awesome-R

A curated list of awesome R packages, frameworks and software.

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Awesome R / 2023
Cookbook Polars for R

Awesome R / 2020
VSCode + VSCode R Langauage Support
gt 2,012 8 days ago Easily generate information-rich, publication-quality tables from R
lightgbm Light Gradient Boosting Machine
torch Tensors and Neural Networks with 'GPU' Acceleration

Awesome R / 2019
ggforce 916 8 months ago ggplot2 extension framework
rayshader 2,052 2 months ago 2D and 3D data visualizations via rgl
vroom 622 about 1 month ago Fast reading of delimited files

Awesome R / 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 113 over 2 years ago Add-on package for Sublime Text 2/3
TextMate + r.tmblundle 25 8 months ago 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 1,656 5 months ago 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 959 about 1 month ago 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 1,996 14 days ago (formerly rtichoke) - A modern R console with syntax highlighting
RKWard An extensible IDE/GUI for R

Awesome R / Syntax
magrittr 958 over 1 year ago Let's pipe it
pipeR 167 about 8 years ago Multi-paradigm Pipeline Implementation
lambda.r 215 about 5 years ago Functional programming and simple pattern matching in R
purrr 1,267 about 1 month ago A FP package for R in the spirit of underscore.js

Awesome R / Data Manipulation
dplyr 4,749 about 1 month ago Fast data frames manipulation and database query
data.table 3,589 3 days ago Fast data manipulation in a short and flexible syntax
reshape2 210 almost 2 years ago Flexible rearrange, reshape and aggregate data
tidyr 1,380 about 1 month ago Easily tidy data with spread and gather functions
broom 19 over 1 year ago Convert statistical analysis objects into tidy data frames
rlist 202 over 1 year ago A toolbox for non-tabular data manipulation with lists
ff Data structures designed to store large datasets
lubridate 729 2 months ago A set of functions to work with dates and times
stringi 301 3 months ago ICU based string processing package
stringr 602 about 2 months ago Consistent API for string processing, built on top of stringi
bigmemory 126 9 months ago Shared memory and memory-mapped matrices. The big* packages provide additional tools including linear models ( ) and Random Forests ( )
fuzzyjoin 666 almost 3 years ago Join tables together on inexact matching
tidyverse 1,652 4 months ago Easily install and load packages from the tidyverse
snakecase 146 9 months ago Automatically parse and convert strings into cases like snake or camel among others
DataExplorer 508 9 months ago Fast exploratory data analysis with minimum code

Awesome R / Data Formats
arrow An interface to the Arrow C++ library
feather 2,738 almost 3 years ago 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 423 3 months ago Improved methods to import SPSS, Stata and SAS files in R
jsonlite 376 16 days ago A robust and quick way to parse JSON files in R
qs 400 5 days ago Quick serialization of R objects
readxl Read excel files (.xls and .xlsx) into R
readr 1,006 2 months ago A fast and friendly way to read tabular data into R
rio 599 9 days ago A Swiss-Army Knife for Data I/O
readODS 0 4 months ago Read OpenDocument Spreadsheets into R as data.frames
RcppTOML 36 5 months ago Rcpp Bindings to C++ parser for TOML files
vroom 622 about 1 month ago Fast reading of delimited files
writexl Portable, light-weight data frame to xlsx exporter for R
yaml 162 2 months ago R package for converting objects to and from YAML

Awesome R / Graphic Displays
ggplot2 6,477 12 days ago An implementation of the Grammar of Graphics
ggfortify 527 3 months ago A unified interface to ggplot2 popular statistical packages using one line of code
ggrepel 1,213 26 days ago Repel overlapping text labels away from each other
ggalt 660 6 months ago Extra Coordinate Systems, Geoms and Statistical Transformations for ggplot2
ggstatsplot 1,987 about 1 month ago ggplot2 Based Plots with Statistical Details
ggtree 836 about 2 months ago Visualization and annotation of phylogenetic tree
ggtech 388 about 5 years ago ggplot2 tech themes and scales
ggplot2 Extensions Showcases of ggplot2 extensions
lattice 68 5 months ago A powerful and elegant high-level data visualization system
corrplot 314 2 months ago 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 315 over 1 year ago Tools for using fonts in R graphics
showtext 478 7 months ago Enable R graphics device to show text using system fonts
animation 206 over 1 year ago A simple way to produce animated graphics in R, using
gganimate 1,938 7 months ago 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 1,229 7 months ago šŸ” Opinionated, typographic-centric ggplot2 themes and theme components
waffle 777 9 months ago šŸ Make waffle (square pie) charts in R
dendextend 152 11 days ago visualizing, adjusting and comparing trees of hierarchical clustering
idendro 9 about 2 years ago interactive exploration of dendrograms (trees of hierarchical clustering)
r2d3 R Interface to D3 Visualizations
Patchwork 2,461 19 days ago Combine separate ggplots into the same graphic
plot3D Plotting Multi-Dimensional Data
plot3Drgl Plotting Multi-Dimensional Data - Using 'rgl'
httpgd 379 3 months ago Asynchronous http server graphics device for R

