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 <updated>2026-04-03T10:12:20+00:00</updated>
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   <name>R Weekly</name>
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 <entry>
   <title>R Weekly 2026-W14 ggauto, alt text, scientific coffee</title>
   <link href="https://rweekly.org/2026-W14.html"/>
   <updated>2026-03-30T00:00:00+00:00</updated>
   <id>https://rweekly.org/2026-W14</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://fosstodon.org/@jonocarroll&quot;&gt;Jonathan Carroll&lt;/a&gt;, with help from the RWeekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://nrennie.rbind.io/blog/introducing-ggauto/&quot;&gt;Introducing ggauto: automating better charts&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/alt-text-quarto-claude-code-skill&quot;&gt;Adding Alt Text in Quarto with Claude Code&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.gilesd-j.com/2026/03/23/using-science-to-find-the-best-decaf/&quot;&gt;Using science to find the best decaf&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.etiennebacher.com/posts/2026-03-23-jarl-0.5.0/&quot;&gt;Jarl 0.5.0: A fast R linter&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/why-learning-r-is-a-good-career-move-in-2026/&quot;&gt;Why Learning R is a Good Career Move in 2026&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://freerangestats.info/blog/2026/03/22/pacific-people-narrative&quot;&gt;Pacific island demograpy, the narrative by @ellis2013nz&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://thierrymoudiki.github.io/blog/2026/03/22/python/python-Semi-parametric-MarketPriceofRisk-update&quot;&gt;Python version of ‘Option pricing using time series models as market price of risk Pt.3’&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://pablobernabeu.github.io/2026/you-shall-know-a-word-by-the-company-it-keeps/&quot;&gt;You shall know a word by the company it keeps — so choose your prompts wisely&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://nrennie.rbind.io/blog/introducing-ggauto/&quot;&gt;Introducing ggauto: automating better charts&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2026/W14/ggauto_600.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/blog/2026-03-27-ai-newsletter/&quot;&gt;2026-03-27 AI Newsletter&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://rworks.dev/posts/Feb-2026-Top40/&quot;&gt;February 2026 Top 40 New CRAN Packages&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://tidyomics.github.io/tidyomicsBlog/posts/2025-10-25-tidySummarizedExperiment-optimization/&quot;&gt;Speeding up tidySummarizedExperiment through query optimisation and the plyxp backend&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/alt-text-quarto-claude-code-skill&quot;&gt;Adding Alt Text in Quarto with Claude Code&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2026/W14/alttext_600.jpg&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/deslop&quot;&gt;De-slop the text you shouldn’t be writing anyway&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://rtichoke.netlify.app/posts/text-analytics-rag-pipeline-in-r.html&quot;&gt;Text Analytics in R: Dense embeddings and RAG pipeline with ragnar and ellmer&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://bio7.org/bio7-3-6-released/&quot;&gt;Bio7 3.6 Released&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://statsandr.com/blog/bayesian-neural-networks-in-tidymodels-with-kindling/&quot;&gt;Bayesian Neural Networks in {tidymodels} with {kindling}&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://pharmaverse.github.io/blog/posts/2026-03-20_beyond_key_words/beyond__keywords.html&quot;&gt;Beyond Keywords: How Semantic Search is Unlocking Clinical Code Reuse&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.gilesd-j.com/2026/03/23/using-science-to-find-the-best-decaf/&quot;&gt;Using science to find the best decaf&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://haraldkliems.netlify.app/posts/2026-03-26-some-wisconsin-county-population-data/&quot;&gt;Some Wisconsin County Level Population Data&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://kobriendublin.substack.com/p/why-r-and-pydata-should-leave-meetup&quot;&gt;Why R and PyData Should Leave Meetup Behind&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://doi.org/10.59350/v20aa-dc997&quot;&gt;R Package Development in Positron: recording and materials (Workshop for Ukraine)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/r-package-development-in-positron-workshop&quot;&gt;R Package Development in Positron Workshop&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://tomaztsql.wordpress.com/2026/03/15/little-useless-useful-r-functions-date-palindrome/&quot;&gt;Little useless-useful R functions – Date Palindrome&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rtemis&quot;&gt;{rtemis} 1.0.0&lt;/a&gt;: Machine Learning and Visualization&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rcloner&quot;&gt;{rcloner} 0.0.1&lt;/a&gt;: Interface to ‘rclone’ Cloud Storage Utility&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=animejs&quot;&gt;{animejs} 0.1.0&lt;/a&gt;: R Bindings to the ‘Anime.js’ Animation Library&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggauto&quot;&gt;{ggauto} 0.0.1&lt;/a&gt;: Automatically Create and Style ‘ggplot2’ Charts&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=reproresearchR&quot;&gt;{reproresearchR} 0.1.1&lt;/a&gt;: Companion Package for ‘Reproducible Research Using R’&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ksformat&quot;&gt;{ksformat} 0.3.5&lt;/a&gt;: ‘SAS’-Style ‘PROC FORMAT’ for R&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggforestplotR&quot;&gt;{ggforestplotR} 0.1.0&lt;/a&gt;: Publication-Ready Forest Plots with ‘ggplot2’&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=blends&quot;&gt;{blends} 0.1.0&lt;/a&gt;: Blend Colour Palettes&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tabstats&quot;&gt;{tabstats} 0.1.0&lt;/a&gt;: A Lightweight Toolkit for Displaying Customizable Tables&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=subtools&quot;&gt;{subtools} 1.1.0&lt;/a&gt;: Read and Manipulate Video Subtitles&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=stopmotion&quot;&gt;{stopmotion} 0.1.0&lt;/a&gt;: Build Stop Motion Animations from Image Sequences&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=pizzarr&quot;&gt;{pizzarr} 0.1.1&lt;/a&gt;: Slice into ‘Zarr’ Arrays&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=HeatmapR&quot;&gt;{HeatmapR} 1.1.0&lt;/a&gt;: Create Heatmaps Using Base Graphics&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=jlview&quot;&gt;{jlview} 0.1.0&lt;/a&gt;: Zero-Copy Julia to R Array Bridge via ALTREP&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=YangHuiMagic&quot;&gt;{YangHuiMagic} 1.1&lt;/a&gt;: A Generalization of Yang Hui’s Magic Squares&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=theRefdate&quot;&gt;{theRefdate} 1.0.0&lt;/a&gt;: Simple and Fast Date Manipulation on Character Strings in Format ‘DD.MM.YYYY’&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;GitHub or Bitbucket&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://tigertang.org/deckroadmap/&quot;&gt;deckroadmap: Give your slides a sense of direction&lt;/a&gt; - An R package for adding PowerPoint-style roadmap footers to Quarto and R Markdown Reveal.js slides.&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://github.com/Yousa-Mirage/ggtypst&quot;&gt;{ggtypst} 0.1.0&lt;/a&gt;: Render any rich text and high-quality math expressions in &lt;code class=&quot;language-plaintext highlighter-rouge&quot;&gt;ggplot2&lt;/code&gt; easily, powered by Typst. &lt;a href=&quot;https://www.reddit.com/r/rstats/comments/1rsllwu/ggtypst_typstpowered_text_and_math_rendering_for/&quot;&gt;(on Reddit)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://github.com/iamYannC/Ebbinghaus/&quot;&gt;Ebbinghaus illusion Benchmark for LLMs&lt;/a&gt;: A flexible R &amp;amp; Python SDK for generating variants of the Ebbinghaus illusion. On top of the full source code, you will find in this repo links to a &lt;a href=&quot;https://www.kaggle.com/code/yanncohen/ebbinghaus-illusion-benchmark-python&quot;&gt;Kaggle&lt;/a&gt; notebook with free LLm examples, as well as a &lt;a href=&quot;https://019cfec8-12af-aa5d-969b-0882cd8f490a.share.connect.posit.cloud/&quot;&gt;Shiny&lt;/a&gt; app to generate a reproducible dataset of Ebbinghaus illusion stimuli.&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=Unicode&quot;&gt;{Unicode} 17.0.0-1&lt;/a&gt;: Unicode Data and Utilities - &lt;a href=&quot;https://diffify.com/R/Unicode&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=vistime&quot;&gt;{vistime} 1.3.0&lt;/a&gt;: Pretty Timelines in R - &lt;a href=&quot;https://diffify.com/R/vistime&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tinytex&quot;&gt;{tinytex} 0.59&lt;/a&gt;: Helper Functions to Install and Maintain TeX Live, and Compile LaTeX Documents - &lt;a href=&quot;https://diffify.com/R/tinytex&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tinyplot&quot;&gt;{tinyplot} 0.6.1&lt;/a&gt;: Lightweight Extension of the Base R Graphics System - &lt;a href=&quot;https://diffify.com/R/tinyplot&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=swagger&quot;&gt;{swagger} 5.32.1&lt;/a&gt;: Dynamically Generates Documentation from a ‘Swagger’ Compliant API - &lt;a href=&quot;https://diffify.com/R/swagger&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=sourcetools&quot;&gt;{sourcetools} 0.1.7-2&lt;/a&gt;: Tools for Reading, Tokenizing and Parsing R Code - &lt;a href=&quot;https://diffify.com/R/sourcetools&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=RcppRoll&quot;&gt;{RcppRoll} 0.3.2&lt;/a&gt;: Efficient Rolling / Windowed Operations - &lt;a href=&quot;https://diffify.com/R/RcppRoll&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=nlme&quot;&gt;{nlme} 3.1-169&lt;/a&gt;: Linear and Nonlinear Mixed Effects Models - &lt;a href=&quot;https://diffify.com/R/nlme&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=letsRept&quot;&gt;{letsRept} 1.1.1&lt;/a&gt;: An Interface to the Reptile Database - &lt;a href=&quot;https://diffify.com/R/letsRept&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=bittermelon&quot;&gt;{bittermelon} 2.3.1&lt;/a&gt;: Bitmap Tools - &lt;a href=&quot;https://diffify.com/R/bittermelon&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggdiceplot&quot;&gt;{ggdiceplot} 1.2.0&lt;/a&gt;: DicePlot Visualization for ‘ggplot2’ - &lt;a href=&quot;https://diffify.com/R/ggdiceplot&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=shinyEditor&quot;&gt;{shinyEditor} 1.0.0&lt;/a&gt;: ‘Ace’ and ‘Monaco’ Editors Bindings for ‘shiny’ Application - &lt;a href=&quot;https://diffify.com/R/shinyEditor&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=LLMing&quot;&gt;{LLMing} 1.2.1&lt;/a&gt;: Large Language Model (LLM) Tools for Psychological Text Analysis - &lt;a href=&quot;https://diffify.com/R/LLMing&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rpart&quot;&gt;{rpart} 4.1.27&lt;/a&gt;: Recursive Partitioning and Regression Trees - &lt;a href=&quot;https://diffify.com/R/rpart&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=vbracket&quot;&gt;{vbracket} 1.4.0&lt;/a&gt;: Custom Legends with Statistical Comparison Brackets - &lt;a href=&quot;https://diffify.com/R/vbracket&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=terra&quot;&gt;{terra} 1.9-11&lt;/a&gt;: Spatial Data Analysis - &lt;a href=&quot;https://diffify.com/R/terra&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rmarkdown&quot;&gt;{rmarkdown} 2.31&lt;/a&gt;: Dynamic Documents for R - &lt;a href=&quot;https://diffify.com/R/rmarkdown&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=lessR&quot;&gt;{lessR} 4.5.3&lt;/a&gt;: Less Code with More Comprehensive Results - &lt;a href=&quot;https://diffify.com/R/lessR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tau&quot;&gt;{tau} 0.0-28&lt;/a&gt;: Text Analysis Utilities - &lt;a href=&quot;https://diffify.com/R/tau&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=sqlhelper&quot;&gt;{sqlhelper} 0.2.2&lt;/a&gt;: Easier ‘SQL’ Integration - &lt;a href=&quot;https://diffify.com/R/sqlhelper&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=mlbench&quot;&gt;{mlbench} 2.1-8&lt;/a&gt;: Machine Learning Benchmark Problems - &lt;a href=&quot;https://diffify.com/R/mlbench&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=synthesisr&quot;&gt;{synthesisr} 0.4.1&lt;/a&gt;: Import, Assemble, and Deduplicate Bibliographic Datasets - &lt;a href=&quot;https://diffify.com/R/synthesisr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rworkflows&quot;&gt;{rworkflows} 1.0.11&lt;/a&gt;: Test, Document, Containerise, and Deploy R Packages - &lt;a href=&quot;https://diffify.com/R/rworkflows&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=archivist&quot;&gt;{archivist} 2.3.9&lt;/a&gt;: Tools for Storing, Restoring and Searching for R Objects - &lt;a href=&quot;https://diffify.com/R/archivist&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=pkgdiff&quot;&gt;{pkgdiff} 1.0.2&lt;/a&gt;: Identifies Package Differences - &lt;a href=&quot;https://diffify.com/R/pkgdiff&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggautomap&quot;&gt;{ggautomap} 0.4.0&lt;/a&gt;: Create Maps from a Column of Place Names - &lt;a href=&quot;https://diffify.com/R/ggautomap&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=WhatIf&quot;&gt;{WhatIf} 1.5-11&lt;/a&gt;: Software for Evaluating Counterfactuals - &lt;a href=&quot;https://diffify.com/R/WhatIf&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rollama&quot;&gt;{rollama} 0.3.0&lt;/a&gt;: Communicate with ‘Ollama’ to Run Large Language Models Locally - &lt;a href=&quot;https://diffify.com/R/rollama&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=arrow&quot;&gt;{arrow} 23.0.1.2&lt;/a&gt;: Integration to ‘Apache’ ‘Arrow’ - &lt;a href=&quot;https://diffify.com/R/arrow&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rcheology&quot;&gt;{rcheology} 4.5.3.0&lt;/a&gt;: Data on Base and Recommended Packages for Current and Previous Versions of R - &lt;a href=&quot;https://diffify.com/R/rcheology&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=renv&quot;&gt;{renv} 1.2.0&lt;/a&gt;: Project Environments - &lt;a href=&quot;https://diffify.com/R/renv&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gdalraster&quot;&gt;{gdalraster} 2.5.0&lt;/a&gt;: Bindings to ‘GDAL’ - &lt;a href=&quot;https://diffify.com/R/gdalraster&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tuber&quot;&gt;{tuber} 1.4.0&lt;/a&gt;: Client for the YouTube API - &lt;a href=&quot;https://diffify.com/R/tuber&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Updates from the &lt;a href=&quot;https://contributor.r-project.org/working-group&quot;&gt;R Contribution Working Group (RCWG)&lt;/a&gt;:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://pretix.eu/r-contributors/r-dev-day-cascadiar-2026&quot;&gt;R Dev Day @ Cascadia R Conf 2026&lt;/a&gt;, Portland, OR, USA, on Friday 26 July. Registration deadline &lt;strong&gt;Friday 12 June&lt;/strong&gt;.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://user2026.r-project.org/additional/r-dev-day.html&quot;&gt;R Dev Day @ useR! 2026&lt;/a&gt;, Warsaw, Poland, on Friday 19 July. Application deadline &lt;strong&gt;Friday 24 April&lt;/strong&gt;.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://contributor.r-project.org/r-project-sprint-2026&quot;&gt;R Project Sprint 2026&lt;/a&gt;, Birmingham, UK, Tuesday 1 - Thursday 3 September. Application deadline &lt;strong&gt;Friday 8 May&lt;/strong&gt;.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/workshops-at-positconf2026/&quot;&gt;Workshops at posit::conf(2026)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://fosstodon.org/@robinlovelace/116295268012278872/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://fosstodon.org/@robinlovelace/116295268012278872&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @robinlovelace@fosstodon.org&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://fosstodon.org/&quot; async=&quot;&quot; src=&quot;https://fosstodon.org/embed.js&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://fosstodon.org/@GillesColling/116284298444009078/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://fosstodon.org/@GillesColling/116284298444009078&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @GillesColling@fosstodon.org&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://fosstodon.org/&quot; async=&quot;&quot; src=&quot;https://fosstodon.org/embed.js&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://fosstodon.org/@tylermorganwall/116267497536356274/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://fosstodon.org/@tylermorganwall/116267497536356274&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @tylermorganwall@fosstodon.org&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2026-W13 What&apos;s new in dplyr, Atmospheric simulation</title>
   <link href="https://rweekly.org/2026-W13.html"/>
   <updated>2026-03-23T00:00:00+00:00</updated>
   <id>https://rweekly.org/2026-W13</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://bsky.app/profile/jonathankitt.bsky.social&quot;&gt;Jonathan Kitt&lt;/a&gt; , with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rladiesrome.org/talks/2026/meetup/03182026_isabellavelasquez.html&quot;&gt;What’s new in {dplyr} 1.2.0: A Tour with Isabella Velàsquez&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.tylermw.com/posts/rayverse/atmospheric-simulation-in-r.html&quot;&gt;Atmospheric Simulation in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/posit-conf-2026-keynotes/&quot;&gt;Meet the posit::conf(2026) Keynote Speakers&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rworks.dev/posts/skills-in-rstudio-posit-assistant/&quot;&gt;Can I use Skills with Posit Assistant for the RStudio IDE?&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/deploying-boosted-tree-models-with-orbital/&quot;&gt;Deploying boosted tree models with Orbital&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://posit.co/wp-content/uploads/2026/03/Blog-Orbital-XGBoost-B@2x.jpg&quot; alt=&quot;&quot; /&gt;{width=”400”}&lt;/p&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.robinlovelace.net/post/stats19-v4/&quot;&gt;stats19 v4.0.0: 45 Years of UK Road Crash Data, Unified&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-organizations&quot;&gt;R in Organizations&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/reproducible-analytical-pipelines/&quot;&gt;Reproducible Analytical Pipelines&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/community-growth-collaboration-momentum-across-r-ecosystem/index.html&quot;&gt;Q1 2026 Update: Community Growth, Collaboration, and Momentum Across the R Ecosystem&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.tylermw.com/posts/rayverse/atmospheric-simulation-in-r.html&quot;&gt;Atmospheric Simulation in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rladiesrome.org/talks/2026/meetup/03182026_isabellavelasquez.html&quot;&gt;What’s new in {dplyr} 1.2.0: A Tour with Isabella Velàsquez&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href=&quot;https://rladiesrome.org/talks/2026/meetup/03182026_isabellavelasquez.html&quot;&gt;&lt;img src=&quot;https://cdn.bsky.app/img/feed_thumbnail/plain/did:plc:vi74zdmwue5esr2wws3b3btz/bafkreibcaouffu5wqftdve2nzhdyzexrkbgmicp4so7o7fbuu5pr6usb3a&quot; alt=&quot;&quot; /&gt;{width=”400”}&lt;/a&gt;&lt;/p&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;p class=&quot;added-hostname&quot;&gt;

&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;

