Updated: 2022-02-04 / Tips：English projects refer to those with documents in English, usually displayed in the readme / wiki / official website.
| # | Repository | Description | Stars | Updated |
|---|---|---|---|---|
| 1 | tidyverse/ggplot2 | An implementation of the Grammar of Graphics in R | 5253 | 2022-01-27 |
| 2 | rstudio/shiny | Easy interactive web applications with R | 4557 | 2022-01-20 |
| 3 | tidyverse/dplyr | dplyr: A grammar of data manipulation | 3986 | 2022-02-03 |
| 4 | Rdatatable/data.table | R's data.table package extends data.frame: | 2956 | 2022-02-01 |
| 5 | rstudio/rmarkdown | Dynamic Documents for R | 2359 | 2022-02-03 |
| 6 | r-lib/devtools | Tools to make an R developer's life easier | 2154 | 2022-01-22 |
| 7 | yihui/knitr | A general-purpose tool for dynamic report generation in R | 2148 | 2022-01-28 |
| 8 | plotly/plotly.R | An interactive graphing library for R | 2119 | 2022-01-09 |
| 9 | toddwschneider/nyc-taxi-data | Import public NYC taxi and for-hire vehicle (Uber, Lyft, etc.) trip data into PostgreSQL database | 1834 | 2021-11-04 |
| 10 | thomasp85/gganimate | A Grammar of Animated Graphics | 1762 | 2021-12-08 |
| 11 | mlr-org/mlr | Machine Learning in R | 1558 | 2022-02-02 |
| 12 | rich-iannone/DiagrammeR | Graph and network visualization using tabular data in R. | 1508 | 2022-01-24 |
| 13 | tylermorganwall/rayshader | R Package for 2D and 3D mapping and data visualization | 1499 | 2022-02-02 |
| 14 | rstudio/blogdown | Create Blogs and Websites with R Markdown | 1467 | 2022-01-13 |
| 15 | rstudio/gt | Easily generate information-rich, publication-quality tables from R | 1459 | 2022-02-03 |
| 16 | dreamRs/esquisse | RStudio add-in to make plots interactively with ggplot2 | 1416 | 2022-01-20 |
| 17 | IndrajeetPatil/ggstatsplot | Enhancing {ggplot2} plots with statistical analysis 📊🎨📣 |
1411 | 2022-02-01 |
| 18 | topepo/caret | caret (Classification And Regression Training) R package that contains misc functions for training and plotting classification and regression models | 1396 | 2021-12-25 |
| 19 | google/CausalImpact | An R package for causal inference in time series | 1378 | 2022-01-29 |
| 20 | rstudio/reticulate | R Interface to Python | 1370 | 2022-02-03 |
| 21 | satijalab/seurat | R toolkit for single cell genomics | 1335 | 2022-01-25 |
| 22 | ropensci/drake | An R-focused pipeline toolkit for reproducibility and high-performance computing | 1321 | 2021-09-24 |
| 23 | tidyverse/rvest | Simple web scraping for R | 1318 | 2022-02-03 |
| 24 | tidymodels/broom | Convert statistical analysis objects from R into tidy format | 1250 | 2022-01-29 |
| 25 | rstudio/tensorflow | TensorFlow for R | 1241 | 2022-02-01 |
| 26 | rstudio/plumber | Turn your R code into a web API. | 1240 | 2022-01-19 |
| 27 | tidyverse/tidyverse | Easily install and load packages from the tidyverse | 1167 | 2021-12-08 |
| 28 | jrnold/ggthemes | Additional themes, scales, and geoms for ggplot2 | 1164 | 2021-09-21 |
| 29 | tidyverse/tidyr | Tidy Messy Data | 1121 | 2022-02-02 |
| 30 | sfirke/janitor | simple tools for data cleaning in R | 1108 | 2021-12-29 |
| 31 | daattali/advanced-shiny | 🤹 Shiny tips & tricks for improving your apps and solving common problems | 1042 | 2021-09-27 |
| 32 | juliasilge/tidytext | Text mining using tidy tools ✨📄✨ | 1023 | 2022-01-13 |
| 33 | tidyverse/purrr | A functional programming toolkit for R | 1016 | 2021-10-28 |