Awesome R / HTML Widgets
heatmaply 377 3 months ago Interactive heatmaps with D3
d3heatmap 237 over 3 years ago Interactive heatmaps with D3 (no longer maintained)
DataTables Displays R matrices or data frames as interactive HTML tables
DiagrammeR 1,695 about 2 months ago Create JS graph diagrams and flowcharts in R
dygraphs 365 7 months ago Charting time-series data in R
formattable 693 21 days ago Formattable Data Structures
ggvis 714 8 months ago 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 159 about 1 month ago Interactive scatterplots with D3
plotly 2,544 15 days ago Interactive ggplot2 and Shiny plotting with
rCharts 1,193 almost 8 years ago Interactive JS Charts from R
rbokeh R Interface to
threejs 303 about 2 years ago Interactive 3D scatter plots and globes
timevis 654 about 2 months ago Create fully interactive timeline visualizations
visNetwork 543 6 months ago Using vis.js library for network visualization
wordcloud2 397 over 2 years ago R interface to wordcloud2.js
highcharter 720 7 months ago R wrapper for highcharts based on htmlwidgets
echarts4r 593 4 months ago R wrapper to Echarts version 4

Awesome R / Reproducible Research
knitr 2,380 15 days ago Easy dynamic report generation in R
redoc 514 about 2 years ago Reversible Reproducible Documents
tinytex 982 8 days ago 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 844 about 8 years ago Generate reproducible html5 slides from R markdown
Sweave A package designed to write LaTeX reports using R
texreg 111 2 months ago Formatting statistical models in LaTex and HTML
checkpoint 165 over 2 years ago 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 112 about 1 year ago 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'

Awesome R / Web Technologies and Services
Web Technologies List 174 3 months ago Information about how to use R and the world wide web together
shiny 5,354 10 days ago Easy interactive web applications with R. See also
shinyjs 734 about 2 months ago Easily improve the user interaction and user experience in your Shiny apps in seconds
RCurl General network (HTTP/FTP/...) client interface for R
curl 216 16 days ago A Modern and Flexible Web Client for R
httr 986 11 months ago User-friendly RCurl wrapper
httpuv 227 26 days ago 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 1,489 3 months ago 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 350 over 4 years ago Access to Facebook API via R
RSiteCatalyst 127 over 4 years ago R client library for the Adobe Analytics
plumber 1,392 about 1 month ago A library to expose existing R code as web API
golem A framework for building production-grade Shiny apps

Awesome R / 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 641 over 8 years ago R frontend for Spark
DistributedR 162 almost 9 years ago A scalable high-performance platform from HP Vertica Analytics Team
ddR 118 almost 7 years ago 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

Awesome R / High Performance
Rcpp Rcpp provides a powerful API on top of R, make function in R extremely faster
Rcpp11 80 over 8 years ago Rcpp11 is a complete redesign of Rcpp, targetting C++11
compiler speeding up your R code using the JIT
cpp11 199 30 days ago 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

Awesome R / Language API
rJava Low-level R to Java interface
jvmr 16 about 10 years ago 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 86 about 7 years ago Run Julia and Bash from R
RJulia 146 almost 7 years ago R package Call Julia
JuliaCall 266 6 months ago 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 17 over 3 years ago Seamless Interface to Octave and Matlab
RSPerl A bidirectional interface for calling R from Perl and Perl from R
V8 199 16 days ago Embedded JavaScript Engine
htmlwidgets Bring the best of JavaScript data visualization to R
rpy2 Python interface for R