&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=SCIproj&quot;&gt;{SCIproj} 1.0.0&lt;/a&gt;: Creates a Scientific Project Skeleton as an R Package&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=unsurv&quot;&gt;{unsurv} 0.5.0&lt;/a&gt;: Unsupervised Clustering of Individualized Survival Curves&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=causalplot&quot;&gt;{causalplot} 0.2.1&lt;/a&gt;: Create Publication-Ready Causal Diagrams&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=MultiSpline&quot;&gt;{MultiSpline} 0.1.1&lt;/a&gt;: Spline-Based Nonlinear Modeling for Multilevel and Longitudinal Data&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=marimekko&quot;&gt;{marimekko} 0.1.0&lt;/a&gt;: Marimekko Plots for ‘ggplot2’&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=essentialstools&quot;&gt;{essentialstools} 0.1.2&lt;/a&gt;: Datasets and Utilities for Essentials of Statistics for the Behavioral Sciences&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=jumble&quot;&gt;{jumble} 0.1.0&lt;/a&gt;: A Discrete Colour Palette&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=dormancy&quot;&gt;{dormancy} 0.1.0&lt;/a&gt;: Detection and Analysis of Dormant Patterns in Data&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=EpiForsk&quot;&gt;{EpiForsk} 0.2.1&lt;/a&gt;: Code Sharing at the Department of Epidemiology Research at Statens Serum Institut - &lt;a href=&quot;https://diffify.com/R/EpiForsk&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=misha&quot;&gt;{misha} 5.6.6&lt;/a&gt;: Toolkit for Analysis of Genomic Data - &lt;a href=&quot;https://diffify.com/R/misha&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=paar&quot;&gt;{paar} 1.0.2&lt;/a&gt;: Precision Agriculture Data Analysis - &lt;a href=&quot;https://diffify.com/R/paar&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=bolasso&quot;&gt;{bolasso} 0.5.0&lt;/a&gt;: Model Consistent Lasso Estimation Through the Bootstrap - &lt;a href=&quot;https://diffify.com/R/bolasso&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggpop&quot;&gt;{ggpop} 1.7.1&lt;/a&gt;: Icon-Based Population Charts and Plots for ‘ggplot2’ - &lt;a href=&quot;https://diffify.com/R/ggpop&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=sumvar&quot;&gt;{sumvar} 0.2.0&lt;/a&gt;: Summarise and Explore Continuous, Categorical and Date Variables - &lt;a href=&quot;https://diffify.com/R/sumvar&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=futurize&quot;&gt;{futurize} 0.2.0&lt;/a&gt;: Parallelize Common Functions via One Magic Function - &lt;a href=&quot;https://diffify.com/R/futurize&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=xgboost&quot;&gt;{xgboost} 3.2.1.1&lt;/a&gt;: Extreme Gradient Boosting - &lt;a href=&quot;https://diffify.com/R/xgboost&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggrepel&quot;&gt;{ggrepel} 0.9.8&lt;/a&gt;: Automatically Position Non-Overlapping Text Labels with ‘ggplot2’ - &lt;a href=&quot;https://diffify.com/R/ggrepel&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=PublicationBiasBenchmark&quot;&gt;{PublicationBiasBenchmark} 0.2.0&lt;/a&gt;: Benchmark for Publication Bias Correction Methods - &lt;a href=&quot;https://diffify.com/R/PublicationBiasBenchmark&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=xCbFl_Ez6VM&quot;&gt;R-Ladies Rome (english) - Working smarter with {dplyr} 1.2.0 - A Practical Session&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=2_Aum45rYlU&quot;&gt;Webinar: Dax Kellie on reproducible R code&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://contributor.r-project.org/events/r-dev-days/&quot;&gt;R Dev Days&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://github.com/30DayChartChallenge/Edition2026&quot;&gt;#30DayChartChallenge 2026&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href=&quot;https://github.com/30DayChartChallenge/Edition2026&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/30DayChartChallenge/Edition2026/main/img/announcement-landscape.png&quot; alt=&quot;&quot; /&gt;{width=”400”}&lt;/a&gt;&lt;/p&gt;

&lt;h3 id=&quot;datasets&quot;&gt;Datasets&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=readnoaa&quot;&gt;{readnoaa} 0.1.1&lt;/a&gt;: Access ‘NOAA’ Climate and Weather Data&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=icecdr&quot;&gt;{icecdr} 1.0.0&lt;/a&gt;: Download Sea Ice Concentration Data from the NSIDC Climate Data Record&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href=&quot;https://github.com/eliocamp/icecdr&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/eliocamp/icecdr/main/man/figures/README-unnamed-chunk-3-1.png&quot; alt=&quot;&quot; /&gt;{width=”400”}&lt;/a&gt;&lt;/p&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:n3imka5lhde6bsrecpf3jbyi/app.bsky.feed.post/3mh654oriys2e&quot; data-bluesky-cid=&quot;bafyreibblfp46mqvuatvgshjl7khdeoeldq3zvoewoqjnwdnmphpsxdrkm&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;

&lt;p lang=&quot;en&quot;&gt;

You should try {targets}, they say... It will make your workflow more organised, they say... (joking aside, {targets} is an amazing package!!! I am super happy to be using it on my projects) #Rstats #targets`&lt;br /&gt;&lt;br /&gt;&amp;lt;a href=&quot;https://bsky.app/profile/did:plc:n3imka5lhde6bsrecpf3jbyi/post/3mh654oriys2e?ref_src=embed&quot;`{=html}[image or embed]&amp;lt;/a&amp;gt;

&lt;/p&gt;

— Ondrej Mottl 🌿💻📈🌍⏳ (`&amp;lt;a href=&quot;https://bsky.app/profile/did:plc:n3imka5lhde6bsrecpf3jbyi?ref_src=embed&quot;`{=html}@ondrejmottl.bsky.social&amp;lt;/a&amp;gt;) `&amp;lt;a href=&quot;https://bsky.app/profile/did:plc:n3imka5lhde6bsrecpf3jbyi/post/3mh654oriys2e?ref_src=embed&quot;`{=html}16 mars 2026 à 10:23&amp;lt;/a&amp;gt;

&lt;/blockquote&gt;

&lt;pre&gt;&lt;code class=&quot;language-{=html}&quot;&gt;&amp;lt;script async src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&amp;gt;&amp;lt;/script&amp;gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:rsl6s6dvvb62lcgpgerqtau5/app.bsky.feed.post/3mhg5eoahos2f&quot; data-bluesky-cid=&quot;bafyreiggvqjpsiet7uhjm3fz3r4zvml5nmmirvggm2my25ruwqjaqhu2by&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;

&lt;p lang=&quot;en&quot;&gt;

Hmmm... The variable name needs more T&apos;s

#rstats`&lt;br /&gt;&lt;br /&gt;&amp;lt;a href=&quot;https://bsky.app/profile/did:plc:rsl6s6dvvb62lcgpgerqtau5/post/3mhg5eoahos2f?ref_src=embed&quot;`{=html}[image or embed]&amp;lt;/a&amp;gt;

&lt;/p&gt;

— Peter Gray (`&amp;lt;a href=&quot;https://bsky.app/profile/did:plc:rsl6s6dvvb62lcgpgerqtau5?ref_src=embed&quot;`{=html}@pgdataviz.bsky.social&amp;lt;/a&amp;gt;) `&amp;lt;a href=&quot;https://bsky.app/profile/did:plc:rsl6s6dvvb62lcgpgerqtau5/post/3mhg5eoahos2f?ref_src=embed&quot;`{=html}19 mars 2026 à 14:49&amp;lt;/a&amp;gt;

&lt;/blockquote&gt;

&lt;pre&gt;&lt;code class=&quot;language-{=html}&quot;&gt;&amp;lt;script async src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&amp;gt;&amp;lt;/script&amp;gt;
&lt;/code&gt;&lt;/pre&gt;

  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2026-W12 Sharing across shiny modules, F1 data</title>
   <link href="https://rweekly.org/2026-W12.html"/>
   <updated>2026-03-16T00:00:00+00:00</updated>
   <id>https://rweekly.org/2026-W12</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://bsky.app/profile/jonmcalder.bsky.social&quot;&gt;Jon Calder&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rtask.thinkr.fr/sharing-data-across-shiny-modules-an-update/&quot;&gt;Sharing data across shiny modules, an update&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rprogrammingbooks.com/formula-1-analysis-r-f1datar/&quot;&gt;Formula 1 Analysis in R with f1dataR: Lap Times, Pit Stops and Driver Performance&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rtask.thinkr.fr/sharing-data-across-shiny-modules-an-update/&quot;&gt;Sharing data across shiny modules, an update&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/posit-platform-updates/&quot;&gt;Three Posit Platform Features Worth Knowing About&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/glimpse-newsletter-march-2026/&quot;&gt;posit::glimpse() Newsletter – March 2026&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://onlinecollegemathteacher.blogspot.com/2026/03/does-every-finite-string-of-numbers.html&quot;&gt;Does every finite string of numbers appear within π?&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2026/03/10/patentsview-breaking-release/&quot;&gt;Breaking Release of the patentsview R Package&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://freerangestats.info/blog/2026/03/08/pacific-remittances&quot;&gt;Pacific island remittances by @ellis2013nz&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2026/W12/pacific_remittances.png&quot; alt=&quot;Pacific island remittances by @ellis2013nz&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/from-black-to-glass-box-rethinking-the-actuarial-lifecycle/&quot;&gt;From Black to Glass Box: Rethinking the Actuarial Lifecycle&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rprogrammingbooks.com/formula-1-analysis-r-f1datar/&quot;&gt;Formula 1 Analysis in R with f1dataR: Lap Times, Pit Stops and Driver Performance&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-organizations&quot;&gt;R in Organizations&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/igniting-an-r-movement-in-the-philippines-rnvsus-open-science-vision/index.html&quot;&gt;Igniting an R Movement in the Philippines: RNVSU’s Open Science Vision&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/introducing-the-databot-snowflake-skill-for-semantic-awareness/&quot;&gt;Doing More with Cortex: Introducing the Databot Snowflake Skill for Semantic Awareness&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://njtalingting.r-universe.dev/articles/ArchipelagoEngine/rtl_impact.html&quot;&gt;Addressing a Decade-Old ‘Continental Fallacy’ in Spatial Econometrics&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rtask.thinkr.fr/duckdb-dbplyr-when-your-pipeline-gives-different-results-every-time-it-runs/&quot;&gt;DuckDB + dbplyr: When Your Pipeline Gives Different Results Every Time It Runs&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://kieranhealy.org/blog/archives/2026/03/09/using-quarto-to-write-a-book/&quot;&gt;Using Quarto to Write a Book&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2026/W12/workflow-wide-quarto.png&quot; alt=&quot;Using Quarto to Write a Book&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.rdatagen.net/post/2026-03-10-getting-to-the-bottom-of-tmle-2/&quot;&gt;Getting to the bottom of TMLE: forcing the target to behave&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://quantixed.org/2026/03/09/get-better-loading-multiple-csv-files-in-r/&quot;&gt;Get Better: loading multiple csv files in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.kenkoonwong.com/blog/pkpd/&quot;&gt;Learning PK/PD Simulation: A Beginner’s Monte Carlo Analysis With mrgsolve in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://quickstats.tools&quot;&gt;QuickStats&lt;/a&gt;: WebR-powered browser-based statistical analysis tool.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=obr&quot;&gt;{obr} 0.2.2&lt;/a&gt;: Access Office for Budget Responsibility Data&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=decisionpaths&quot;&gt;{decisionpaths} 0.1.0&lt;/a&gt;: Construct and Audit Longitudinal Decision Paths&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=brightspaceR&quot;&gt;{brightspaceR} 0.1.0&lt;/a&gt;: Access D2L ‘Brightspace’ Data Sets via the ‘BDS’ API&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=stacr&quot;&gt;{stacr} 0.1.0&lt;/a&gt;: Tidy ‘STAC’ Workflows for R&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=readoecd&quot;&gt;{readoecd} 0.3.0&lt;/a&gt;: Download and Tidy Data from the OECD&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ons&quot;&gt;{ons} 0.1.0&lt;/a&gt;: Download Data from the Office for National Statistics&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=hmrc&quot;&gt;{hmrc} 0.3.0&lt;/a&gt;: Download and Tidy HMRC Statistical Data&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=boe&quot;&gt;{boe} 0.1.0&lt;/a&gt;: Download Data from the Bank of England Statistical Database&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ardlverse&quot;&gt;{ardlverse} 1.1.2&lt;/a&gt;: Comprehensive ARDL Modeling Framework: Panel, Bootstrap, Quantile-Nonlinear, and Fourier Extensions&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=earthUI&quot;&gt;{earthUI} 0.1.1&lt;/a&gt;: Interactive ‘shiny’ GUI for the ‘earth’ Package&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=llmjson&quot;&gt;{llmjson} 0.1.0&lt;/a&gt;: Repair Malformed JSON Strings&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggsky&quot;&gt;{ggsky} 0.1.0&lt;/a&gt;: Galactic and Equatorial Coordinate Implementation for ‘ggplot2’&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=rapidcodeR&quot;&gt;{rapidcodeR} 0.1.0&lt;/a&gt;: Optimized Data Analysis System for AI-Based Text Processing&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ROOT&quot;&gt;{ROOT} 0.1.1&lt;/a&gt;: Rashomon Set of Optimal Trees&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=lucidr&quot;&gt;{lucidr} 0.1.0&lt;/a&gt;: ‘Lucide’ Icons for ‘R’&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=comexr&quot;&gt;{comexr} 0.2.0&lt;/a&gt;: Client for the Brazilian Foreign Trade Statistics API (‘ComexStat’)&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=pep725&quot;&gt;{pep725} 1.0.0&lt;/a&gt;: Pan-European Phenological Data Analysis&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=fozziejoin&quot;&gt;{fozziejoin} 0.0.13&lt;/a&gt;: Utilities for Joining Dataframes with Inexact Matching&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=restrictR&quot;&gt;{restrictR} 0.1.0&lt;/a&gt;: Composable Runtime Contracts for R&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;GitHub&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://github.com/walkerke/freestiler&quot;&gt;{freestiler} 0.1.0&lt;/a&gt;: Create Vector Tiles from Spatial Data&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://github.com/krose/entsoeapi&quot;&gt;{entsoeapi} 0.9.5.1&lt;/a&gt;: R wrapper for ENTSO-E Transparency Platform API — electricity prices, generation, load, cross-border flows&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=qol&quot;&gt;{qol} 1.2.2&lt;/a&gt;: Powerful ‘SAS’ Inspired Concepts for more Efficient Bigger Outputs - &lt;a href=&quot;https://diffify.com/R/qol&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=vapour&quot;&gt;{vapour} 0.16.0&lt;/a&gt;: Access to the ‘Geospatial Data Abstraction Library’ (‘GDAL’) - &lt;a href=&quot;https://diffify.com/R/vapour&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=geomorph&quot;&gt;{geomorph} 4.1.0&lt;/a&gt;: Geometric Morphometric Analyses of 2D and 3D Landmark Data - &lt;a href=&quot;https://diffify.com/R/geomorph&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=laminr&quot;&gt;{laminr} 1.3.0&lt;/a&gt;: Client for ‘LaminDB’ - &lt;a href=&quot;https://diffify.com/R/laminr&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=BMA&quot;&gt;{BMA} 3.18.21&lt;/a&gt;: Bayesian Model Averaging - &lt;a href=&quot;https://diffify.com/R/BMA&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=glasstabs&quot;&gt;{glasstabs} 0.1.1&lt;/a&gt;: Animated Glass-Style Tabs and Multi-Select Filter for ‘Shiny’ - &lt;a href=&quot;https://diffify.com/R/glasstabs&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=miceadds&quot;&gt;{miceadds} 3.19-16&lt;/a&gt;: Some Additional Multiple Imputation Functions, Especially for ‘mice’ - &lt;a href=&quot;https://diffify.com/R/miceadds&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=cffr&quot;&gt;{cffr} 1.3.0&lt;/a&gt;: Generate Citation File Format (‘cff’) Metadata for R Packages - &lt;a href=&quot;https://diffify.com/R/cffr&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ipumsr&quot;&gt;{ipumsr} 0.10.0&lt;/a&gt;: An R Interface for Downloading, Reading, and Handling IPUMS Data - &lt;a href=&quot;https://diffify.com/R/ipumsr&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=globals&quot;&gt;{globals} 0.19.1&lt;/a&gt;: Identify Global Objects in R Expressions - &lt;a href=&quot;https://diffify.com/R/globals&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=orbital&quot;&gt;{orbital} 0.5.1&lt;/a&gt;: Predict with ‘tidymodels’ Workflows in Databases - &lt;a href=&quot;https://diffify.com/R/orbital&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=igoR&quot;&gt;{igoR} 1.0.1&lt;/a&gt;: Intergovernmental Organizations Database - &lt;a href=&quot;https://diffify.com/R/igoR&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=protolite&quot;&gt;{protolite} 2.4.0&lt;/a&gt;: Highly Optimized Protocol Buffer Serializers - &lt;a href=&quot;https://diffify.com/R/protolite&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=epiworldR&quot;&gt;{epiworldR} 0.13.0.0&lt;/a&gt;: Fast Agent-Based Epi Models - &lt;a href=&quot;https://diffify.com/R/epiworldR&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=CopernicusMarine&quot;&gt;{CopernicusMarine} 0.4.5&lt;/a&gt;: Search Download and Handle Data from Copernicus Marine Service Information - &lt;a href=&quot;https://diffify.com/R/CopernicusMarine&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=picasso&quot;&gt;{picasso} 1.5&lt;/a&gt;: Sparse Learning with Convex and Concave Penalties - &lt;a href=&quot;https://diffify.com/R/picasso&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=blocking&quot;&gt;{blocking} 1.0.2&lt;/a&gt;: Various Blocking Methods for Entity Resolution - &lt;a href=&quot;https://diffify.com/R/blocking&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=units&quot;&gt;{units} 1.0-1&lt;/a&gt;: Measurement Units for R Vectors - &lt;a href=&quot;https://diffify.com/R/units&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=rJava&quot;&gt;{rJava} 1.0-15&lt;/a&gt;: Low-Level R to Java Interface - &lt;a href=&quot;https://diffify.com/R/rJava&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=effectsize&quot;&gt;{effectsize} 1.0.2&lt;/a&gt;: Indices of Effect Size - &lt;a href=&quot;https://diffify.com/R/effectsize&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidyterra&quot;&gt;{tidyterra} 1.1.0&lt;/a&gt;: ‘tidyverse’ Methods and ‘ggplot2’ Helpers for ‘terra’ Objects - &lt;a href=&quot;https://diffify.com/R/tidyterra&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=listenv&quot;&gt;{listenv} 0.10.1&lt;/a&gt;: Environments Behaving (Almost) as Lists - &lt;a href=&quot;https://diffify.com/R/listenv&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=sdcMicro&quot;&gt;{sdcMicro} 5.8.1&lt;/a&gt;: Statistical Disclosure Control Methods for Anonymization of Data and Risk Estimation - &lt;a href=&quot;https://diffify.com/R/sdcMicro&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=otelsdk&quot;&gt;{otelsdk} 0.2.3&lt;/a&gt;: R SDK and Exporters for OpenTelemetry - &lt;a href=&quot;https://diffify.com/R/otelsdk&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=wbids&quot;&gt;{wbids} 1.1.4&lt;/a&gt;: Seamless Access to World Bank International Debt Statistics (IDS) - &lt;a href=&quot;https://diffify.com/R/wbids&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=d8Mr4m0Ybys&quot;&gt;Abuja R User Group: Outgrowing your laptop with R and Positron by Julia Silge&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:zpraxuy4pqfc4rb5kv47kn24/app.bsky.feed.post/3mguceetr522o&quot; data-bluesky-cid=&quot;bafyreie5osmk6cspuuu32zfl5lrd6t4blafwpgbz65zhwlmx3fkigkfleu&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;We are pleased to announce that Heather Turner @heathrturnr.fosstodon.org.ap.brid.gy has joined the R Core Team.  She has been an active contributor notably via the R Dev Days, and has greatly improved cooperation between R Core and the R community in more ways #RStats.&lt;/p&gt;&amp;mdash; The R Foundation (&lt;a href=&quot;https://bsky.app/profile/did:plc:zpraxuy4pqfc4rb5kv47kn24?ref_src=embed&quot;&gt;@r-foundation.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:zpraxuy4pqfc4rb5kv47kn24/post/3mguceetr522o?ref_src=embed&quot;&gt;12 March 2026 at 13:30&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:ikqayrfeyprhhhqoyinfoauj/app.bsky.feed.post/3mgrmn76zvs2k&quot; data-bluesky-cid=&quot;bafyreib2vnhhqi5khjlv3fxm2yh6e5ag4e5dx7hlgfq6jt22innwfoxave&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;R version 4.5.3 &amp;quot;Reassured Reassurer&amp;quot; (source version) has been released. It should be on CRAN by now. #rstats&lt;/p&gt;&amp;mdash; Peter Dalgaard (&lt;a href=&quot;https://bsky.app/profile/did:plc:ikqayrfeyprhhhqoyinfoauj?ref_src=embed&quot;&gt;@pdalgd.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:ikqayrfeyprhhhqoyinfoauj/post/3mgrmn76zvs2k?ref_src=embed&quot;&gt;11 March 2026 at 11:56&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/ai-in-production-2026-workshops/&quot;&gt;AI in Production 2026 Workshops: What’s Coming in June&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:2modf754evg3m6uigd23ot72/app.bsky.feed.post/3mgri2sxnks2f&quot; data-bluesky-cid=&quot;bafyreihiiznef2s5hkf2wpq2pahphlvfeky6ylwdox4yxdswiqnobbz7h4&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;R version 4.5.3 (Reassured Reassurer) #rstats&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:2modf754evg3m6uigd23ot72/post/3mgri2sxnks2f?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; superboreen (&lt;a href=&quot;https://bsky.app/profile/did:plc:2modf754evg3m6uigd23ot72?ref_src=embed&quot;&gt;@superboreen.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:2modf754evg3m6uigd23ot72/post/3mgri2sxnks2f?ref_src=embed&quot;&gt;11 March 2026 at 10:34&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:jiushxoiyvgcw2tgsjyvd2mc/app.bsky.feed.post/3mgrh6qjnnb2w&quot; data-bluesky-cid=&quot;bafyreibko5u6ljokftrdtxyqgdxdokvfhp6kkqnorvx5qigixks4k3a4ym&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;&quot;&gt;A really fun dataset for this week&amp;#x27;s #TidyTuesday, looking at how people interpret different probabilistic statements 📊 

