diff --git a/_posts/2024-10-14-2024-W42.md b/_posts/2024-10-14-2024-W42.md new file mode 100644 index 00000000..45692021 --- /dev/null +++ b/_posts/2024-10-14-2024-W42.md @@ -0,0 +1,170 @@ +--- +title: R Weekly 2024-W42 Nested Tests, ShinyChat, Post Summaries +description: Weekly News in the R Community +image: https://rweekly.org/public/facebook.png +--- + ++ [How to have (my) content shared by R Weekly?](https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly) + +This week’s release was curated by [Eric Nantz](https://podcastindex.social/@rpodcast), with help from the R Weekly team members and contributors. + + +### Highlight + ++ [Nested unit tests with testthat](https://rpahl.github.io/r-some-blog/posts/2024-10-07-nested-unit-tests-with-testthat) + ++ [shinychat: Chat UI component for Shiny for R](https://github.com/jcheng5/shinychat) + ++ [Creating post summary with AI from Hugging Face](https://drmowinckels.io/blog/2024/ai-blog-summary/) + +### Insights + ++ [Postprocessing is coming to tidymodels](https://www.tidyverse.org/blog/2024/10/postprocessing-preview/) + +### R in the Real World + ++ [Exploratory Data Analysis: Will PCE Data Push Bitcoin?](https://datageeek.com/2024/10/07/exploratory-data-analysis-will-pce-data-push-bitcoin/) + + +### R in Academia + ++ [Can ChatGPT help construct non-trivial statistical models? An example with Bayesian "random" splines](https://www.rdatagen.net/post/2024-10-08-can-chatgpt-help-construct-non-trivial-bayesian-models-with-cluster-specific-splines/) + ++ [Calculating an LOOCV MSE by hand](https://freakonometrics.hypotheses.org/77662) + +### New Packages + + +
📦 Keep up to date wtih CRANberries 📦
+ +**CRAN** + ++ [microinverterdata release 0.1.0](https://camembr.github.io/microinverterdata/) + ++ [{data.table.threads} 1.0.0](https://cran.r-project.org/package=data.table.threads): Analyze Multi-Threading Performance for 'data.table' Functions + ++ [{AdverseEvents} 0.0.1](https://cran.r-project.org/package=AdverseEvents): 'shiny' Application for Adverse Event Analysis of 'OnCore' Data + ++ [{openrouteservice} 0.5.3](https://cran.r-project.org/package=openrouteservice): An 'openrouteservice' API Client + ++ [{tidyllm} 0.1.0](https://cran.r-project.org/package=tidyllm): Tidy Integration of Large Language Models + ++ [{genular} 1.0.0](https://cran.r-project.org/package=genular): 'Genular' Database API + ++ [{autometric} 0.0.5](https://cran.r-project.org/package=autometric): Background Resource Logging + ++ [{opendataformat} 1.3.0](https://cran.r-project.org/package=opendataformat): Reading and Writing Open Data Format Files + ++ [{spheredata} 0.1.0](https://cran.r-project.org/package=spheredata): Students' Performance Dataset in Physics Education Research (SPHERE) + ++ [{usdatasets} 0.1.0](https://cran.r-project.org/package=usdatasets): A Comprehensive Collection of U.S. Datasets + +**GitHub or Bitbucket** + ++ [shinychat: Chat UI component for Shiny for R](https://github.com/jcheng5/shinychat) + ++ [hexsession: Create a tile of logos for loaded packages](https://github.com/luisDVA/hexsession/) + +![](https://raw.githubusercontent.com/rweekly/image/master/2024/W42/exampletile_600.png) + +### Updated Packages + +🔍 [Search on R-universe](https://r-universe.dev/search/) 🔍 + ++ [{mirai} 1.3.0](https://cran.r-project.org/package=mirai): Minimalist Async Evaluation Framework for R - [diffify](https://diffify.com/R/mirai) + ++ [{nanonext} 1.3.0](https://cran.r-project.org/package=nanonext): R binding for NNG (Nanomsg Next Gen) - [diffify](https://diffify.com/R/nanonext) + ++ [{secretbase} 1.0.3](https://cran.r-project.org/package=secretbase): Cryptographic Hash, Extendable-Output and Base64 Functions. + ++ [{gtfsio} 1.2.0](https://cran.r-project.org/package=gtfsio): Read and Write General Transit Feed Specification (GTFS) Files - [diffify](https://diffify.com/R/gtfsio) + ++ [{tfrmtbuilder} 0.1.0](https://cran.r-project.org/package=tfrmtbuilder): 'shiny' App Companion to the 'tfrmt' Package - [diffify](https://diffify.com/R/tfrmtbuilder) + ++ [{crew} 0.10.0](https://cran.r-project.org/package=crew): A Distributed Worker Launcher Framework - [diffify](https://diffify.com/R/crew) + ++ [{kiwisR} 0.2.4](https://cran.r-project.org/package=kiwisR): A Wrapper for Querying KISTERS 'WISKI' Databases via the 'KiWIS' API - [diffify](https://diffify.com/R/kiwisR) + ++ [{crypto2} 2.0.3](https://cran.r-project.org/package=crypto2): Download Crypto Currency Data from 'CoinMarketCap' without 'API' - [diffify](https://diffify.com/R/crypto2) + ++ [{pagedown} 0.21](https://cran.r-project.org/package=pagedown): Paginate the HTML Output of R Markdown with CSS for Print - [diffify](https://diffify.com/R/pagedown) + ++ [{ieeeround} 0.2-2](https://cran.r-project.org/package=ieeeround): Functions to Set and Get the IEEE Rounding Mode - [diffify](https://diffify.com/R/ieeeround) + ++ [{random.cdisc.data} 0.3.16](https://cran.r-project.org/package=random.cdisc.data): Create Random ADaM Datasets - [diffify](https://diffify.com/R/random.cdisc.data) + ++ [{nixtlar} 0.6.1](https://cran.r-project.org/package=nixtlar): A Software Development Kit for 'Nixtla''s 'TimeGPT' - [diffify](https://diffify.com/R/nixtlar) + ++ [{officer} 0.6.7](https://cran.r-project.org/package=officer): Manipulation of Microsoft Word and PowerPoint Documents - [diffify](https://diffify.com/R/officer) + ++ [{chevron} 0.2.7](https://cran.r-project.org/package=chevron): Standard TLGs for Clinical Trials Reporting - [diffify](https://diffify.com/R/chevron) + ++ [{SqlRender} 1.19.0](https://cran.r-project.org/package=SqlRender): Rendering Parameterized SQL and Translation to Dialects - [diffify](https://diffify.com/R/SqlRender) + ++ [{webdav} 0.1.1](https://cran.r-project.org/package=webdav): A Simple Interface for Interacting with 'WebDAV' Servers - [diffify](https://diffify.com/R/webdav) + ++ [{eyelinkReader} 1.0.2](https://cran.r-project.org/package=eyelinkReader): Import Gaze Data for EyeLink Eye Tracker - [diffify](https://diffify.com/R/eyelinkReader) + ++ [{multiverse} 0.6.2](https://cran.r-project.org/package=multiverse): Create 'multiverse analysis' in R - [diffify](https://diffify.com/R/multiverse) + ++ [{exampletestr} 1.7.3](https://cran.r-project.org/package=exampletestr): Help for Writing Unit Tests Based on Function Examples - [diffify](https://diffify.com/R/exampletestr) + ++ [{xportr} 0.4.1](https://cran.r-project.org/package=xportr): Utilities to Output CDISC SDTM/ADaM XPT Files - [diffify](https://diffify.com/R/xportr) + +### Videos and Podcasts + ++ [Listen to the R-Weekly Highlights Podcast](https://serve.podhome.fm/r-weekly-highlights) + +### Shiny Apps + ++ [A Guide to Validating R (Shiny) Applications in Pharma](https://www.appsilon.com/post/shiny-app-validation-pharma) + +### Tutorials + ++ [EDA Reimagined in R: GWalkR + DuckDB for Lightning-Fast Visualizations](https://medium.com/@bruceyu0416/eda-reimagined-in-r-gwalkr-duckdb-for-lightning-fast-visualizations-05b011e8ae39) + ++ [Introducing: the POLYGON FULL](https://www.r-spatial.org//r/2024/10/11/polygonfull.html) + +![](https://raw.githubusercontent.com/rweekly/image/master/2024/W42/polygons_600.png) + ++ [How to Combine Two Data Frames in R with Different Columns Using Base R, dplyr, and data.table](https://www.spsanderson.com/steveondata/posts/2024-10-10/) + ++ [Creating post summary with AI from Hugging Face](https://drmowinckels.io/blog/2024/ai-blog-summary/) + ++ [Nested unit tests with testthat](https://rpahl.github.io/r-some-blog/posts/2024-10-07-nested-unit-tests-with-testthat) + ++ [The easiest way to capture code output for tests](https://jakubsobolewski.substack.com/p/the-easiest-way-to-capture-code-output) + + + +### R Project Updates + +Updates from [R Core](http://developer.r-project.org/blosxom.cgi/R-devel/NEWS): + +### Call for Participation + +### Upcoming Events in 3 Months + +Events in 3 Months: + ++ [Standardising R Projects with the ProjectTemplate package workshop](https://r-posts.com/standardising-r-projects-with-the-projecttemplate-package-workshop/) + ++ [A list of R conferences and meetings](https://jumpingrivers.github.io/meetingsR/events.html) + ++ [This week's local R-User and applied stats events](https://community.rstudio.com/c/irl) + ++ [Weekly R Workshops for Ukraine](https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine) + +### Connect + +[Join the Data Science Learning Community](https://DSLC.io/) + +### rtistry + + + +### Quotes of the Week + + + + diff --git a/_posts/2024-10-21-2024-W43.md b/_posts/2024-10-21-2024-W43.md new file mode 100644 index 00000000..4a611c27 --- /dev/null +++ b/_posts/2024-10-21-2024-W43.md @@ -0,0 +1,157 @@ +--- +title: R Weekly 2024-W43 tidyHeatmap, test titles, reshape +description: Weekly News in the R Community +image: https://rweekly.org/public/facebook.png +--- + ++ [How to have (my) content shared by R Weekly?](https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly) + +This week’s release was curated by [Jonathan Carroll](https://fosstodon.org/@jonocarroll), with help from the RWeekly team members and contributors. + +### Highlight + ++ [Exploring the tidyHeatmap R package](https://tomsing1.github.io/blog/posts/tidyHeatmap/) + ++ [Don't Expect That "Function Works Correctly", Do This Instead](https://jakubsob.github.io/blog/how-to-improve-your-unit-test-titles/) + ++ [Comparing `data.table` reshape to `duckdb` and `polars`](https://rdatatable-community.github.io/The-Raft/posts/2024-10-17-duckdb_polars_reshape-toby_hocking/) + +### Insights + ++ [R and Python consoles + JupyterLite in www.techtonique.net](https://thierrymoudiki.github.io/blog/2024/10/15/r/python/tehctonique-net) + ++ [Gradient-Boosting anything (alert: high performance): Part2, R version](https://thierrymoudiki.github.io/blog/2024/10/14/r/genericboosting-r) + ++ [Highlights from Shiny in Production (2024)](https://www.jumpingrivers.com/blog/shiny-in-production-highlights-2024/) + ++ [Positron in action with #TidyTuesday orca encounters](https://juliasilge.com/blog/orcas-positron/) + ++ [Monads in R](https://jcarroll.com.au/2024/10/18/monads-in-r/) + ++ [Authenticate with Alpaca API](https://datawookie.dev/blog/2024/10/authenticate-with-alpaca-api/) + ++ [Comparison of spatial patterns in continuous raster data for overlapping regions using R](https://jakubnowosad.com/posts/2024-10-20-spatcomp-bp2/) + +![](https://raw.githubusercontent.com/rweekly/image/master/2024/W43/spatcomp_600.png) + ++ [How to Loop Through Column Names in Base R with Examples](https://www.spsanderson.com/steveondata/posts/2024-10-17/) + ++ [How to Add Suffix to Column Names in Base R: A Beginner’s Guide](https://www.spsanderson.com/steveondata/posts/2024-10-14/) + ++ [Software Engineering Good Practices (GSEP) in FDA Submissions - 7 Categories to Follow](https://www.appsilon.com/post/software-engineering-good-practices-in-fda-submissions) + ++ [Don't Expect That "Function Works Correctly", Do This Instead](https://jakubsob.github.io/blog/how-to-improve-your-unit-test-titles/) + ++ [r2lambda update to support multi-file projects and renv projects](https://discindo.org/post/r2lambda-renv/) + ++ [Deploying Shiny for Python apps built with Tapyr to Posit Connect](https://posit.co/blog/deploying-tapyr-on-posit-connect/) + ++ [Running tidymodel prediction workflows inside databases with orbital and Snowflake](https://posit.co/blog/running-tidymodel-prediction-workflows-inside-databases/) + ++ [Exploring the tidyHeatmap R package](https://tomsing1.github.io/blog/posts/tidyHeatmap/) + ++ [How PCA projection and cell label transfer work in Seurat](https://divingintogeneticsandgenomics.com/post/pca-projection/) + ++ [posit::conf(2024)](https://fontikar.github.io/blog/posit_conf_2024/) + +### R in the Real World + +[R Consortium : Dengue Data Hub](https://r-consortium.org/posts/empowering-dengue-research-through-the-dengue-data-hub/) + +[R Consortium : The U.S. Federal Reserve quarterly model in R](https://r-consortium.org/posts/us-federal-reserve-quarterly-model-in-r/) + +### Resources + ++ [CASdatasets 1.2.0](https://freakonometrics.hypotheses.org/77544) + +### New Packages + + + + +**CRAN** + ++ [{Platypus} 3.6.0](https://cran.r-project.org/package=Platypus): Single-Cell Immune Repertoire and Gene Expression Analysis ++ [{plotscaper} 0.2.3](https://cran.r-project.org/package=plotscaper): Explore Your Data with Interactive Figures ++ [{ctypesio} 0.1.1](https://cran.r-project.org/package=ctypesio): Read and Write Standard C Types from Files, Connections and Raw Vectors ++ [{hollr} 1.0.0](https://cran.r-project.org/package=hollr): Chat Completion and Text Annotation with Local and OpenAI Models ++ [{affiner} 0.1.1](https://cran.r-project.org/package=affiner): A Finer Way to Render 3D Illustrated Objects in 'grid' Using Affine Transformations + +### Updated Packages + +🔍 [Search on R-universe](https://r-universe.dev/search/) 🔍 + ++ [qlcal 0.0.13 on CRAN: Small Calendar Update](http://dirk.eddelbuettel.com/blog/2024/10/15#qlcal-r_0.0.13) ++ [RcppDate 0.0.4: New Upstream Minor](http://dirk.eddelbuettel.com/blog/2024/10/14#rcppdate_0.0.4) + ++ [{shinyAce} 0.4.3](https://cran.r-project.org/package=shinyAce): Ace Editor Bindings for Shiny - [diffify](https://diffify.com/R/shinyAce) ++ [{Matrix} 1.7-1](https://cran.r-project.org/package=Matrix): Sparse and Dense Matrix Classes and Methods - [diffify](https://diffify.com/R/Matrix) ++ [{openxlsx2} 1.10](https://cran.r-project.org/package=openxlsx2): Read, Write and Edit 'xlsx' Files - [diffify](https://diffify.com/R/openxlsx2) ++ [{charlatan} 0.6.1](https://cran.r-project.org/package=charlatan): Make Fake Data - [diffify](https://diffify.com/R/charlatan) ++ [{rstudioapi} 0.17.0](https://cran.r-project.org/package=rstudioapi): Safely Access the RStudio API - [diffify](https://diffify.com/R/rstudioapi) ++ [{litedown} 0.3](https://cran.r-project.org/package=litedown): A Lightweight Version of R Markdown - [diffify](https://diffify.com/R/litedown) ++ [{duckdb} 1.1.1](https://cran.r-project.org/package=duckdb): DBI Package for the DuckDB Database Management System - [diffify](https://diffify.com/R/duckdb) ++ [{bookdown} 0.41](https://cran.r-project.org/package=bookdown): Authoring Books and Technical Documents with R Markdown - [diffify](https://diffify.com/R/bookdown) ++ [{coro} 1.0.5](https://cran.r-project.org/package=coro): 'Coroutines' for R - [diffify](https://diffify.com/R/coro) ++ [{shiny.telemetry} 0.3.1](https://cran.r-project.org/package=shiny.telemetry): 'Shiny' App Usage Telemetry - [diffify](https://diffify.com/R/shiny.telemetry) ++ [{downloadthis} 0.4.1](https://cran.r-project.org/package=downloadthis): Implement Download Buttons in 'rmarkdown' - [diffify](https://diffify.com/R/downloadthis) ++ [{terra} 1.7-83](https://cran.r-project.org/package=terra): Spatial Data Analysis - [diffify](https://diffify.com/R/terra) + + +### Videos and Podcasts + ++ [Listen to the R-Weekly Highlights Podcast](https://serve.podhome.fm/r-weekly-highlights) + +### Tutorials + ++ [DuckDB vs dplyr vs base R](https://blog.stephenturner.us/p/duckdb-vs-dplyr-vs-base-r) + ++ [Use nanoparquet instead of readr/CSV](https://blog.stephenturner.us/p/use-nanoparquet-instead-of-readr-csv) + +![](https://raw.githubusercontent.com/rweekly/image/master/2024/W43/nanoparquet_600.png) + ++ [Comparing `data.table` reshape to `duckdb` and `polars`](https://rdatatable-community.github.io/The-Raft/posts/2024-10-17-duckdb_polars_reshape-toby_hocking/) + ++ [Visualizing performance regression of `data.table` with `atime`](https://rdatatable-community.github.io/The-Raft/posts/2024-10-10-Performance-Doris_Amoakohene/) + ++ [Beyond Functions: How to Enrich an R Package with Data](https://rtask.thinkr.fr/beyond-functions-how-to-enrich-an-r-package-with-data/) + + + +### R Project Updates + +Updates from [R Core](http://developer.r-project.org/blosxom.cgi/R-devel/NEWS): + +### Call for Participation + +### Upcoming Events in 3 Months + +Events in 3 Months: + ++ [R/Pharma APAC track](https://rinpharma.com/post/2024-07-17-apac-track/) + ++ [A list of R conferences and meetings](https://jumpingrivers.github.io/meetingsR/events.html) + ++ [This week's local R-User and applied stats events](https://community.rstudio.com/c/irl) + ++ [Weekly R Workshops for Ukraine](https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine) + ++ [Come Learn About Time Series with Me at ODSC West Wednesday October 30th, 2024](https://win-vector.com/2024/10/18/come-learn-about-time-series-with-me-at-odsc-west-wednesday-october-30th-2024/) + +### Connect + +[Join the Data Science Learning Community](https://DSLC.io/) + +### rtistry + + + + + +### Quotes of the Week + + + + + + \ No newline at end of file diff --git a/curatinator_latest.md b/curatinator_latest.md index e554371e..02a637f1 100644 --- a/curatinator_latest.md +++ b/curatinator_latest.md @@ -1,288 +1,346 @@ # RSS POSTS: ## -+ [Gradient-Boosting anything (alert: high performance)](https://thierrymoudiki.github.io/blog/2024/10/06/python/r/genericboosting) -+ [Can ChatGPT help construct non-trivial statistical models? An example with Bayesian "random" splines](https://www.rdatagen.net/post/2024-10-08-can-chatgpt-help-construct-non-trivial-bayesian-models-with-cluster-specific-splines/) -+ [Calculating an LOOCV MSE by hand](https://freakonometrics.hypotheses.org/77662) -+ [Introducing: the POLYGON FULL](https://www.r-spatial.org//r/2024/10/11/polygonfull.html) ++ [R editor and SQL console (in addition to Python editors) in www.techtonique.net](https://thierrymoudiki.github.io/blog/2024/10/21/r/python/sql/techtonique-sql-and-r-editor) + [Ordinal State Transition Models as a Unifying Risk Prediction Framework](https://fharrell.com/talk/icsa/) -+ [The Burden of Demonstrating Statistical Validity of Clusters](https://fharrell.com/post/cluster/) -+ [Standardising R Projects with the ProjectTemplate package workshop](https://r-posts.com/standardising-r-projects-with-the-projecttemplate-package-workshop/) -+ [Postprocessing is coming to tidymodels](https://www.tidyverse.org/blog/2024/10/postprocessing-preview/) -+ [Exploratory Data Analysis: Will PCE Data Push Bitcoin?](https://datageeek.com/2024/10/07/exploratory-data-analysis-will-pce-data-push-bitcoin/) -+ [Dudeney’s Remainder Problem](https://win-vector.com/2024/10/06/dudeneys-remainder-problem/) -+ [Redirection in Linux: A Beginner’s Guide](https://www.spsanderson.com/steveondata/posts/2024-10-11/) -+ [How to Combine Two Data Frames in R with Different Columns Using Base R, dplyr, and data.table](https://www.spsanderson.com/steveondata/posts/2024-10-10/) -+ [Making Your Programs More Powerful with #include and #define for C](https://www.spsanderson.com/steveondata/posts/2024-10-09/) -+ [How to Combine Two Columns into One in R With Examples in Base R and tidyr](https://www.spsanderson.com/steveondata/posts/2024-10-08/) -+ [How to Combine Rows with Same Column Values in R](https://www.spsanderson.com/steveondata/posts/2024-10-07/) -+ [Creating post summary with AI from Hugging Face](https://drmowinckels.io/blog/2024/ai-blog-summary/) -+ [3MW (Data-Driven Powerpoint With R)](https://3mw.albert-rapp.de/p/data-driven-powerpoint-with-r) -+ [Shiny for Python and JavaScript: How to Add JS Scripts to Your Dashboards](https://www.appsilon.com/post/shiny-for-python-javascript) -+ [A Guide to Validating R (Shiny) Applications in Pharma](https://www.appsilon.com/post/shiny-app-validation-pharma) -+ [Using Posit Connect to implement dynamic user identity for data governance in published apps](https://posit.co/blog/implement-dynamic-user-identity-posit-connect/) -+ [Nested unit tests with testthat](https://rpahl.github.io/r-some-blog/posts/2024-10-07-nested-unit-tests-with-testthat) ++ [Polyglot Maxxie and Minnie](https://jcarroll.com.au/2024/10/26/polyglot-maxxie-and-minnie/) ++ [drat 0.2.5 on CRAN: Small Updates](http://dirk.eddelbuettel.com/blog/2024/10/21#drat_0.2.5) ++ [Visualizing Variance with Sankey diagrams/Riverplots using R: An Illustration with Longitudinal Multi-level Modeling workshop](https://r-posts.com/visualizing-variance-with-sankey-diagrams-riverplots-using-r-an-illustration-with-longitudinal-multi-level-modeling-workshop/) ++ [Understanding Difference-in-Differences: Basics and Beyond with Applications in R workshop](https://r-posts.com/understanding-difference-in-differences-basics-and-beyond-with-applications-in-r-workshop/) ++ [Day 0: So it begins](https://www.optionstocksmachines.com/post/2024-10-21-day-0-so-it-begins/) ++ [Time Series Machine Learning: S&P 500](https://datageeek.com/2024/10/22/time-series-machine-learning-sp-500/) ++ [Iterating to achieve my first accepted posit::conf talk](https://www.pipinghotdata.com/posts/2024-10-24-iterating-to-achieve-my-first-accepted-positconf-talk) ++ [Dyson’s Algorithm for the Twelve Coins Problem](https://win-vector.com/2024/10/24/dysons-algorithm-for-the-twelve-coins-problem/) ++ [Listing Alpaca Assets](https://datawookie.dev/blog/2024/10/listing-alpaca-assets/) ++ [Comparison of spatial patterns in continuous raster data for arbitrary regions using R](https://jakubnowosad.com/posts/2024-10-27-spatcomp-bp3/) ++ [Comparison of spatial patterns in continuous raster data for overlapping regions using R](https://jakubnowosad.com/posts/2024-10-20-spatcomp-bp2/) ++ [Sentiment Analysis in R](https://www.codingthepast.com/2024/10/21/Sentiment-analysis-in-R.html) ++ [Mastering Linux Terminal: Clear and History Commands for Beginners](https://www.spsanderson.com/steveondata/posts/2024-10-25/) ++ [Enhancing Time Series Analysis: RandomWalker 0.2.0 Release](https://www.spsanderson.com/steveondata/posts/2024-10-24/) ++ [Mastering Mathematics in C Programming: A Beginner’s Guide](https://www.spsanderson.com/steveondata/posts/2024-10-23/) ++ [How to Loop Through List in R with Base R and purrr: A Comprehensive Guide for Beginners](https://www.spsanderson.com/steveondata/posts/2024-10-22/) ++ [Mastering Column Names in Base R: A Beginner’s Guide](https://www.spsanderson.com/steveondata/posts/2024-10-21/) ++ [3MW (Automate E-mails With R & {blastula})](https://3mw.albert-rapp.de/p/automate-e-mails-with-r-blastula) ++ [The Benefits of Fully Utilizing UX/UI Design Throughout the Project Journey for Extractable](https://www.appsilon.com/post/continuous-designer-involvement-benefits) ++ [3 Lessons learned from 3 years of testing as an R developer](https://jakubsob.github.io/blog/3-lessons-learned-from-3-years-of-testing-as-r-developer/) ++ [{sortable} card games in {shiny}](https://www.rostrum.blog/posts/2024-10-25-not-balatro/index.html) ++ [Tips for implementing custom features in Shiny](https://posit.co/blog/tips-for-implementing-custom-features-in-shiny/) ++ [Posit’s Hadley Wickham honored with the 2025 ASA Award for Statistical Computing and Graphics](https://posit.co/blog/hadley-wickham-honored-with-the-2025-asa-award-for-statistical-computing-and-graphics/) ++ [Winners of the 2024 Shiny Contest](https://posit.co/blog/winners-of-the-2024-shiny-contest/) # CRANberries UPDATED: ## -+ [{renv} 1.0.11](https://cran.r-project.org/package=renv): Project Environments - [diffify](https://diffify.com/R/renv) -+ [{gpbStat} 0.4.4](https://cran.r-project.org/package=gpbStat): Comprehensive Statistical Analysis of Plant Breeding Experiments - [diffify](https://diffify.com/R/gpbStat) -+ [{RWsearch} 5.2.0](https://cran.r-project.org/package=RWsearch): Lazy Search in R Packages, Task Views, CRAN, the Web. All-in-One -Download - [diffify](https://diffify.com/R/RWsearch) -+ [{log4r} 0.4.4](https://cran.r-project.org/package=log4r): A Fast and Lightweight Logging System for R, Based on 'log4j' - [diffify](https://diffify.com/R/log4r) -+ [{WeightSVM} 1.7-16](https://cran.r-project.org/package=WeightSVM): Subject Weighted Support Vector Machines - [diffify](https://diffify.com/R/WeightSVM) -+ [{pedigreeTools} 0.3](https://cran.r-project.org/package=pedigreeTools): Versatile Functions for Working with Pedigrees - [diffify](https://diffify.com/R/pedigreeTools) -+ [{spork} 0.3.5](https://cran.r-project.org/package=spork): Generalized Label Formatting - [diffify](https://diffify.com/R/spork) -+ [{tsgarch} 1.0.3](https://cran.r-project.org/package=tsgarch): Univariate GARCH Models - [diffify](https://diffify.com/R/tsgarch) -+ [{gtfsio} 1.2.0](https://cran.r-project.org/package=gtfsio): Read and Write General Transit Feed Specification (GTFS) Files - [diffify](https://diffify.com/R/gtfsio) -+ [{healthyR.ts} 0.3.1](https://cran.r-project.org/package=healthyR.ts): The Time Series Modeling Companion to 'healthyR' - [diffify](https://diffify.com/R/healthyR.ts) -+ [{tfrmtbuilder} 0.1.0](https://cran.r-project.org/package=tfrmtbuilder): 'shiny' App Companion to the 'tfrmt' Package - [diffify](https://diffify.com/R/tfrmtbuilder) -+ [{nuggets} 1.2.0](https://cran.r-project.org/package=nuggets): Extensible Data Pattern Searching Framework - [diffify](https://diffify.com/R/nuggets) -+ [{gss} 2.2-8](https://cran.r-project.org/package=gss): General Smoothing Splines - [diffify](https://diffify.com/R/gss) -+ [{groc} 1.0.10](https://cran.r-project.org/package=groc): Generalized Regression on Orthogonal Components - [diffify](https://diffify.com/R/groc) -+ [{ECGofTestDx} 0.5](https://cran.r-project.org/package=ECGofTestDx): A Goodness-of-Fit Test for Elliptical Distributions with -Diagnostic Capabilities - [diffify](https://diffify.com/R/ECGofTestDx) -+ [{wk} 0.9.4](https://cran.r-project.org/package=wk): Lightweight Well-Known Geometry Parsing - [diffify](https://diffify.com/R/wk) -+ [{quickcode} 1.0.1](https://cran.r-project.org/package=quickcode): Quick and Essential 'R' Tricks for Better Scripts - [diffify](https://diffify.com/R/quickcode) -+ [{grpnet} 0.6](https://cran.r-project.org/package=grpnet): Group Elastic Net Regularized GLMs and GAMs - [diffify](https://diffify.com/R/grpnet) -+ [{eatTools} 0.7.7](https://cran.r-project.org/package=eatTools): Miscellaneous Functions for the Analysis of Educational -Assessments - [diffify](https://diffify.com/R/eatTools) -+ [{crew} 0.10.0](https://cran.r-project.org/package=crew): A Distributed Worker Launcher Framework - [diffify](https://diffify.com/R/crew) -+ [{EpiModel} 2.5.0](https://cran.r-project.org/package=EpiModel): Mathematical Modeling of Infectious Disease Dynamics - [diffify](https://diffify.com/R/EpiModel) -+ [{LorenzRegression} 2.1.0](https://cran.r-project.org/package=LorenzRegression): Lorenz and Penalized Lorenz Regressions - [diffify](https://diffify.com/R/LorenzRegression) -+ [{longitudinalData} 2.4.7](https://cran.r-project.org/package=longitudinalData): Longitudinal Data - [diffify](https://diffify.com/R/longitudinalData) -+ [{bvhar} 2.1.2](https://cran.r-project.org/package=bvhar): Bayesian Vector Heterogeneous Autoregressive Modeling - [diffify](https://diffify.com/R/bvhar) -+ [{bamlss} 1.2-5](https://cran.r-project.org/package=bamlss): Bayesian Additive Models for Location, Scale, and Shape (and -Beyond) - [diffify](https://diffify.com/R/bamlss) -+ [{synthesizer} 0.3.1](https://cran.r-project.org/package=synthesizer): Synthesize Data Based on Empirical Quantile Functions and Rank -Order Matching - [diffify](https://diffify.com/R/synthesizer) -+ [{kiwisR} 0.2.4](https://cran.r-project.org/package=kiwisR): A Wrapper for Querying KISTERS 'WISKI' Databases via the 'KiWIS' -API - [diffify](https://diffify.com/R/kiwisR) -+ [{JDCruncheR} 0.3.1](https://cran.r-project.org/package=JDCruncheR): Interface Between the 'JDemetra+' Cruncher and R, and Quality -Report Generator - [diffify](https://diffify.com/R/JDCruncheR) -+ [{forestplot} 3.1.5](https://cran.r-project.org/package=forestplot): Advanced Forest Plot Using 'grid' Graphics - [diffify](https://diffify.com/R/forestplot) -+ [{mpt} 1.0-0](https://cran.r-project.org/package=mpt): Multinomial Processing Tree Models - [diffify](https://diffify.com/R/mpt) -+ [{shapviz} 0.9.6](https://cran.r-project.org/package=shapviz): SHAP Visualizations - [diffify](https://diffify.com/R/shapviz) -+ [{gRaven} 1.1.10](https://cran.r-project.org/package=gRaven): Bayes Nets: 'RHugin' Emulation with 'gRain' - [diffify](https://diffify.com/R/gRaven) -+ [{atime} 2024.10.5](https://cran.r-project.org/package=atime): Asymptotic Timing - [diffify](https://diffify.com/R/atime) -+ [{crypto2} 2.0.3](https://cran.r-project.org/package=crypto2): Download Crypto Currency Data from 'CoinMarketCap' without 'API' - [diffify](https://diffify.com/R/crypto2) -+ [{sf} 1.0-18](https://cran.r-project.org/package=sf): Simple Features for R - [diffify](https://diffify.com/R/sf) -+ [{pagedown} 0.21](https://cran.r-project.org/package=pagedown): Paginate the HTML Output of R Markdown with CSS for Print - [diffify](https://diffify.com/R/pagedown) -+ [{dtComb} 1.0.4](https://cran.r-project.org/package=dtComb): Statistical Combination of Diagnostic Tests - [diffify](https://diffify.com/R/dtComb) -+ [{amadeus} 1.1.3](https://cran.r-project.org/package=amadeus): Accessing and Analyzing Large-Scale Environmental Data - [diffify](https://diffify.com/R/amadeus) -+ [{RcppAlgos} 2.8.5](https://cran.r-project.org/package=RcppAlgos): High Performance Tools for Combinatorics and Computational -Mathematics - [diffify](https://diffify.com/R/RcppAlgos) -+ [{radiant.model} 1.6.7](https://cran.r-project.org/package=radiant.model): Model Menu for Radiant: Business Analytics using R and Shiny - [diffify](https://diffify.com/R/radiant.model) -+ [{yamlet} 1.1.3](https://cran.r-project.org/package=yamlet): Versatile Curation of Table Metadata - [diffify](https://diffify.com/R/yamlet) -+ [{PwrGSD} 2.3.8](https://cran.r-project.org/package=PwrGSD): Power in a Group Sequential Design - [diffify](https://diffify.com/R/PwrGSD) -+ [{hdflex} 0.3.0](https://cran.r-project.org/package=hdflex): High-Dimensional Aggregate Density Forecasts - [diffify](https://diffify.com/R/hdflex) -+ [{CEC} 0.11.2](https://cran.r-project.org/package=CEC): Cross-Entropy Clustering - [diffify](https://diffify.com/R/CEC) -+ [{APackOfTheClones} 1.2.1](https://cran.r-project.org/package=APackOfTheClones): Visualization of Clonal Expansion for Single Cell Immune -Profiles - [diffify](https://diffify.com/R/APackOfTheClones) -+ [{naijR} 0.6.1](https://cran.r-project.org/package=naijR): Operations to Ease Data Analyses Specific to Nigeria - [diffify](https://diffify.com/R/naijR) -+ [{netUtils} 0.8.3](https://cran.r-project.org/package=netUtils): A Collection of Tools for Network Analysis - [diffify](https://diffify.com/R/netUtils) -+ [{discAUC} 1.0.3](https://cran.r-project.org/package=discAUC): Linear and Non-Linear AUC for Discounting Data - [diffify](https://diffify.com/R/discAUC) -+ [{pakret} 0.2.1](https://cran.r-project.org/package=pakret): Cite 'R' Packages on the Fly in 'R Markdown' and 'Quarto' - [diffify](https://diffify.com/R/pakret) -+ [{QWDAP} 1.1.20](https://cran.r-project.org/package=QWDAP): Quantum Walk-Based Data Analysis and Prediction - [diffify](https://diffify.com/R/QWDAP) -+ [{gRain} 1.4.4](https://cran.r-project.org/package=gRain): Graphical Independence Networks - [diffify](https://diffify.com/R/gRain) -+ [{DPpack} 0.2.1](https://cran.r-project.org/package=DPpack): Differentially Private Statistical Analysis and Machine Learning - [diffify](https://diffify.com/R/DPpack) -+ [{data.table} 1.16.2](https://cran.r-project.org/package=data.table): Extension of `data.frame` - [diffify](https://diffify.com/R/data.table) -+ [{ChoiceModelR} 1.3.1](https://cran.r-project.org/package=ChoiceModelR): Choice Modeling in R - [diffify](https://diffify.com/R/ChoiceModelR) -+ [{ieeeround} 0.2-2](https://cran.r-project.org/package=ieeeround): Functions to Set and Get the IEEE Rounding Mode - [diffify](https://diffify.com/R/ieeeround) -+ [{ssMutPA} 0.1.1](https://cran.r-project.org/package=ssMutPA): Single-Sample Mutation-Based Pathway Analysis - [diffify](https://diffify.com/R/ssMutPA) -+ [{NlsyLinks} 2.2.2](https://cran.r-project.org/package=NlsyLinks): Utilities and Kinship Information for Research with the NLSY - [diffify](https://diffify.com/R/NlsyLinks) -+ [{neojags} 0.1.5](https://cran.r-project.org/package=neojags): Neo-Normal Distributions Family for Markov Chain Monte Carlo -(MCMC) Models in 'JAGS' - [diffify](https://diffify.com/R/neojags) -+ [{ISwR} 2.0-9](https://cran.r-project.org/package=ISwR): Introductory Statistics with R - [diffify](https://diffify.com/R/ISwR) -+ [{hexDensity} 1.4.5](https://cran.r-project.org/package=hexDensity): Fast Kernel Density Estimation with Hexagonal Grid - [diffify](https://diffify.com/R/hexDensity) -+ [{fitODBOD} 1.5.3](https://cran.r-project.org/package=fitODBOD): Modeling Over Dispersed Binomial Outcome Data Using BMD and ABD - [diffify](https://diffify.com/R/fitODBOD) -+ [{swaRmverse} 0.1.1](https://cran.r-project.org/package=swaRmverse): Swarm Space Creation - [diffify](https://diffify.com/R/swaRmverse) -+ [{mapme.biodiversity} 0.9.2](https://cran.r-project.org/package=mapme.biodiversity): Efficient Monitoring of Global Biodiversity Portfolios - [diffify](https://diffify.com/R/mapme.biodiversity) -+ [{lfproQC} 1.4.0](https://cran.r-project.org/package=lfproQC): Quality Control for Label-Free Proteomics Expression Data - [diffify](https://diffify.com/R/lfproQC) -+ [{evaluate} 1.0.1](https://cran.r-project.org/package=evaluate): Parsing and Evaluation Tools that Provide More Details than the -Default - 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[diffify](https://diffify.com/R/ViSe) -+ [{VertexWiseR} 1.1.0](https://cran.r-project.org/package=VertexWiseR): Simplified Vertex-Wise Analyses of Whole-Brain and Hippocampal -Surface - [diffify](https://diffify.com/R/VertexWiseR) -+ [{PriceIndices} 0.2.2](https://cran.r-project.org/package=PriceIndices): Calculating Bilateral and Multilateral Price Indexes - [diffify](https://diffify.com/R/PriceIndices) -+ [{ssdtools} 2.0.0](https://cran.r-project.org/package=ssdtools): Species Sensitivity Distributions - [diffify](https://diffify.com/R/ssdtools) -+ [{speccurvieR} 0.4.2](https://cran.r-project.org/package=speccurvieR): Easy, Fast, and Pretty Specification Curve Analysis - [diffify](https://diffify.com/R/speccurvieR) -+ [{LatticeKrig} 9.3.0](https://cran.r-project.org/package=LatticeKrig): Multi-Resolution Kriging Based on Markov Random Fields - [diffify](https://diffify.com/R/LatticeKrig) -+ [{officer} 0.6.7](https://cran.r-project.org/package=officer): Manipulation of Microsoft Word and PowerPoint Documents - [diffify](https://diffify.com/R/officer) -+ [{handwriter} 3.2.0](https://cran.r-project.org/package=handwriter): Handwriting Analysis in R - [diffify](https://diffify.com/R/handwriter) -+ [{tcpl} 3.2.0](https://cran.r-project.org/package=tcpl): ToxCast Data Analysis Pipeline - [diffify](https://diffify.com/R/tcpl) -+ [{surveytable} 0.9.5](https://cran.r-project.org/package=surveytable): Formatted Survey Estimates - [diffify](https://diffify.com/R/surveytable) -+ [{insurancerating} 0.7.5](https://cran.r-project.org/package=insurancerating): Analytic Insurance Rating Techniques - [diffify](https://diffify.com/R/insurancerating) -+ [{ggragged} 0.2.0](https://cran.r-project.org/package=ggragged): Ragged Grids for 'ggplot2' - [diffify](https://diffify.com/R/ggragged) -+ [{partition} 0.2.2](https://cran.r-project.org/package=partition): Agglomerative Partitioning Framework for Dimension Reduction - [diffify](https://diffify.com/R/partition) -+ [{dgof} 1.5.1](https://cran.r-project.org/package=dgof): Discrete Goodness-of-Fit Tests - [diffify](https://diffify.com/R/dgof) -+ [{jlme} 0.4.0](https://cran.r-project.org/package=jlme): Regression Modelling with 'GLM.jl' and 'MixedModels.jl' in -'Julia' - [diffify](https://diffify.com/R/jlme) -+ [{eatGADS} 1.1.1](https://cran.r-project.org/package=eatGADS): Data Management of Large Hierarchical Data - [diffify](https://diffify.com/R/eatGADS) -+ [{mirai} 1.3.0](https://cran.r-project.org/package=mirai): Minimalist Async Evaluation Framework for R - [diffify](https://diffify.com/R/mirai) -+ [{ergmgp} 0.1-2](https://cran.r-project.org/package=ergmgp): Tools for Modeling ERGM Generating Processes - [diffify](https://diffify.com/R/ergmgp) -+ [{sorcering} 1.1.0](https://cran.r-project.org/package=sorcering): Soil Organic Carbon and CN Ratio Driven Nitrogen Modelling -Framework - [diffify](https://diffify.com/R/sorcering) -+ [{Compositional} 7.1](https://cran.r-project.org/package=Compositional): Compositional Data Analysis - [diffify](https://diffify.com/R/Compositional) -+ [{volesti} 1.1.2-8](https://cran.r-project.org/package=volesti): Volume Approximation and Sampling of Convex Polytopes - [diffify](https://diffify.com/R/volesti) -+ [{simplace} 5.1.2](https://cran.r-project.org/package=simplace): Interface to Use the Modelling Framework 'SIMPLACE' - [diffify](https://diffify.com/R/simplace) -+ [{KinMixLite} 2.1.1](https://cran.r-project.org/package=KinMixLite): Inference About Relationships from DNA Mixtures - [diffify](https://diffify.com/R/KinMixLite) -+ [{gMOIP} 1.5.3](https://cran.r-project.org/package=gMOIP): Tools for 2D and 3D Plots of Single and Multi-Objective ++ [{chisquare} 1.1](https://cran.r-project.org/package=chisquare): Chi-Square and G-Square Test of Independence, Power and Residual +Analysis, Measures of Categorical Association - [diffify](https://diffify.com/R/chisquare) ++ [{glmm.hp} 0.1-6](https://cran.r-project.org/package=glmm.hp): Hierarchical Partitioning of Marginal R2 for Generalized +Mixed-Effect Models - [diffify](https://diffify.com/R/glmm.hp) ++ [{Copula.surv} 1.7](https://cran.r-project.org/package=Copula.surv): Analysis of Bivariate Survival Data Based on Copulas - [diffify](https://diffify.com/R/Copula.surv) ++ [{sisal} 0.49](https://cran.r-project.org/package=sisal): Sequential Input Selection Algorithm - [diffify](https://diffify.com/R/sisal) ++ [{Xcertainty} 1.0.1](https://cran.r-project.org/package=Xcertainty): Estimating Lengths and Uncertainty from Photogrammetric Imagery - [diffify](https://diffify.com/R/Xcertainty) ++ [{immunaut} 1.0.1](https://cran.r-project.org/package=immunaut): Machine Learning Immunogenicity and Vaccine Response Analysis - [diffify](https://diffify.com/R/immunaut) ++ [{deeptime} 2.1.0](https://cran.r-project.org/package=deeptime): Plotting Tools for Anyone Working in Deep Time - [diffify](https://diffify.com/R/deeptime) ++ [{abima} 1.1](https://cran.r-project.org/package=abima): Adaptive Bootstrap Inference for Mediation Analysis with +Enhanced Statistical Power - [diffify](https://diffify.com/R/abima) ++ [{nonmemica} 1.0.11](https://cran.r-project.org/package=nonmemica): Create and Evaluate NONMEM Models in a Project Context - [diffify](https://diffify.com/R/nonmemica) ++ [{tablet} 0.6.11](https://cran.r-project.org/package=tablet): Tabulate Descriptive Statistics in Multiple Formats - [diffify](https://diffify.com/R/tablet) ++ [{GeoModels} 2.0.7](https://cran.r-project.org/package=GeoModels): Procedures for Gaussian and Non Gaussian Geostatistical (Large) +Data Analysis - [diffify](https://diffify.com/R/GeoModels) ++ [{plater} 1.0.5](https://cran.r-project.org/package=plater): Read, Tidy, and Display Data from Microtiter Plates - [diffify](https://diffify.com/R/plater) ++ [{mlr3learners} 0.8.0](https://cran.r-project.org/package=mlr3learners): Recommended