| 34 | r-spatial/sf | Simple Features for R | 968 | 2022-02-03 |
| 35 | slowkow/ggrepel | 📍 Repel overlapping text labels away from each other. | 966 | 2021-12-05 |
| 36 | robjhyndman/forecast | forecast package for R | 963 | 2022-02-01 |
| 37 | paul-buerkner/brms | brms R package for Bayesian generalized multivariate non-linear multilevel models using Stan | 955 | 2022-02-02 |
| 38 | r-lib/httr | httr: a friendly http package for R | 934 | 2021-10-28 |
| 39 | r-lib/lintr | Static Code Analysis for R | 925 | 2022-01-10 |
| 40 | wch/r-source | Read-only mirror of R source code from https://svn.r-project.org/R/, updated hourly. See the build instructions on the wiki page. | 910 | 2022-02-03 |
| 41 | tidyverse/readr | Read flat files (csv, tsv, fwf) into R | 891 | 2022-02-03 |
| 42 | tidyverse/magrittr | Improve the readability of R code with the pipe | 875 | 2022-01-26 |
| 43 | sparklyr/sparklyr | R interface for Apache Spark | 826 | 2022-02-03 |
| 44 | HenrikBengtsson/future | 🚀 R package: future: Unified Parallel and Distributed Processing in R for Everyone | 818 | 2022-01-29 |
| 45 | jokergoo/ComplexHeatmap | Make Complex Heatmaps | 800 | 2022-02-03 |
| 46 | mitchelloharawild/vitae | R Markdown Résumés and CVs | 788 | 2022-01-16 |
| 47 | jennybc/googlesheets | Google Spreadsheets R API | 785 | 2022-02-03 |
| 48 | MilesMcBain/datapasta | On top of spaghetti, all covered in cheese.... | 780 | 2021-11-10 |
| 49 | r-lib/testthat | An R 📦 to make testing 😀 | 775 | 2022-01-25 |
| 50 | Mikata-Project/ggthemr | Themes for ggplot2. | 763 | 2021-12-11 |
| 51 | thomasp85/ggforce | Accelerating ggplot2 | 745 | 2022-01-05 |
| 52 | rstudio/keras | R Interface to Keras | 729 | 2022-01-20 |
| 53 | rstudio/pagedown | Paginate the HTML Output of R Markdown with CSS for Print | 724 | 2022-01-31 |
| 54 | business-science/tidyquant | Bringing financial analysis to the tidyverse | 721 | 2021-12-30 |
| 55 | jokergoo/circlize | Circular visualization in R | 720 | 2022-02-03 |
| 56 | yihui/tinytex | A lightweight, cross-platform, portable, and easy-to-maintain LaTeX distribution based on TeX Live | 715 | 2022-01-24 |
| 57 | ramnathv/htmlwidgets | HTML Widgets for R | 712 | 2021-12-08 |
| 58 | quanteda/quanteda | An R package for the Quantitative Analysis of Textual Data | 698 | 2022-01-28 |
| 59 | daattali/addinslist | 📜 Discover and install useful RStudio addins | 695 | 2021-08-13 |
| 60 | ropensci/rtweet | 🐦 R client for interacting with Twitter's [stream and REST] APIs | 694 | 2022-01-31 |
| 61 | rstudio/renv | renv: Project environments for R. | 691 | 2022-02-01 |
| 62 | r-lib/usethis | Set up commonly used 📦 components | 684 | 2022-01-28 |
| 63 | dkahle/ggmap | A package for plotting maps in R with ggplot2 | 681 | 2021-10-22 |
| 64 | workflowr/workflowr | Organize your project into a research website | 679 | 2022-01-07 |
| 65 | hrbrmstr/waffle | 🍁 Make waffle (square pie) charts in R | 679 | 2021-09-30 |
| 66 | ThinkR-open/golem | A Framework for Building Robust Shiny Apps | 670 | 2022-02-01 |
| 67 | jalapic/engsoccerdata | English and European soccer results 1871-2020 | 663 | 2022-01-18 |
| 68 | easystats/easystats | 🌌 The R easystats-project | 658 | 2022-01-27 |
| 69 | opencpu/opencpu | OpenCPU system for embedded scientific computation and reproducible research | 646 | 2021-11-30 |