There&amp;#x27;s so many aspects of this to visualise, but I decided make some barcode plots comparing how people from the UK and US responded!

#DataViz #RStats #ggplot2&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc/post/3mgrh6qjnnb2w?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Nicola Rennie (&lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc?ref_src=embed&quot;&gt;@nrennie.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc/post/3mgrh6qjnnb2w?ref_src=embed&quot;&gt;11 March 2026 at 10:18&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2026-W11 claude beeswarm rstudio</title>
   <link href="https://rweekly.org/2026-W11.html"/>
   <updated>2026-03-09T00:00:00+00:00</updated>
   <id>https://rweekly.org/2026-W11</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://colinfay.me/&quot;&gt;Colin Fay&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rworks.dev/posts/claude-skills-for-r-users/&quot;&gt;A Few Claude Skills for R Users&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://nrennie.rbind.io/blog/interactive-beeswarm-r/&quot;&gt;Interactive beeswarm charts in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/introducing-ai-in-rstudio/&quot;&gt;Introducing AI in RStudio&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://rworks.dev/posts/claude-skills-for-r-users/&quot;&gt;A Few Claude Skills for R Users&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://waterdata.usgs.gov/blog/vizlab-stream-name-extraction/&quot;&gt;Extracting the grammar of U.S. stream names&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://waterdata.usgs.gov/blog/vizlab-stream-names-map/&quot;&gt;A map that glows with the vocabulary of water&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://freerangestats.info/blog/2026/03/01/pacific-pyramids&quot;&gt;Pacific island population pyramids (again) by @ellis2013nz&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;div align=&quot;center&quot;&gt;
  &lt;img src=&quot;https://raw.githubusercontent.com/amart90/rweekly.org/image-store/images/names_map_thumbnail_01.webp&quot; width=&quot;500px&quot; /&gt;
&lt;/div&gt;