Learners for 'mlr3' - [diffify](https://diffify.com/R/mlr3learners) ++ [{mlr3fselect} 1.2.0](https://cran.r-project.org/package=mlr3fselect): Feature Selection for 'mlr3' - [diffify](https://diffify.com/R/mlr3fselect) ++ [{tr.iatgen} 1.1.0](https://cran.r-project.org/package=tr.iatgen): Translate 'iatgen' Generated QSF Files - [diffify](https://diffify.com/R/tr.iatgen) ++ [{slider} 0.3.2](https://cran.r-project.org/package=slider): Sliding Window Functions - [diffify](https://diffify.com/R/slider) ++ [{finnts} 0.5.0](https://cran.r-project.org/package=finnts): Microsoft Finance Time Series Forecasting Framework - [diffify](https://diffify.com/R/finnts) ++ [{checked} 0.2.4](https://cran.r-project.org/package=checked): Systematically Run R CMD Checks - [diffify](https://diffify.com/R/checked) ++ [{ami} 0.2.0](https://cran.r-project.org/package=ami): Checks for Various Computing Environments - [diffify](https://diffify.com/R/ami) ++ [{ntdr} 0.4.0](https://cran.r-project.org/package=ntdr): Retrieve Data from the National Transit Database - [diffify](https://diffify.com/R/ntdr) ++ [{gtable} 0.3.6](https://cran.r-project.org/package=gtable): Arrange 'Grobs' in Tables - [diffify](https://diffify.com/R/gtable) ++ [{BAMBI} 2.3.6](https://cran.r-project.org/package=BAMBI): Bivariate Angular Mixture Models - [diffify](https://diffify.com/R/BAMBI) ++ [{segmented} 2.1-3](https://cran.r-project.org/package=segmented): Regression Models with Break-Points / Change-Points Estimation +(with Possibly Random Effects) - [diffify](https://diffify.com/R/segmented) ++ [{rtgstat} 0.3.4](https://cran.r-project.org/package=rtgstat): Client for 'TGStat API' - [diffify](https://diffify.com/R/rtgstat) ++ [{GGIRread} 1.0.2](https://cran.r-project.org/package=GGIRread): Wearable Accelerometer Data File Readers - [diffify](https://diffify.com/R/GGIRread) ++ [{SuperCell} 1.0.1](https://cran.r-project.org/package=SuperCell): Simplification of scRNA-Seq Data by Merging Together Similar +Cells - [diffify](https://diffify.com/R/SuperCell) ++ [{GofCens} 1.2](https://cran.r-project.org/package=GofCens): Goodness-of-Fit Methods for Complete and Right-Censored Data - [diffify](https://diffify.com/R/GofCens) ++ [{BayesMultiMode} 0.7.2](https://cran.r-project.org/package=BayesMultiMode): Bayesian Mode Inference - [diffify](https://diffify.com/R/BayesMultiMode) ++ [{gMOIP} 1.5.4](https://cran.r-project.org/package=gMOIP): Tools for 2D and 3D Plots of Single and Multi-Objective Linear/Integer Programming Models - [diffify](https://diffify.com/R/gMOIP) -+ [{SqlRender} 1.19.0](https://cran.r-project.org/package=SqlRender): Rendering Parameterized SQL and Translation to Dialects - [diffify](https://diffify.com/R/SqlRender) -+ [{FuzzyImputationTest} 0.3.3](https://cran.r-project.org/package=FuzzyImputationTest): Imputation Procedures and Quality Tests for Fuzzy Data - [diffify](https://diffify.com/R/FuzzyImputationTest) -+ [{chevron} 0.2.7](https://cran.r-project.org/package=chevron): Standard TLGs for Clinical Trials Reporting - [diffify](https://diffify.com/R/chevron) -+ [{RaMS} 1.4.3](https://cran.r-project.org/package=RaMS): R Access to Mass-Spec Data - [diffify](https://diffify.com/R/RaMS) -+ [{path.chain} 1.0.0](https://cran.r-project.org/package=path.chain): Concise Structure for Chainable Paths - [diffify](https://diffify.com/R/path.chain) -+ [{tidyplate} 2.0.1](https://cran.r-project.org/package=tidyplate): Transform Microplate Data into Tibbles - [diffify](https://diffify.com/R/tidyplate) -+ [{MHDA} 1.3](https://cran.r-project.org/package=MHDA): Massive Hierarchically Data Analysis - [diffify](https://diffify.com/R/MHDA) -+ [{SKNN} 4.1](https://cran.r-project.org/package=SKNN): A Super K-Nearest Neighbor (SKNN) Classification Algorithm - [diffify](https://diffify.com/R/SKNN) -+ [{MKMeans} 3.1](https://cran.r-project.org/package=MKMeans): A Modern K-Means (MKMeans) Clustering Algorithm - [diffify](https://diffify.com/R/MKMeans) -+ [{Rgof} 2.1.0](https://cran.r-project.org/package=Rgof): 1d Goodness of Fit Tests - [diffify](https://diffify.com/R/Rgof) -+ [{ARUtools} 0.7.1](https://cran.r-project.org/package=ARUtools): Management and Processing of Autonomous Recording Unit (ARU) -Data - [diffify](https://diffify.com/R/ARUtools) -+ [{PurpleAir} 1.0.1](https://cran.r-project.org/package=PurpleAir): Query the 'PurpleAir' Application Programming Interface - [diffify](https://diffify.com/R/PurpleAir) -+ [{JuliaConnectoR} 1.1.4](https://cran.r-project.org/package=JuliaConnectoR): A Functionally Oriented Interface for Integrating 'Julia' with R - [diffify](https://diffify.com/R/JuliaConnectoR) -+ [{DSI} 1.7.0](https://cran.r-project.org/package=DSI): 'DataSHIELD' Interface - [diffify](https://diffify.com/R/DSI) -+ [{wordpredictor} 0.0.5](https://cran.r-project.org/package=wordpredictor): Develop Text Prediction Models Based on N-Grams - [diffify](https://diffify.com/R/wordpredictor) -+ [{fastverse} 0.3.4](https://cran.r-project.org/package=fastverse): A Suite of High-Performance Packages for Statistics and Data -Manipulation - [diffify](https://diffify.com/R/fastverse) -+ [{tseriesTARMA} 0.5-1](https://cran.r-project.org/package=tseriesTARMA): Analysis of Nonlinear Time Series Through Threshold -Autoregressive Moving Average Models (TARMA) Models - [diffify](https://diffify.com/R/tseriesTARMA) -+ [{webdav} 0.1.1](https://cran.r-project.org/package=webdav): A Simple Interface for Interacting with 'WebDAV' Servers - [diffify](https://diffify.com/R/webdav) -+ [{tergm} 4.2.1](https://cran.r-project.org/package=tergm): Fit, Simulate and Diagnose Models for Network Evolution Based on -Exponential-Family Random Graph Models - [diffify](https://diffify.com/R/tergm) -+ [{MetaSKAT} 0.90](https://cran.r-project.org/package=MetaSKAT): Meta Analysis for SNP-Set (Sequence) Kernel Association Test - [diffify](https://diffify.com/R/MetaSKAT) -+ [{copBasic} 2.2.6](https://cran.r-project.org/package=copBasic): General Bivariate Copula Theory and Many Utility Functions - [diffify](https://diffify.com/R/copBasic) -+ [{eefAnalytics} 1.1.2](https://cran.r-project.org/package=eefAnalytics): Robust Analytical Methods for Evaluating Educational ++ [{bbotk} 1.2.0](https://cran.r-project.org/package=bbotk): Black-Box Optimization Toolkit - [diffify](https://diffify.com/R/bbotk) ++ [{GJRM} 0.2-6.7](https://cran.r-project.org/package=GJRM): Generalised Joint Regression Modelling - [diffify](https://diffify.com/R/GJRM) ++ [{pharmaverseadam} 1.1.0](https://cran.r-project.org/package=pharmaverseadam): ADaM Test Data for the 'Pharmaverse' Family of Packages - [diffify](https://diffify.com/R/pharmaverseadam) ++ [{kerntools} 1.1.0](https://cran.r-project.org/package=kerntools): Kernel Functions and Tools for Machine Learning Applications - [diffify](https://diffify.com/R/kerntools) ++ [{pharmaversesdtm} 1.1.0](https://cran.r-project.org/package=pharmaversesdtm): SDTM Test Data for the 'Pharmaverse' Family of Packages - [diffify](https://diffify.com/R/pharmaversesdtm) ++ [{stRoke} 24.10.1](https://cran.r-project.org/package=stRoke): Clinical Stroke Research - [diffify](https://diffify.com/R/stRoke) ++ [{ohenery} 0.1.2](https://cran.r-project.org/package=ohenery): Modeling of Ordinal Random Variables via Softmax Regression - [diffify](https://diffify.com/R/ohenery) ++ [{rsurv} 0.0.2](https://cran.r-project.org/package=rsurv): Random Generation of Survival Data - [diffify](https://diffify.com/R/rsurv) ++ [{PatientProfiles} 1.2.1](https://cran.r-project.org/package=PatientProfiles): Identify Characteristics of Patients in the OMOP Common Data +Model - [diffify](https://diffify.com/R/PatientProfiles) ++ [{tstests} 1.0.1](https://cran.r-project.org/package=tstests): Time Series Goodness of Fit and Forecast Evaluation Tests - [diffify](https://diffify.com/R/tstests) ++ [{stats19} 3.2.0](https://cran.r-project.org/package=stats19): Work with Open Road Traffic Casualty Data from Great Britain - [diffify](https://diffify.com/R/stats19) ++ [{saens} 0.1.1](https://cran.r-project.org/package=saens): Small Area Estimation with Cluster Information for Estimation of +Non-Sampled Areas - [diffify](https://diffify.com/R/saens) ++ [{loadeR} 1.3.0](https://cran.r-project.org/package=loadeR): Load Data for Analysis System - [diffify](https://diffify.com/R/loadeR) ++ [{causaldata} 0.1.4](https://cran.r-project.org/package=causaldata): Example Data Sets for Causal Inference Textbooks - [diffify](https://diffify.com/R/causaldata) ++ [{adaptivetau} 2.3-2](https://cran.r-project.org/package=adaptivetau): Tau-Leaping Stochastic Simulation - [diffify](https://diffify.com/R/adaptivetau) ++ [{tidysq} 1.2.2](https://cran.r-project.org/package=tidysq): Tidy Processing and Analysis of Biological Sequences - [diffify](https://diffify.com/R/tidysq) ++ [{mult.latent.reg} 0.2.0](https://cran.r-project.org/package=mult.latent.reg): Regression and Clustering in Multivariate Response Scenarios - [diffify](https://diffify.com/R/mult.latent.reg) ++ [{smerc} 1.8.4](https://cran.r-project.org/package=smerc): Statistical Methods for Regional Counts - [diffify](https://diffify.com/R/smerc) ++ [{Rcmdr} 2.9-5](https://cran.r-project.org/package=Rcmdr): R Commander - [diffify](https://diffify.com/R/Rcmdr) ++ [{handwriter} 3.2.1](https://cran.r-project.org/package=handwriter): Handwriting Analysis in R - [diffify](https://diffify.com/R/handwriter) ++ [{glmnetr} 0.5-4](https://cran.r-project.org/package=glmnetr): Nested Cross Validation for the Relaxed Lasso and Other Machine +Learning Models - [diffify](https://diffify.com/R/glmnetr) ++ [{misty} 0.6.8](https://cran.r-project.org/package=misty): Miscellaneous Functions 'T. Yanagida' - [diffify](https://diffify.com/R/misty) ++ [{memisc} 0.99.31.8.1](https://cran.r-project.org/package=memisc): Management of Survey Data and Presentation of Analysis Results - [diffify](https://diffify.com/R/memisc) ++ [{Distance} 2.0.0](https://cran.r-project.org/package=Distance): Distance Sampling Detection Function and Abundance Estimation - [diffify](https://diffify.com/R/Distance) ++ [{bsvars} 3.2](https://cran.r-project.org/package=bsvars): Bayesian Estimation of Structural Vector Autoregressive Models - [diffify](https://diffify.com/R/bsvars) ++ [{ProjectManagement} 2.0.2](https://cran.r-project.org/package=ProjectManagement): Management of Deterministic and Stochastic Projects - [diffify](https://diffify.com/R/ProjectManagement) ++ [{DiscreteFDR} 2.0.1](https://cran.r-project.org/package=DiscreteFDR): FDR Based Multiple Testing Procedures with Adaptation for +Discrete Tests - [diffify](https://diffify.com/R/DiscreteFDR) ++ [{papaja} 0.1.3](https://cran.r-project.org/package=papaja): Prepare American Psychological Association Journal Articles with +R Markdown - [diffify](https://diffify.com/R/papaja) ++ [{StableEstim} 2.3](https://cran.r-project.org/package=StableEstim): Estimate the Four Parameters of Stable Laws using Different +Methods - [diffify](https://diffify.com/R/StableEstim) ++ [{SpaCCI} 1.0.2](https://cran.r-project.org/package=SpaCCI): Spatially Aware Cell-Cell Interaction Analysis - [diffify](https://diffify.com/R/SpaCCI) ++ [{monolix2rx} 0.0.3](https://cran.r-project.org/package=monolix2rx): Converts 'Monolix' Models to 'rxode2' - [diffify](https://diffify.com/R/monolix2rx) ++ [{Goodreader} 0.1.2](https://cran.r-project.org/package=Goodreader): Scrape and Analyze 'Goodreads' Book Data - [diffify](https://diffify.com/R/Goodreader) ++ [{distrDoc} 2.8.4](https://cran.r-project.org/package=distrDoc): Documentation for 'distr' Family of R Packages - [diffify](https://diffify.com/R/distrDoc) ++ [{admix} 2.3.1](https://cran.r-project.org/package=admix): Package Admix for Admixture (aka Contamination) Models - [diffify](https://diffify.com/R/admix) ++ [{EDCimport} 0.5.0](https://cran.r-project.org/package=EDCimport): Import Data from EDC Software - [diffify](https://diffify.com/R/EDCimport) ++ [{microinverterdata} 0.2.0](https://cran.r-project.org/package=microinverterdata): Collect your Microinverter Data - [diffify](https://diffify.com/R/microinverterdata) ++ [{icesSAG} 1.5.0](https://cran.r-project.org/package=icesSAG): Stock Assessment Graphs Database Web Services - [diffify](https://diffify.com/R/icesSAG) ++ [{teal.logger} 0.3.0](https://cran.r-project.org/package=teal.logger): Logging Setup for the 'teal' Family of Packages - [diffify](https://diffify.com/R/teal.logger) ++ [{Sequential} 4.3.4](https://cran.r-project.org/package=Sequential): Exact Sequential Analysis for Poisson and Binomial Data - [diffify](https://diffify.com/R/Sequential) ++ [{ggtangle} 0.0.3](https://cran.r-project.org/package=ggtangle): Draw Network with Data - [diffify](https://diffify.com/R/ggtangle) ++ [{ggfun} 0.1.7](https://cran.r-project.org/package=ggfun): Miscellaneous Functions for 'ggplot2' - [diffify](https://diffify.com/R/ggfun) ++ [{despair} 0.1.1](https://cran.r-project.org/package=despair): Motivational Quotes and Shakespearean Bard–bits for Personal +Projects - [diffify](https://diffify.com/R/despair) ++ [{plmmr} 4.1.0](https://cran.r-project.org/package=plmmr): Penalized