganizing 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 ★116 and subsemble  Multialgorithm ensemble learning packages.
 svmpath  svmpath: the SVM Path algorithm
 tgp  Bayesian treed Gaussian process models
 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
Packages for Natural Language Processing.
 text2vec ★503  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 ★322  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 UTF8 library.
 quanteda  R functions for Quantitative Analysis of Textual Data.
 Topic Models Resources ★147 ⏳2Y  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 ★75  Manipulating and printing UTF8 text that fixes multiple bugs in R’s UTF8 handling.
Bayesian
Packages for Bayesian Inference.
 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 / SPLUS.
 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
Packages for Optimization.

lpSolve  Interface to
Lp_solve
to Solve Linear/Integer Programs.  minqa  Derivativefree optimization algorithms by quadratic approximation.
 nloptr  NLopt is a free/opensource 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
Packages for dealing with money.
 quantmod  Quantitative Financial Modelling & Trading Framework for R.
 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.
Bioinformatics and Biostatistics
Packages for processing biological datasets.
 Bioconductor  Tools for the analysis and comprehension of highthroughput 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.
Network Analysis
Packages to construct, analyze and visualize network data.
 Network Analysis List ★1044  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 ★28  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, twomode and longitudinal networks.
 rgexf  Export network objects from R to GEXF, for manipulation with network software like Gephi or Sigma.
 visNetwork ★229  Using vis.js library for network visualization.
Spatial
Packages to explore the earth.
 CRAN Task View: Analysis of Spatial Data Spatial Analysis related resources.
 Leaflet  One of the most popular JavaScript libraries interactive maps.
 ggmap ★369  Plotting maps in R with ggplot2.
 REmap ★182  R interface to the JavaScript library ECharts for interactive map data visualization.
 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 ★41  Spatial and spatiotemporal geostatistical modelling, prediction and simulation.
 spacetime ★26  R classes and methods for spatiotemporal data.
 RColorBrewer  Provides color schemes for maps
 spatstat ★54  Spatial Point Pattern Analysis, ModelFitting, Simulation, Tests
 spdep  Spatial Dependence: Weighting Schemes, Statistics and Models
 tigris ★107  Download and use Census TIGER/Line shapefiles in R
R Development
Packages for packages.
 Package Development List ★34  R packages to improve package development.
 promises  Abstractions for PromiseBased Asynchronous Programming
 devtools  Tools to make an R developer’s life easier.
 testthat  An R package to make testing fun.
 R6  simpler, faster, lighterweight alternative to R’s builtin classes.
 pryr ★148  Make it easier to understand what’s going on in R.
 roxygen ★277  Describe your functions in comments next to their definitions.
 lineprof ★93 ⏳2Y  Visualise line profiling results in R.
 packrat ★259  Make your R projects more isolated, portable, and reproducible.
 installr ★145  Functions for installing softwares from within R (for Windows).
 import ★84 ⏳1Y  An import mechanism for R.
 modules ★141  An alternative (Python style) module system for R.
 Rocker  R configurations for Docker.
 RStudio Addins  List of RStudio addins.
 drat ★86  Creation and use of R repositories on GitHub or other repos.
 covr  Test coverage for your R package and (optionally) upload the results to coveralls or codecov.
 lintr ★458  Static code analysis for R to enforce code style.
 staticdocs  Generate static html documentation for an R package.
Logging
Packages for Logging
 futile.logger ★104  A logging package in R similar to log4j
 log4r ★42 ⏳1Y  A log4j derivative for R
 logging  A logging package emulating the python logging package.
Data Packages
Handy Data Packages
 engsoccerdata ★334  English and European soccer results 18712016.
 gapminder  Excerpt from the Gapminder dataset (data about countries throught the past 50 years).
Other Tools
Handy Tools for R
 git2r ★127  Gives you programmatic access to Git repositories from R.
Other Interpreters
Alternative R engines.