| 70 | pbiecek/xai_resources | Interesting resources related to XAI (Explainable Artificial Intelligence) | 645 | 2022-01-07 |
| 71 | tidyverse/reprex | Render bits of R code for sharing, e.g., on GitHub or StackOverflow. | 641 | 2022-01-23 |
| 72 | renkun-ken/formattable | Formattable Data Structures | 641 | 2022-02-02 |
| 73 | mjskay/tidybayes | Bayesian analysis + tidy data + geoms (R package) | 639 | 2022-01-15 |
| 74 | dreamRs/shinyWidgets | shinyWidgets : Extend widgets available in shiny | 633 | 2022-01-31 |
| 75 | tidymodels/infer | An R package for tidyverse-friendly statistical inference | 631 | 2022-01-17 |
| 76 | joshuaulrich/quantmod | Quantitative Financial Modelling Framework | 631 | 2022-01-25 |
| 77 | jbkunst/highcharter | R wrapper for highcharts | 630 | 2022-01-03 |
| 78 | r-tmap/tmap | R package for thematic maps | 624 | 2022-02-03 |
| 79 | tidyverse/lubridate | Make working with dates in R just that little bit easier | 624 | 2022-01-20 |
| 80 | ddsjoberg/gtsummary | Presentation-Ready Data Summary and Analytic Result Tables | 618 | 2022-01-29 |
| 81 | gadenbuie/tidyexplain | 🤹♀ Animations of tidyverse verbs using R, the tidyverse, and gganimate | 615 | 2022-01-11 |
| 82 | daattali/shinyjs | 💡 Easily improve the user experience of your Shiny apps in seconds | 615 | 2021-12-21 |
| 83 | mlr-org/mlr3 | mlr3: Machine Learning in R - next generation | 614 | 2022-02-03 |
| 84 | grabear/awesome-rshiny | An awesome R-shiny list! | 608 | 2022-01-25 |
| 85 | hms-dbmi/UpSetR | An R implementation of the UpSet set visualization technique published by Lex, Gehlenborg, et al.. | 606 | 2021-11-09 |
| 86 | r-lib/pkgdown | Generate static html documentation for an R package | 601 | 2022-02-03 |
| 87 | rich-iannone/pointblank | Data quality assessment and metadata reporting for data frames and database tables | 600 | 2022-02-02 |
| 88 | tidyverse/glue | Glue strings to data in R. Small, fast, dependency free interpreted string literals. | 598 | 2022-01-23 |
| 89 | easystats/performance | 💪 Models' quality and performance metrics (R2, ICC, LOO, AIC, BF, ...) | 595 | 2022-01-28 |
| 90 | dgrtwo/fuzzyjoin | Join tables together on inexact matching | 595 | 2021-10-24 |
| 91 | YuLab-SMU/ggtree | 🎄Visualization and annotation of phylogenetic trees | 595 | 2022-01-28 |
| 92 | hadley/r-pkgs | Building R packages | 594 | 2022-02-03 |
| 93 | YuLab-SMU/clusterProfiler | 📊 A universal enrichment tool for interpreting omics data | 591 | 2022-01-27 |
| 94 | TheEconomist/covid-19-excess-deaths-tracker | Source code and data for The Economist's covid-19 excess deaths tracker | 590 | 2022-02-03 |
| 95 | tidyverse/multidplyr | A dplyr backend that partitions a data frame over multiple processes | 590 | 2021-12-02 |
| 96 | christophergandrud/networkD3 | D3 JavaScript Network Graphs from R | 589 | 2021-09-29 |
| 97 | KentonWhite/ProjectTemplate | A template utility for R projects that provides a skeletal project. | 589 | 2021-10-29 |
| 98 | njtierney/naniar | Tidy data structures, summaries, and visualisations for missing data | 587 | 2022-01-12 |
| 99 | DiskFrame/disk.frame | Fast Disk-Based Parallelized Data Manipulation Framework for Larger-than-RAM Data | 576 | 2022-02-02 |
| 100 | davidgohel/ggiraph | make 'ggplot' graphics interactive | 571 | 2022-01-23 |
| 101 | GuangchuangYu/hexSticker | ✨ Hexagon sticker in R | 566 | 2022-01-29 |