&lt;h3 id=&quot;r-in-organizations&quot;&gt;R in Organizations&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/jeremy-horne-on-building-inclusive-r-communities-across-the-uk/index.html&quot;&gt;Jeremy Horne on Building Inclusive R Communities Across the UK&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/introducing-ai-in-rstudio/&quot;&gt;Introducing AI in RStudio&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.rdatagen.net/post/2026-03-03-getting-to-the-bottom-of-tmle-simulating-the-orthogonality/&quot;&gt;Getting to the bottom of TMLE: the (almost) vanishing nuisance interaction&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://nrennie.rbind.io/blog/interactive-beeswarm-r/&quot;&gt;Interactive beeswarm charts in R&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;div align=&quot;center&quot;&gt;
  &lt;img src=&quot;https://nrennie.rbind.io/blog/interactive-beeswarm-r/index_files/figure-html/unnamed-chunk-11-1.png&quot; width=&quot;500px&quot; /&gt;
&lt;/div&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.rostrum.blog/posts/2026-03-01-weva/&quot;&gt;A tiny CLI weather {Rapp}ort&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/blog/building-realistic-fake-datasets-with-pointblank/&quot;&gt;Building realistic fake datasets with Pointblank&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.cynkra.com/blog/2026-03-02-g6R-collapsible-nodes/&quot;&gt;g6R update: collapsible nodes and combos.&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://masalmon.eu/talks/2026-03-02-extending-roxygen2/&quot;&gt;Extending roxygen2 (slidedeck)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://kieranhealy.org/blog/archives/2026/03/06/data-visualization-second-edition/&quot;&gt;Data Visualization, Second Edition&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;div align=&quot;center&quot;&gt;
  &lt;img src=&quot;https://kieranhealy.org/blog/archives/2026/03/06/data-visualization-second-edition/global_mean_simple.png&quot; width=&quot;500px&quot; /&gt;
&lt;/div&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://ropensci.org/blog/2026/03/02/devguide-1.0.0/&quot;&gt;rOpenSci Dev Guide 1.0.0: Trilingual and Improved&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;details&gt;
&lt;summary&gt;▶️ View updated packages&lt;/summary&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ordinalpattern&quot;&gt;{ordinalpattern} 0.2.7&lt;/a&gt;: Tests Based on Ordinal Patterns + &lt;a href=&quot;https://diffify.com/R/ordinalpattern&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=DLFM&quot;&gt;{DLFM} 0.2.2&lt;/a&gt;: Distributed Laplace Factor Model + &lt;a href=&quot;https://diffify.com/R/DLFM&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tramnet&quot;&gt;{tramnet} 0.0-99&lt;/a&gt;: Penalized Transformation Models + &lt;a href=&quot;https://diffify.com/R/tramnet&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=textshaping&quot;&gt;{textshaping} 1.0.5&lt;/a&gt;: Bindings to the &apos;HarfBuzz&apos; and &apos;Fribidi&apos; Libraries for Text Shaping + &lt;a href=&quot;https://diffify.com/R/textshaping&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tepr&quot;&gt;{tepr} 1.1.15&lt;/a&gt;: Transcription Elongation Profiling + &lt;a href=&quot;https://diffify.com/R/tepr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ragg&quot;&gt;{ragg} 1.5.1&lt;/a&gt;: Graphic Devices Based on AGG + &lt;a href=&quot;https://diffify.com/R/ragg&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=placematchr&quot;&gt;{placematchr} 0.2.4&lt;/a&gt;: Normalize and Match City Names to NUTS Regions + &lt;a href=&quot;https://diffify.com/R/placematchr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=miniPCH&quot;&gt;{miniPCH} 0.4.1&lt;/a&gt;: Survival Distributions with Piece-Wise Constant Hazards + &lt;a href=&quot;https://diffify.com/R/miniPCH&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=mdatools&quot;&gt;{mdatools} 0.15.0&lt;/a&gt;: Multivariate Data Analysis for Chemometrics + &lt;a href=&quot;https://diffify.com/R/mdatools&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=FeatureExtraction&quot;&gt;{FeatureExtraction} 3.13.0&lt;/a&gt;: Generating Features for a Cohort + &lt;a href=&quot;https://diffify.com/R/FeatureExtraction&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=CoImp&quot;&gt;{CoImp} 2.2&lt;/a&gt;: Parametric and Nonparametric Copula-Based Imputation Methods + &lt;a href=&quot;https://diffify.com/R/CoImp&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=semfindr&quot;&gt;{semfindr} 0.2.0&lt;/a&gt;: Influential Cases in Structural Equation Modeling + &lt;a href=&quot;https://diffify.com/R/semfindr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=cnefetools&quot;&gt;{cnefetools} 0.2.3&lt;/a&gt;: Access and Analysis of Brazilian CNEFE Address Data + &lt;a href=&quot;https://diffify.com/R/cnefetools&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=thisutils&quot;&gt;{thisutils} 0.4.3&lt;/a&gt;: Collection of Utility Functions for Data Analysis and Computing + &lt;a href=&quot;https://diffify.com/R/thisutils&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=stochtree&quot;&gt;{stochtree} 0.4.0&lt;/a&gt;: Stochastic Tree Ensembles (XBART and BART) for Supervised Learning and Causal Inference + &lt;a href=&quot;https://diffify.com/R/stochtree&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rsoi&quot;&gt;{rsoi} 0.5.7&lt;/a&gt;: Import Various Northern and Southern Hemisphere Climate Indices + &lt;a href=&quot;https://diffify.com/R/rsoi&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=htmxr&quot;&gt;{htmxr} 0.2.0&lt;/a&gt;: Build Modern Web Applications with &apos;htmx&apos; and &apos;plumber2&apos; + &lt;a href=&quot;https://diffify.com/R/htmxr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=fs&quot;&gt;{fs} 1.6.7&lt;/a&gt;: Cross-Platform File System Operations Based on &apos;libuv&apos; + &lt;a href=&quot;https://diffify.com/R/fs&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=coda.plot&quot;&gt;{coda.plot} 0.2.1&lt;/a&gt;: Plots for Compositional Data + &lt;a href=&quot;https://diffify.com/R/coda.plot&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=actel&quot;&gt;{actel} 1.4.0&lt;/a&gt;: Acoustic Telemetry Data Analysis + &lt;a href=&quot;https://diffify.com/R/actel&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tinyimg&quot;&gt;{tinyimg} 0.3&lt;/a&gt;: Optimize and Compress Images + &lt;a href=&quot;https://diffify.com/R/tinyimg&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=TidyConsultant&quot;&gt;{TidyConsultant} 0.1.2&lt;/a&gt;: Tidy Consultant Universe + &lt;a href=&quot;https://diffify.com/R/TidyConsultant&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=regmedint&quot;&gt;{regmedint} 1.0.2&lt;/a&gt;: Regression-Based Causal Mediation Analysis with Interaction and Effect Modification Terms + &lt;a href=&quot;https://diffify.com/R/regmedint&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=iccbeta&quot;&gt;{iccbeta} 1.2.1&lt;/a&gt;: Multilevel Model Intraclass Correlation for Slope Heterogeneity + &lt;a href=&quot;https://diffify.com/R/iccbeta&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=CVXR&quot;&gt;{CVXR} 1.8.1&lt;/a&gt;: Disciplined Convex Optimization + &lt;a href=&quot;https://diffify.com/R/CVXR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=BNPmix&quot;&gt;{BNPmix} 1.2.1&lt;/a&gt;: Bayesian Nonparametric Mixture Models + &lt;a href=&quot;https://diffify.com/R/BNPmix&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=testit&quot;&gt;{testit} 0.17&lt;/a&gt;: A Simple Package for Testing R Packages + &lt;a href=&quot;https://diffify.com/R/testit&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=N2R&quot;&gt;{N2R} 1.0.4&lt;/a&gt;: Fast and Scalable Approximate k-Nearest Neighbor Search Methods using &apos;N2&apos; Library + &lt;a href=&quot;https://diffify.com/R/N2R&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=misty&quot;&gt;{misty} 0.8.1&lt;/a&gt;: Miscellaneous Functions &apos;T. Yanagida&apos; + &lt;a href=&quot;https://diffify.com/R/misty&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=mapgl&quot;&gt;{mapgl} 0.4.5&lt;/a&gt;: Interactive Maps with &apos;Mapbox GL JS&apos; and &apos;MapLibre GL JS&apos; + &lt;a href=&quot;https://diffify.com/R/mapgl&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=leidenAlg&quot;&gt;{leidenAlg} 1.1.6&lt;/a&gt;: Implements the Leiden Algorithm via an R Interface + &lt;a href=&quot;https://diffify.com/R/leidenAlg&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=highr&quot;&gt;{highr} 0.12&lt;/a&gt;: Syntax Highlighting for R Source Code + &lt;a href=&quot;https://diffify.com/R/highr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=Gmisc&quot;&gt;{Gmisc} 3.2.0&lt;/a&gt;: Descriptive Statistics, Transition Plots, and More + &lt;a href=&quot;https://diffify.com/R/Gmisc&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=WRSS&quot;&gt;{WRSS} 3.2&lt;/a&gt;: Water Resources System Simulator + &lt;a href=&quot;https://diffify.com/R/WRSS&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rgl&quot;&gt;{rgl} 1.3.36&lt;/a&gt;: 3D Visualization Using OpenGL + &lt;a href=&quot;https://diffify.com/R/rgl&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=spicy&quot;&gt;{spicy} 0.4.2&lt;/a&gt;: Descriptive Statistics and Data Management Tools + &lt;a href=&quot;https://diffify.com/R/spicy&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggDNAvis&quot;&gt;{ggDNAvis} 1.0.0&lt;/a&gt;: &apos;ggplot2&apos;-Based Tools for Visualising DNA Sequences and Modifications + &lt;a href=&quot;https://diffify.com/R/ggDNAvis&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=fiodata&quot;&gt;{fiodata} 0.1.1&lt;/a&gt;: Regional and Multi-Regional Input-Output Data + &lt;a href=&quot;https://diffify.com/R/fiodata&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=biostats&quot;&gt;{biostats} 1.1.2&lt;/a&gt;: Biostatistics and Clinical Data Analysis + &lt;a href=&quot;https://diffify.com/R/biostats&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=wakefield&quot;&gt;{wakefield} 0.3.9&lt;/a&gt;: Generate Random Data Sets + &lt;a href=&quot;https://diffify.com/R/wakefield&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tinycodet&quot;&gt;{tinycodet} 0.6.2&lt;/a&gt;: Functions to Help in your Coding Etiquette + &lt;a href=&quot;https://diffify.com/R/tinycodet&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=sate&quot;&gt;{sate} 3.1.1&lt;/a&gt;: Scientific Analysis of Trial Errors (SATE) + &lt;a href=&quot;https://diffify.com/R/sate&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=multvardiv&quot;&gt;{multvardiv} 1.0.15&lt;/a&gt;: Multivariate Generalized Gaussian Distribution, Multivariate t Distribution, Multivariate Cauchy Distribution, Statistical Divergence + &lt;a href=&quot;https://diffify.com/R/multvardiv&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=easyViz&quot;&gt;{easyViz} 2.1.0&lt;/a&gt;: Easy Visualization of Conditional Effects from Regression Models + &lt;a href=&quot;https://diffify.com/R/easyViz&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=bioLeak&quot;&gt;{bioLeak} 0.3.0&lt;/a&gt;: Leakage-Safe Modeling and Auditing for Genomic and Clinical Data + &lt;a href=&quot;https://diffify.com/R/bioLeak&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=lme4&quot;&gt;{lme4} 2.0-1&lt;/a&gt;: Linear Mixed-Effects Models using &apos;Eigen&apos; and S4 + &lt;a href=&quot;https://diffify.com/R/lme4&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidyILD&quot;&gt;{tidyILD} 0.2.0&lt;/a&gt;: Tidy Intensive Longitudinal Data Analysis + &lt;a href=&quot;https://diffify.com/R/tidyILD&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=sleev&quot;&gt;{sleev} 1.2.0&lt;/a&gt;: Semiparametric Likelihood Estimation with Errors in Variables + &lt;a href=&quot;https://diffify.com/R/sleev&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=shinyMatrix&quot;&gt;{shinyMatrix} 0.8.1&lt;/a&gt;: Shiny Matrix Input Field + &lt;a href=&quot;https://diffify.com/R/shinyMatrix&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=TauStar&quot;&gt;{TauStar} 1.1.9&lt;/a&gt;: Efficient Computation and Testing of the Bergsma-Dassios Sign Covariance + &lt;a href=&quot;https://diffify.com/R/TauStar&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rjd3jars&quot;&gt;{rjd3jars} 0.0.2&lt;/a&gt;: External jars for &apos;rjdverse&apos; R Packages + &lt;a href=&quot;https://diffify.com/R/rjd3jars&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=RcppGSL&quot;&gt;{RcppGSL} 0.3.14&lt;/a&gt;: &apos;Rcpp&apos; Integration for &apos;GNU GSL&apos; Vectors and Matrices + &lt;a href=&quot;https://diffify.com/R/RcppGSL&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=comat&quot;&gt;{comat} 0.9.7&lt;/a&gt;: Creates Co-Occurrence Matrices of Spatial Data + &lt;a href=&quot;https://diffify.com/R/comat&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=asymmetry&quot;&gt;{asymmetry} 2.0.6&lt;/a&gt;: Multidimensional Scaling of Asymmetric Proximities + &lt;a href=&quot;https://diffify.com/R/asymmetry&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=systemfonts&quot;&gt;{systemfonts} 1.3.2&lt;/a&gt;: System Native Font Finding + &lt;a href=&quot;https://diffify.com/R/systemfonts&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=DIDmultiplegtDYN&quot;&gt;{DIDmultiplegtDYN} 2.3.2&lt;/a&gt;: Estimation in Difference-in-Difference Designs with Multiple Groups and Periods + &lt;a href=&quot;https://diffify.com/R/DIDmultiplegtDYN&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ccLRforR&quot;&gt;{ccLRforR} 1.1&lt;/a&gt;: Case-Control Likelihood Ratio (ccLR) + &lt;a href=&quot;https://diffify.com/R/ccLRforR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=aire.zmvm&quot;&gt;{aire.zmvm} 1.0.1&lt;/a&gt;: Download Mexico City Pollution, Wind, and Temperature Data + &lt;a href=&quot;https://diffify.com/R/aire.zmvm&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidybins&quot;&gt;{tidybins} 0.1.2&lt;/a&gt;: Make Tidy Bins + &lt;a href=&quot;https://diffify.com/R/tidybins&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=RcppParallel&quot;&gt;{RcppParallel} 5.1.11-2&lt;/a&gt;: Parallel Programming Tools for &apos;Rcpp&apos; + &lt;a href=&quot;https://diffify.com/R/RcppParallel&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=lmerTest&quot;&gt;{lmerTest} 3.2-1&lt;/a&gt;: Tests in Linear Mixed Effects Models + &lt;a href=&quot;https://diffify.com/R/lmerTest&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=educabR&quot;&gt;{educabR} 0.1.3&lt;/a&gt;: Download and Process Brazilian Education Data from INEP + &lt;a href=&quot;https://diffify.com/R/educabR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=CSDownscale&quot;&gt;{CSDownscale} 0.0.2&lt;/a&gt;: Statistical Downscaling of Climate Predictions + &lt;a href=&quot;https://diffify.com/R/CSDownscale&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=move2&quot;&gt;{move2} 0.5.0&lt;/a&gt;: Processing and Analysing Animal Trajectories + &lt;a href=&quot;https://diffify.com/R/move2&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=exams.forge&quot;&gt;{exams.forge} 1.0.13&lt;/a&gt;: Support for Compiling Examination Tasks using the &apos;exams&apos; Package + &lt;a href=&quot;https://diffify.com/R/exams.forge&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=babynamesIL&quot;&gt;{babynamesIL} 0.2.1&lt;/a&gt;: Israel Baby Names 1949-2024 + &lt;a href=&quot;https://diffify.com/R/babynamesIL&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ToxCrit&quot;&gt;{ToxCrit} 1.1&lt;/a&gt;: Calculates Safety Stopping Boundaries for a Single-Arm Trial using Bayes + &lt;a href=&quot;https://diffify.com/R/ToxCrit&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=outliertree&quot;&gt;{outliertree} 1.10.0-1&lt;/a&gt;: Explainable Outlier Detection Through Decision Tree Conditioning + &lt;a href=&quot;https://diffify.com/R/outliertree&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=nleqslv&quot;&gt;{nleqslv} 3.3.6&lt;/a&gt;: Solve Systems of Nonlinear Equations + &lt;a href=&quot;https://diffify.com/R/nleqslv&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=multinet&quot;&gt;{multinet} 4.3.4&lt;/a&gt;: Analysis and Mining of Multilayer Social Networks + &lt;a href=&quot;https://diffify.com/R/multinet&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=IceSat2R&quot;&gt;{IceSat2R} 1.0.9&lt;/a&gt;: &apos;ICESat-2&apos; Altimeter Data using R + &lt;a href=&quot;https://diffify.com/R/IceSat2R&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=dm&quot;&gt;{dm} 1.1.1&lt;/a&gt;: Relational Data Models + &lt;a href=&quot;https://diffify.com/R/dm&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=vectorsurvR&quot;&gt;{vectorsurvR} 1.6.3&lt;/a&gt;: Data Access and Analytical Tools for &apos;VectorSurv&apos; Users + &lt;a href=&quot;https://diffify.com/R/vectorsurvR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=PulmoDataSets&quot;&gt;{PulmoDataSets} 0.2.1&lt;/a&gt;: A Curated Collection of Pulmonary and Respiratory Disease Datasets + &lt;a href=&quot;https://diffify.com/R/PulmoDataSets&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=later&quot;&gt;{later} 1.4.8&lt;/a&gt;: Utilities for Scheduling Functions to Execute Later with Event Loops + &lt;a href=&quot;https://diffify.com/R/later&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=emmeans&quot;&gt;{emmeans} 2.0.2&lt;/a&gt;: Estimated Marginal Means, aka Least-Squares Means + &lt;a href=&quot;https://diffify.com/R/emmeans&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=textclean&quot;&gt;{textclean} 0.9.7&lt;/a&gt;: Text Cleaning Tools + &lt;a href=&quot;https://diffify.com/R/textclean&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ssdtools&quot;&gt;{ssdtools} 2.6.0&lt;/a&gt;: Species Sensitivity Distributions + &lt;a href=&quot;https://diffify.com/R/ssdtools&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=renv&quot;&gt;{renv} 1.1.8&lt;/a&gt;: Project Environments + &lt;a href=&quot;https://diffify.com/R/renv&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=lessR&quot;&gt;{lessR} 4.5.2&lt;/a&gt;: Less Code with More Comprehensive Results + &lt;a href=&quot;https://diffify.com/R/lessR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=isotree&quot;&gt;{isotree} 0.6.1-5&lt;/a&gt;: Isolation-Based Outlier Detection + &lt;a href=&quot;https://diffify.com/R/isotree&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=cgam&quot;&gt;{cgam} 1.32&lt;/a&gt;: Constrained Generalized Additive Model + &lt;a href=&quot;https://diffify.com/R/cgam&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=reappraised&quot;&gt;{reappraised} 0.2&lt;/a&gt;: Statistical Tools for Assessing Publication Integrity of Groups of Trials + &lt;a href=&quot;https://diffify.com/R/reappraised&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=copulaSFM&quot;&gt;{copulaSFM} 0.2.0&lt;/a&gt;: Copula-Based Stochastic Frontier Models + &lt;a href=&quot;https://diffify.com/R/copulaSFM&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=emplikCS&quot;&gt;{emplikCS} 0.3&lt;/a&gt;: Empirical Likelihood with Current Status Data for Mean, Probability, Hazard + &lt;a href=&quot;https://diffify.com/R/emplikCS&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=did2s&quot;&gt;{did2s} 1.2.1&lt;/a&gt;: Two-Stage Difference-in-Differences Following Gardner (2021) + &lt;a href=&quot;https://diffify.com/R/did2s&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=climate&quot;&gt;{climate} 1.3.0&lt;/a&gt;: Interface to Download Meteorological (and Hydrological) Datasets + &lt;a href=&quot;https://diffify.com/R/climate&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=chores&quot;&gt;{chores} 0.3.1&lt;/a&gt;: A Collection of Large Language Model Assistants + &lt;a href=&quot;https://diffify.com/R/chores&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=brisk&quot;&gt;{brisk} 0.1.1&lt;/a&gt;: Bayesian Benefit Risk Analysis + &lt;a href=&quot;https://diffify.com/R/brisk&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=wizaRdry&quot;&gt;{wizaRdry} 0.6.5&lt;/a&gt;: A Magical Framework for Collaborative &amp;amp; Reproducible Data Analysis + &lt;a href=&quot;https://diffify.com/R/wizaRdry&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tglkmeans&quot;&gt;{tglkmeans} 0.6.1&lt;/a&gt;: Efficient Implementation of K-Means++ Algorithm + &lt;a href=&quot;https://diffify.com/R/tglkmeans&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=crossfit&quot;&gt;{crossfit} 0.1.3&lt;/a&gt;: A Graph-Based Cross-Fitting Engine in R + &lt;a href=&quot;https://diffify.com/R/crossfit&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=nfl4th&quot;&gt;{nfl4th} 1.0.7&lt;/a&gt;: Functions to Calculate Optimal Fourth Down Decisions in the National Football League + &lt;a href=&quot;https://diffify.com/R/nfl4th&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=IGC.CSM&quot;&gt;{IGC.CSM} 0.3.1&lt;/a&gt;: Simulate Impact of Different Urban Policies Through a General Equilibrium Model + &lt;a href=&quot;https://diffify.com/R/IGC.CSM&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=halfmoon&quot;&gt;{halfmoon} 0.2.0&lt;/a&gt;: Techniques to Build Better Balance + &lt;a href=&quot;https://diffify.com/R/halfmoon&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rpact&quot;&gt;{rpact} 4.4.0&lt;/a&gt;: Confirmatory Adaptive Clinical Trial Design and Analysis + &lt;a href=&quot;https://diffify.com/R/rpact&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gkgraphR&quot;&gt;{gkgraphR} 1.0.3&lt;/a&gt;: Accessing the Official &apos;Google Knowledge Graph&apos; API + &lt;a href=&quot;https://diffify.com/R/gkgraphR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=cepreader&quot;&gt;{cepreader} 1.3-0&lt;/a&gt;: Read &apos;CEP&apos; and Legacy &apos;CANOCO&apos; Files + &lt;a href=&quot;https://diffify.com/R/cepreader&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=metamorphr&quot;&gt;{metamorphr} 0.3.0&lt;/a&gt;: Tidy and Streamlined Metabolomics Data Workflows + &lt;a href=&quot;https://diffify.com/R/metamorphr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=azr&quot;&gt;{azr} 0.3.1&lt;/a&gt;: Credential Chain for Seamless &apos;OAuth 2.0&apos; Authentication to &apos;Azure Services&apos; + &lt;a href=&quot;https://diffify.com/R/azr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rKolada&quot;&gt;{rKolada} 0.3.0&lt;/a&gt;: Access Data from the &apos;Kolada&apos; Database + &lt;a href=&quot;https://diffify.com/R/rKolada&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=HMDA&quot;&gt;{HMDA} 0.3.0&lt;/a&gt;: Holistic Multimodel Domain Analysis for Exploratory Machine Learning + &lt;a href=&quot;https://diffify.com/R/HMDA&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=finbif&quot;&gt;{finbif} 0.9.13&lt;/a&gt;: Interface for the &apos;Finnish Biodiversity Information Facility&apos; API + &lt;a href=&quot;https://diffify.com/R/finbif&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=sshist&quot;&gt;{sshist} 0.1.3&lt;/a&gt;: Optimal Histogram Binning Using Shimazaki-Shinomoto Method + &lt;a href=&quot;https://diffify.com/R/sshist&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=httpgd&quot;&gt;{httpgd} 2.1.4&lt;/a&gt;: A &apos;HTTP&apos; Server Graphics Device + &lt;a href=&quot;https://diffify.com/R/httpgd&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=BioTIMEr&quot;&gt;{BioTIMEr} 0.3.2&lt;/a&gt;: Tools to Use and Explore the &apos;BioTIME&apos; Database + &lt;a href=&quot;https://diffify.com/R/BioTIMEr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=regressoR&quot;&gt;{regressoR} 4.0.8&lt;/a&gt;: Regression Data Analysis System + &lt;a href=&quot;https://diffify.com/R/regressoR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=predictoR&quot;&gt;{predictoR} 4.1.7&lt;/a&gt;: Predictive Data Analysis System + &lt;a href=&quot;https://diffify.com/R/predictoR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=LocalControl&quot;&gt;{LocalControl} 1.1.7&lt;/a&gt;: Nonparametric Methods for Generating High Quality Comparative Effectiveness Evidence + &lt;a href=&quot;https://diffify.com/R/LocalControl&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=inflateR&quot;&gt;{inflateR} 0.1.3&lt;/a&gt;: Inflation Adjustment for Historical Currency Values + &lt;a href=&quot;https://diffify.com/R/inflateR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=alsi&quot;&gt;{alsi} 0.2.0&lt;/a&gt;: Aggregated Latent Space Index for Binary, Ordinal, and Continuous Data + &lt;a href=&quot;https://diffify.com/R/alsi&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=swissparl&quot;&gt;{swissparl} 0.3.0&lt;/a&gt;: Interface to Swiss Parliament Web Services and the &apos;OpenParlData&apos; API + &lt;a href=&quot;https://diffify.com/R/swissparl&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=MRAM&quot;&gt;{MRAM} 1.0.1&lt;/a&gt;: Multivariate Regression Association Measure + &lt;a href=&quot;https://diffify.com/R/MRAM&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=vegan&quot;&gt;{vegan} 2.7-3&lt;/a&gt;: Community Ecology Package + &lt;a href=&quot;https://diffify.com/R/vegan&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidysmd&quot;&gt;{tidysmd} 0.2.1&lt;/a&gt;: Tidy Standardized Mean Differences + &lt;a href=&quot;https://diffify.com/R/tidysmd&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidyCpp&quot;&gt;{tidyCpp} 0.0.9&lt;/a&gt;: Tidy C++ Header-Only Definitions for Parts of the C API of R + &lt;a href=&quot;https://diffify.com/R/tidyCpp&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=symengine&quot;&gt;{symengine} 0.2.11&lt;/a&gt;: Interface to the &apos;SymEngine&apos; Library + &lt;a href=&quot;https://diffify.com/R/symengine&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=shapley&quot;&gt;{shapley} 0.7.0&lt;/a&gt;: Weighted Mean SHAP and CI for Robust Feature Assessment in ML Grid + &lt;a href=&quot;https://diffify.com/R/shapley&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=grf&quot;&gt;{grf} 2.6.1&lt;/a&gt;: Generalized Random Forests + &lt;a href=&quot;https://diffify.com/R/grf&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=geographiclib&quot;&gt;{geographiclib} 0.4.2&lt;/a&gt;: Access to &apos;GeographicLib&apos; + &lt;a href=&quot;https://diffify.com/R/geographiclib&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=forestplot&quot;&gt;{forestplot} 3.2.0&lt;/a&gt;: Advanced Forest Plot Using &apos;grid&apos; Graphics + &lt;a href=&quot;https://diffify.com/R/forestplot&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=DiscreteDatasets&quot;&gt;{DiscreteDatasets} 0.2.0&lt;/a&gt;: Example Data Sets for Use with Discrete Statistical Tests + &lt;a href=&quot;https://diffify.com/R/DiscreteDatasets&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=coda.base&quot;&gt;{coda.base} 