 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 JVMbased interpreter for R.
 rho ★130 ⏳1Y  Refactor the interpreter of the R language into a fullycompatible, efficient, VM for R.
 riposte ★79 ⏳2Y  a fast interpreter and JIT for R.
 TERR  TIBCO Enterprise Runtime for R.
Learning R
Packages for Learning R.
 swirl  An interactive R tutorial directly in your R console.
 DataScienceR ★1075  a list of R tutorials for Data Science, NLP and Machine Learning.
Resources
Where to discover new Resources.
Websites
 Rproject  The R Project for Statistical Computing.
 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.
 QuickR  An excellent quick reference.
 Advanced R  An online version of the Advanced R book.
 Efficient R Programming  An online home of the O’Reilly book: Efficient R Programming.
 CRAN Task Views  Task Views for CRAN packages.
 The R Programming Wikibook  A collaborative handbook for R.
 Rusers  A job board for R users (and the people who are looking to hire them)
 R Cookbook  A problemoriented website that supports the R Graphics Cookbook.
 tryR  A quick course for getting started with R.
 RDocumentation  Search through all CRAN, Bioconductor, Github packages and their archives with RDocumentation.
Books
 Readings in Applied Data Science ★1239  These readings reflect Hadley’s personal thoughts about applied data science.
 R Books List ★96  List of R Books.
 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.
 Free Books  CRAN Contributed Documentation in many languages.
 R Cookbook  A quick and simple introduction to conducting many common statistical tasks with R.
 Books written as part of the Johns Hopkins Data Science Specialization:
 Exploratory Data Analysis with R  Basic analytical skills for all sorts of data in R.
 R Programming for Data Science  More advanced data analysis that relies on R programming.
 Report Writing for Data Science in R  Rbased methods for reproducible research and report generation.
 R Packages  A book (in paper and website formats) on writing R packages.
 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!  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.
 R for SAS and SPSS users  An excelllent resource for users already familiar with SAS or SPSS.
 An Introduction to R  A very good introductory text on R, also covers some advanced topics.
 Introduction to Statistical Learning with Application in R  A simplified and “operational” version of The Elements of Statistical Learning. Free softcopy provided by its authors.
 The R Inferno  Patrick Burns gives insight into R’s ins and outs along with its quirks!
 R for Data Science  Free book from RStudio developers with emphasis on data science workflow.
 Learning R Programming  Learning R as a programming language from basics to advanced topics.
Podcasts
 Not So Standard Deviations  The Data Science Podcast.

R World News  R World News helps you keep up with happenings within the R community.
 @Bob Rudis and @Jay Jacobs.
 The RPodcast  Giving practical advice on how to use R.
 R Talk  News and discussions of statistical software and language R.
 R Weekly  Weekly news updates about the R community.
Reference Cards
 RStudio Cheat Sheets
 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.
MOOCs
Massive open online courses.
 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.
Lists
Great resources for learning domain knowledge.
 Books ★96  List of R Books.
 ggplot2 Extensions  Showcases of ggplot2 extensions.
 Natural Language Processing  NLP related resources in R. @Chinese
 Network Analysis ★1044  Network Analysis related resources.
 Open Data ★135  Using R to obtain, parse, manipulate, create, and share open data.
 Posts  Great R blog posts or Rticles.
 Package Development ★34  R packages to improve package development.
 R Project Conferences  Information about useR! Conferences and DSC Conferences.
 RStartHere ★505  A guide to some of the most useful R packages, organized by workflow.
 RStudio Addins ★384  List of RStudio addins.
 Topic Models ★147 ⏳2Y  Topic Models learning and R related resources.
 Web Technologies ★142  Information about how to use R and the world wide web together.
Other Awesome Lists
Contributing
Your contributions are always welcome!
This work is licensed under the Creative Commons AttributionNonCommercialShareAlike 4.0 International License  CC BYNCSA 4.0
This list is a copy of qinwf/awesomeR with ranks