| 102 | easystats/see | 🎨 Visualisation toolbox for beautiful and publication-ready figures | 559 | 2022-01-26 |
| 103 | klmr/box | Write reusable, composable and modular R code | 556 | 2022-01-20 |
| 104 | benmarwick/rrtools | rrtools: Tools for Writing Reproducible Research in R | 555 | 2021-12-12 |
| 105 | tidyverse/dtplyr | Data table backend for dplyr | 555 | 2022-02-01 |
| 106 | fstpackage/fst | Lightning Fast Serialization of Data Frames for R | 554 | 2022-02-02 |
| 107 | tidymodels/tidymodels | Easily install and load the tidymodels packages | 551 | 2022-01-24 |
| 108 | ropensci/targets | Function-oriented Make-like declarative workflows for R | 549 | 2022-02-03 |
| 109 | haozhu233/kableExtra | Construct Complex Table with knitr::kable() + pipe. | 547 | 2022-01-09 |
| 110 | pzhaonet/mindr | an R package which converts markdown files (.md, .Rmd) into mindmaps (brainstorms) | 540 | 2021-11-22 |
| 111 | r-lib/styler | Non-invasive pretty printing of R code | 535 | 2022-01-16 |
| 112 | z3tt/TidyTuesday | 📊 My contributions to the #TidyTuesday challenge | 532 | 2022-01-28 |
| 113 | ipeaGIT/geobr | Easy access to official spatial data sets of Brazil in R and Python | 532 | 2022-01-26 |
| 114 | datalorax/equatiomatic | Convert models to LaTeX equations | 529 | 2022-01-31 |
| 115 | tidymodels/corrr | Explore correlations in R | 525 | 2022-01-14 |
| 116 | leeper/rio | A Swiss-Army Knife for Data I/O | 517 | 2021-11-07 |
| 117 | daattali/timevis | 📅 Create interactive timeline visualizations in R | 509 | 2021-12-21 |
| 118 | strengejacke/sjPlot | sjPlot - Data Visualization for Statistics in Social Science | 509 | 2022-01-31 |
| 119 | tidyverse/tibble | A modern re-imagining of the data frame | 501 | 2022-02-03 |
| 120 | crsh/papaja | papaja (Preparing APA Journal Articles) is an R package that provides document formats to produce complete APA manuscripts from RMarkdown-files (PDF and Word documents) and helper functions that facil ... | 500 | 2022-02-03 |
| 121 | walkerke/tidycensus | Load US Census boundary and attribute data as 'tidyverse' and 'sf'-ready data frames in R | 493 | 2021-12-22 |
| 122 | elbersb/tidylog | Tidylog provides feedback about dplyr and tidyr operations. It provides wrapper functions for the most common functions, such as filter, mutate, select, and group_by, and provides detailed output for ... | 491 | 2022-01-30 |
| 123 | rweekly/rweekly.org | R Weekly | 490 | 2022-02-03 |
| 124 | tidyverts/tsibble | Tidy Temporal Data Frames and Tools | 489 | 2021-12-04 |
| 125 | easystats/report | 📜 🎉 Automated reporting of objects in R | 485 | 2022-02-02 |
| 126 | sinhrks/ggfortify | Define fortify and autoplot functions to allow ggplot2 to handle some popular R packages. | 484 | 2022-01-03 |
| 127 | rstudio/r2d3 | R Interface to D3 Visualizations | 483 | 2021-11-29 |
| 128 | r-lib/roxygen2 | Generate R package documentation from inline R comments | 482 | 2022-01-31 |
| 129 | hadley/plyr | A R package for splitting, applying and combining large problems into simpler problems | 482 | 2021-12-28 |
| 130 | greta-dev/greta | simple and scalable statistical modelling in R | 480 | 2022-02-03 |
| 131 | bedatadriven/renjin | JVM-based interpreter for the R language for the statistical analysis. | 474 | 2022-01-30 |
| 132 | ggobi/ggally | R package that extends ggplot2 | 474 | 2022-01-20 |
| 133 | r-dbi/bigrquery | An interface to Google's BigQuery from R. | 468 | 2022-01-19 |
