[Github Ranking](../README.md) ========== ## Top 100 Stars in R | Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit | | ------- | ------------ | ----- | ----- | -------- | ----------- | ----------- | ----------- | | 1 | [FriendsDontLetFriends](https://github.com/cxli233/FriendsDontLetFriends) | 7153 | 290 | R | 3 | Friends don't let friends make certain types of data visualization - What are they and why are they bad. | 2025-09-03T15:32:50Z | | 2 | [ggplot2](https://github.com/tidyverse/ggplot2) | 7007 | 2125 | R | 77 | An implementation of the Grammar of Graphics in R | 2026-10-05T08:50:05Z | | 3 | [awesome-R](https://github.com/qinwf/awesome-R) | 6517 | 1510 | R | 6 | A curated list of awesome R packages, frameworks and software. | 2025-09-18T16:46:19Z | | 4 | [shiny](https://github.com/rstudio/shiny) | 5699 | 1890 | R | 793 | Easy interactive web applications with R | 2026-10-09T22:16:09Z | | 5 | [r4ds](https://github.com/hadley/r4ds) | 5179 | 4443 | R | 22 | R for data science: a book | 2026-07-18T02:06:45Z | | 6 | [dplyr](https://github.com/tidyverse/dplyr) | 5074 | 2110 | R | 84 | dplyr: A grammar of data manipulation | 2026-06-02T15:25:25Z | | 7 | [swirl_courses](https://github.com/swirldev/swirl_courses) | 4619 | 7193 | R | 146 | :mortar_board: A collection of interactive courses for the swirl R package. | 2024-01-10T17:38:19Z | | 8 | [awesome-network-analysis](https://github.com/briatte/awesome-network-analysis) | 4124 | 641 | R | 13 | A curated list of awesome network analysis resources. | 2026-08-20T13:22:11Z | | 9 | [stat_rethinking_2022](https://github.com/rmcelreath/stat_rethinking_2022) | 4106 | 431 | R | 11 | Statistical Rethinking course winter 2022 | 2022-03-15T15:07:26Z | | 10 | [data.table](https://github.com/Rdatatable/data.table) | 3926 | 1056 | R | 871 | R's data.table package extends data.frame: | 2026-10-11T15:31:39Z | | 11 | [ML_for_Hackers](https://github.com/johnmyleswhite/ML_for_Hackers) | 3731 | 2173 | R | 24 | Code accompanying the book "Machine Learning for Hackers" | 2019-05-26T16:52:29Z | | 12 | [AnomalyDetection](https://github.com/twitter/AnomalyDetection) | 3606 | 760 | R | 62 | Anomaly Detection with R | 2019-08-30T19:49:16Z | | 13 | [rmarkdown](https://github.com/rstudio/rmarkdown) | 3065 | 990 | R | 246 | Dynamic Documents for R | 2026-10-08T03:22:53Z | | 14 | [seurat](https://github.com/satijalab/seurat) | 2804 | 999 | R | 182 | R toolkit for single cell genomics | 2026-10-08T20:44:33Z | | 15 | [plotly.R](https://github.com/plotly/plotly.R) | 2684 | 640 | R | 716 | An interactive graphing library for R | 2026-07-25T00:33:15Z | | 16 | [patchwork](https://github.com/thomasp85/patchwork) | 2616 | 171 | R | 76 | The Composer of ggplots | 2025-08-25T10:11:42Z | | 17 | [devtools](https://github.com/r-lib/devtools) | 2522 | 762 | R | 5 | Tools to make an R developer's life easier | 2026-09-30T18:32:05Z | | 18 | [knitr](https://github.com/yihui/knitr) | 2469 | 877 | R | 2 | A general-purpose tool for dynamic report generation in R | 2026-10-01T04:38:49Z | | 19 | [rethinking](https://github.com/rmcelreath/rethinking) | 2429 | 630 | R | 225 | Statistical Rethinking course and book package | 2026-06-10T07:05:08Z | | 20 | [stat_rethinking_2023](https://github.com/rmcelreath/stat_rethinking_2023) | 2386 | 268 | R | 12 | Statistical Rethinking Course for