1.0.5&lt;/a&gt;: A Basic Set of Functions for Compositional Data Analysis + &lt;a href=&quot;https://diffify.com/R/coda.base&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=arcgisutils&quot;&gt;{arcgisutils} 0.5.0&lt;/a&gt;: R-ArcGIS Bridge Utility Functions + &lt;a href=&quot;https://diffify.com/R/arcgisutils&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=arcgislayers&quot;&gt;{arcgislayers} 0.6.0&lt;/a&gt;: Harness ArcGIS Data Services + &lt;a href=&quot;https://diffify.com/R/arcgislayers&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=OPI&quot;&gt;{OPI} 3.1.0&lt;/a&gt;: Open Perimetry Interface + &lt;a href=&quot;https://diffify.com/R/OPI&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=VancouvR&quot;&gt;{VancouvR} 0.1.9&lt;/a&gt;: Access the &apos;City of Vancouver&apos; Open Data API + &lt;a href=&quot;https://diffify.com/R/VancouvR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=cpam&quot;&gt;{cpam} 0.2.0&lt;/a&gt;: Changepoint Additive Models for Time Series Omics Data + &lt;a href=&quot;https://diffify.com/R/cpam&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rapr&quot;&gt;{rapr} 1.1.3&lt;/a&gt;: Interface to &apos;Rangeland Analysis Platform&apos; (RAP) Products + &lt;a href=&quot;https://diffify.com/R/rapr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=whep&quot;&gt;{whep} 0.3.0&lt;/a&gt;: Processing Agro-Environmental Data + &lt;a href=&quot;https://diffify.com/R/whep&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=MicrobiomeStat&quot;&gt;{MicrobiomeStat} 1.4&lt;/a&gt;: Statistical Methods for Microbiome Compositional Data + &lt;a href=&quot;https://diffify.com/R/MicrobiomeStat&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=lucid&quot;&gt;{lucid} 1.11&lt;/a&gt;: Printing Floating Point Numbers in a Human-Friendly Format + &lt;a href=&quot;https://diffify.com/R/lucid&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=interpret&quot;&gt;{interpret} 0.1.35&lt;/a&gt;: Fit Interpretable Machine Learning Models + &lt;a href=&quot;https://diffify.com/R/interpret&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=NPCDTools&quot;&gt;{NPCDTools} 1.1.0&lt;/a&gt;: The Nonparametric Classification Methods for Cognitive Diagnosis + &lt;a href=&quot;https://diffify.com/R/NPCDTools&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=maxRgain&quot;&gt;{maxRgain} 1.1.0&lt;/a&gt;: Maximizing Polyclonal Selection Gains Using Integer Programming + &lt;a href=&quot;https://diffify.com/R/maxRgain&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=sooty&quot;&gt;{sooty} 0.6.0&lt;/a&gt;: Data Source Catalogues Online for Southern Ocean Ecosystem Research + &lt;a href=&quot;https://diffify.com/R/sooty&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rCISSVAE&quot;&gt;{rCISSVAE} 0.0.5&lt;/a&gt;: Clustering-Informed Shared-Structure VAE for Imputation + &lt;a href=&quot;https://diffify.com/R/rCISSVAE&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=pintervals&quot;&gt;{pintervals} 1.1.1&lt;/a&gt;: Model Agnostic Prediction Intervals + &lt;a href=&quot;https://diffify.com/R/pintervals&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=booami&quot;&gt;{booami} 0.1.3&lt;/a&gt;: Component-Wise Gradient Boosting after Multiple Imputation + &lt;a href=&quot;https://diffify.com/R/booami&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=EpiSignalDetection&quot;&gt;{EpiSignalDetection} 0.1.3&lt;/a&gt;: Signal Detection Analysis + &lt;a href=&quot;https://diffify.com/R/EpiSignalDetection&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=colorfindr&quot;&gt;{colorfindr} 0.1.6&lt;/a&gt;: Extract Colors from Windows BMP, JPEG, PNG, TIFF, and SVG Format Images + &lt;a href=&quot;https://diffify.com/R/colorfindr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=CohortGenerator&quot;&gt;{CohortGenerator} 1.1.0&lt;/a&gt;: Cohort Generation for the OMOP Common Data Model + &lt;a href=&quot;https://diffify.com/R/CohortGenerator&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=bistablehistory&quot;&gt;{bistablehistory} 1.1.4&lt;/a&gt;: Cumulative History Analysis for Bistable Perception Time Series + &lt;a href=&quot;https://diffify.com/R/bistablehistory&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=basksim&quot;&gt;{basksim} 2.1.0&lt;/a&gt;: Simulation-Based Calculation of Basket Trial Operating Characteristics + &lt;a href=&quot;https://diffify.com/R/basksim&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=CCI&quot;&gt;{CCI} 0.3.6.1&lt;/a&gt;: Computational Test for Conditional Independence + &lt;a href=&quot;https://diffify.com/R/CCI&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ganttify&quot;&gt;{ganttify} 0.2.5&lt;/a&gt;: Create Interactive Gantt Charts with Work Breakdown Structure + &lt;a href=&quot;https://diffify.com/R/ganttify&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=factoextra&quot;&gt;{factoextra} 2.0.0&lt;/a&gt;: Extract and Visualize the Results of Multivariate Data Analyses + &lt;a href=&quot;https://diffify.com/R/factoextra&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=couplr&quot;&gt;{couplr} 1.1.0&lt;/a&gt;: Optimal Pairing and Matching via Linear Assignment + &lt;a href=&quot;https://diffify.com/R/couplr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=dropR&quot;&gt;{dropR} 1.0.6&lt;/a&gt;: Dropout Analysis by Condition + &lt;a href=&quot;https://diffify.com/R/dropR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=VizTest&quot;&gt;{VizTest} 0.7&lt;/a&gt;: Optimal Confidence Intervals for Visual Testing + &lt;a href=&quot;https://diffify.com/R/VizTest&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=textometry&quot;&gt;{textometry} 0.1.7&lt;/a&gt;: Textual Data Analysis Package Used by the TXM Software + &lt;a href=&quot;https://diffify.com/R/textometry&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=matrixCorr&quot;&gt;{matrixCorr} 0.8.4&lt;/a&gt;: Collection of Correlation and Association Estimators + &lt;a href=&quot;https://diffify.com/R/matrixCorr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=calcite&quot;&gt;{calcite} 1.0.0&lt;/a&gt;: Bindings to the Calcite Design System &apos;JavaScript&apos; Component Library + &lt;a href=&quot;https://diffify.com/R/calcite&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=traineR&quot;&gt;{traineR} 2.2.12&lt;/a&gt;: Predictive (Classification and Regression) Models Homologator + &lt;a href=&quot;https://diffify.com/R/traineR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rcdf&quot;&gt;{rcdf} 0.1.4&lt;/a&gt;: A Comprehensive Toolkit for Working with Encrypted Parquet Files + &lt;a href=&quot;https://diffify.com/R/rcdf&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=phers&quot;&gt;{phers} 1.0.5&lt;/a&gt;: Calculate Phenotype Risk Scores + &lt;a href=&quot;https://diffify.com/R/phers&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=mgwrsar&quot;&gt;{mgwrsar} 1.3.2&lt;/a&gt;: GWR, Mixed GWR with Spatial Autocorrelation and Multiscale GWR/GTWR (Top-Down Scale Approaches) + &lt;a href=&quot;https://diffify.com/R/mgwrsar&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ldmppr&quot;&gt;{ldmppr} 1.1.3&lt;/a&gt;: Estimate and Simulate from Location Dependent Marked Point Processes + &lt;a href=&quot;https://diffify.com/R/ldmppr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=flashClust&quot;&gt;{flashClust} 1.1-4&lt;/a&gt;: Implementation of Fast Hierarchical Clustering + &lt;a href=&quot;https://diffify.com/R/flashClust&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=DDRTree&quot;&gt;{DDRTree} 0.1.6&lt;/a&gt;: Learning Principal Graphs with DDRTree + &lt;a href=&quot;https://diffify.com/R/DDRTree&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=CodeDepends&quot;&gt;{CodeDepends} 0.6.7&lt;/a&gt;: Analysis of R Code for Reproducible Research and Code Comprehension + &lt;a href=&quot;https://diffify.com/R/CodeDepends&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=codebook&quot;&gt;{codebook} 0.10.1&lt;/a&gt;: Automatic Codebooks from Metadata Encoded in Dataset Attributes + &lt;a href=&quot;https://diffify.com/R/codebook&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=clustord&quot;&gt;{clustord} 2.0.1&lt;/a&gt;: Cluster Ordinal Data via Proportional Odds or Ordered Stereotype + &lt;a href=&quot;https://diffify.com/R/clustord&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=biometrics&quot;&gt;{biometrics} 1.0.3&lt;/a&gt;: A Package for Biometrics and Modelling + &lt;a href=&quot;https://diffify.com/R/biometrics&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=beezdemand&quot;&gt;{beezdemand} 0.2.0&lt;/a&gt;: Behavioral Economic Easy Demand + &lt;a href=&quot;https://diffify.com/R/beezdemand&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=CCAMLRGIS&quot;&gt;{CCAMLRGIS} 4.3.1&lt;/a&gt;: Antarctic Spatial Data Manipulation + &lt;a href=&quot;https://diffify.com/R/CCAMLRGIS&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=kindling&quot;&gt;{kindling} 0.3.0&lt;/a&gt;: Higher-Level Interface of &apos;torch&apos; Package to Auto-Train Neural Networks + &lt;a href=&quot;https://diffify.com/R/kindling&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=optree&quot;&gt;{optree} 0.1.1&lt;/a&gt;: Hierarchical Runtime Configuration Management + &lt;a href=&quot;https://diffify.com/R/optree&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=lingtypology&quot;&gt;{lingtypology} 1.1.25&lt;/a&gt;: Linguistic Typology and Mapping + &lt;a href=&quot;https://diffify.com/R/lingtypology&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=actuar&quot;&gt;{actuar} 3.3-7&lt;/a&gt;: Actuarial Functions and Heavy Tailed Distributions + &lt;a href=&quot;https://diffify.com/R/actuar&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=connectcreds&quot;&gt;{connectcreds} 0.2.0&lt;/a&gt;: Manage &apos;OAuth&apos; Credentials from &apos;Posit Connect&apos; + &lt;a href=&quot;https://diffify.com/R/connectcreds&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=undidR&quot;&gt;{undidR} 3.0.2&lt;/a&gt;: Difference-in-Differences with Unpoolable Data + &lt;a href=&quot;https://diffify.com/R/undidR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=RMSS&quot;&gt;{RMSS} 1.2.4&lt;/a&gt;: Robust Multi-Model Subset Selection + &lt;a href=&quot;https://diffify.com/R/RMSS&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rjwsacruncher&quot;&gt;{rjwsacruncher} 0.2.3&lt;/a&gt;: Interface to the &apos;JWSACruncher&apos; of &apos;JDemetra+&apos; + &lt;a href=&quot;https://diffify.com/R/rjwsacruncher&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=shinymeta&quot;&gt;{shinymeta} 0.2.2&lt;/a&gt;: Export Domain Logic from Shiny using Meta-Programming + &lt;a href=&quot;https://diffify.com/R/shinymeta&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=RMySQL&quot;&gt;{RMySQL} 0.11.2&lt;/a&gt;: Database Interface and &apos;MySQL&apos; Driver for R + &lt;a href=&quot;https://diffify.com/R/RMySQL&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=mirai&quot;&gt;{mirai} 2.6.1&lt;/a&gt;: Minimalist Async Evaluation Framework for R + &lt;a href=&quot;https://diffify.com/R/mirai&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=Cubist&quot;&gt;{Cubist} 0.6.0&lt;/a&gt;: Rule- And Instance-Based Regression Modeling + &lt;a href=&quot;https://diffify.com/R/Cubist&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=xLLiM&quot;&gt;{xLLiM} 2.3.1&lt;/a&gt;: High Dimensional Locally-Linear Mapping + &lt;a href=&quot;https://diffify.com/R/xLLiM&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=fastMatMR&quot;&gt;{fastMatMR} 1.2.8&lt;/a&gt;: High-Performance Matrix Market File Operations + &lt;a href=&quot;https://diffify.com/R/fastMatMR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=soilphysics&quot;&gt;{soilphysics} 5.1&lt;/a&gt;: Soil Physical Analysis + &lt;a href=&quot;https://diffify.com/R/soilphysics&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=aifeducation&quot;&gt;{aifeducation} 1.1.4&lt;/a&gt;: Artificial Intelligence for Education + &lt;a href=&quot;https://diffify.com/R/aifeducation&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=mcmodule&quot;&gt;{mcmodule} 1.2.0&lt;/a&gt;: Modular Monte Carlo Risk Analysis + &lt;a href=&quot;https://diffify.com/R/mcmodule&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=maxEff&quot;&gt;{maxEff} 0.2.3&lt;/a&gt;: Additional Predictor with Maximum Effect Size + &lt;a href=&quot;https://diffify.com/R/maxEff&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=hyper.gam&quot;&gt;{hyper.gam} 0.2.3&lt;/a&gt;: Generalized Additive Models with Hyper Column + &lt;a href=&quot;https://diffify.com/R/hyper.gam&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=groupedHyperframe.random&quot;&gt;{groupedHyperframe.random} 0.2.3&lt;/a&gt;: Simulated Grouped Hyper Data Frame + &lt;a href=&quot;https://diffify.com/R/groupedHyperframe.random&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=geofi&quot;&gt;{geofi} 1.2.0&lt;/a&gt;: Access Finnish Geospatial Data + &lt;a href=&quot;https://diffify.com/R/geofi&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=conf&quot;&gt;{conf} 1.9.3&lt;/a&gt;: Visualization and Analysis of Statistical Measures of Confidence + &lt;a href=&quot;https://diffify.com/R/conf&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=MAINT.Data&quot;&gt;{MAINT.Data} 2.8.0&lt;/a&gt;: Model and Analyse Interval Data + &lt;a href=&quot;https://diffify.com/R/MAINT.Data&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=dpGMM&quot;&gt;{dpGMM} 1.0.0&lt;/a&gt;: Dynamic Programming Based Gaussian Mixture Modelling Tool for 1D and 2D Data + &lt;a href=&quot;https://diffify.com/R/dpGMM&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=dfmta&quot;&gt;{dfmta} 1.7-8&lt;/a&gt;: Phase I/II Adaptive Dose-Finding Design for MTA + &lt;a href=&quot;https://diffify.com/R/dfmta&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ecorisk&quot;&gt;{ecorisk} 0.3.1&lt;/a&gt;: Risk Assessments for Ecosystems or Ecosystem Components + &lt;a href=&quot;https://diffify.com/R/ecorisk&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=AFR&quot;&gt;{AFR} 0.3.8&lt;/a&gt;: Toolkit for Regression Analysis of Kazakhstan Banking Sector Data + &lt;a href=&quot;https://diffify.com/R/AFR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=genie&quot;&gt;{genie} 1.0.7&lt;/a&gt;: Fast, Robust, and Outlier Resistant Hierarchical Clustering + &lt;a href=&quot;https://diffify.com/R/genie&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=dfcomb&quot;&gt;{dfcomb} 3.1-5&lt;/a&gt;: Phase I/II Adaptive Dose-Finding Design for Combination Studies + &lt;a href=&quot;https://diffify.com/R/dfcomb&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=incidence2&quot;&gt;{incidence2} 2.6.4&lt;/a&gt;: Compute, Handle and Plot Incidence of Dated Events + &lt;a href=&quot;https://diffify.com/R/incidence2&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gRain&quot;&gt;{gRain} 1.4.6&lt;/a&gt;: Bayesian Networks + &lt;a href=&quot;https://diffify.com/R/gRain&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=factorstochvol&quot;&gt;{factorstochvol} 1.1.1&lt;/a&gt;: Bayesian Estimation of (Sparse) Latent Factor Stochastic Volatility Models + &lt;a href=&quot;https://diffify.com/R/factorstochvol&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tracerer&quot;&gt;{tracerer} 2.2.4&lt;/a&gt;: Tracer from R + &lt;a href=&quot;https://diffify.com/R/tracerer&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;/details&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://r-posts.com/agentic-coding-with-r-workshop/&quot;&gt;Agentic coding with R workshop&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W10 tidymodels, tidyplots, ggvariant package</title>
   <link href="https://rweekly.org/2026-W10.html"/>
   <updated>2026-03-02T00:00:00+00:00</updated>
   <id>https://rweekly.org/2026-W10</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://bsky.app/profile/rbyryo.bsky.social&quot;&gt;Ryo Nakagawara&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://mansthulin.se/posts/tidymodels/&quot;&gt;Why I don’t use {tidymodels}&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://onlinelibrary.wiley.com/doi/10.1002/imt2.70018&quot;&gt;Tidyplots empowers life scientists with easy code-based data visualization&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggvariant&quot;&gt;{ggvariant} 0.1.0&lt;/a&gt;: Tidy Visualization for Genomic Variants - A native ggplot2 toolkit that simplifies creating publication-ready lollipop plots and mutational spectrum charts from VCF files.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://doi.org/10.59350/f9dyf-zwc64&quot;&gt;A Claude Skill for creating &lt;code class=&quot;language-plaintext highlighter-rouge&quot;&gt;_brand.yml&lt;/code&gt;, and sharing with Quarto 1.9&lt;/a&gt;
&lt;img src=&quot;https://github.com/user-attachments/assets/e1d94c0e-f1ba-4d46-b3bc-421048053805&quot; alt=&quot;6ddb5842-5161-4ad3-93e5-59d8f5a86346_961x1441&quot; /&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://ropensci.org/blog/2026/02/26/ropensci-ai-policy/&quot;&gt;Software Review in the Era of AI: What We Are Testing at rOpenSci&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://mansthulin.se/posts/tidymodels/&quot;&gt;Why I don’t use {tidymodels}&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://freerangestats.info/blog/2026/03/01/pacific-pyramids&quot;&gt;Pacific island population pyramids (again)&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://onlinelibrary.wiley.com/doi/10.1002/imt2.70018&quot;&gt;Tidyplots empowers life scientists with easy code-based data visualization&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-organizations&quot;&gt;R in Organizations&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://pharmaverse.github.io/blog/posts/2026-02-26-pharmaverse-pillars/pharmaverse-pillars.html&quot;&gt;pharmaverse Pillars&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://onlinestatisticstutoring.com/box-jenkins-methodology/&quot;&gt;Box-Jenkins Methodology in R&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://datamares.netlify.app/posts/202602_fio-1-0-0/&quot;&gt;fio 1.0.0: Multi-regional Analysis and More&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://jmablog.com/post/numberones/&quot;&gt;What Was the Best Year for a Saxophone Lover to Be Listening to the Billboard Top 100? (TidyTuesday)&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://thierrymoudiki.github.io//blog/2026/03/01/r/My-Presentation-Risk-2026-Lightweight-Transfer-Learning&quot;&gt;Lightweight Transfer Learning for Financial Forecasting (R!sk Conference 2026)&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=sasquatch&quot;&gt;{sasquatch} 0.1.3&lt;/a&gt;: Use ‘SAS’, R, and ‘quarto’ Together - A unique bridge for multilingual Quarto documents that allows users to run SAS code blocks interactively and pass data between R and SAS via ‘SASPy’ and ‘reticulate’.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=sqlfluffr&quot;&gt;{sqlfluffr} 0.1.0&lt;/a&gt;: Wrapper to the ‘SQL’ Linter and Formatter ‘sqlfluff’ - Provides an R interface to the popular Python ‘sqlfluff’ linter; particularly interesting for your workflow as it includes special handling for ‘glue’ SQL syntax.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=hypertext&quot;&gt;{hypertext} 1.0.0&lt;/a&gt;: ‘HTML’ Element Construction - A framework-agnostic Domain-Specific Language (DSL) for building HTML nodes directly in R and rendering them to strings, useful for custom web reporting.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidyaudit&quot;&gt;{tidyaudit} 0.1.0&lt;/a&gt;: Pipeline Audit Trails for ‘tidyverse’ Workflows - Captures metadata snapshots at each step of a tidyverse pipeline to build structured audit reports without storing the actual data.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=nhanesdata&quot;&gt;{nhanesdata} 0.2.1&lt;/a&gt;: Harmonized Access to NHANES Survey Data - Provides instant access to over 20 years of harmonized health survey data, handling complex cycle management and type reconciliation automatically.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggvariant&quot;&gt;{ggvariant} 0.1.0&lt;/a&gt;: Tidy Visualization for Genomic Variants - A native ggplot2 toolkit that simplifies creating publication-ready lollipop plots and mutational spectrum charts from VCF files.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=astronomyengine&quot;&gt;{astronomyengine} 0.1.0&lt;/a&gt;: R Bindings to the ‘Astronomy Engine’ C Library - High-precision calculations for positions of the Sun, Moon, and planets, as well as predictions for eclipses and transits based on the VSOP87 model.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=typstable&quot;&gt;{typstable} 0.1.0&lt;/a&gt;: Better ‘Typst’ Tables - For those moving toward Typst for document rendering, this provides a pipe-friendly interface to create styled Typst table markup from R data frames.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=VectorForgeML&quot;&gt;{VectorForgeML} 0.1.0&lt;/a&gt;: Machine Learning with C++ Acceleration - A high-performance ML framework that uses Rcpp for vectorized model training, aimed at speed-critical statistical learning.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=sessioncheck&quot;&gt;{sessioncheck} 0.1&lt;/a&gt;: Checks Session Status - A utility for developers to ensure a clean R environment by throwing errors if unwanted variables exist or specific packages are loaded.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=nnetLM&quot;&gt;{nnetLM} 1.0.1&lt;/a&gt;: Neural Network with Levenberg-Marquardt Optimization - Implements neural networks specifically optimized for small datasets using the ‘minpack.lm’ engine.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=obm&quot;&gt;{obm} 2.0&lt;/a&gt;: Interface to ‘OpenBioMaps’ Data - Connects R to the OpenBioMaps open-source biodiversity platform, allowing conservationists to pull data directly into their analysis environment.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggvegan&quot;&gt;{ggvegan} 0.2.1&lt;/a&gt;: ‘ggplot2’ Plots for the ‘vegan’ Package&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=neuromapr&quot;&gt;{neuromapr} 0.2.1&lt;/a&gt;: Spatial Null Models and Transforms for Brain Map Comparison&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=xts&quot;&gt;{xts} 0.14.2&lt;/a&gt;: eXtensible Time Series - A foundational package for handling time series data in R, offering a uniform interface for many different classes.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=mlr3&quot;&gt;{mlr3} 1.5.0&lt;/a&gt;: Machine Learning in R - The “next generation” framework for machine learning, providing a modern, object-oriented approach to building and evaluating models.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=DBI&quot;&gt;{DBI} 1.3.0&lt;/a&gt;: R Database Interface - The essential database interface that defines a common set of functions for interacting with various database management systems.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=duckplyr&quot;&gt;{duckplyr} 1.2.0&lt;/a&gt;: A ‘DuckDB’-Backed Version of ‘dplyr’ - Combines the familiar syntax of &lt;code class=&quot;language-plaintext highlighter-rouge&quot;&gt;dplyr&lt;/code&gt; with the high-performance analytical capabilities of the DuckDB engine.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggrepel&quot;&gt;{ggrepel} 0.9.7&lt;/a&gt;: Automatically Position Non-Overlapping Text Labels - A must-have extension for &lt;code class=&quot;language-plaintext highlighter-rouge&quot;&gt;ggplot2&lt;/code&gt; that prevents overlapping text labels in plots.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=countrycode&quot;&gt;{countrycode} 1.7.0&lt;/a&gt;: Convert Country Names and Country Codes - An incredibly useful utility for harmonizing geographic data from various sources and formats.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=localLLM&quot;&gt;{localLLM} 1.2.1&lt;/a&gt;: Running Local LLMs with ‘llama.cpp’ Backend - A unique bridge allowing R users to interface with local Large Language Models directly.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=survminer&quot;&gt;{survminer} 0.5.2&lt;/a&gt;: Drawing Survival Curves using ‘ggplot2’ - The standard for creating publication-quality survival analysis visualizations (Kaplan-Meier curves).&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=dm&quot;&gt;{dm} 1.1.0&lt;/a&gt;: Relational Data Models - Tools for working with relational data models, including visualizing schemas and handling foreign key constraints within R.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=fcuk&quot;&gt;{fcuk} 0.2.0&lt;/a&gt;: The Ultimate Helper for Clumsy Fingers - A unique “quality of life” package that suggests corrections when you mistype a function name in the console.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=scholar&quot;&gt;{scholar} 0.2.6&lt;/a&gt;: Analyse Citation Data from Google Scholar - A specialized tool for scraping and analyzing academic citation profiles and trends.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidyseurat&quot;&gt;{tidyseurat} 0.8.10&lt;/a&gt;: Brings Seurat to the Tidyverse - Essential for bioinformatics workflows, allowing users to use &lt;code class=&quot;language-plaintext highlighter-rouge&quot;&gt;tidyverse&lt;/code&gt; verbs on Seurat objects (single-cell RNA-seq data).&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=fio&quot;&gt;{fio} 1.0.0&lt;/a&gt;: Friendly Input-Output Analysis - &lt;a href=&quot;https://diffify.com/R/fio&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;twitter-tweet&quot;&gt;&lt;p lang=&quot;en&quot; dir=&quot;ltr&quot;&gt;Today&amp;#39;s artwork generated with &lt;a href=&quot;https://twitter.com/hashtag/rstats?src=hash&amp;amp;ref_src=twsrc%5Etfw&quot;&gt;#rstats&lt;/a&gt; and &lt;a href=&quot;https://twitter.com/hashtag/ggplot2?src=hash&amp;amp;ref_src=twsrc%5Etfw&quot;&gt;#ggplot2&lt;/a&gt;: &lt;a href=&quot;https://t.co/wzUmznftEc&quot;&gt;pic.twitter.com/wzUmznftEc&lt;/a&gt;&lt;/p&gt;&amp;mdash; aRtsy package (@aRtsy_package) &lt;a href=&quot;https://twitter.com/aRtsy_package/status/2027626840806809825?ref_src=twsrc%5Etfw&quot;&gt;February 28, 2026&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://platform.twitter.com/widgets.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:2ei6s4tl5nqd2eo7j2drkhoz/app.bsky.feed.post/3mfouosdq7k26&quot; data-bluesky-cid=&quot;bafyreibom2gu6a5ux2imptoi7zehh5f3prkff6k22jc4qw3yo67cdd5eaq&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;We live in a magical time for #dataviz. This map is just a static html page served on GitHub pages 🤯 