| 134 | business-science/timetk | Time series analysis in the tidyverse |
466 | 2022-01-19 |
| 135 | tidyverse/forcats | 🐈🐈🐈🐈: tools for working with categorical variables (factors) | 465 | 2022-01-12 |
| 136 | avehtari/BDA_R_demos | Bayesian Data Analysis demos for R | 464 | 2021-12-01 |
| 137 | nanxstats/ggsci | 🦄 Scientific journal and sci-fi themed color palettes for ggplot2 | 459 | 2021-12-22 |
| 138 | tidyverse/stringr | A fresh approach to string manipulation in R | 458 | 2022-02-03 |
| 139 | davidgohel/officer | 👮 officer: office documents from R | 457 | 2022-01-23 |
| 140 | tidymodels/parsnip | A tidy unified interface to models | 456 | 2022-02-03 |
| 141 | yutannihilation/gghighlight | Highlight points and lines in ggplot2 | 456 | 2021-12-11 |
| 142 | tidyverts/fable | Tidy time series forecasting | 452 | 2022-01-27 |
| 143 | AllanCameron/geomtextpath | Create curved text paths in ggplot2 | 446 | 2022-01-28 |
| 144 | gadenbuie/regexplain | 🔍 An RStudio addin slash regex utility belt | 446 | 2021-11-04 |
| 145 | easystats/bayestestR | 👻 Utilities for analyzing Bayesian models and posterior distributions | 444 | 2022-01-27 |
| 146 | ropensci/tabulizer | Bindings for Tabula PDF Table Extractor Library | 444 | 2021-12-01 |
| 147 | christophM/iml | iml: interpretable machine learning R package | 442 | 2022-02-02 |
| 148 | ThinkR-open/remedy | RStudio Addins to Simplify Markdown Writing | 431 | 2021-11-10 |
| 149 | rudeboybert/fivethirtyeight | R package of data and code behind the stories and interactives at FiveThirtyEight | 429 | 2021-11-29 |
| 150 | gadenbuie/xaringanthemer | 😎 Give your xaringan slides some style | 426 | 2022-01-08 |
| 151 | r-spatial/stars | Spatiotemporal Arrays, Raster and Vector Data Cubes | 422 | 2022-02-03 |
| 152 | mjskay/ggdist | Visualizations of distributions and uncertainty | 421 | 2022-02-03 |
| 153 | REditorSupport/languageserver | An implementation of the Language Server Protocol for R | 420 | 2022-01-08 |
| 154 | boxuancui/DataExplorer | Automate Data Exploration and Treatment | 419 | 2021-08-12 |
| 155 | igraph/rigraph | igraph R package | 418 | 2022-01-20 |
| 156 | dcomtois/summarytools | R Package to Quickly and Neatly Summarize Data | 416 | 2021-08-11 |
| 157 | nstrayer/datadrivencv | R package for building customizable CVs from spreadsheets | 413 | 2021-12-07 |
| 158 | eclarke/ggbeeswarm | Column scatter / beeswarm-style plots in ggplot2 | 413 | 2021-11-09 |
| 159 | const-ae/ggsignif | Easily add significance brackets to your ggplots | 410 | 2022-01-29 |
| 160 | joey711/phyloseq | phyloseq is a set of classes, wrappers, and tools (in R) to make it easier to import, store, and analyze phylogenetic sequencing data; and to reproducibly share that data and analysis with others. See ... | 406 | 2021-11-29 |
| 161 | PacificBiosciences/Bioinformatics-Training | Bioinformatics training resources | 404 | 2022-02-02 |
| 162 | r-lib/cli | Tools for making beautiful & useful command line interfaces | 401 | 2022-02-01 |
| 163 | BlakeRMills/MetBrewer | Color palette package in R inspired by works at the Metropolitan Museum of Art in New York | 396 | 2022-02-02 |
| 164 | r-lib/pak | A fresh approach to package installation | 396 | 2022-02-03 |
| 165 | r-lib/progress | Progress bar in your R terminal | 396 | 2021-10-27 |
| 166 | r-spatial/rgee | Google Earth Engine for R | 395 | 2022-02-03 |