Jan-Mar 2023 | 2023-11-28T12:15:06Z | | 21 | [ggstatsplot](https://github.com/IndrajeetPatil/ggstatsplot) | 2206 | 201 | R | 0 | Enhancing {ggplot2} plots with statistical analysis ๐Ÿ“Š๐Ÿ“ฃ | 2026-10-11T07:41:50Z | | 22 | [rayshader](https://github.com/tylermorganwall/rayshader) | 2182 | 219 | R | 42 | R Package for 2D and 3D mapping and data visualization | 2026-09-27T18:26:01Z | | 23 | [labs](https://github.com/genomicsclass/labs) | 2177 | 1948 | R | 19 | Rmd source files for the HarvardX series PH525x | 2024-02-12T12:55:39Z | | 24 | [wesanderson](https://github.com/karthik/wesanderson) | 2162 | 152 | R | 15 | A Wes Anderson color palette for R | 2024-06-13T20:44:06Z | | 25 | [gt](https://github.com/rstudio/gt) | 2161 | 226 | R | 291 | Easily generate information-rich, publication-quality tables from R | 2026-09-14T04:59:52Z | | 26 | [DataScienceR](https://github.com/ujjwalkarn/DataScienceR) | 2153 | 875 | R | 2 | a curated list of R tutorials for Data Science, NLP and Machine Learning | 2023-03-10T11:06:16Z | | 27 | [nyc-taxi-data](https://github.com/toddwschneider/nyc-taxi-data) | 2084 | 559 | R | 1 | Import public NYC taxi and for-hire vehicle (Uber, Lyft) trip data into a PostgreSQL or ClickHouse database | 2026-09-25T21:16:46Z | | 28 | [gganimate](https://github.com/thomasp85/gganimate) | 1984 | 315 | R | 80 | A Grammar of Animated Graphics | 2025-09-04T12:14:57Z | | 29 | [benchm-ml](https://github.com/szilard/benchm-ml) | 1896 | 326 | R | 10 | A minimal benchmark for scalability, speed and accuracy of commonly used open source implementations (R packages, Python scikit-learn, H2O, xgboost, Spark MLlib etc.) of the top machine learning algorithms for binary classification (random forests, gradient boosted trees, deep neural networks etc.). | 2022-09-16T14:01:14Z | | 30 | [esquisse](https://github.com/dreamRs/esquisse) | 1865 | 242 | R | 54 | RStudio add-in to make plots interactively with ggplot2 | 2025-02-21T13:20:45Z | | 31 | [CausalImpact](https://github.com/google/CausalImpact) | 1862 | 263 | R | 26 | An R package for causal inference in time series | 2026-03-31T04:46:51Z | | 32 | [stat_rethinking_2024](https://github.com/rmcelreath/stat_rethinking_2024) | 1833 | 214 | R | 3 | None | 2024-03-08T10:06:51Z | | 33 | [tidyverse](https://github.com/tidyverse/tidyverse) | 1804 | 292 | R | 11 | Easily install and load packages from the tidyverse | 2025-06-18T20:15:42Z | | 34 | [blogdown](https://github.com/rstudio/blogdown) | 1792 | 325 | R | 25 | Create Blogs and Websites with R Markdown | 2026-06-19T19:22:36Z | | 35 | [geocompr](https://github.com/geocompx/geocompr) | 1792 | 618 | R | 10 | Geocomputation with R: an open source book | 2026-09-14T14:14:43Z | | 36 | [reticulate](https://github.com/rstudio/reticulate) | 1763 | 349 | R | 465 | R Interface to Python | 2026-09-09T14:08:00Z | | 37 | [DiagrammeR](https://github.com/rich-iannone/DiagrammeR) | 1749 | 244 | R | 169 | Graph and network visualization using tabular data in R | 2026-04-27T20:44:12Z | | 38 | [investing](https://github.com/zonination/investing) | 1743 | 109 | R | 0 | Investing Returns on the Market as a Whole | 2016-12-27T13:58:02Z | | 39 | [r-color-palettes](https://github.com/EmilHvitfeldt/r-color-palettes) | 1724 | 145 | R | 17 | Comprehensive list of color palettes available in R โค๏ธ๐Ÿงก๐Ÿ’›๐Ÿ’š๐Ÿ’™๐Ÿ’œ | 