Linear Mixed Models for Correlated Data - [diffify](https://diffify.com/R/plmmr) ++ [{MLE} 1.2](https://cran.r-project.org/package=MLE): Maximum Likelihood Estimation of Various Univariate and +Multivariate Distributions - [diffify](https://diffify.com/R/MLE) ++ [{distrMod} 2.9.6](https://cran.r-project.org/package=distrMod): Object Oriented Implementation of Probability Models - [diffify](https://diffify.com/R/distrMod) ++ [{BTSPAS} 2024.11.1](https://cran.r-project.org/package=BTSPAS): Bayesian Time-Stratified Population Analysis - [diffify](https://diffify.com/R/BTSPAS) ++ [{REDCapTidieR} 1.2.0](https://cran.r-project.org/package=REDCapTidieR): Extract 'REDCap' Databases into Tidy 'Tibble's - [diffify](https://diffify.com/R/REDCapTidieR) ++ [{MPSEM} 0.5-1](https://cran.r-project.org/package=MPSEM): Modelling Phylogenetic Signals using Eigenvector Maps - [diffify](https://diffify.com/R/MPSEM) ++ [{bigergm} 1.2.3](https://cran.r-project.org/package=bigergm): Fit, Simulate, and Diagnose Hierarchical Exponential-Family +Models for Big Networks - [diffify](https://diffify.com/R/bigergm) ++ [{humanleague} 2.3.2](https://cran.r-project.org/package=humanleague): Synthetic Population Generator - [diffify](https://diffify.com/R/humanleague) ++ [{rminer} 1.4.7](https://cran.r-project.org/package=rminer): Data Mining Classification and Regression Methods - [diffify](https://diffify.com/R/rminer) ++ [{mrds} 3.0.0](https://cran.r-project.org/package=mrds): Mark-Recapture Distance Sampling - [diffify](https://diffify.com/R/mrds) ++ [{kml3d} 2.5.0](https://cran.r-project.org/package=kml3d): K-Means for Joint Longitudinal Data - [diffify](https://diffify.com/R/kml3d) ++ [{kml} 2.5.0](https://cran.r-project.org/package=kml): K-Means for Longitudinal Data - [diffify](https://diffify.com/R/kml) ++ [{BeeGUTS} 1.3.0](https://cran.r-project.org/package=BeeGUTS): General Unified Threshold Model of Survival for Bees using +Bayesian Inference - [diffify](https://diffify.com/R/BeeGUTS) ++ [{rscorecard} 0.30.0](https://cran.r-project.org/package=rscorecard): A Method to Download Department of Education College Scorecard +Data - [diffify](https://diffify.com/R/rscorecard) ++ [{Rlabkey} 3.4.0](https://cran.r-project.org/package=Rlabkey): Data Exchange Between R and 'LabKey' Server - [diffify](https://diffify.com/R/Rlabkey) ++ [{PFIM} 6.1](https://cran.r-project.org/package=PFIM): Population Fisher Information Matrix - [diffify](https://diffify.com/R/PFIM) ++ [{RandomWalker} 0.2.0](https://cran.r-project.org/package=RandomWalker): Generate Random Walks Compatible with the 'tidyverse' - [diffify](https://diffify.com/R/RandomWalker) ++ [{metalite.ae} 0.1.3](https://cran.r-project.org/package=metalite.ae): Adverse Events Analysis Using 'metalite' - [diffify](https://diffify.com/R/metalite.ae) ++ [{allcontributors} 0.2.2](https://cran.r-project.org/package=allcontributors): Acknowledge all Contributors to a Project - [diffify](https://diffify.com/R/allcontributors) ++ [{rStrava} 1.3.2](https://cran.r-project.org/package=rStrava): Access the 'Strava' API - [diffify](https://diffify.com/R/rStrava) ++ [{clusterMI} 1.2.2](https://cran.r-project.org/package=clusterMI): Cluster Analysis with Missing Values by Multiple Imputation - [diffify](https://diffify.com/R/clusterMI) ++ [{openCR} 2.2.7](https://cran.r-project.org/package=openCR): Open Population Capture-Recapture - [diffify](https://diffify.com/R/openCR) ++ [{pakret} 0.2.2](https://cran.r-project.org/package=pakret): Cite 'R' Packages on the Fly in 'R Markdown' and 'Quarto' - [diffify](https://diffify.com/R/pakret) ++ [{jskm} 0.5.6](https://cran.r-project.org/package=jskm): Kaplan-Meier Plot with 'ggplot2' - [diffify](https://diffify.com/R/jskm) ++ [{DynForest} 1.2.0](https://cran.r-project.org/package=DynForest): Random Forest with Multivariate Longitudinal Predictors - [diffify](https://diffify.com/R/DynForest) ++ [{REDCapR} 1.3.0](https://cran.r-project.org/package=REDCapR): Interaction Between R and REDCap - [diffify](https://diffify.com/R/REDCapR) ++ [{Rquefts} 1.2-4](https://cran.r-project.org/package=Rquefts): Quantitative Evaluation of the Native Fertility of Tropical +Soils - [diffify](https://diffify.com/R/Rquefts) ++ [{bellreg} 0.0.2.2](https://cran.r-project.org/package=bellreg): Count Regression Models Based on the Bell Distribution - [diffify](https://diffify.com/R/bellreg) ++ [{MNormTest} 1.1.1](https://cran.r-project.org/package=MNormTest): Multivariate Normal Hypothesis Testing - [diffify](https://diffify.com/R/MNormTest) ++ [{nnls} 1.6](https://cran.r-project.org/package=nnls): The Lawson-Hanson Algorithm for Non-Negative Least Squares +(NNLS) - [diffify](https://diffify.com/R/nnls) ++ [{mixexp} 1.2.7.1](https://cran.r-project.org/package=mixexp): Design and Analysis of Mixture Experiments - [diffify](https://diffify.com/R/mixexp) ++ [{MLCOPULA} 1.0.1](https://cran.r-project.org/package=MLCOPULA): Classification Models with Copula Functions - [diffify](https://diffify.com/R/MLCOPULA) ++ [{mappeR} 1.2.0](https://cran.r-project.org/package=mappeR): Construct and Visualize TDA Mapper Graphs - [diffify](https://diffify.com/R/mappeR) ++ [{radiant.data} 1.6.7](https://cran.r-project.org/package=radiant.data): Data Menu for Radiant: Business Analytics using R and Shiny - [diffify](https://diffify.com/R/radiant.data) ++ [{nhppp} 1.0.0](https://cran.r-project.org/package=nhppp): Simulating Nonhomogeneous Poisson Point Processes - [diffify](https://diffify.com/R/nhppp) ++ [{shapley} 0.4](https://cran.r-project.org/package=shapley): Weighted Mean SHAP for Feature Selection in ML Grid and Ensemble - [diffify](https://diffify.com/R/shapley) ++ [{pointblank} 0.12.2](https://cran.r-project.org/package=pointblank): Data Validation and Organization of Metadata for Local and +Remote Tables - [diffify](https://diffify.com/R/pointblank) ++ [{nlmixr2est} 3.0.1](https://cran.r-project.org/package=nlmixr2est): Nonlinear Mixed Effects Models in Population PK/PD, Estimation +Routines - [diffify](https://diffify.com/R/nlmixr2est) ++ [{rstudioapi} 0.17.1](https://cran.r-project.org/package=rstudioapi): Safely Access the RStudio API - [diffify](https://diffify.com/R/rstudioapi) ++ [{SCDA} 0.0.2](https://cran.r-project.org/package=SCDA): Spatially-Clustered Data Analysis - [diffify](https://diffify.com/R/SCDA) ++ [{rmdfiltr} 0.1.5](https://cran.r-project.org/package=rmdfiltr): 'Lua'-Filters for R Markdown - [diffify](https://diffify.com/R/rmdfiltr) ++ [{multpois} 0.2.0](https://cran.r-project.org/package=multpois): Analyze Nominal Response Data with the Multinomial-Poisson Trick - [diffify](https://diffify.com/R/multpois) ++ [{MPN} 0.4.0](https://cran.r-project.org/package=MPN): Most Probable Number and Other Microbial Enumeration Techniques - [diffify](https://diffify.com/R/MPN) ++ [{dparser} 1.3.1-13](https://cran.r-project.org/package=dparser): Port of 'Dparser' Package - [diffify](https://diffify.com/R/dparser) ++ [{modeltime} 1.3.1](https://cran.r-project.org/package=modeltime): The Tidymodels Extension for Time Series Modeling - [diffify](https://diffify.com/R/modeltime) ++ [{Mercator} 1.1.5](https://cran.r-project.org/package=Mercator): Clustering and Visualizing Distance Matrices - [diffify](https://diffify.com/R/Mercator) ++ [{tsbox} 0.4.2](https://cran.r-project.org/package=tsbox): Class-Agnostic Time Series - [diffify](https://diffify.com/R/tsbox) ++ [{spikeSlabGAM} 1.1-20](https://cran.r-project.org/package=spikeSlabGAM): Bayesian Variable Selection and Model Choice for Generalized +Additive Mixed Models - [diffify](https://diffify.com/R/spikeSlabGAM) ++ [{sharpshootR} 2.3.2](https://cran.r-project.org/package=sharpshootR): A Soil Survey Toolkit - [diffify](https://diffify.com/R/sharpshootR) ++ [{dowser} 2.3](https://cran.r-project.org/package=dowser): B Cell Receptor Phylogenetics Toolkit - [diffify](https://diffify.com/R/dowser) ++ [{mapsf} 0.12.0](https://cran.r-project.org/package=mapsf): Thematic Cartography - [diffify](https://diffify.com/R/mapsf) ++ [{AllelicSeries} 0.1.0.2](https://cran.r-project.org/package=AllelicSeries): Allelic Series Test - [diffify](https://diffify.com/R/AllelicSeries) ++ [{acro} 0.1.3](https://cran.r-project.org/package=acro): A Tool for Automating the Statistical Disclosure Control of +Research Outputs - [diffify](https://diffify.com/R/acro) ++ [{flightsbr} 1.0.0](https://cran.r-project.org/package=flightsbr): Download Flight and Airport Data from Brazil - [diffify](https://diffify.com/R/flightsbr) ++ [{lfl} 2.2.1](https://cran.r-project.org/package=lfl): Linguistic Fuzzy Logic - [diffify](https://diffify.com/R/lfl) ++ [{soundgen} 2.7.1](https://cran.r-project.org/package=soundgen): Sound Synthesis and Acoustic Analysis - [diffify](https://diffify.com/R/soundgen) ++ [{maptiles} 0.8.0](https://cran.r-project.org/package=maptiles): Download and Display Map Tiles - [diffify](https://diffify.com/R/maptiles) ++ [{SmallCountRounding} 1.0.8](https://cran.r-project.org/package=SmallCountRounding): Small Count Rounding of Tabular Data - [diffify](https://diffify.com/R/SmallCountRounding) ++ [{SESraster} 0.7.1](https://cran.r-project.org/package=SESraster): Raster Randomization for Null Hypothesis Testing - [diffify](https://diffify.com/R/SESraster) ++ [{quantreg} 5.99](https://cran.r-project.org/package=quantreg): Quantile Regression - [diffify](https://diffify.com/R/quantreg) ++ [{gRbase} 2.0.3](https://cran.r-project.org/package=gRbase): A Package for Graphical Modelling in R - [diffify](https://diffify.com/R/gRbase) ++ [{CIpostSelect} 0.2.1](https://cran.r-project.org/package=CIpostSelect): Confidence Interval Post-Selection of Variable - [diffify](https://diffify.com/R/CIpostSelect) ++ [{bfast} 1.7.0](https://cran.r-project.org/package=bfast): Breaks for Additive Season and Trend - [diffify](https://diffify.com/R/bfast) ++ [{RCALI} 0.3.7](https://cran.r-project.org/package=RCALI): Calculation of the Integrated Flow of Particles Between Polygons - [diffify](https://diffify.com/R/RCALI) ++ [{likelihoodR} 1.1.5](https://cran.r-project.org/package=likelihoodR): Likelihood Analyses for Common Statistical Tests - [diffify](https://diffify.com/R/likelihoodR) ++ [{seasonalview} 1.0.0](https://cran.r-project.org/package=seasonalview): Graphical User Interface for Seasonal Adjustment - [diffify](https://diffify.com/R/seasonalview) ++ [{HDNRA} 2.0.1](https://cran.r-project.org/package=HDNRA): High-Dimensional Location Testing with Normal-Reference +Approaches - [diffify](https://diffify.com/R/HDNRA) ++ [{googlePolylines} 0.8.5](https://cran.r-project.org/package=googlePolylines): Encoding Coordinates into 'Google' Polylines - [diffify](https://diffify.com/R/googlePolylines) ++ [{CICI} 0.9.2](https://cran.r-project.org/package=CICI): Causal Inference with Continuous (Multiple Time Point) +Interventions - [diffify](https://diffify.com/R/CICI) ++ [{spatstat.explore} 3.3-3](https://cran.r-project.org/package=spatstat.explore): Exploratory Data Analysis for the 'spatstat' Family - [diffify](https://diffify.com/R/spatstat.explore) ++ [{rsi} 0.3.1](https://cran.r-project.org/package=rsi): Efficiently Retrieve and Process Satellite Imagery - [diffify](https://diffify.com/R/rsi) ++ [{ReplicationSuccess} 1.3.3](https://cran.r-project.org/package=ReplicationSuccess): Design and Analysis of Replication Studies - [diffify](https://diffify.com/R/ReplicationSuccess) ++ [{logger} 0.4.0](https://cran.r-project.org/package=logger): A Lightweight, Modern and Flexible Logging Utility - [diffify](https://diffify.com/R/logger) ++ [{secrlinear} 1.2.4](https://cran.r-project.org/package=secrlinear): Spatially Explicit Capture-Recapture for Linear Habitats - [diffify](https://diffify.com/R/secrlinear) ++ [{scape} 2.3.5](https://cran.r-project.org/package=scape): Statistical Catch-at-Age Plotting Environment - [diffify](https://diffify.com/R/scape) ++ [{pPCA} 1.1](https://cran.r-project.org/package=pPCA): Partial Principal Component Analysis of Partitioned Large Sparse +Matrices - [diffify](https://diffify.com/R/pPCA) ++ [{r2d2} 1.0.2](https://cran.r-project.org/package=r2d2): Bivariate (Two-Dimensional) Confidence Region and Frequency +Distribution - [diffify](https://diffify.com/R/r2d2) ++ [{MSSQL} 1.0.1](https://cran.r-project.org/package=MSSQL): Tools to Work with Microsoft SQL Server Databases via 'RODBC' - [diffify](https://diffify.com/R/MSSQL) ++ [{gdata} 3.0.1](https://cran.r-project.org/package=gdata): Various R Programming Tools for Data Manipulation - [diffify](https://diffify.com/R/gdata) ++ [{protti} 0.9.1](https://cran.r-project.org/package=protti): Bottom-Up Proteomics and LiP-MS Quality Control and Data +Analysis Tools - [diffify](https://diffify.com/R/protti) ++ [{jagshelper} 0.4.0](https://cran.r-project.org/package=jagshelper): Extracting and Visualizing Output from 'jagsUI' - [diffify](https://diffify.com/R/jagshelper) ++ [{drat} 0.2.5](https://cran.r-project.org/package=drat): 'Drat' R Archive Template - [diffify](https://diffify.com/R/drat) ++ [{rice} 0.3.0](https://cran.r-project.org/package=rice): Radiocarbon Equations - [diffify](https://diffify.com/R/rice) ++ [{R2sample} 2.2.0](https://cran.r-project.org/package=R2sample): Various Methods for the Two Sample Problem - [diffify](https://diffify.com/R/R2sample) ++ [{ProAE} 1.0.3](https://cran.r-project.org/package=ProAE): PRO-CTCAE Scoring, Analysis, and Graphical Tools - [diffify](https://diffify.com/R/ProAE) ++ [{mrfse} 0.4.2](https://cran.r-project.org/package=mrfse): Markov Random Field Structure Estimator - [diffify](https://diffify.com/R/mrfse) ++ [{lzstring} 0.1.3](https://cran.r-project.org/package=lzstring): Wrapper for 'lz-string' 'C++' Library - [diffify](https://diffify.com/R/lzstring) ++ [{SSBtools} 1.5.5](https://cran.r-project.org/package=SSBtools): Statistics Norway's Miscellaneous Tools - [diffify](https://diffify.com/R/SSBtools) ++ [{patchDVI} 1.11.3](https://cran.r-project.org/package=patchDVI): Package to Patch '.dvi' or '.synctex' Files - [diffify](https://diffify.com/R/patchDVI) ++ [{FuzzyPovertyR} 3.0.2](https://cran.r-project.org/package=FuzzyPovertyR): Estimation of Fuzzy Poverty Measures - [diffify](https://diffify.com/R/FuzzyPovertyR) ++ [{topiclabels} 0.2.0](https://cran.r-project.org/package=topiclabels): Automated Topic Labeling with Language Models - [diffify](https://diffify.com/R/topiclabels) ++ [{Rgof} 2.1.1](https://cran.r-project.org/package=Rgof): 1d Goodness of Fit Tests - [diffify](https://diffify.com/R/Rgof) ++ [{ssdtools} 2.1.0](https://cran.r-project.org/package=ssdtools): Species Sensitivity Distributions - [diffify](https://diffify.com/R/ssdtools) ++ [{parmigene} 1.1.1](https://cran.r-project.org/package=parmigene): Parallel Mutual Information Estimation for Gene Network +Reconstruction - [diffify](https://diffify.com/R/parmigene) ++ [{yamlet} 1.1.4](https://cran.r-project.org/package=yamlet): Versatile Curation of Table Metadata - [diffify](https://diffify.com/R/yamlet) ++ [{tripack} 1.3-9.2](https://cran.r-project.org/package=tripack): Triangulation of Irregularly Spaced Data - [diffify](https://diffify.com/R/tripack) ++ [{myClim} 1.3.0](https://cran.r-project.org/package=myClim): Microclimatic Data Processing - [diffify](https://diffify.com/R/myClim) ++ [{diceplot} 0.1.1](https://cran.r-project.org/package=diceplot): High Dimensional Categorical Data Visualization - [diffify](https://diffify.com/R/diceplot) ++ [{amap} 0.8-20](https://cran.r-project.org/package=amap): Another Multidimensional Analysis Package - [diffify](https://diffify.com/R/amap) ++ [{AccelStab} 2.0.2](https://cran.r-project.org/package=AccelStab): Accelerated Stability Kinetic Modelling - [diffify](https://diffify.com/R/AccelStab) ++ [{semptools} 0.3.0](https://cran.r-project.org/package=semptools): Customizing Structural Equation Modelling Plots - [diffify](https://diffify.com/R/semptools) ++ [{dtrackr} 0.4.6](https://cran.r-project.org/package=dtrackr): Track your Data Pipelines - [diffify](https://diffify.com/R/dtrackr) ++ [{mapme.biodiversity} 0.9.3](https://cran.r-project.org/package=mapme.biodiversity): Efficient Monitoring of Global Biodiversity Portfolios - [diffify](https://diffify.com/R/mapme.biodiversity) ++ [{openrouteservice} 0.6.1](https://cran.r-project.org/package=openrouteservice): An 'openrouteservice' API Client - [diffify](https://diffify.com/R/openrouteservice) ++ [{caroline} 0.9.9](https://cran.r-project.org/package=caroline): A Collection of Database, Data Structure, Visualization, and +Utility Functions for R - [diffify](https://diffify.com/R/caroline) ++ [{wordmap} 0.9.1](https://cran.r-project.org/package=wordmap): Feature Extraction and Document Classification with Noisy Labels - [diffify](https://diffify.com/R/wordmap) ++ [{fastplyr} 0.3.0](https://cran.r-project.org/package=fastplyr): Fast Alternatives to 'tidyverse' Functions - [diffify](https://diffify.com/R/fastplyr) ++ [{MacBehaviour} 1.2.8](https://cran.r-project.org/package=MacBehaviour): Behavioural Studies of Large Language Models - [diffify](https://diffify.com/R/MacBehaviour) ++ [{git2r} 0.35.0](https://cran.r-project.org/package=git2r): Provides Access to Git Repositories - [diffify](https://diffify.com/R/git2r) ++ [{divest} 1.1.1](https://cran.r-project.org/package=divest): Get Images Out of DICOM Format Quickly - [diffify](https://diffify.com/R/divest) ++ [{bgms} 0.1.4](https://cran.r-project.org/package=bgms): Bayesian Analysis of Networks of Binary and/or Ordinal Variables - [diffify](https://diffify.com/R/bgms) ++ [{angstromATE} 0.1.3](https://cran.r-project.org/package=angstromATE): Imports Log Files from Angstrom Engineering Thermal Evaporator - [diffify](https://diffify.com/R/angstromATE) ++ [{scoredec} 0.1.1](https://cran.r-project.org/package=scoredec): S-Core Graph Decomposition - [diffify](https://diffify.com/R/scoredec) ++ [{mlmpower} 1.0.9](https://cran.r-project.org/package=mlmpower): Power Analysis and Data Simulation for Multilevel Models - [diffify](https://diffify.com/R/mlmpower) ++ [{MassWateR} 2.1.5](https://cran.r-project.org/package=MassWateR): Quality Control and Analysis of Massachusetts Water Quality Data - [diffify](https://diffify.com/R/MassWateR) ++ [{eefAnalytics} 1.1.3](https://cran.r-project.org/package=eefAnalytics): Robust Analytical Methods for Evaluating Educational Interventions using Randomised Controlled Trials Designs - [diffify](https://diffify.com/R/eefAnalytics) -+ [{CePa} 0.8.1](https://cran.r-project.org/package=CePa): Centrality-Based Pathway Enrichment - [diffify](https://diffify.com/R/CePa) -+ [{rDataPipeline} 0.60.0](https://cran.r-project.org/package=rDataPipeline): Functions to Interact with the 'FAIR Data Pipeline' - [diffify](https://diffify.com/R/rDataPipeline) -+ [{eyelinkReader} 1.0.2](https://cran.r-project.org/package=eyelinkReader): Import Gaze Data for EyeLink Eye Tracker - [diffify](https://diffify.com/R/eyelinkReader) -+ [{CohortConstructor} 0.3.1](https://cran.r-project.org/package=CohortConstructor): Build and Manipulate Study Cohorts Using a Common Data Model - [diffify](https://diffify.com/R/CohortConstructor) -+ [{adjclust} 0.6.10](https://cran.r-project.org/package=adjclust): Adjacency-Constrained Clustering of a Block-Diagonal Similarity -Matrix - [diffify](https://diffify.com/R/adjclust) -+ [{stcpR6} 0.9.8](https://cran.r-project.org/package=stcpR6): Sequential Test and Change-Point Detection Algorithms Based on -E-Values / E-Detectors - [diffify](https://diffify.com/R/stcpR6) -+ [{epiworldR} 0.3-2](https://cran.r-project.org/package=epiworldR): Fast Agent-Based Epi Models - [diffify](https://diffify.com/R/epiworldR) -+ [{spStack} 1.0.1](https://cran.r-project.org/package=spStack): Bayesian Geostatistics Using Predictive Stacking - [diffify](https://diffify.com/R/spStack) -+ [{sdsfun} 0.4.0](https://cran.r-project.org/package=sdsfun): Spatial Data Science Complementary Features - [diffify](https://diffify.com/R/sdsfun) -+ [{pubh} 2.0.0](https://cran.r-project.org/package=pubh): A Toolbox for Public Health and Epidemiology - [diffify](https://diffify.com/R/pubh) -+ [{cata} 0.1.0.7](https://cran.r-project.org/package=cata): Analysis of Check-All-that-Apply (CATA) Data - [diffify](https://diffify.com/R/cata) -+ [{swdpwr} 1.11](https://cran.r-project.org/package=swdpwr): Power Calculation for Stepped Wedge Cluster Randomized Trials - [diffify](https://diffify.com/R/swdpwr) -+ [{BGLR} 1.1.3](https://cran.r-project.org/package=BGLR): Bayesian Generalized Linear Regression - [diffify](https://diffify.com/R/BGLR) -+ [{multiverse} 0.6.2](https://cran.r-project.org/package=multiverse): Create 'multiverse analysis' in R - [diffify](https://diffify.com/R/multiverse) -+ [{doBy} 4.6.24](https://cran.r-project.org/package=doBy): Groupwise Statistics, LSmeans, Linear Estimates, Utilities - [diffify](https://diffify.com/R/doBy) -+ [{konfound} 1.0.1](https://cran.r-project.org/package=konfound): Quantify the Robustness of Causal Inferences - [diffify](https://diffify.com/R/konfound) -+ [{eSDM} 0.4.4](https://cran.r-project.org/package=eSDM): Ensemble Tool for Predictions from Species Distribution Models - [diffify](https://diffify.com/R/eSDM) -+ [{MiscMetabar} 0.10.1](https://cran.r-project.org/package=MiscMetabar): Miscellaneous Functions for Metabarcoding Analysis - [diffify](https://diffify.com/R/MiscMetabar) -+ [{distory} 1.4.5](https://cran.r-project.org/package=distory): Distance Between Phylogenetic Histories - [diffify](https://diffify.com/R/distory) -+ [{reReg} 1.4.7](https://cran.r-project.org/package=reReg): Recurrent Event Regression - [diffify](https://diffify.com/R/reReg) -+ [{DRDID} 1.2.0](https://cran.r-project.org/package=DRDID): Doubly Robust Difference-in-Differences Estimators - [diffify](https://diffify.com/R/DRDID) -+ [{PopED} 0.7.0](https://cran.r-project.org/package=PopED): Population (and Individual) Optimal Experimental Design - [diffify](https://diffify.com/R/PopED) -+ [{globalKinhom} 0.1.9](https://cran.r-project.org/package=globalKinhom): Inhomogeneous K- And Pair Correlation Functions Using Global -Estimators - [diffify](https://diffify.com/R/globalKinhom) -+ [{exampletestr} 1.7.3](https://cran.r-project.org/package=exampletestr): Help for Writing Unit Tests Based on Function Examples - [diffify](https://diffify.com/R/exampletestr) -+ [{aftgee} 1.2.1](https://cran.r-project.org/package=aftgee): Accelerated Failure Time Model with Generalized Estimating -Equations - [diffify](https://diffify.com/R/aftgee) -+ [{xportr} 0.4.1](https://cran.r-project.org/package=xportr): Utilities to Output CDISC SDTM/ADaM XPT Files - [diffify](https://diffify.com/R/xportr) -+ [{mxfda} 0.2.2](https://cran.r-project.org/package=mxfda): A Functional Data Analysis Package for Spatial Single Cell Data - [diffify](https://diffify.com/R/mxfda) -+ [{Qindex} 0.1.6](https://cran.r-project.org/package=Qindex): Continuous and Dichotomized Index Predictors Based on -Distribution Quantiles - [diffify](https://diffify.com/R/Qindex) -+ [{lulab.utils} 0.0.4](https://cran.r-project.org/package=lulab.utils): Supporting Functions Maintained by Zhen Lu - [diffify](https://diffify.com/R/lulab.utils) -+ [{hydflood} 0.5.9](https://cran.r-project.org/package=hydflood): Flood Extents and Duration along the Rivers Elbe and Rhine - [diffify](https://diffify.com/R/hydflood) -+ [{ElevDistr} 1.0.9](https://cran.r-project.org/package=ElevDistr): Calculate the Distance to the Nearest Local Treeline - [diffify](https://diffify.com/R/ElevDistr) -+ [{pool} 1.0.4](https://cran.r-project.org/package=pool): Object Pooling - [diffify](https://diffify.com/R/pool) -+ [{pins} 1.4.0](https://cran.r-project.org/package=pins): Pin, Discover, and Share Resources - [diffify](https://diffify.com/R/pins) -+ [{nlmixr2lib} 0.3.0](https://cran.r-project.org/package=nlmixr2lib): A Model Library for 'nlmixr2' - [diffify](https://diffify.com/R/nlmixr2lib) -+ [{lessR} 4.3.8](https://cran.r-project.org/package=lessR): Less Code, More Results - [diffify](https://diffify.com/R/lessR) -+ [{jarbes} 2.2.2](https://cran.r-project.org/package=jarbes): Just a Rather Bayesian Evidence Synthesis - [diffify](https://diffify.com/R/jarbes) -+ [{ergm} 4.7.1](https://cran.r-project.org/package=ergm): Fit, Simulate and Diagnose Exponential-Family Models for -Networks - [diffify](https://diffify.com/R/ergm) -+ [{hhh4contacts} 0.13.4](https://cran.r-project.org/package=hhh4contacts): Age-Structured Spatio-Temporal Models for Infectious Disease -Counts - [diffify](https://diffify.com/R/hhh4contacts) -+ [{GeoModels} 2.0.6](https://cran.r-project.org/package=GeoModels): Procedures for Gaussian and Non Gaussian Geostatistical (Large) -Data Analysis - [diffify](https://diffify.com/R/GeoModels) -+ [{ggcompare} 0.0.2](https://cran.r-project.org/package=ggcompare): Mean Comparison in 'ggplot2' - [diffify](https://diffify.com/R/ggcompare) -+ [{ganGenerativeData} 2.1.3](https://cran.r-project.org/package=ganGenerativeData): Generate Generative Data for a Data Source - [diffify](https://diffify.com/R/ganGenerativeData) -+ [{geoBayes} 0.7.4](https://cran.r-project.org/package=geoBayes): Analysis of Geostatistical Data using Bayes and Empirical Bayes -Methods - [diffify](https://diffify.com/R/geoBayes) -+ [{quantregForest} 1.3-7.1](https://cran.r-project.org/package=quantregForest): Quantile Regression Forests - [diffify](https://diffify.com/R/quantregForest) -+ [{mixlm} 1.4.0](https://cran.r-project.org/package=mixlm): Mixed Model ANOVA and Statistics for Education - [diffify](https://diffify.com/R/mixlm) -+ [{equateMultiple} 1.1.0](https://cran.r-project.org/package=equateMultiple): Equating of Multiple Forms - [diffify](https://diffify.com/R/equateMultiple) -+ [{wdpar} 1.3.8](https://cran.r-project.org/package=wdpar): Interface to the World Database on Protected Areas - [diffify](https://diffify.com/R/wdpar) -+ [{mappeR} 1.0.0](https://cran.r-project.org/package=mappeR): Construct and Visualize TDA Mapper Graphs - [diffify](https://diffify.com/R/mappeR) -+ [{predicts} 0.1-16](https://cran.r-project.org/package=predicts): Spatial Prediction Tools - [diffify](https://diffify.com/R/predicts) -+ [{L1centrality} 0.3.0](https://cran.r-project.org/package=L1centrality): Graph/Network