| 167 | ropensci/magick | Magic, madness, heaven, sin | 394 | 2022-01-21 |
| 168 | r-spatial/mapview | Interactive viewing of spatial data in R | 394 | 2021-12-30 |
| 169 | ropensci/visdat | Preliminary Exploratory Visualisation of Data | 392 | 2021-09-17 |
| 170 | thomasp85/tweenr | Interpolate your data | 387 | 2021-12-06 |
| 171 | corybrunson/ggalluvial | ggplot2 extension for alluvial plots | 383 | 2022-01-09 |
| 172 | davidgohel/flextable | table farming | 382 | 2021-12-24 |
| 173 | tidyverse/modelr | Helper functions for modelling | 381 | 2021-10-27 |
| 174 | strengejacke/ggeffects | Estimated Marginal Means and Marginal Effects from Regression Models for ggplot2 | 375 | 2022-01-22 |
| 175 | marcusvolz/strava | Create artistic visualisations with your exercise data | 375 | 2022-01-15 |
| 176 | mkearney/tweetbotornot | 🤖 R package for detecting Twitter bots via machine learning | 373 | 2021-10-20 |
| 177 | r-lib/rlang | Low-level API for programming with R | 372 | 2022-02-03 |
| 178 | trinker/sentimentr | Dictionary based sentiment analysis that considers valence shifters | 372 | 2021-10-13 |
| 179 | kassambara/survminer | Survival Analysis and Visualization | 371 | 2022-01-27 |
| 180 | ropensci/stplanr | Sustainable transport planning with R | 371 | 2022-02-01 |
| 181 | rstudio/packrat | Packrat is a dependency management system for R | 371 | 2022-01-31 |
| 182 | TheEconomist/covid-19-the-economist-global-excess-deaths-model | The Economist's model to estimate excess deaths to the covid-19 pandemic | 368 | 2022-02-03 |
| 183 | riatelab/cartography | Thematic Cartography for R | 367 | 2021-10-07 |
| 184 | RinteRface/shinydashboardPlus | extensions for shinydashboard | 366 | 2022-01-12 |
| 185 | swsoyee/2019-ncov-japan | 🦠 Interactive dashboard for real-time recording of COVID-19 outbreak in Japan | 364 | 2022-02-03 |
| 186 | rstudio/distill | Distill for R Markdown | 364 | 2022-02-03 |
| 187 | MangoTheCat/goodpractice | Advice on R Package Building | 364 | 2021-12-25 |
| 188 | r-lidar/lidR | R package for airborne LiDAR data manipulation and visualisation for forestry application | 362 | 2022-01-20 |
| 189 | tidymodels/TMwR | Code and content for "Tidy Modeling with R" | 352 | 2022-02-03 |
| 190 | giocomai/ganttrify | Create beautiful Gantt charts with ggplot2 | 351 | 2021-09-21 |
| 191 | erikgahner/PolData | A dataset with political datasets | 351 | 2022-02-01 |
| 192 | business-science/modeltime | Modeltime unlocks time series forecast models and machine learning in one framework | 345 | 2022-01-28 |
| 193 | mages/googleVis | Interface between R and the Google Chart Tools | 343 | 2022-01-10 |
| 194 | cynkra/dm | Working with relational data models in R | 341 | 2022-02-03 |
| 195 | cloudyr/aws.s3 | Amazon Simple Storage Service (S3) API Client | 340 | 2021-11-05 |
| 196 | tidyverse/dbplyr | Database (DBI) backend for dplyr | 336 | 2022-02-03 |
| 197 | stan-dev/bayesplot | bayesplot R package for plotting Bayesian models | 336 | 2022-01-27 |
| 198 | malcolmbarrett/ggdag | 335 | 2021-10-11 | |
| 199 | radiant-rstats/radiant | Business analytics using R and Shiny. The radiant app combines the menus from radiant.data, radiant.design, radiant.basics, radiant.model, and radiant.multivariate. | 334 | 2021-11-22 |
| 200 | r-lib/R6 | Encapsulated object-oriented programming for R | 332 | 2021-12-16 |
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