2026-06-01T16:25:08Z | | 40 | [mlr](https://github.com/mlr-org/mlr) | 1687 | 400 | R | 10 | Machine Learning in R | 2026-10-11T15:58:21Z | | 41 | [awesome-shiny-extensions](https://github.com/nanxstats/awesome-shiny-extensions) | 1686 | 184 | R | 0 | ๐Ÿ Awesome R and Python packages offering extended UI or server components for the web framework Shiny | 2026-10-07T04:20:48Z | | 42 | [caret](https://github.com/topepo/caret) | 1667 | 626 | R | 219 | caret (Classification And Regression Training) R package that contains misc functions for training and plotting classification and regression models | 2026-08-24T15:30:15Z | | 43 | [bbplot](https://github.com/bbc/bbplot) | 1641 | 269 | R | 12 | R package that helps create and export ggplot2 charts in the style used by the BBC News data team | 2021-07-02T16:44:39Z | | 44 | [stats337](https://github.com/hadley/stats337) | 1611 | 223 | R | 5 | Readings in applied data science | 2018-06-21T15:57:29Z | | 45 | [ComplexHeatmap](https://github.com/jokergoo/ComplexHeatmap) | 1557 | 256 | R | 229 | Make Complex Heatmaps | 2026-04-02T07:54:48Z | | 46 | [broom](https://github.com/tidymodels/broom) | 1526 | 298 | R | 12 | Convert statistical analysis objects from R into tidy format | 2026-05-14T16:34:12Z | | 47 | [rvest](https://github.com/tidyverse/rvest) | 1525 | 349 | R | 6 | Simple web scraping for R | 2026-10-09T17:06:18Z | | 48 | [tofsims](https://github.com/fossasia/tofsims) | 1487 | 6 | R | 0 | None | 2017-11-29T19:16:12Z | | 49 | [janitor](https://github.com/sfirke/janitor) | 1461 | 134 | R | 36 | simple tools for data cleaning in R | 2024-12-23T14:20:04Z | | 50 | [sf](https://github.com/r-spatial/sf) | 1452 | 305 | R | 58 | Simple Features for R | 2026-10-09T08:39:13Z | | 51 | [tidyr](https://github.com/tidyverse/tidyr) | 1442 | 418 | R | 46 | Tidy Messy Data | 2026-06-02T17:43:26Z | | 52 | [plumber](https://github.com/rstudio/plumber) | 1439 | 258 | R | 120 | Turn your R code into a web API. | 2026-02-09T15:10:26Z | | 53 | [rnaseq_tutorial](https://github.com/griffithlab/rnaseq_tutorial) | 1436 | 611 | R | 6 | Informatics for RNA-seq: A web resource for analysis on the cloud. Educational tutorials and working pipelines for RNA-seq analysis including an introduction to: cloud computing, critical file formats, reference genomes, gene annotation, expression, differential expression, alternative splicing, data visualization, and interpretation. | 2023-05-31T18:45:10Z | | 54 | [brms](https://github.com/paul-buerkner/brms) | 1433 | 228 | R | 149 | brms R package for Bayesian generalized multivariate non-linear multilevel models using Stan | 2026-10-07T09:23:37Z | | 55 | [purrr](https://github.com/tidyverse/purrr) | 1411 | 297 | R | 24 | A functional programming toolkit for R | 2026-09-19T14:49:33Z | | 56 | [mastering-shiny](https://github.com/hadley/mastering-shiny) | 1381 | 560 | R | 54 | Mastering Shiny: a book | 2026-02-03T17:06:36Z | | 57 | [hrbrthemes](https://github.com/hrbrmstr/hrbrthemes) | 1357 | 98 | R | 30 | :lock_with_ink_pen: Opinionated, typographic-centric ggplot2 themes and theme components | 2026-10-10T10:56:52Z | | 58 | [ggthemes](https://github.com/jrnold/ggthemes) | 1353 | 224 | R | 0 | Additional themes, scales, and geoms for ggplot2 | 2026-10-11T04:55:28Z | | 59 | [drake](https://github.com/ropensci/drake) | 1344 | 129 | R | 0 | An R-focused pipeline toolkit for reproducibility and high-performance computing | 2024-12-04T11:25:31Z | | 60 | [tensorflow](https://github.com/rstudio/tensorflow) | 1340 | 316 | R | 40 | TensorFlow for R | 2026-05-08T15:49:04Z | | 61 | [lintr](https://github.com/r-lib/lintr) | 1297 | 203 | R | 268 | Static Code Analysis for R | 2026-10-12T02:56:07Z | | 62 | [MetBrewer](https://github.com/BlakeRMills/MetBrewer) | 1282 | 90 | R | 8 | Color palette package in R inspired by works at the Metropolitan Museum of Art in New York | 2025-01-03T16:52:43Z | | 63 | [ggpubr](https://github.com/kassambara/ggpubr) | 1280 | 183 | R | 4 | 'ggplot2' Based Publication Ready Plots | 2026-07-31T19:58:26Z | | 64 | [vitae](https://github.com/mitchelloharawild/vitae) | 1273 | 245 | R | 29 | R Markdown Rรฉsumรฉs and CVs | 2026-08-21T13:32:06Z | | 65 | [ggrepel](https://github.com/slowkow/ggrepel) | 1262 | 95 | R | 23 | :round_pushpin: Repel overlapping text labels away from each other in your ggplot2 figures. | 2026-10-09T13:15:41Z | | 66 | [r-source](https://github.com/wch/r-source) | 1251 | 330 | R | 0 | Read-only mirror of R source code from https://svn.r-project.org/R/, updated hourly. See the build instructions on the wiki page. | 2026-10-10T13:52:49Z | | 67 | [clusterProfiler](https://github.com/YuLab-SMU/clusterProfiler) | 1240 | 268 | R | 251 | :bar_chart: A universal enrichment tool for interpreting omics data | 2026-10-08T14:27:27Z | | 68 | [statistics-for-data-scientists](https://github.com/andrewgbruce/statistics-for-data-scientists) | 1235 | 660 | R | 10 | Code and data associated with the book "Statistics for Data Scientists: 50 Essential Concepts" | 2022-12-16T01:16:27Z | | 69 | [swirl](https://github.com/swirldev/swirl) | 1219 | 595 | R | 309 | :cyclone: Learn R, in R. | 2023-10-27T18:00:31Z | | 70 | [advanced-shiny](https://github.com/daattali/advanced-shiny) | 1217 | 378 | R | 0 | ๐Ÿคน Shiny tips & tricks for improving your apps and solving common problems | 2025-12-21T05:49:16Z | | 71 | [gtsummary](https://github.com/ddsjoberg/gtsummary) | 1215 | 151 | R | 20 | Presentation-Ready Data Summary and Analytic Result Tables | 2026-09-04T14:51:07Z | | 72 | [tidytext](https://github.com/juliasilge/tidytext) | 1205 | 181 | R | 8 | Text mining using tidy tools :sparkles::page_facing_up::sparkles: | 2026-08-02T19:37:32Z | | 73 | [R](https://github.com/TheAlgorithms/R) | 1203 | 356 | R | 0 | Collection of various algorithms implemented in R. | 2026-06-12T17:55:05Z | | 74 | [forecast](https://github.com/robjhyndman/forecast) | 1182 | 337 | R | 5 | Forecasting Functions for Time Series and Linear Models | 2026-10-10T22:19:19Z | | 75 | [fasteR](https://github.com/matloff/fasteR) | 1171 | 195 | R | 10 | Fast Lane to Learning R! | 2026-01-03T03:37:28Z | | 76 | [tinytex](https://github.com/rstudio/tinytex) | 1168 | 127 | R | 27 | A lightweight, cross-platform, portable, and easy-to-maintain LaTeX distribution based on TeX Live | 2026-09-17T21:24:41Z | | 77 | [renv](https://github.com/rstudio/renv) | 1163 | 169 | R | 197 | renv: Project environments for R. | 2026-10-06T19:55:21Z | | 78 | [easystats](https://github.com/easystats/easystats) | 1161 | 88 | R | 41 | :milky_way: The R easystats-project | 2026-09-10T09:38:33Z | | 79 | [performance](https://github.com/easystats/performance) | 1159 | 107 | R | 91 | :muscle: Models' quality and performance metrics (R2, ICC, LOO, AIC, BF, ...) | 2026-10-10T18:14:37Z | | 80 | [ggraph](https://github.com/thomasp85/ggraph) | 1120 | 114 | R | 51 | Grammar of Graph Graphics | 2025-08-25T06:42:17Z | | 81 | [targets](https://github.com/ropensci/targets) | 1101 | 85 | R | 0 | Function-oriented Make-like declarative workflows for R | 2026-05-13T17:53:48Z | | 82 | [rstan](https://github.com/stan-dev/rstan) | 1087 | 266 | R | 346 | RStan, the R interface to Stan | 2026-10-08T20:35:59Z | | 83 | [mlr3](https://github.com/mlr-org/mlr3) | 1082 | 97 | R | 21 | mlr3: Machine Learning in R - next generation | 2026-09-28T08:58:43Z | | 84 | [pointblank](https://github.com/rstudio/pointblank) | 1051 | 62 | R | 100 | Data quality assessment and metadata reporting for data frames and database tables | 2026-08-21T19:59:31Z | | 85 | [paletteer](https://github.com/EmilHvitfeldt/paletteer) | 1044 | 53 | R | 4 | ๐ŸŽจ๐ŸŽจ๐ŸŽจ Collection of most color palettes in a single R package | 2026-01-08T06:13:55Z | | 86 | [readr](https://github.com/tidyverse/readr) | 1041 | 296 | R | 92 | Read flat files (csv, tsv, fwf) into R | 2026-04-10T16:35:05Z | | 87 | [circlize](https://github.com/jokergoo/circlize) | 1027 | 148 | R | 66 | Circular visualization in R | 2023-11-11T08:34:17Z | | 88 | [palmerpenguins](https://github.com/allisonhorst/palmerpenguins) | 1021 | 266 | R | 15 | A great intro dataset for data exploration & visualization (alternative to iris). | 2024-09-19T22:20:38Z | | 89 | [future](https://github.com/futureverse/future) | 1015 | 93 | R | 80 | :rocket: R package: future: Unified Parallel and Distributed Processing in R for Everyone | 2026-10-11T03:46:55Z | | 90 | [gptstudio](https://github.com/MichelNivard/gptstudio) | 990 | 115 | R | 10 | GPT RStudio addins that enable GPT assisted coding, writing & analysis | 2026-01-03T18:15:49Z | | 91 | [httr](https://github.com/r-lib/httr) | 983 | 1954 | R | 8 | httr: a friendly http package for R | 2026-09-01T14:43:58Z | | 92 | [box](https://github.com/klmr/box) | 982 | 49 | R | 66 | Write reusable, composable and modular R code | 2026-08-16T17:07:42Z | | 93 | [sparklyr](https://github.com/sparklyr/sparklyr) | 972 | 310 | R | 350 | R interface for Apache Spark | 2026-10-06T13:51:30Z | | 94 | [magrittr](https://github.com/tidyverse/magrittr) | 972 | 161 | R | 22 | Improve the readability of R code with the pipe | 2026-04-05T05:42:58Z | | 95 | [generativeart](https://github.com/cutterkom/generativeart) | 962 | 162 | R | 5 | Create Generative Art with R | 2022-04-27T07:53:49Z | | 96 | [ggforce](https://github.com/thomasp85/ggforce) | 958 | 108 | R | 68 | Accelerating ggplot2 | 2025-09-15T19:27:31Z | | 97 | [see](https://github.com/easystats/see) | 956 | 47 | R | 31 | :art: Visualisation toolbox for beautiful and publication-ready figures | 2026-10-11T03:50:53Z | | 98 | [r-pkgs](https://github.com/hadley/r-pkgs) | 955 | 647 | R | 34 | Building R packages | 2026-10-11T07:33:31Z | | 99 | [awesome-computational-social-science](https://github.com/gesiscss/awesome-computational-social-science) | 950 | 107 | R | 5 | A list of awesome resources for Computational Social Science | 2026-07-26T09:49:13Z | | 100 | [golem](https://github.com/ThinkR-open/golem) | 946 | 137 | R | 21 | A Framework for Building Robust Shiny Apps | 2026-09-15T08:21:44Z |