It uses the incredible {pmtiles} #rstats package by @kylewalker.bsky.social to quickly filter through ~21M rows of data hosted on Cloudflare 

vehicletrends.github.io/hhi-map/&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:2ei6s4tl5nqd2eo7j2drkhoz/post/3mfouosdq7k26?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; John Paul Helveston  (&lt;a href=&quot;https://bsky.app/profile/did:plc:2ei6s4tl5nqd2eo7j2drkhoz?ref_src=embed&quot;&gt;@jhelvy.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:2ei6s4tl5nqd2eo7j2drkhoz/post/3mfouosdq7k26?ref_src=embed&quot;&gt;February 25, 2026 at 11:17 PM&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:kk6ztlsaka6mdlpursuwd4yt/app.bsky.feed.post/3mftgjubphs2s&quot; data-bluesky-cid=&quot;bafyreicl57nabhtcchcflwrpie7k363bskwdjf5vtzganqpnlmc64cbcoy&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;Given the recent spicy #rstats threads, an important reminder:

There&amp;#x27;s no single right way to code

If it works for you, that&amp;#x27;s all that matters really

Be good to your fellow coders&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:kk6ztlsaka6mdlpursuwd4yt/post/3mftgjubphs2s?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Ben Harrap (&lt;a href=&quot;https://bsky.app/profile/did:plc:kk6ztlsaka6mdlpursuwd4yt?ref_src=embed&quot;&gt;@bharrap.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:kk6ztlsaka6mdlpursuwd4yt/post/3mftgjubphs2s?ref_src=embed&quot;&gt;February 27, 2026 at 6:47 PM&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;twitter-tweet&quot;&gt;&lt;p lang=&quot;en&quot; dir=&quot;ltr&quot;&gt;This is how you can cite &lt;a href=&quot;https://twitter.com/hashtag/tidyplots?src=hash&amp;amp;ref_src=twsrc%5Etfw&quot;&gt;#tidyplots&lt;/a&gt; in your published work 🙏&lt;a href=&quot;https://t.co/n58lCO4cf3&quot;&gt;https://t.co/n58lCO4cf3&lt;/a&gt;&lt;a href=&quot;https://twitter.com/hashtag/rstats?src=hash&amp;amp;ref_src=twsrc%5Etfw&quot;&gt;#rstats&lt;/a&gt; &lt;a href=&quot;https://twitter.com/hashtag/dataviz?src=hash&amp;amp;ref_src=twsrc%5Etfw&quot;&gt;#dataviz&lt;/a&gt; &lt;a href=&quot;https://twitter.com/hashtag/phd?src=hash&amp;amp;ref_src=twsrc%5Etfw&quot;&gt;#phd&lt;/a&gt; &lt;a href=&quot;https://t.co/HkqNNhnjk7&quot;&gt;pic.twitter.com/HkqNNhnjk7&lt;/a&gt;&lt;/p&gt;&amp;mdash; Jan Broder Engler (@JanBroderEngler) &lt;a href=&quot;https://twitter.com/JanBroderEngler/status/2021525669478617188?ref_src=twsrc%5Etfw&quot;&gt;February 11, 2026&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://platform.twitter.com/widgets.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2026-W09 Git commits, Pick a License, and How to choose the best LLM using R and vitals</title>
   <link href="https://rweekly.org/2026-W09.html"/>
   <updated>2026-02-23T00:00:00+00:00</updated>
   <id>https://rweekly.org/2026-W09</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://github.com/parmsam&quot;&gt;Sam Parmar&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://masalmon.eu/2026/02/15/stitch-markers-git-commits/&quot;&gt;Git commits: please mark your stitches!&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/pick-a-license-not-any-license&quot;&gt;Pick a License, Not Any License&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.infoworld.com/article/4130274/how-to-choose-the-best-llm-using-r-and-vitals.html&quot;&gt;How to choose the best LLM using R and vitals&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://masalmon.eu/2026/02/15/stitch-markers-git-commits/&quot;&gt;Git commits: please mark your stitches!&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2026/W09/markers_600.jpg&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://freerangestats.info/blog/2026/02/18/pacific-diaspora&quot;&gt;Pacific diaspora by @ellis2013nz&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://freerangestats.info/blog/2026/02/16/pacific-cities&quot;&gt;The world’s biggest ‘Pacific’ cities by @ellis2013nz&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://datageeek.com/2026/02/17/modeling-bitcoin-volatility-through-structural-breaks-a-compositional-perspective/&quot;&gt;Modeling Bitcoin Volatility Through Structural Breaks: A Compositional Perspective&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/pick-a-license-not-any-license&quot;&gt;Pick a License, Not Any License&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2026/W09/choose-best-llm_600.webp&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/apply-to-be-an-opportunity-scholar-at-posit-conf-2026/&quot;&gt;Apply to be an Opportunity Scholar at posit::conf(2026)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/weekly-recap-february-20-2026&quot;&gt;Weekly Recap (February 20, 2026)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rladiesrome.org/blog/posts/02172026/&quot;&gt;A Year of Learning, Growth, and Community at R-Ladies Rome 🌟&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rladiesrome.org/talks/2026/meetup/02162026_priyankaschnell.html&quot;&gt;From Data to Decisions: Digital Twins for Smarter Maintenance&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-organizations&quot;&gt;R in Organizations&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.appsilon.com/post/the-real-cost-of-building-clinical-dashboards-in-house&quot;&gt;The Real Cost of Building Clinical Dashboards In-House: How $300K Becomes $900K&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.appsilon.com/post/tealflow-automating-clinical-reporting-apps-with-ai-and-teal&quot;&gt;TealFlow: Automating Clinical Reporting Apps with AI and {teal}&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/posit-glimpse-newsletter-february-2026/&quot;&gt;posit::glimpse() Newsletter – February 2026&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/gartner-report-aug-2025/&quot;&gt;95% “Willingness to Recommend” for Posit in 2025 Gartner Peer Insights™ Voice of the Customer&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://pharmaverse.github.io/blog/posts/2026-02-20_new_council/new__council__members.html&quot;&gt;Welcome, Nick Masel&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://pharmaverse.github.io/blog/posts/2026-02-18-a-star-is-born/a-star-is-born.html&quot;&gt;A Star is Born: Why GitHub Stars Are Vital to the Pharmaverse&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://pharmaverse.github.io/blog/posts/2026-02-16-get-ready-for-the-p/get-ready-for-the-phuse-us-connect-pavilions.html&quot;&gt;Get Ready for the PHUSE US Connect Pavilions!&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2026/02/23/forum-closing/&quot;&gt;Our forum is closed but our community is not! - ROpenSci&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.infoworld.com/article/4130274/how-to-choose-the-best-llm-using-r-and-vitals.html&quot;&gt;How to choose the best LLM using R and vitals&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://statsandr.com/blog/you-can-do-more-for-neural-networks-in-r-with-kindling/&quot;&gt;You can do more for neural networks in R with {kindling}&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.rostrum.blog/posts/2026-02-15-hext/&quot;&gt;Text hex logos with {hext}&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jameshwade.github.io/dsprrr/articles/how-rlm-works.html&quot;&gt;How the Recursive Language Model (RLM) Works&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2026/02/18#qlcal-r_0.1.0&quot;&gt;qlcal 0.1.0 on CRAN: Easier Calendar Switching&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=osmapiR&quot;&gt;{osmapiR} 0.2.5&lt;/a&gt;: Interface to OpenStreetMap API - &lt;a href=&quot;https://diffify.com/R/osmapiR&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-nimble.org/blog/version-1-4-1-of-nimble-released.html&quot;&gt;Version 1.4.1 of NIMBLE released&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://brendenmsmith.com/posts/cdcplaces-1-2-0/&quot;&gt;CDCPLACES 1.2.0&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=Reezfmf7eNM&quot;&gt;Driving Shiny adoption by removing friction - Jonathan Lin - Data Science Hangout&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=w1YmNcW19oI&quot;&gt;Using R package structure for data science projects - Kylie Ainslie - Data Science Lab&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=kqYbJoebrwE&quot;&gt;Positron workflows that make life easier - Andrew Heiss - Data Science Lab&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;shiny-apps&quot;&gt;Shiny Apps&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://jameshwade-rlm.share.connect.posit.cloud/&quot;&gt;Recursive Language Models app from James Wade&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-internationally&quot;&gt;R Internationally&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://matanhakim.com/posts/2026-02-13-il-cbs-muni-0-1-0/&quot;&gt;Introducing il.cbs.muni&lt;/a&gt; - An R Package for Handling Israeli CBS Municipal Data&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-posts.com/oops-git-how-to-recover-from-common-mistakes-workshop/&quot;&gt;Oops, Git! How to recover from common mistakes workshop&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://fosstodon.org/@nrennie/116120900966712240/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://fosstodon.org/@nrennie/116120900966712240&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @nrennie@fosstodon.org&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://fosstodon.org/@nrennie/116120900966712240/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://fosstodon.org/@nrennie/116120900966712240&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @nrennie@fosstodon.org&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://fosstodon.org/&quot; async=&quot;&quot; src=&quot;https://fosstodon.org/embed.js&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2026-W08 submissions working group, nested Lists with xfun::tabset</title>
   <link href="https://rweekly.org/2026-W08.html"/>
   <updated>2026-02-16T00:00:00+00:00</updated>
   <id>https://rweekly.org/2026-W08</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://www.epcc.ed.ac.uk/about-us/our-team/dr-batool-almarzouq&quot;&gt;Batool Almarzouq&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/submissions-wg-2026/index.html&quot;&gt;Submissions Working Group: 2026 Plans and 2025 Success&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://yihui.org/en/2026/02/xfun-tabset&quot;&gt;Viewing Nested Lists with xfun::tabset()&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://doi.org/10.59350/98ngz-sbb50&quot;&gt;Pick a License, Not Any License&lt;/a&gt;: Why you should care about data science software licenses and how to learn more
&lt;img width=&quot;600&quot; height=&quot;394&quot; alt=&quot;image&quot; src=&quot;https://github.com/user-attachments/assets/2bf7f233-4252-4839-8d7f-48875d3ee6e2&quot; /&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2026/02/12#rcppspdlog_0.0.27&quot;&gt;RcppSpdlog 0.0.27 on CRAN: C++20 Accommodations&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2026/02/08#chronometre_initial_pair&quot;&gt;chronometre: A new package (pair) demo for R and Python&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://freerangestats.info/blog/2026/02/16/pacific-cities&quot;&gt;The world’s biggest ‘Pacific’ cities&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://freerangestats.info/blog/2026/02/08/social-table-visualisations&quot;&gt;Visualising income inequality social tables by @ellis2013nz&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-organizations&quot;&gt;R in Organizations&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/submissions-wg-2026/index.html&quot;&gt;Submissions Working Group: 2026 Plans and 2025 Success&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/2026-02-13-ai-newsletter/&quot;&gt;2026-02-13 AI Newsletter&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://flovv.github.io/associated-keywords/&quot;&gt;Associated Keywords: The Missed Opportunity in Search Advertising&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://dieghernan.github.io/202602_geobounds/&quot;&gt;Introducing geoboundaries&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img width=&quot;729&quot; height=&quot;372&quot; alt=&quot;Screenshot 2026-02-16 at 18 04 55&quot; src=&quot;https://github.com/user-attachments/assets/aeeee93a-e710-43c8-a471-163e027eb96d&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://tomsing1.github.io/blog/posts/anndataR/&quot;&gt;anndataR: converting single-cell data, from R to python and back&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://yihui.org/en/2026/02/xfun-tabset&quot;&gt;Viewing Nested Lists with xfun::tabset()&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://yihui.org/en/2026/02/revdep-tabset/&quot;&gt;Navigating CRAN’s Reverse Dependency Check Logs&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://remlapmot.github.io/post/2026/manylinux-packages/&quot;&gt;How Posit’s Public Package Manager manylinux_2_28 repository can help you if your R project is stuck on Ubuntu Focal Fossa&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=typstable&quot;&gt;{typstable} 0.1.0&lt;/a&gt;: Better ‘Typst’ Tables&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=SimtablR&quot;&gt;{SimtablR} 1.0.1&lt;/a&gt;: Easy Publication-Ready Tables and Regression Analysis&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=quallmer&quot;&gt;{quallmer} 0.3.0&lt;/a&gt;: Qualitative Analysis with Large Language Models&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=flexBART&quot;&gt;{flexBART} 2.0.3&lt;/a&gt;: A More Flexible BART Model&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=geobounds&quot;&gt;{geobounds} 0.1.0&lt;/a&gt;: Download Map Data from ‘geoBoundaries’&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ohvbd&quot;&gt;{ohvbd} 1.0.0&lt;/a&gt;: One Health VBD Hub&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=scaledescr&quot;&gt;{scaledescr} 0.2.0&lt;/a&gt;: Descriptive, Reliability, and Inferential Tables for
Psychometric Scales and Demographic Data&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=roadDB&quot;&gt;{roadDB} 0.1.0&lt;/a&gt;: Access Data from the ROCEEH Out of Africa Database (ROAD)&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=fuzzystring&quot;&gt;{fuzzystring} 0.0.1&lt;/a&gt;: Fast Fuzzy String Joins for Data Frames&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=optimflex&quot;&gt;{optimflex} 0.1.0&lt;/a&gt;: Derivative-Based Optimization with User-Defined Convergence
Criteria&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=whisper&quot;&gt;{whisper} 0.1.0&lt;/a&gt;: Native R ‘torch’ Implementation of ‘OpenAI’ ‘Whisper’&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=keyed&quot;&gt;{keyed} 0.1.3&lt;/a&gt;: Explicit Key Assumptions for Flat-File Data&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=indonesiaFootballScoutR&quot;&gt;{indonesiaFootballScoutR} 0.1.3&lt;/a&gt;: Tools for Football Player Scouting in Indonesia&lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=bioLeak&quot;&gt;{bioLeak} 0.2.0&lt;/a&gt;: Leakage-Safe Modeling and Auditing for Genomic and Clinical Data&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=bayesics&quot;&gt;{bayesics} 2.0.2&lt;/a&gt;: Bayesian Analyses for One- and Two-Sample Inference and
Regression Methods&lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=BayesianHybridDesign&quot;&gt;{BayesianHybridDesign} 0.1.0&lt;/a&gt;: Bayesian Hybrid Design and Analysis&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=areaOfEffect&quot;&gt;{areaOfEffect} 0.2.4&lt;/a&gt;: Spatial Support at Scale&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=wired&quot;&gt;{wired} 1.0.0&lt;/a&gt;: Weighted Adaptive Prediction with Structured Dependence&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidylearn&quot;&gt;{tidylearn} 0.1.0&lt;/a&gt;: A Unified Tidy Interface to R’s Machine Learning Ecosystem&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=quickSentiment&quot;&gt;{quickSentiment} 0.2.0&lt;/a&gt;: A Fast and Flexible Pipeline for Text Classification&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=climenu&quot;&gt;{climenu} 0.1.4&lt;/a&gt;: Interactive Command-Line Menus&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=qol&quot;&gt;{qol} 1.2.1&lt;/a&gt;: Powerful ‘SAS’ Inspired Concepts for more Efficient Bigger Outputs - &lt;a href=&quot;https://diffify.com/R/qol&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=cocoon&quot;&gt;{cocoon} 0.3.0&lt;/a&gt;: Extract, Format, and Print Statistical Output - &lt;a href=&quot;https://diffify.com/R/cocoon&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=event&quot;&gt;{event} 1.1.2&lt;/a&gt;: Event History Procedures and Models - &lt;a href=&quot;https://diffify.com/R/event&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=cancerradarr&quot;&gt;{cancerradarr} 3.0.0&lt;/a&gt;: Cancer RADAR Project Tool - &lt;a href=&quot;https://diffify.com/R/cancerradarr&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=AMAPVox&quot;&gt;{AMAPVox} 2.4.2&lt;/a&gt;: LiDAR Data Voxelisation - &lt;a href=&quot;https://diffify.com/R/AMAPVox&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=rvg&quot;&gt;{rvg} 0.4.1&lt;/a&gt;: R Graphics Devices for ‘Office’ Vector Graphics Output - &lt;a href=&quot;https://diffify.com/R/rvg&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=poputils&quot;&gt;{poputils} 0.6.1&lt;/a&gt;: Demographic Analysis and Data Manipulation - &lt;a href=&quot;https://diffify.com/R/poputils&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=Rparadox&quot;&gt;{Rparadox} 0.2.2&lt;/a&gt;: Read Paradox Database Files into R - &lt;a href=&quot;https://diffify.com/R/Rparadox&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=rcatfish&quot;&gt;{rcatfish} 1.0.1&lt;/a&gt;: An R Interface to the California Academy of Sciences Eschmeyer’s
Catalog of Fishes - &lt;a href=&quot;https://diffify.com/R/rcatfish&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=multcompView&quot;&gt;{multcompView} 0.1-11&lt;/a&gt;: Visualizations of Paired Comparisons - &lt;a href=&quot;https://diffify.com/R/multcompView&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=osmapiR&quot;&gt;{osmapiR} 0.2.5&lt;/a&gt;: ‘OpenStreetMap’ API - &lt;a href=&quot;https://diffify.com/R/osmapiR&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ivolcano&quot;&gt;{ivolcano} 0.0.5&lt;/a&gt;: Interactive Volcano Plot - &lt;a href=&quot;https://diffify.com/R/ivolcano&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=doconv&quot;&gt;{doconv} 0.4.0&lt;/a&gt;: Document Conversion to ‘PDF’, Thumbnails and Visual Testing - &lt;a href=&quot;https://diffify.com/R/doconv&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=inshiny&quot;&gt;{inshiny} 0.1.2&lt;/a&gt;: Compact Inline Widgets for ‘shiny’ Apps - &lt;a href=&quot;https://diffify.com/R/inshiny&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=keras&quot;&gt;{keras} 2.16.1&lt;/a&gt;: R Interface to ‘Keras’ - &lt;a href=&quot;https://diffify.com/R/keras&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=googletraffic&quot;&gt;{googletraffic} 0.1.8&lt;/a&gt;: Google Traffic - &lt;a href=&quot;https://diffify.com/R/googletraffic&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=codebookr&quot;&gt;{codebookr} 0.1.9&lt;/a&gt;: Create Codebooks from Data Frames - &lt;a href=&quot;https://diffify.com/R/codebookr&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=modelsummary&quot;&gt;{modelsummary} 2.6.0&lt;/a&gt;: Summary Tables and Plots for Statistical Models and Data:
Beautiful, Customizable, and Publication-Ready - &lt;a href=&quot;https://diffify.com/R/modelsummary&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=UsingR&quot;&gt;{UsingR} 2.0-8&lt;/a&gt;: Data Sets, Etc. for the Text “Using R for Introductory
Statistics”, Second Edition - &lt;a href=&quot;https://diffify.com/R/UsingR&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;shiny-apps&quot;&gt;Shiny Apps&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://tinyurl.com/package-dependency-viz&quot;&gt;Package Dependency vizualizer (on top of {PAK})&lt;/a&gt; &lt;br /&gt; and more details in &lt;a href=&quot;https://bsky.app/profile/yannco.bsky.social/post/3mecvgqapj22v&quot;&gt;Bluesky&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img width=&quot;748&quot; height=&quot;664&quot; alt=&quot;Screenshot 2026-02-16 at 17 55 15&quot; src=&quot;https://github.com/user-attachments/assets/4803e985-e878-495c-81a4-6cb08f6224b9&quot; /&gt;&lt;/p&gt;