Awesome R / Database Management
RODBC ODBC database access for R
DBI 296 20 days ago Defines a common interface between the R and database management systems
elastic 244 11 months ago Wrapper for the Elasticsearch HTTP API
mongolite 287 26 days ago Streaming Mongo Client for R
odbc 388 23 days ago Connect to ODBC databases (using the DBI interface)
RMariaDB 129 20 days ago 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 330 20 days ago 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 53 over 8 years ago R driver for MongoDB
redux 89 9 months ago Redis client for R
RCassandra Direct interface (not Java) to the most basic functionality of Apache Cassandra
RHive 122 about 7 years ago R extension facilitating distributed computing via Apache Hive
RNeo4j 239 over 5 years ago Neo4j graph database driver
rpostgis 77 about 1 month ago R interface to PostGIS database and get spatial objects in R

Awesome R / Machine Learning
anomalize 338 9 months ago Tidy Anomaly Detection using Twitter's AnomalyDetection method
AnomalyDetection 3,557 about 5 years ago 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 755 about 7 years ago Breakout Detection via Robust E-Statistics from Twitter
bst Gradient Boosting
CausalImpact 1,691 about 1 year ago Causal inference using Bayesian structural time-series models
C50 C5.0 Decision Trees and Rule-Based Models
caret Classification and Regression Training
Clever Algorithms For Machine Learning 240 over 7 years ago
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 558 10 days ago a collection of commonly used univariate and multivariate time series forecasting models
prophet 18,307 12 days ago 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 ā€˜lassoā€™
LiblineaR Linear Predictive Models Based On The Liblinear C/C++ Library
lightgbm Light Gradient Boosting Machine
lme4 621 about 1 month ago 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
Machine Learning For Hackers 3,666 over 5 years ago
mlr 1,643 about 2 months ago Extensible framework for classification, regression, survival analysis and clustering [DEPRECIATED]
mlr3 931 11 days ago Next generation extensible framework for classification, regression, survival analysis and clustering
mvpart Multivariate partitioning
MXNet 20,772 12 months ago 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 772 about 1 month ago 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 273 8 months ago and - Multi-algorithm ensemble learning packages
survminer 497 6 months ago 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 571 over 6 years ago eXtreme Gradient Boosting Tree model, well known for its speed and performance

Awesome R / Natural Language Processing
text2vec 850 about 2 months ago 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 557 8 months ago 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 840 about 1 month ago R functions for Quantitative Analysis of Textual Data
Topic Models Resources 228 over 8 years ago Topic Models learning and R related resources
NLP for NLP related resources in R. @Chinese
MonkeyLearn 93 over 2 years ago šŸ’ R package for text analysis with Monkeylearn šŸ’
tidytext Implementing tidy principles of Hadley Wickham to text mining
utf8 113 20 days ago Manipulating and printing UTF-8 text that fixes multiple bugs in R's UTF-8 handling
corporaexplorer Dynamic exploration of text collections

Awesome R / Bayesian
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

Awesome R / 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

Awesome 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 159 6 months ago Credit Risk Scorecard

Awesome R / 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 621 about 1 month ago 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

Awesome R / Network Analysis
Network Analysis List 3,522 9 days ago 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 85 8 days ago 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 543 6 months ago Using vis.js library for network visualization
tidygraph 546 3 months ago A tidy API for graph manipulation

Awesome R / Spatial
CRAN Task View: Analysis of Spatial Data Spatial Analysis related resources
Leaflet One of the most popular JavaScript libraries interactive maps
ggmap 766 7 months ago Plotting maps in R with ggplot2
REmap 255 almost 5 years ago 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 195 about 1 month ago Spatial and spatio-temporal geostatistical modelling, prediction and simulation
spacetime 72 about 1 month ago R classes and methods for spatio-temporal data
RColorBrewer Provides color schemes for maps
spatstat 192 13 days ago Spatial Point Pattern Analysis, Model-Fitting, Simulation, Tests
spdep Spatial Dependence: Weighting Schemes, Statistics and Models
tigris 324 4 months ago Download and use Census TIGER/Line shapefiles in R
GWmodel Geographically-Weighted Models
tmap 12 almost 2 years ago R package for thematic maps