Analysis Based on L1 Centrality - [diffify](https://diffify.com/R/L1centrality) -+ [{tidysq} 1.2.1](https://cran.r-project.org/package=tidysq): Tidy Processing and Analysis of Biological Sequences - [diffify](https://diffify.com/R/tidysq) -+ [{ggsoccer} 0.2.0](https://cran.r-project.org/package=ggsoccer): Plot Soccer Event Data - [diffify](https://diffify.com/R/ggsoccer) -+ [{khisr} 1.0.6](https://cran.r-project.org/package=khisr): An R Client to Retrieve Data from DHIS2 - [diffify](https://diffify.com/R/khisr) -+ [{shinyCox} 1.1.1](https://cran.r-project.org/package=shinyCox): Create 'shiny' Applications for Cox Proportional Hazards Models - [diffify](https://diffify.com/R/shinyCox) -+ [{SGP} 2.2-0.0](https://cran.r-project.org/package=SGP): Student Growth Percentiles & Percentile Growth Trajectories - [diffify](https://diffify.com/R/SGP) -+ [{qgisprocess} 0.4.1](https://cran.r-project.org/package=qgisprocess): Use 'QGIS' Processing Algorithms - [diffify](https://diffify.com/R/qgisprocess) -+ [{incidence2} 2.5.0](https://cran.r-project.org/package=incidence2): Compute, Handle and Plot Incidence of Dated Events - [diffify](https://diffify.com/R/incidence2) -+ [{cocorresp} 0.4-5](https://cran.r-project.org/package=cocorresp): Co-Correspondence Analysis Methods - [diffify](https://diffify.com/R/cocorresp) -+ [{fqar} 0.5.4](https://cran.r-project.org/package=fqar): Floristic Quality Assessment Tools for R - [diffify](https://diffify.com/R/fqar) -+ [{HiDimDA} 0.2-7](https://cran.r-project.org/package=HiDimDA): High Dimensional Discriminant Analysis - [diffify](https://diffify.com/R/HiDimDA) -+ [{statnet.common} 4.10.0](https://cran.r-project.org/package=statnet.common): Common R Scripts and Utilities Used by the Statnet Project -Software - [diffify](https://diffify.com/R/statnet.common) -+ [{beastier} 2.5.2](https://cran.r-project.org/package=beastier): Call 'BEAST2' - [diffify](https://diffify.com/R/beastier) -+ [{ExtremalDep} 0.0.4-2](https://cran.r-project.org/package=ExtremalDep): Extremal Dependence Models - [diffify](https://diffify.com/R/ExtremalDep) -+ [{logconcens} 0.17-4](https://cran.r-project.org/package=logconcens): Maximum Likelihood Estimation of a Log-Concave Density Based on -Censored Data - [diffify](https://diffify.com/R/logconcens) -+ [{rddensity} 2.6](https://cran.r-project.org/package=rddensity): Manipulation Testing Based on Density Discontinuity - [diffify](https://diffify.com/R/rddensity) -+ [{cpmr} 0.1.0](https://cran.r-project.org/package=cpmr): Connectome Predictive Modelling in R - [diffify](https://diffify.com/R/cpmr) -+ [{lpdensity} 2.5](https://cran.r-project.org/package=lpdensity): Local Polynomial Density Estimation and Inference - [diffify](https://diffify.com/R/lpdensity) ++ [{IP} 0.1.4](https://cran.r-project.org/package=IP): Classes and Methods for 'IP' Addresses - [diffify](https://diffify.com/R/IP) ++ [{rbtc} 0.1-7](https://cran.r-project.org/package=rbtc): Bitcoin API - [diffify](https://diffify.com/R/rbtc) ++ [{NMOF} 2.10-0](https://cran.r-project.org/package=NMOF): Numerical Methods and Optimization in Finance - [diffify](https://diffify.com/R/NMOF) ++ [{medfateland} 2.4.7](https://cran.r-project.org/package=medfateland): Mediterranean Landscape Simulation - [diffify](https://diffify.com/R/medfateland) ++ [{jstable} 1.3.5](https://cran.r-project.org/package=jstable): Create Tables from Different Types of Regression - [diffify](https://diffify.com/R/jstable) ++ [{GeomArchetypal} 1.0.3](https://cran.r-project.org/package=GeomArchetypal): Finds the Geometrical Archetypal Analysis of a Data Frame - [diffify](https://diffify.com/R/GeomArchetypal) ++ [{sommer} 4.3.6](https://cran.r-project.org/package=sommer): Solving Mixed Model Equations in R - [diffify](https://diffify.com/R/sommer) ++ [{mixR} 0.2.1](https://cran.r-project.org/package=mixR): Finite Mixture Modeling for Raw and Binned Data - [diffify](https://diffify.com/R/mixR) ++ [{GWASinlps} 2.3](https://cran.r-project.org/package=GWASinlps): Non-Local Prior Based Iterative Variable Selection Tool for +Genome-Wide Association Studies - [diffify](https://diffify.com/R/GWASinlps) ++ [{DPpack} 0.2.2](https://cran.r-project.org/package=DPpack): Differentially Private Statistical Analysis and Machine Learning - [diffify](https://diffify.com/R/DPpack) # CRANberries NEW: ## -+ [{algaeClassify} 2.0.3](https://cran.r-project.org/package=algaeClassify): Tools to Query the Algaebase Online Database, Standardize -Phytoplankton Taxonomic Data, and Perform Functional Group -Classifications -+ [{sapo} 0.8.0](https://cran.r-project.org/package=sapo): Spatial Association of Different Types of Polygon -+ [{pwr4exp} 0.1.0](https://cran.r-project.org/package=pwr4exp): Power Analysis for Research Experiments -+ [{pPCA} 1.0](https://cran.r-project.org/package=pPCA): Partial Principal Component Analysis of Partitioned Large Sparse -Matrices -+ [{mycaas} 0.0.1](https://cran.r-project.org/package=mycaas): My Computerized Adaptive Assessment -+ [{Kifidi} 0.1.0](https://cran.r-project.org/package=Kifidi): Summary Table and Means Plots -+ [{data.table.threads} 1.0.0](https://cran.r-project.org/package=data.table.threads): Analyze Multi-Threading Performance for 'data.table' Functions -+ [{AdverseEvents} 0.0.1](https://cran.r-project.org/package=AdverseEvents): 'shiny' Application for Adverse Event Analysis of 'OnCore' Data -+ [{WQM} 0.1.4](https://cran.r-project.org/package=WQM): Wavelet-Based Quantile Mapping for Postprocessing Numerical -Weather Predictions -+ [{roseRF} 0.1.0](https://cran.r-project.org/package=roseRF): ROSE Random Forests for Robust Semiparametric Efficient -Estimation -+ [{plmmr} 4.0.0](https://cran.r-project.org/package=plmmr): Penalized Linear Mixed Models for Correlated Data -+ [{openrouteservice} 0.5.3](https://cran.r-project.org/package=openrouteservice): An 'openrouteservice' API Client -+ [{neutrostat} 0.0.1](https://cran.r-project.org/package=neutrostat): Neutrosophic Statistics -+ [{rdss} 1.0.12](https://cran.r-project.org/package=rdss): Companion Datasets and Functions for Research Design in the -Social Sciences -+ [{Certara.VPCResults} 3.0.1](https://cran.r-project.org/package=Certara.VPCResults): Generate Visual Predictive Checks (VPC) Using 'shiny' -+ [{tidyllm} 0.1.0](https://cran.r-project.org/package=tidyllm): Tidy Integration of Large Language Models -+ [{REN} 0.1.0](https://cran.r-project.org/package=REN): Regularization Ensemble for Robust Portfolio Optimization -+ [{gerefer} 0.1.0](https://cran.r-project.org/package=gerefer): Preparer of Main Scientific References for Automatic Insertion -in Academic Papers -+ [{genular} 1.0.0](https://cran.r-project.org/package=genular): 'Genular' Database API -+ [{genetic.algo.optimizeR} 0.3.2](https://cran.r-project.org/package=genetic.algo.optimizeR): Genetic Algorithm Optimization -+ [{cuadramelo} 1.0.0](https://cran.r-project.org/package=cuadramelo): Matrix Balancing and Rounding -+ [{autometric} 0.0.5](https://cran.r-project.org/package=autometric): Background Resource Logging -+ [{MPCR} 1.1.3](https://cran.r-project.org/package=MPCR): Multi- And Mixed-Precision Computations -+ [{tvtools} 0.0.3](https://cran.r-project.org/package=tvtools): Comprehensive Tools for Panel Data Analysis - 'tvtools' -+ [{usdatasets} 0.1.0](https://cran.r-project.org/package=usdatasets): A Comprehensive Collection of U.S. Datasets -+ [{spheredata} 0.1.0](https://cran.r-project.org/package=spheredata): Students' Performance Dataset in Physics Education Research -(SPHERE) -+ [{eDNAjoint} 0.2](https://cran.r-project.org/package=eDNAjoint): Joint Modeling of Traditional and Environmental DNA Survey Data -in a Bayesian Framework -+ [{gtfs2gps} 2.1-2](https://cran.r-project.org/package=gtfs2gps): Converting Transport Data from GTFS Format to GPS-Like Records -+ [{gtfstools} 1.3.0](https://cran.r-project.org/package=gtfstools): General Transit Feed Specification (GTFS) Editing and Analysing -Tools -+ [{heckmanGE} 1.0.0](https://cran.r-project.org/package=heckmanGE): Estimation and Inference for Heckman Selection Models with -Cluster-Robust Variance -+ [{FRB} 2.0-1](https://cran.r-project.org/package=FRB): Fast and Robust Bootstrap -+ [{oaqc} 2.0.0](https://cran.r-project.org/package=oaqc): Computation of the Orbit-Aware Quad Census -+ [{serosv} 1.0.0](https://cran.r-project.org/package=serosv): Model Infectious Disease Parameters from Serosurveys -+ [{opendataformat} 1.3.0](https://cran.r-project.org/package=opendataformat): Reading and Writing Open Data Format Files -+ [{oglcnac} 0.1.2](https://cran.r-project.org/package=oglcnac): Processing and Analysis of O-GlcNAcAtlas Data -+ [{GTbasedIM} 1.0.0](https://cran.r-project.org/package=GTbasedIM): Game Theory-Based Influence Measures -+ [{CDsampling} 0.1.0](https://cran.r-project.org/package=CDsampling): 'CDsampling': Constraint Sampling in Paid Research Studies ++ [{UnplanSimon} 0.1.0](https://cran.r-project.org/package=UnplanSimon): Methods for Managing Enrollment Deviation in Simon's Two-Stage +Design ++ [{spBPS} 0.0-4](https://cran.r-project.org/package=spBPS): Bayesian Predictive Stacking for Scalable Geospatial Transfer +Learning ++ [{minired} 1.0.0](https://cran.r-project.org/package=minired): R Interface to 'Redatam' Library ++ [{icesDatsuQC} 1.2.0](https://cran.r-project.org/package=icesDatsuQC): Run Quality Checks on Data Prior to Submission to ICES ++ [{gglogger} 0.1.5](https://cran.r-project.org/package=gglogger): Track 'ggplot2' Calls ++ [{GeneScoreR} 0.1.1](https://cran.r-project.org/package=GeneScoreR): Gene Scoring from Count Tables ++ [{deeptimedata} 1.0.0](https://cran.r-project.org/package=deeptimedata): Geologic Pattern Data from FGDC Used in 'deeptime' ++ [{regMMD} 0.0.1](https://cran.r-project.org/package=regMMD): Robust Regression and Estimation Through Maximum Mean +Discrepancy Minimization ++ [{psvd} 0.1-0](https://cran.r-project.org/package=psvd): Eigendecomposition, Singular-Values and the Power Method ++ [{leafletZH} 0.1.0](https://cran.r-project.org/package=leafletZH): Adds a Chinese Choropleth Leaflet Map ++ [{immunaut} 1.0.1](https://cran.r-project.org/package=immunaut): Machine Learning Immunogenicity and Vaccine Response Analysis ++ [{GitStats} 2.1.1](https://cran.r-project.org/package=GitStats): Get Statistics from 'GitHub' and 'GitLab' ++ [{dsTidyverse} 1.0.1](https://cran.r-project.org/package=dsTidyverse): 'DataSHIELD' 'Tidyverse' Serverside Package ++ [{dexisensitivity} 1.0.0](https://cran.r-project.org/package=dexisensitivity): 'DEXi' Decision Tree Analysis and Visualization ++ [{clustcurv} 2.0.2](https://cran.r-project.org/package=clustcurv): Determining Groups in Multiples Curves ++ [{atlasapprox} 0.1.0](https://cran.r-project.org/package=atlasapprox): Cell Atlas Approximations +Enhanced Statistical Power ++ [{svyROC} 1.0.0](https://cran.r-project.org/package=svyROC): Estimation of the ROC Curve and the AUC for Complex Survey Data ++ [{RPatternJoin} 1.0.0](https://cran.r-project.org/package=RPatternJoin): String Similarity Joins for Hamming and Levenshtein Distances ++ [{pioneeR} 0.5.0](https://cran.r-project.org/package=pioneeR): Productivity and Efficiency Analysis using DEA ++ [{ozbabynames} 0.1.0](https://cran.r-project.org/package=ozbabynames): Australian Popular Baby Names ++ [{graphicalEvidence} 1.0](https://cran.r-project.org/package=graphicalEvidence): Graphical Evidence ++ [{fbglm} 1.5.0](https://cran.r-project.org/package=fbglm): Fractional Binomial Regression Model ++ [{DiscreteGapStatistic} 0.1.0](https://cran.r-project.org/package=DiscreteGapStatistic): An Extension of the Gap Statistic for Ordinal/Categorical Data ++ [{CTxCC} 0.1.0](https://cran.r-project.org/package=CTxCC): Multivariate Normal Mean Monitoring Through Critical-to-X +Control Chart ++ [{BoundaryStats} 2.2.0](https://cran.r-project.org/package=BoundaryStats): Boundary Overlap Statistics ++ [{icesDatsu} 1.2.0](https://cran.r-project.org/package=icesDatsu): Functions to Interact with the ICES Data Submission Utility +(DATSU) ++ [{VisCov} 1.4.0](https://cran.r-project.org/package=VisCov): Visualizing of Distributions of Covariance Matrices ++ [{AutoWMM} 1.0.1](https://cran.r-project.org/package=AutoWMM): Perform the Weighted Multiplier Method on Trees ++ [{ARTtransfer} 1.0.0](https://cran.r-project.org/package=ARTtransfer): Adaptive and Robust Pipeline for Transfer Learning ++ [{sugarglider} 1.0.3](https://cran.r-project.org/package=sugarglider): Create Glyph-Maps of Spatiotemporal Data ++ [{MedDataSets} 0.1.0](https://cran.r-project.org/package=MedDataSets): Comprehensive Medical, Disease, Treatment, and Drug Datasets ++ [{mall} 0.1.0](https://cran.r-project.org/package=mall): Run Multiple Large Language Model Predictions Against a Table, +or Vectors ++ [{Jcvrisk} 0.1.0](https://cran.r-project.org/package=Jcvrisk): Risk Calculator for Cardiovascular Disease in Japan ++ [{ipd} 0.1.2](https://cran.r-project.org/package=ipd): Inference on Predicted Data ++ [{cascadess} 0.2.0](https://cran.r-project.org/package=cascadess): A Style Pronoun for 'htmltools' Tags ++ [{spotifyr} 