&lt;h3 id=&quot;r-internationally&quot;&gt;R Internationally&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://luisdva.github.io/llmsr-book/&quot;&gt;Large Language Model tools for R in English and Spanish&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://conference.rainbowr.org&quot;&gt;rainbowR conference&lt;/a&gt;, Feb 25th-26th, 2026, virtual, free.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img width=&quot;597&quot; height=&quot;287&quot; alt=&quot;Screenshot 2026-02-16 at 17 54 24&quot; src=&quot;https://github.com/user-attachments/assets/9b058c6d-b769-4e33-960c-433e8662dce3&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/positconf2026-registration-is-open/&quot;&gt;posit::conf(2026) Registration is Open!&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:jiushxoiyvgcw2tgsjyvd2mc/app.bsky.feed.post/3me55drnh2s2q&quot; data-bluesky-cid=&quot;bafyreiekh3d5jsl4gjaut2fnydebeirjkq2mbav3w2ykrezcoyjqwvj3va&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;🎨 

#Rtistry #RStats #ggplot2&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc/post/3me55drnh2s2q?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Nicola Rennie (&lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc?ref_src=embed&quot;&gt;@nrennie.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc/post/3me55drnh2s2q?ref_src=embed&quot;&gt;February 5, 2026 at 7:39 PM&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:dk2qundds27e6wiiaendznuu/app.bsky.feed.post/3mepptauxpk2k&quot; data-bluesky-cid=&quot;bafyreic4g2l5mylrxbr2lgqswbf2pujv5i5nlg6ankaawlk72muloicltm&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;The #DuBoisChallenge started this week! This year&amp;#x27;s theme is maps, opening with Plate 1, where Du Bois reminds audiences that the African Diaspora was built on Transatlantic Slave Trade.