Awesome R / R Development
Package Development List 42 over 2 years ago R packages to improve package development
promises Abstractions for Promise-Based Asynchronous Programming
devtools 2,394 15 days ago Tools to make an R developer's life easier
testthat 888 25 days ago An R package to make testing fun
R6 409 29 days ago simpler, faster, lighter-weight alternative to R's built-in classes
pryr 201 5 months ago Make it easier to understand what's going on in R
roxygen 592 2 months ago Describe your functions in comments next to their definitions
lineprof 104 almost 9 years ago Visualise line profiling results in R
renv 1,003 8 days ago Make your R projects more isolated, portable, and reproducible
installr 271 8 months ago Functions for installing softwares from within R (for Windows)
import 222 9 months ago An import mechanism for R
box 862 about 2 months ago A modern module system for R
Rocker R configurations for
RStudio Addins 843 about 2 months ago List of RStudio addins
drat 151 about 1 month ago Creation and use of R repositories on GitHub or other repos
covr 335 about 2 months ago Test coverage for your R package and (optionally) upload the results to or
lintr 1,190 9 days ago Static code analysis for R to enforce code style
staticdocs 714 10 days ago Generate static html documentation for an R package
sinew 166 7 months ago Generate roxygen2 skeletons populated with information scraped from the function script

Awesome R / Logging
futile.logger 152 over 2 years ago A logging package in R similar to log4j
log4r 93 4 months ago A log4j derivative for R
logging A logging package emulating the python logging package

Awesome R / Data Packages
engsoccerdata 758 almost 2 years ago 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 7 over 3 years ago complex systems & networks datasets from the Index of COmplex Networks (ICON) database
RCOBOLDI 14 about 2 months ago Import COBOL CopyBook data files directly into R as properly structured data frames. Package builds are available via and

Awesome R / Other Tools
git2r 216 4 months ago Gives you programmatic access to Git repositories from R
Conda Most R packages are available through the Conda polyglot cross-platform dependency manager

Awesome R / 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 134 over 7 years ago Refactor the interpreter of the R language into a fully-compatible, efficient, VM for R
riposte 90 about 9 years ago a fast interpreter and JIT for R
TERR TIBCO Enterprise Runtime for R

Awesome R / Learning R
swirl An interactive R tutorial directly in your R console
DataScienceR 2,004 over 1 year ago 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 Oā€™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 240 almost 7 years ago List of R Books
Readings in Applied Data Science 1,616 over 6 years ago 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
@Eric Nantz

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
RStudio Cheat Sheets
RĀ ReferenceĀ CardĀ 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 240 almost 7 years ago List of R Books
ggplot2 Extensions Showcases of ggplot2 extensions
Natural Language Processing NLP related resources in R. @Chinese
Network Analysis 3,522 9 days ago Network Analysis related resources
Open Data 197 over 2 years ago Using R to obtain, parse, manipulate, create, and share open data
Posts 5,982 4 months ago Great R blog posts or Rticles
Package Development 42 over 2 years ago R packages to improve package development
R Project Conferences Information about useR! Conferences and DSC Conferences
RStartHere 663 about 5 years ago A guide to some of the most useful R packages, organized by workflow
RStudio Addins 843 about 2 months ago List of RStudio addins
Topic Models 228 over 8 years ago Topic Models learning and R related resources
Web Technologies 174 3 months ago 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 558 10 days ago univariate and multivariate time series forecasting models
r2d3 R Interface to D3 Visualizations
rstats-ed 452 over 1 year ago 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 1,616 over 6 years ago These readings reflect Hadley's personal thoughts about applied data science

Resources / 2017
prophet 18,307 12 days ago Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth
tidyverse 1,652 4 months ago Easily install and load packages from the tidyverse
purrr 1,267 about 1 month ago A functional programming toolkit for R
hrbrthemes 1,229 7 months ago šŸ” Opinionated, typographic-centric ggplot2 themes and theme components
xaringan 1,494 7 months ago Create HTML5 slides with R Markdown and the JavaScript library
blogdown 1,728 19 days ago Create Blogs and Websites with R Markdown
glue 718 8 days ago Glue strings to data in R. Small, fast, dependency free interpreted string literals
covr 335 about 2 months ago Test coverage reports for R
lintr 1,190 9 days ago Static Code Analysis for R
reprex 738 25 days ago Render bits of R code for sharing, e.g., on GitHub or StackOverflow
reticulate 1,671 12 days ago R Interface to Python
tensorflow 1,327 4 months ago TensorFlow for R
utf8 113 20 days ago Manipulating and printing UTF-8 text that fixes multiple bugs in R's UTF-8 handling
Patchwork 2,461 19 days ago Combine separate ggplots into the same graphic

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