2.2.5](https://cran.r-project.org/package=spotifyr): R Wrapper for the 'Spotify' Web API ++ [{icesSD} 2.1.0](https://cran.r-project.org/package=icesSD): Stock Database Web Services ++ [{SUMO} 0.1.0](https://cran.r-project.org/package=SUMO): Generating Multi-Omics Datasets ++ [{MRCV} 0.4-0](https://cran.r-project.org/package=MRCV): Methods for Analyzing Multiple Response Categorical Variables +(MRCVs) ++ [{MonotoneHazardRatio} 0.2.0](https://cran.r-project.org/package=MonotoneHazardRatio): Nonparametric Estimation and Inference of a Monotone Hazard +Ratio Function ++ [{MNormTest} 1.1.1](https://cran.r-project.org/package=MNormTest): Multivariate Normal Hypothesis Testing ++ [{KrakenR} 1.0.0](https://cran.r-project.org/package=KrakenR): Comprehensive R Interface for Accessing Kraken Cryptocurrency +Exchange REST API ++ [{iccmult} 1.0.0](https://cran.r-project.org/package=iccmult): Intracluster Correlation Coefficient (ICC) in Clustered +Categorical Data ++ [{fluxfinder} 1.0.0](https://cran.r-project.org/package=fluxfinder): Parsing, Computation, and Diagnostics for Greenhouse Gas +Measurements ++ [{ECG} 0.5.1](https://cran.r-project.org/package=ECG): Center of Gravity Methods ++ [{cpp11tesseract} 5.3.2](https://cran.r-project.org/package=cpp11tesseract): Open Source OCR Engine ++ [{biglmm} 0.9-3](https://cran.r-project.org/package=biglmm): Bounded Memory Linear and Generalized Linear Models ++ [{gesca} 1.0.5](https://cran.r-project.org/package=gesca): Generalized Structured Component Analysis Structural Equation +Modeling ++ [{flourishcharts} 1.0.0.3](https://cran.r-project.org/package=flourishcharts): 'Flourish' for 'R' and 'Python' ++ [{Colossus} 1.1.4.2](https://cran.r-project.org/package=Colossus): "Risk Model Regression and Analysis with Complex Non-Linear +Models" ++ [{Xcertainty} 1.0.1](https://cran.r-project.org/package=Xcertainty): Estimating Lengths and Uncertainty from Photogrammetric Imagery ++ [{statforbiology} 0.9.9](https://cran.r-project.org/package=statforbiology): Tools for Data Analyses in Biology ++ [{spqdep} 0.1.3.3](https://cran.r-project.org/package=spqdep): Testing for Spatial Independence of Qualitative Data in Cross +Section ++ [{segtest} 1.0.1](https://cran.r-project.org/package=segtest): Tests for Segregation Distortion in Polyploids ++ [{poissoned} 0.1.3](https://cran.r-project.org/package=poissoned): Poisson Disk Sampling in 2D and 3D ++ [{OmopViewer} 0.1.0](https://cran.r-project.org/package=OmopViewer): Visualise OMOP Results using 'shiny' Applications ++ [{mpathr} 1.0.1](https://cran.r-project.org/package=mpathr): Easily Handling Data from the ‘m-Path’ Platform ++ [{MECfda} 0.1.0](https://cran.r-project.org/package=MECfda): Scalar-on-Function Regression with Measurement Error Correction ++ [{COveR} 1.0.4](https://cran.r-project.org/package=COveR): Clustering with Overlaps ++ [{VDPO} 0.1.0](https://cran.r-project.org/package=VDPO): Working with and Analyzing Functional Data of Varying Lengths ++ [{tower} 0.2.0](https://cran.r-project.org/package=tower): Easy Middle Ware Library for 'shiny' ++ [{redatam} 2.0.0](https://cran.r-project.org/package=redatam): Import 'REDATAM' Files ++ [{Poly4AT} 1.0.1](https://cran.r-project.org/package=Poly4AT): Access 'INVEKOS' API for Field Polygons ++ [{pii} 1.0.0](https://cran.r-project.org/package=pii): Search Data Frames for Personally Identifiable Information ++ [{LLMR} 0.1.1](https://cran.r-project.org/package=LLMR): Interface for Large Language Model APIs in R ++ [{greenfeedr} 1.0.0](https://cran.r-project.org/package=greenfeedr): Process and Report 'GreenFeed' Data ++ [{evenBreak} 1.0](https://cran.r-project.org/package=evenBreak): A Posteriori Probs of Suits Breaking Evenly Across Four Hands ++ [{dataCompare} 1.0.0](https://cran.r-project.org/package=dataCompare): A 'shiny' App to Compare Two Data Frames ++ [{cTMed} 1.0.1](https://cran.r-project.org/package=cTMed): Continuous Time Mediation ++ [{PopVar} 1.3.2](https://cran.r-project.org/package=PopVar): Genomic Breeding Tools: Genetic Variance Prediction and +Cross-Validation diff --git a/draft.md b/draft.md index 13facba0..449de865 100644 --- a/draft.md +++ b/draft.md @@ -1,6 +1,6 @@ --- layout: draft -title: R Weekly 2024-W42 +title: R Weekly 2024-W44 description: Draft of the R Weekly image: https://rweekly.org/public/facebook.png --- @@ -8,7 +8,7 @@ image: https://rweekly.org/public/facebook.png + [How to have (my) content shared by R Weekly?](https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly) -This week’s release was curated by [Eric Nantz](), with help from the R Weekly team members and contributors. +This week’s release was curated by [](), with help from the R Weekly team members and contributors. @@ -19,12 +19,15 @@ This week’s release was curated by [Eric Nantz](), with help from the R Weekly ### Insights + [Postprocessing is coming to tidymodels](https://www.tidyverse.org/blog/2024/10/postprocessing-preview/) -+ [Uncovering Unknowns: Data in Investigative Journalism](https://katharinabrunner.de/2024/10/uncovering-unknowns-data-in-investigative-journalism/) -### R in the Real World ++ [Uncovering Unknowns: Data in Investigative Journalism](https://katharinabrunner.de/2024/10/uncovering-unknowns-data-in-investigative-journalism/) + [Exploratory Data Analysis: Will PCE Data Push Bitcoin?](https://datageeek.com/2024/10/07/exploratory-data-analysis-will-pce-data-push-bitcoin/) ++ [Uncovering Unknowns: Data in Investigative Journalism - All stories a based heavily in #rstats programming](https://katharinabrunner.de/2024/10/uncovering-unknowns-data-in-investigative-journalism/) + +### R in the Real World + ### R in Organizations @@ -33,9 +36,6 @@ This week’s release was curated by [Eric Nantz](), with help from the R Weekly ### R in Academia -+ [Can ChatGPT help construct non-trivial statistical models? An example with Bayesian "random" splines](https://www.rdatagen.net/post/2024-10-08-can-chatgpt-help-construct-non-trivial-bayesian-models-with-cluster-specific-splines/) - -+ [Calculating an LOOCV MSE by hand](https://freakonometrics.hypotheses.org/77662) ### Resources @@ -44,91 +44,26 @@ This week’s release was curated by [Eric Nantz](), with help from the R Weekly ### New Packages - + **CRAN** -+ [microinverterdata release 0.1.0](https://camembr.github.io/microinverterdata/) - -+ [{data.table.threads} 1.0.0](https://cran.r-project.org/package=data.table.threads): Analyze Multi-Threading Performance for 'data.table' Functions - -+ [{AdverseEvents} 0.0.1](https://cran.r-project.org/package=AdverseEvents): 'shiny' Application for Adverse Event Analysis of 'OnCore' Data - -+ [{openrouteservice} 0.5.3](https://cran.r-project.org/package=openrouteservice): An 'openrouteservice' API Client - -+ [{tidyllm} 0.1.0](https://cran.r-project.org/package=tidyllm): Tidy Integration of Large Language Models -+ [{genular} 1.0.0](https://cran.r-project.org/package=genular): 'Genular' Database API - -+ [{autometric} 0.0.5](https://cran.r-project.org/package=autometric): Background Resource Logging - -+ [{opendataformat} 1.3.0](https://cran.r-project.org/package=opendataformat): Reading and Writing Open Data Format Files - -+ [{spheredata} 0.1.0](https://cran.r-project.org/package=spheredata): Students' Performance Dataset in Physics Education Research (SPHERE) - -+ [{usdatasets} 0.1.0](https://cran.r-project.org/package=usdatasets): A Comprehensive Collection of U.S. Datasets **Bioconductor** - - - **GitHub or Bitbucket** -+ [shinychat: Chat UI component for Shiny for R](https://github.com/jcheng5/shinychat) -+ [hexsession: Create a tile of logos for loaded packages](https://github.com/luisDVA/hexsession/) ### Updated Packages 🔍 [Search on R-universe](https://r-universe.dev/search/) 🔍 -+ [{mirai} 1.3.0](https://cran.r-project.org/package=mirai): Minimalist Async Evaluation Framework for R - [diffify](https://diffify.com/R/mirai) - -+ [{nanonext} 1.3.0](https://cran.r-project.org/package=nanonext): R binding for NNG (Nanomsg Next Gen) - [diffify](https://diffify.com/R/nanonext) - -+ [{secretbase} 1.0.3](https://cran.r-project.org/package=secretbase): Cryptographic Hash, Extendable-Output and Base64 Functions. - -+ [{gtfsio} 1.2.0](https://cran.r-project.org/package=gtfsio): Read and Write General Transit Feed Specification (GTFS) Files - [diffify](https://diffify.com/R/gtfsio) - -+ [{tfrmtbuilder} 0.1.0](https://cran.r-project.org/package=tfrmtbuilder): 'shiny' App Companion to the 'tfrmt' Package - [diffify](https://diffify.com/R/tfrmtbuilder) - -+ [{crew} 0.10.0](https://cran.r-project.org/package=crew): A Distributed Worker Launcher Framework - [diffify](https://diffify.com/R/crew) - -+ [{kiwisR} 0.2.4](https://cran.r-project.org/package=kiwisR): A Wrapper for Querying KISTERS 'WISKI' Databases via the 'KiWIS' API - [diffify](https://diffify.com/R/kiwisR) - -+ [{crypto2} 2.0.3](https://cran.r-project.org/package=crypto2): Download Crypto Currency Data from 'CoinMarketCap' without 'API' - [diffify](https://diffify.com/R/crypto2) - -+ [{pagedown} 0.21](https://cran.r-project.org/package=pagedown): Paginate the HTML Output of R Markdown with CSS for Print - [diffify](https://diffify.com/R/pagedown) - -+ [{ieeeround} 0.2-2](https://cran.r-project.org/package=ieeeround): Functions to Set and Get the IEEE Rounding Mode - [diffify](https://diffify.com/R/ieeeround) - -+ [{random.cdisc.data} 0.3.16](https://cran.r-project.org/package=random.cdisc.data): Create Random ADaM Datasets - [diffify](https://diffify.com/R/random.cdisc.data) - -+ [{nixtlar} 0.6.1](https://cran.r-project.org/package=nixtlar): A Software Development Kit for 'Nixtla''s 'TimeGPT' - [diffify](https://diffify.com/R/nixtlar) - -+ [{officer} 0.6.7](https://cran.r-project.org/package=officer): Manipulation of Microsoft Word and PowerPoint Documents - [diffify](https://diffify.com/R/officer) - -+ [{chevron} 0.2.7](https://cran.r-project.org/package=chevron): Standard TLGs for Clinical Trials Reporting - [diffify](https://diffify.com/R/chevron) - -+ [{SqlRender} 1.19.0](https://cran.r-project.org/package=SqlRender): Rendering Parameterized SQL and Translation to Dialects - [diffify](https://diffify.com/R/SqlRender) - -+ [{webdav} 0.1.1](https://cran.r-project.org/package=webdav): A Simple Interface for Interacting with 'WebDAV' Servers - [diffify](https://diffify.com/R/webdav) - -+ [{eyelinkReader} 1.0.2](https://cran.r-project.org/package=eyelinkReader): Import Gaze Data for EyeLink Eye Tracker - [diffify](https://diffify.com/R/eyelinkReader) - -+ [{multiverse} 0.6.2](https://cran.r-project.org/package=multiverse): Create 'multiverse analysis' in R - [diffify](https://diffify.com/R/multiverse) - -+ [{exampletestr} 1.7.3](https://cran.r-project.org/package=exampletestr): Help for Writing Unit Tests Based on Function Examples - [diffify](https://diffify.com/R/exampletestr) - -+ [{xportr} 0.4.1](https://cran.r-project.org/package=xportr): Utilities to Output CDISC SDTM/ADaM XPT Files - [diffify](https://diffify.com/R/xportr) - - - ### Videos and Podcasts + [Listen to the R-Weekly Highlights Podcast](https://serve.podhome.fm/r-weekly-highlights) @@ -140,7 +75,6 @@ This week’s release was curated by [Eric Nantz](), with help from the R Weekly ### Shiny Apps -+ [A Guide to Validating R (Shiny) Applications in Pharma](https://www.appsilon.com/post/shiny-app-validation-pharma) ### R Internationally @@ -148,18 +82,8 @@ This week’s release was curated by [Eric Nantz](), with help from the R Weekly ### Tutorials - -+ [EDA Reimagined in R: GWalkR + DuckDB for Lightning-Fast Visualizations](https://medium.com/@bruceyu0416/eda-reimagined-in-r-gwalkr-duckdb-for-lightning-fast-visualizations-05b011e8ae39) - -+ [Introducing: the POLYGON FULL](https://www.r-spatial.org//r/2024/10/11/polygonfull.html) - -+ [How to Combine Two Data Frames in R with Different Columns Using Base R, dplyr, and data.table](https://www.spsanderson.com/steveondata/posts/2024-10-10/) - -+ [Creating post summary with AI from Hugging Face](https://drmowinckels.io/blog/2024/ai-blog-summary/) -+ [Nested unit tests with testthat](https://rpahl.github.io/r-some-blog/posts/2024-10-07-nested-unit-tests-with-testthat) -+ [The easiest way to capture code output for tests](https://jakubsobolewski.substack.com/p/the-easiest-way-to-capture-code-output) @@ -173,7 +97,7 @@ Updates from [R Core](http://developer.r-project.org/blosxom.cgi/R-devel/NEWS): Events in 3 Months: -+ [Standardising R Projects with the ProjectTemplate package workshop](https://r-posts.com/standardising-r-projects-with-the-projecttemplate-package-workshop/) ++ [R/Pharma APAC track](https://rinpharma.com/post/2024-07-17-apac-track/) + [A list of R conferences and meetings](https://jumpingrivers.github.io/meetingsR/events.html) diff --git a/rss_feeds.csv b/rss_feeds.csv index 209429c5..f3a5f00a 100644 --- a/rss_feeds.csv +++ b/rss_feeds.csv @@ -422,3 +422,4 @@ "https://jchau.org/category/r-bloggers/index.xml", 1, "@joris_chau" "https://posit.co/feed/", 1, "" "https://rpahl.github.io/r-some-blog/index.xml", 1, "@romanpahl" +"https://rdatatable-community.github.io/The-Raft/index.xml", 1, ""