Cookbook Polars for R

A side-by-side comparison of Polars, R base, dplyr and data.table packages by @ddotta.

VSCode

vscode-R + vscode-r-lsp VSCode R Langauage Support

gt

Easily generate information-rich, publication-quality tables from R

lightgbm

Light Gradient Boosting Machine.

torch

Tensors and Neural Networks with 'GPU' Acceleration.

ggforce

ggplot2 extension framework

rayshader

2D and 3D data visualizations via rgl

vroom

Fast reading of delimited files

VSCode

vscode-R + vscode-r-lsp 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 JASP - 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.

magrittr

Let's pipe it.

pipeR

Multi-paradigm Pipeline Implementation.

lambda.r

Functional programming and simple pattern matching in R.

purrr

A FP package for R in the spirit of underscore.js.

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 (biglm) and Random Forests (bigrf).

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.

arrow

An interface to the Arrow C++ library.

feather

Fast, interoperable binary data frame storage for Python, R, and more powered by Apache Arrow.

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.

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 ImageMagick.

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.

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 plot.ly.

rCharts

Interactive JS Charts from R.

rbokeh

R Interface to Bokeh.

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

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 rOpenSci.

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 List

Information about how to use R and the world wide web together.

shiny

Easy interactive web applications with R. See also awesome-rshiny

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

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, 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.

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.

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.

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.

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

Clever Algorithms For Machine Learning

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

Machine Learning For Hackers

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 subsemble - 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.

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

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.

lpSolve

Interface to Lp_solve 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.

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

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

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

Network Analysis List

Network Analysis related resources.

CRAN Task View NetworkAnalysis

CRAN Task View on network analysis resources

igraph

A collection of network analysis tools.

network

Basic tools to manipulate relational data in R.

sna

Basic network measures and visualization tools.

manynet

Tools for making and modifying many different types of networks.

autograph

Automagic plotting of network graphs and models.

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 GEXF, for manipulation with network software like Gephi or Sigma.

visNetwork

Using vis.js library for network visualization.

tidygraph

A tidy API for graph manipulation

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

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 Docker.

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 coveralls or codecov.

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.

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.

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 webpage.

RCOBOLDI

Import COBOL CopyBook data files directly into R as properly structured data frames. Package builds are available via Drat and DockerHub.

git2r

Gives you programmatic access to Git repositories from R.

Conda

Most R packages are available through the Conda polyglot cross-platform dependency manager.

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.

swirl

An interactive R tutorial directly in your R console.

DataScienceR

a list of R tutorials for Data Science, NLP and Machine Learning.

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 Manuals section on CRAN

CRAN Contributed Docs

CRAN Contributed Documentation in many languages.

Quick-R

An excellent quick reference

tryR

A quick course for getting started with R.

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.

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)

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 R Graphics Cookbook, 2nd ed. (2018).

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.

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.

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 The Elements of Statistical Learning. 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.

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.

R Books List

List of R Books.

Readings in Applied Data Science

These readings reflect Hadley's personal thoughts about applied data science.

Not So Standard Deviations

The Data Science Podcast.

@Roger Peng

and @Hilary Parker.

R World News

R World News helps you keep up with happenings within the R community.

@Bob Rudis

and @Jay Jacobs.

The R-Podcast

Giving practical advice on how to use R.

@Eric Nantz

.

R Talk

News and discussions of statistical software and language R.

@Oliver Keyes

, @Jasmine Dumas, @Ted Hart and @Mikhail Popov.

R Weekly

Weekly updates about R and Data Science. R Weekly is openly developed on GitHub.

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.

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.

R Books List

List of R Books.

ggplot2 Extensions

Showcases of ggplot2 extensions.

NLP for

NLP related resources in R. @Chinese

Network Analysis List

Network Analysis related resources.

Open Data

Using R to obtain, parse, manipulate, create, and share open data.

Package Development List

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 Resources

Topic Models learning and R related resources.

Web Technologies List

Information about how to use R and the world wide web together.

rOpenGov

Open government data, computational social science, digital humanities

rOpenHealth

Public health data

rOpenSci

Open science

fable

a collection of commonly used 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.

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 for your R package and (optionally) upload the results to coveralls or codecov.

lintr

Static code analysis for R to enforce code style.

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.