Borrowed an approach of looking at states from @nrennie.bsky.social

Code in #rstats: github.com/drjohnrussel...&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:dk2qundds27e6wiiaendznuu/post/3mepptauxpk2k?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; John Russell (&lt;a href=&quot;https://bsky.app/profile/did:plc:dk2qundds27e6wiiaendznuu?ref_src=embed&quot;&gt;@drjohnrussell.com&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:dk2qundds27e6wiiaendznuu/post/3mepptauxpk2k?ref_src=embed&quot;&gt;February 13, 2026 at 4:58 AM&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:jiushxoiyvgcw2tgsjyvd2mc/app.bsky.feed.post/3mejucobizk2s&quot; data-bluesky-cid=&quot;bafyreiennk4peou7kiyshjvrdfydfgr6vgcjascrplcgjhstejsc3nw7xq&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;I&amp;#x27;m right in the middle of the #RStats, #DataViz and map people 💜&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc/post/3mejucobizk2s?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Nicola Rennie (&lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc?ref_src=embed&quot;&gt;@nrennie.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc/post/3mejucobizk2s?ref_src=embed&quot;&gt;February 10, 2026 at 9:02 PM&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:4ireqtiq3nz2fmtav6dael6u/app.bsky.feed.post/3kjpo6bkl3r2x&quot; data-bluesky-cid=&quot;bafyreiaocor2oflkpkjuidvmp5ys6y5u23gwthywgklqcwztl6cm7nlxd4&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;&quot;&gt;Few people are capable of expressing with equanimity opinions which differ from the prejudices of their social environment. Most people are even incapable of forming such opinions.&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:4ireqtiq3nz2fmtav6dael6u/post/3kjpo6bkl3r2x?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Sanweb - Random Stuffs 🦄 (&lt;a href=&quot;https://bsky.app/profile/did:plc:4ireqtiq3nz2fmtav6dael6u?ref_src=embed&quot;&gt;@sanweb.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:4ireqtiq3nz2fmtav6dael6u/post/3kjpo6bkl3r2x?ref_src=embed&quot;&gt;January 24, 2024 at 8:41 AM&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2026-W07 sitrep, webRios, Jarl linter</title>
   <link href="https://rweekly.org/2026-W07.html"/>
   <updated>2026-02-09T00:00:00+00:00</updated>
   <id>https://rweekly.org/2026-W07</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://bsky.app/profile/rpodcast.bsky.social&quot;&gt;Eric Nantz&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://drmowinckels.io/blog/2026/sitrep-functions/&quot;&gt;Why Every R Package Wrapping External Tools Needs a sitrep() Function&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://apps.apple.com/us/app/webrios/id6758071087&quot;&gt;webRios - R on iOS through webR&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.etiennebacher.com/posts/2026-02-03-jarl-0.4.0/&quot;&gt;Jarl 0.4.0: A fast R linter&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.etiennebacher.com/posts/2026-02-03-jarl-0.4.0/&quot;&gt;Jarl 0.4.0: A fast R linter&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://shikokuchuo.net/posts/28-introducing-secretbase/&quot;&gt;secretbase: The hash package smaller than most hex stickers&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2026/02/05/palaeoverse-ssi-grant/&quot;&gt;Paleontology R Packages to Benefit from Software Sustainability Institute Grant&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2026/02/03/editors2025/&quot;&gt;Announcing New Statistical Software Peer Review Editors: Natalia da Silva and Andrew Heiss&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://drmowinckels.io/blog/2026/sitrep-functions/&quot;&gt;Why Every R Package Wrapping External Tools Needs a sitrep() Function&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.rostrum.blog/posts/2026-02-01-tyle/index.html&quot;&gt;A roguelike-like with tyle&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/announcing-the-positron-notebook-editor-for-jupyter-notebooks/&quot;&gt;Announcing the Positron Notebook Editor for Jupyter Notebooks&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/fifty-releases-of-pointblank/&quot;&gt;Fifty Releases of Pointblank: a Year of Building Data Quality Tooling&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;http://flovv.github.io/targeting-break-even/&quot;&gt;When Targeting Gets Too Narrow: A Break-Even Lens for selecting Audience Segments&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2026/W07/targeting-break-even-resized.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/openai-codex-app-qqman&quot;&gt;OpenAI Codex App&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://apps.apple.com/us/app/webrios/id6758071087&quot;&gt;webRios - R on iOS through webR&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://we-data-ch.github.io/typr.github.io/&quot;&gt;TypR - R’s types for data sciences&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-organizations&quot;&gt;R in Organizations&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://r-consortium.org/posts/from-nlmixr2-working-group-nlmixr2-inter-occasion-variability/index.html&quot;&gt;From nlmixr2 Working Group: nlmixr2 inter occasion variability&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.rdatagen.net/post/2026-02-05-getting-to-the-bottom-of-tmle-1/&quot;&gt;Getting to the bottom of TMLE: influence functions and perturbations&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/ten-simple-rules-for-teaching-data-science&quot;&gt;Ten simple rules for teaching data science&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/recommended-gitconfig/&quot;&gt;Building a Robust .gitconfig&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://discindo.org/posts/2026-02-06-next-gen-r-tools/&quot;&gt;Next-Gen R Tooling&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rworks.dev/posts/december-2025-top-40-new-cran-packages/&quot;&gt;December 2025 Top 40 New CRAN Packages&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/weekly-recap-february-6-2026&quot;&gt;Weekly Recap (February 6, 2026)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=whisper&quot;&gt;{whisper} 0.1.0&lt;/a&gt;: Native R ‘torch’ Implementation of ‘OpenAI’ ‘Whisper’&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=vascr&quot;&gt;{vascr} 0.1.4&lt;/a&gt;: Process Biological Impedance Sensing Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tirt&quot;&gt;{tirt} 0.1.3&lt;/a&gt;: Testlet Item Response Theory&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=nlmixr2auto&quot;&gt;{nlmixr2auto} 1.0.0&lt;/a&gt;: Automated Population Pharmacokinetic Modeling&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=keyed&quot;&gt;{keyed} 0.1.3&lt;/a&gt;: Explicit Key Assumptions for Flat-File Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=indonesiaFootballScoutR&quot;&gt;{indonesiaFootballScoutR} 0.1.3&lt;/a&gt;: Tools for Football Player Scouting in Indonesia&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=bioLeak&quot;&gt;{bioLeak} 0.1.0&lt;/a&gt;: Leakage-Safe Modeling and Auditing for Genomic and Clinical Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=bayesics&quot;&gt;{bayesics} 2.0.2&lt;/a&gt;: Bayesian Analyses for One- and Two-Sample Inference and Regression Methods&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=BayesianHybridDesign&quot;&gt;{BayesianHybridDesign} 0.1.0&lt;/a&gt;: Bayesian Hybrid Design and Analysis&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=areaOfEffect&quot;&gt;{areaOfEffect} 0.2.4&lt;/a&gt;: Spatial Support at Scale&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=wired&quot;&gt;{wired} 1.0.0&lt;/a&gt;: Weighted Adaptive Prediction with Structured Dependence&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=snreg&quot;&gt;{snreg} 1.2.0&lt;/a&gt;: Regression with Skew-Normally Distributed Error Term&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=resLIK&quot;&gt;{resLIK} 0.1.2&lt;/a&gt;: Representation-Level Control Surfaces for Reliability Sensing&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=PPtreeExt&quot;&gt;{PPtreeExt} 0.1.0&lt;/a&gt;: Projection Pursuit Classification Tree Extensions&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=mortSOA&quot;&gt;{mortSOA} 0.1.0&lt;/a&gt;: Obtain Data from the Society of Actuaries ‘Mortality and Other Rate Tables’ Site&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidylearn&quot;&gt;{tidylearn} 0.1.0&lt;/a&gt;: A Unified Tidy Interface to R’s Machine Learning Ecosystem&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=quickSentiment&quot;&gt;{quickSentiment} 0.1.0&lt;/a&gt;: A Fast and Flexible Pipeline for Text Classification&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=numspellR&quot;&gt;{numspellR} 0.1.0&lt;/a&gt;: Detection of Numeric Persistence and Rigidity Patterns&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=climenu&quot;&gt;{climenu} 0.1.3&lt;/a&gt;: Interactive Command-Line Menus&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=roxigraph&quot;&gt;{roxigraph} 0.1.0&lt;/a&gt;: ‘RDF’ and ‘SPARQL’ for R using ‘Oxigraph’&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=regextable&quot;&gt;{regextable} 0.1.1&lt;/a&gt;: Pattern-Based Text Extraction and Standardization with Lookup Tables&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=wlsd&quot;&gt;{wlsd} 1.0.1&lt;/a&gt;: Wrangling Longitudinal Survival Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=Orangutan&quot;&gt;{Orangutan} 2.0.0&lt;/a&gt;: Automated Analysis of Phenotypic Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=marinepredator&quot;&gt;{marinepredator} 0.0.1&lt;/a&gt;: Marine Predators Algorithm&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=GalaxyR&quot;&gt;{GalaxyR} 0.1.0&lt;/a&gt;: ‘Galaxy’ API Implementation&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=directadjusting&quot;&gt;{directadjusting} 0.6.1&lt;/a&gt;: Directly Adjusted Estimates&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=SNMA&quot;&gt;{SNMA} 0.1.5&lt;/a&gt;: Stream Network Movement Analyses&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ppweibull&quot;&gt;{ppweibull} 1.0&lt;/a&gt;: Piecewise Lifetime Models&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gsDesignTune&quot;&gt;{gsDesignTune} 0.1.0&lt;/a&gt;: Dependency-Aware Scenario Exploration for Group Sequential Designs&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=avstrat&quot;&gt;{avstrat} 0.1.1&lt;/a&gt;: Stratigraphic Data Processing and Section Plots&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=typeR&quot;&gt;{typeR} 0.2.0&lt;/a&gt;: Simulate Typing Script&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidyextreme&quot;&gt;{tidyextreme} 1.0.0&lt;/a&gt;: A Tidy Toolbox for Climate Extreme Indices&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=sqlm&quot;&gt;{sqlm} 0.1.0&lt;/a&gt;: SQL-Backed Linear Regression&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=setweaver&quot;&gt;{setweaver} 1.0.0&lt;/a&gt;: Building Sets of Variables in a Probabilistic Framework&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=CurricularComplexityData&quot;&gt;{CurricularComplexityData} 0.1.0&lt;/a&gt;: Data for Exploring Curricular Complexity&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=vismi&quot;&gt;{vismi} 0.9.5&lt;/a&gt;: Visual Diagnostics for Multiple Imputation&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2026/W07/vismi-resized.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=sleacr&quot;&gt;{sleacr} 0.1.3&lt;/a&gt;: Simplified Lot Quality Assurance Sampling Evaluation of Access
and Coverage (SLEAC) Tools&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rcatfish&quot;&gt;{rcatfish} 1.0.0&lt;/a&gt;: An R Interface to the California Academy of Sciences Eschmeyer’s Catalog of Fishes&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=SepTest&quot;&gt;{SepTest} 0.0.1&lt;/a&gt;: Tests for First-Order Separability in Spatio-Temporal Point
Processes&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=SemiparMF&quot;&gt;{SemiparMF} 1.0.0&lt;/a&gt;: Semiparametric Spatiotemporal Model with Mixed Frequencies&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=scenfire&quot;&gt;{scenfire} 0.1.0&lt;/a&gt;: Post-Processing Algorithm for Integrating Wildfire Simulations&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=multiRec&quot;&gt;{multiRec} 1.0.6&lt;/a&gt;: Analysis of Multi-Type Recurrent Events&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gipsDA&quot;&gt;{gipsDA} 0.1.2&lt;/a&gt;: Training DA Models Utilizing ‘gips’&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=findn&quot;&gt;{findn} 0.1.0&lt;/a&gt;: Simulation Based Sample Size Estimation&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=educabR&quot;&gt;{educabR} 0.1.0&lt;/a&gt;: Download and Process Brazilian Education Data from INEP&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=sasif&quot;&gt;{sasif} 0.1.2&lt;/a&gt;: ‘SAS’ IF Style Data Step Logic for Data Tables&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=phinterval&quot;&gt;{phinterval} 1.0.0&lt;/a&gt;: Set Operations on Time Intervals&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=multiSA&quot;&gt;{multiSA} 0.1.0&lt;/a&gt;: Multi-Stock Assessment&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=MADtests&quot;&gt;{MADtests} 0.1.1&lt;/a&gt;: Hypothesis Tests and Confidence Intervals for Median Absolute Deviations&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=baselinenowcast&quot;&gt;{baselinenowcast} 0.2.0&lt;/a&gt;: Baseline Nowcasting for Right-Truncated Epidemiological Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=spanner&quot;&gt;{spanner} 1.0.2&lt;/a&gt;: Utilities to Support Lidar Applications at the Landscape, Forest, and Tree Scale&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=opusreader2&quot;&gt;{opusreader2} 0.6.8&lt;/a&gt;: Read Spectroscopic Data from Bruker OPUS Binary Files&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=nomiShape&quot;&gt;{nomiShape} 1.0.0&lt;/a&gt;: Visualization and Analysis of Nominal Variable Distributions&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=healthbR&quot;&gt;{healthbR} 0.1.1&lt;/a&gt;: Access Brazilian Public Health Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=CGMissingDataR&quot;&gt;{CGMissingDataR} 0.0.1&lt;/a&gt;: Missingness Benchmark for Continuous Glucose Monitoring Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rotulador&quot;&gt;{rotulador} 1.0.0&lt;/a&gt;: Useful Functions for Programming and Generating Documents&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=fluxfixer&quot;&gt;{fluxfixer} 1.0.0&lt;/a&gt;: Advanced Framework for Sap Flow Data Post-Process&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=blindspiker&quot;&gt;{blindspiker} 0.2.0&lt;/a&gt;: Laboratory Blind Spike Sample Analyses&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=BioGSP&quot;&gt;{BioGSP} 1.0.0&lt;/a&gt;: Biological Graph Signal Processing for Spatial Data Analysis&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=SVG&quot;&gt;{SVG} 1.0.0&lt;/a&gt;: Spatially Variable Genes Detection Methods for Spatial Transcriptomics&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=date4ts&quot;&gt;{date4ts} 0.1.1&lt;/a&gt;: Wrangle and Modify Ts Object with Classic Frequencies and Exact Dates&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=comphy&quot;&gt;{comphy} 1.0.5&lt;/a&gt;: Functions Used in the Book “Computational Physics with R”&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=blockstrap&quot;&gt;{blockstrap} 1.0.0&lt;/a&gt;: Sample Dataframes by a Group&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=adsasi&quot;&gt;{adsasi} 0.9.0.1&lt;/a&gt;: Adaptive Sample Size Simulator&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;GitHub or Bitbucket&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/hypertidy/timenow/&quot;&gt;{timenow}&lt;/a&gt;: Quick Timezone-aware Timestamps&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2026/02/04#rfoaas_2.3.3&quot;&gt;rfoaas 2.3.3: Limited Rebirth&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2026/02/04#littler_0.3.22&quot;&gt;littler 0.3.23 on CRAN: More Features (and Fixes)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.cynkra.com/blog/2026-01-27-blockr-ports/&quot;&gt;blockr.dag update: ports.&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=vazul&quot;&gt;{vazul} 1.1.0&lt;/a&gt;: Analysis Blinding Tools - &lt;a href=&quot;https://diffify.com/R/vazul&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=scorecard&quot;&gt;{scorecard} 0.4.6&lt;/a&gt;: Credit Risk Scorecard - &lt;a href=&quot;https://diffify.com/R/scorecard&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=reporter&quot;&gt;{reporter} 1.4.6&lt;/a&gt;: Creates Statistical Reports - &lt;a href=&quot;https://diffify.com/R/reporter&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=partykit&quot;&gt;{partykit} 1.2-25&lt;/a&gt;: A Toolkit for Recursive Partytioning - &lt;a href=&quot;https://diffify.com/R/partykit&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=mlpack&quot;&gt;{mlpack} 4.7.0&lt;/a&gt;: ‘Rcpp’ Integration for the ‘mlpack’ Library - &lt;a href=&quot;https://diffify.com/R/mlpack&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gratia&quot;&gt;{gratia} 0.11.2&lt;/a&gt;: Graceful ‘ggplot’-Based Graphics and Other Functions for GAMs Fitted Using ‘mgcv’ - &lt;a href=&quot;https://diffify.com/R/gratia&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=bibliorefer&quot;&gt;{bibliorefer} 0.1.3&lt;/a&gt;: Generator of Main Scientific References - &lt;a href=&quot;https://diffify.com/R/bibliorefer&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=bcdata&quot;&gt;{bcdata} 0.5.2&lt;/a&gt;: Search and Retrieve Data from the BC Data Catalogue - &lt;a href=&quot;https://diffify.com/R/bcdata&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=osrm.backend&quot;&gt;{osrm.backend} 0.2.0&lt;/a&gt;: Bindings for ‘Open Source Routing Machine’ - &lt;a href=&quot;https://diffify.com/R/osrm.backend&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=crosswalkr&quot;&gt;{crosswalkr} 0.4.0&lt;/a&gt;: Rename and Encode Data Frames Using External Crosswalk Files - &lt;a href=&quot;https://diffify.com/R/crosswalkr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=UCSCXenaTools&quot;&gt;{UCSCXenaTools} 1.7.0&lt;/a&gt;: Download and Explore Datasets from UCSC Xena Data Hubs - &lt;a href=&quot;https://diffify.com/R/UCSCXenaTools&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=SomaDataIO&quot;&gt;{SomaDataIO} 6.5.0&lt;/a&gt;: Input/Output ‘SomaScan’ Data - &lt;a href=&quot;https://diffify.com/R/SomaDataIO&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=shinyscholar&quot;&gt;{shinyscholar} 0.4.4&lt;/a&gt;: A Template for Creating Reproducible ‘shiny’ Applications - &lt;a href=&quot;https://diffify.com/R/shinyscholar&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=OmopSketch&quot;&gt;{OmopSketch} 1.0.1&lt;/a&gt;: Characterise Tables of an OMOP Common Data Model Instance - &lt;a href=&quot;https://diffify.com/R/OmopSketch&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=feisr&quot;&gt;{feisr} 1.3.1&lt;/a&gt;: Estimating Fixed Effects Individual Slope Models - &lt;a href=&quot;https://diffify.com/R/feisr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=eurlex&quot;&gt;{eurlex} 0.4.9&lt;/a&gt;: Retrieve Data on European Union Law - &lt;a href=&quot;https://diffify.com/R/eurlex&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=BioCro&quot;&gt;{BioCro} 3.3.1&lt;/a&gt;: Modular Crop Growth Simulations - &lt;a href=&quot;https://diffify.com/R/BioCro&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=profileModel&quot;&gt;{profileModel} 0.6.2&lt;/a&gt;: Profiling Inference Functions for Various Model Classes - &lt;a href=&quot;https://diffify.com/R/profileModel&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ipeaplot&quot;&gt;{ipeaplot} 0.5.1&lt;/a&gt;: Add Ipea Editorial Standards to ‘ggplot2’ Graphics - &lt;a href=&quot;https://diffify.com/R/ipeaplot&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gooseR&quot;&gt;{gooseR} 0.1.2&lt;/a&gt;: R Integration for ‘Goose’ AI - &lt;a href=&quot;https://diffify.com/R/gooseR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=vigicaen&quot;&gt;{vigicaen} 1.0.0&lt;/a&gt;: ‘VigiBase’ Pharmacovigilance Database Toolbox - &lt;a href=&quot;https://diffify.com/R/vigicaen&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=micar&quot;&gt;{micar} 1.2.0&lt;/a&gt;: ‘Mica’ Data Web Portal Client - &lt;a href=&quot;https://diffify.com/R/micar&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=AutoPlots&quot;&gt;{AutoPlots} 1.5.0&lt;/a&gt;: Creating Echarts Visualizations as Easy as Possible - &lt;a href=&quot;https://diffify.com/R/AutoPlots&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidydfidx&quot;&gt;{tidydfidx} 0.0-3&lt;/a&gt;: Indexed ‘tibble’ and Methods for ‘dplyr’ - &lt;a href=&quot;https://diffify.com/R/tidydfidx&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=resourcecode&quot;&gt;{resourcecode} 0.5.3&lt;/a&gt;: Access to the ‘RESOURCECODE’ Hindcast Database - &lt;a href=&quot;https://diffify.com/R/resourcecode&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gifti&quot;&gt;{gifti} 0.9.0&lt;/a&gt;: Reads in ‘Neuroimaging’ ‘GIFTI’ Files with Geometry Information - &lt;a href=&quot;https://diffify.com/R/gifti&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=resourcer&quot;&gt;{resourcer} 1.5.0&lt;/a&gt;: Resource Resolver - &lt;a href=&quot;https://diffify.com/R/resourcer&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=SBMTrees&quot;&gt;{SBMTrees} 1.4&lt;/a&gt;: Longitudinal Sequential Imputation and Prediction with Bayesian
Trees Mixed-Effects Models for Longitudinal Data - &lt;a href=&quot;https://diffify.com/R/SBMTrees&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=permute&quot;&gt;{permute} 0.9-10&lt;/a&gt;: Functions for Generating Restricted Permutations of Data - &lt;a href=&quot;https://diffify.com/R/permute&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=bindrcpp&quot;&gt;{bindrcpp} 0.2.4&lt;/a&gt;: An ‘Rcpp’ Interface to Active Bindings - &lt;a href=&quot;https://diffify.com/R/bindrcpp&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=simPH&quot;&gt;{simPH} 1.3.15&lt;/a&gt;: Simulate and Plot Estimates from Cox Proportional Hazards Models - &lt;a href=&quot;https://diffify.com/R/simPH&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=Ruido&quot;&gt;{Ruido} 1.0.2&lt;/a&gt;: Soundscape Background Noise, Power, and Saturation - &lt;a href=&quot;https://diffify.com/R/Ruido&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=qryflow&quot;&gt;{qryflow} 0.2.0&lt;/a&gt;: Execute Multi-Step ‘SQL’ Workflows - &lt;a href=&quot;https://diffify.com/R/qryflow&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=traumar&quot;&gt;{traumar} 1.2.4&lt;/a&gt;: Calculate Metrics for Trauma System Performance - &lt;a href=&quot;https://diffify.com/R/traumar&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidychangepoint&quot;&gt;{tidychangepoint} 1.0.4&lt;/a&gt;: A Tidy Framework for Changepoint Detection Analysis - &lt;a href=&quot;https://diffify.com/R/tidychangepoint&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=Rparadox&quot;&gt;{Rparadox} 0.2.0&lt;/a&gt;: Read Paradox Database Files into R - &lt;a href=&quot;https://diffify.com/R/Rparadox&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=idmc&quot;&gt;{idmc} 0.4.1&lt;/a&gt;: Load and Wrangle IDMC Displacement Data - &lt;a href=&quot;https://diffify.com/R/idmc&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=shinyloadtest&quot;&gt;{shinyloadtest} 1.2.1&lt;/a&gt;: Load Test Shiny Applications - &lt;a href=&quot;https://diffify.com/R/shinyloadtest&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=phsopendata&quot;&gt;{phsopendata} 1.0.3&lt;/a&gt;: Extract from the Scottish Health and Social Care Open Data
Platform - &lt;a href=&quot;https://diffify.com/R/phsopendata&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=penetrance&quot;&gt;{penetrance} 0.1.2&lt;/a&gt;: Methods for Penetrance Estimation in Family-Based Studies - &lt;a href=&quot;https://diffify.com/R/penetrance&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ISAR&quot;&gt;{ISAR} 1.0.2&lt;/a&gt;: Introduction to Sports Analytics using R (ISAR) Data - &lt;a href=&quot;https://diffify.com/R/ISAR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=HVT&quot;&gt;{HVT} 26.1.2&lt;/a&gt;: Constructing Hierarchical Voronoi Tessellations and Overlay Heatmaps for Data Analysis - &lt;a href=&quot;https://diffify.com/R/HVT&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidyCDISC&quot;&gt;{tidyCDISC} 0.2.2&lt;/a&gt;: Quick Table Generation &amp;amp; Exploratory Analyses on ADaM-Ish Datasets - &lt;a href=&quot;https://diffify.com/R/tidyCDISC&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=BFS&quot;&gt;{BFS} 0.7.1&lt;/a&gt;: Get Data from the Swiss Federal Statistical Office - &lt;a href=&quot;https://diffify.com/R/BFS&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=fru&quot;&gt;{fru} 0.0.3&lt;/a&gt;: A Blazing Fast Implementation of Random Forest - &lt;a href=&quot;https://diffify.com/R/fru&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=doRNG&quot;&gt;{doRNG} 1.8.6.3&lt;/a&gt;: Generic Reproducible Parallel Backend for ‘foreach’ Loops - &lt;a href=&quot;https://diffify.com/R/doRNG&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=statsExpressions&quot;&gt;{statsExpressions} 1.7.3&lt;/a&gt;: Tidy Dataframes and Expressions with Statistical Details - &lt;a href=&quot;https://diffify.com/R/statsExpressions&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=aion&quot;&gt;{aion} 1.7.0&lt;/a&gt;: Archaeological Time Series - &lt;a href=&quot;https://diffify.com/R/aion&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=cardargus&quot;&gt;{cardargus} 0.2.1&lt;/a&gt;: Generate SVG Information Cards with Embedded Fonts and Badges - &lt;a href=&quot;https://diffify.com/R/cardargus&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=discovr&quot;&gt;{discovr} 1.0.0&lt;/a&gt;: Interactive Tutorials and Data for “Discovering Statistics Using R and RStudio” - &lt;a href=&quot;https://diffify.com/R/discovr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=chunked&quot;&gt;{chunked} 0.6.2&lt;/a&gt;: Chunkwise Text-File Processing for ‘dplyr’ - &lt;a href=&quot;https://diffify.com/R/chunked&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=pmparser&quot;&gt;{pmparser} 1.0.24&lt;/a&gt;: Create and Maintain a Relational Database of Data from PubMed/MEDLINE - &lt;a href=&quot;https://diffify.com/R/pmparser&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=efdm&quot;&gt;{efdm} 0.2.2&lt;/a&gt;: Simulate Forest Resources with the European Forestry Dynamics
Model - &lt;a href=&quot;https://diffify.com/R/efdm&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=COMIX&quot;&gt;{COMIX} 1.0.2&lt;/a&gt;: Coarsened Mixtures of Hierarchical Skew Kernels - &lt;a href=&quot;https://diffify.com/R/COMIX&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=collections&quot;&gt;{collections} 0.3.11&lt;/a&gt;: High Performance Container Data Types - &lt;a href=&quot;https://diffify.com/R/collections&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=cardx&quot;&gt;{cardx} 0.3.2&lt;/a&gt;: Extra Analysis Results Data Utilities - &lt;a href=&quot;https://diffify.com/R/cardx&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=PAMscapes&quot;&gt;{PAMscapes} 0.15.0&lt;/a&gt;: Tools for Summarising and Analysing Soundscape Data - &lt;a href=&quot;https://diffify.com/R/PAMscapes&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=vowels&quot;&gt;{vowels} 1.2-3&lt;/a&gt;: Vowel Manipulation, Normalization, and Plotting - &lt;a href=&quot;https://diffify.com/R/vowels&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=kDGLM&quot;&gt;{kDGLM} 1.2.12&lt;/a&gt;: Bayesian Analysis of Dynamic Generalized Linear Models - &lt;a href=&quot;https://diffify.com/R/kDGLM&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=kindling&quot;&gt;{kindling} 0.2.0&lt;/a&gt;: Higher-Level Interface of ‘torch’ Package to Auto-Train Neural
Networks - &lt;a href=&quot;https://diffify.com/R/kindling&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=BayesMallowsSMC2&quot;&gt;{BayesMallowsSMC2} 0.2.1&lt;/a&gt;: Nested Sequential Monte Carlo for the Bayesian Mallows Model - &lt;a href=&quot;https://diffify.com/R/BayesMallowsSMC2&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=PaRe&quot;&gt;{PaRe} 0.1.16&lt;/a&gt;: A Way to Perform Code Review or QA on Other Packages - &lt;a href=&quot;https://diffify.com/R/PaRe&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=goat&quot;&gt;{goat} 1.1.5&lt;/a&gt;: Gene Set Analysis Using the Gene Set Ordinal Association Test - &lt;a href=&quot;https://diffify.com/R/goat&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ediblecity&quot;&gt;{ediblecity} 0.2.2&lt;/a&gt;: Modeling Urban Agriculture at City Scale - &lt;a href=&quot;https://diffify.com/R/ediblecity&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=restatapi&quot;&gt;{restatapi} 0.24.5&lt;/a&gt;: Search and Retrieve Data from Eurostat Database - &lt;a href=&quot;https://diffify.com/R/restatapi&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidywikidatar&quot;&gt;{tidywikidatar} 0.6.0&lt;/a&gt;: Explore ‘Wikidata’ Through Tidy Data Frames - &lt;a href=&quot;https://diffify.com/R/tidywikidatar&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=insight&quot;&gt;{insight} 1.4.6&lt;/a&gt;: Easy Access to Model Information for Various Model Objects - &lt;a href=&quot;https://diffify.com/R/insight&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=fanyi&quot;&gt;{fanyi} 0.1.1&lt;/a&gt;: Translate Words or Sentences via Online Translators - &lt;a href=&quot;https://diffify.com/R/fanyi&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=lubridate&quot;&gt;{lubridate} 1.9.5&lt;/a&gt;: Make Dealing with Dates a Little Easier - &lt;a href=&quot;https://diffify.com/R/lubridate&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=beast&quot;&gt;{beast} 1.2&lt;/a&gt;: Bayesian Estimation of Change-Points in the Slope of Multivariate Time-Series - &lt;a href=&quot;https://diffify.com/R/beast&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=viridisLite&quot;&gt;{viridisLite} 0.4.3&lt;/a&gt;: Colorblind-Friendly Color Maps (Lite Version) - &lt;a href=&quot;https://diffify.com/R/viridisLite&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=wizaRdry&quot;&gt;{wizaRdry} 0.6.4&lt;/a&gt;: A Magical Framework for Collaborative &amp;amp; Reproducible Data Analysis - &lt;a href=&quot;https://diffify.com/R/wizaRdry&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=bmemLavaan&quot;&gt;{bmemLavaan} 0.7&lt;/a&gt;: Mediation Analysis with Missing Data and Non-Normal Data - &lt;a href=&quot;https://diffify.com/R/bmemLavaan&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=layer&quot;&gt;{layer} 0.0.4&lt;/a&gt;: Tilt your Maps and Turn Them into ‘ggplot’ Plots - &lt;a href=&quot;https://diffify.com/R/layer&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2026/W07/layer.-resized.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.meetup.com/rladies-remote/events/313201838/&quot;&gt;A gRadual Intro to Shiny&lt;/a&gt; - R-Ladies Remote (February 17, 2026)&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/116018917966704979/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/116018917966704979&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://hachyderm.io/&quot; async=&quot;&quot; src=&quot;https://hachyderm.io/embed.js&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://masto.machlis.com/@smach/116035951567728526/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://masto.machlis.com/@smach/116035951567728526&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @smach@masto.machlis.com&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://masto.machlis.com/&quot; async=&quot;&quot; src=&quot;https://masto.machlis.com/embed.js&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2026-W06 Interview, Practical git, duckdb</title>
   <link href="https://rweekly.org/2026-W06.html"/>
   <updated>2026-02-02T00:00:00+00:00</updated>
   <id>https://rweekly.org/2026-W06</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://fosstodon.org/@jonocarroll&quot;&gt;Jonathan Carroll&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://emilyriederer.com/talk/test-set-pod/&quot;&gt;The Test Set Pod - Column selectors, data quality, and learning in public&lt;/a&gt; (&lt;a href=&quot;https://posit.co/thetestset/episode/emily-riederer-column-selectors-data-quality-and-learning-in-public/&quot;&gt;Episode link&lt;/a&gt;)&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rladiesrome.org/talks/2026/meetup/01292026_federicagazzelloni.html&quot;&gt;Git &amp;amp; GitHub: Practical Version Control for Data Work&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://discindo.org/posts/2026-01-29-duckdb-dplyr/&quot;&gt;dplyr comes to duckdb&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://statsandr.com/blog/nycopendata-a-unified-r-interface-to-nyc-open-data-apis/&quot;&gt;nycOpenData: A unified R interface to NYC Open Data APIs&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://masalmon.eu/2026/01/26/amigurumi/&quot;&gt;Parallel strands between learning crochet and learning programming&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.stat.auckland.ac.nz/~paul/Reports/dvir/variable-fonts/variable-fonts.html&quot;&gt;Variable Fonts in R Graphics&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2026/W06/nz_600.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://ropensci.org/blog/2026/01/29/news-january-2026/&quot;&gt;rOpenSci News Digest, January 2026&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://ropensci.org/blog/2026/01/27/new-maintainer/&quot;&gt;How to Recruit a New Maintainer for Your Package&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://blog.r-project.org/2026/01/30/debugging-sensitivity-to-c-math-library-on-linux/&quot;&gt;Debugging Sensitivity to C math library on Linux&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://emilyriederer.com/talk/test-set-pod/&quot;&gt;The Test Set Pod - Column selectors, data quality, and learning in public&lt;/a&gt; (&lt;a href=&quot;https://posit.co/thetestset/episode/emily-riederer-column-selectors-data-quality-and-learning-in-public/&quot;&gt;Episode link&lt;/a&gt;)&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://discindo.org/posts/2026-01-29-duckdb-dplyr/&quot;&gt;dplyr comes to duckdb&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/blog/ai-newsletter-2026-01-30/&quot;&gt;AI Newsletter 2026-01-30&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/weekly-recap-january-30-2026&quot;&gt;Weekly Recap (January 30, 2026)&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://r-nimble.org/blog/nimbleQuad.html&quot;&gt;Using nimbleQuad for maximum likelihood estimation and deterministic posterior approximation&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://r-nimble.org/blog/derived-quantities.html&quot;&gt;Using derived quantities in NIMBLE’s MCMC system&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://r-consortium.org/posts/statistical-inference-for-persistence-diagrams/index.html&quot;&gt;Statistical Inference for Persistence Diagrams&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=printtree&quot;&gt;{printtree} 0.2.0&lt;/a&gt;: Print Directory Trees for R Projects and Folders&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=h5lite&quot;&gt;{h5lite} 2.0.0.2&lt;/a&gt;: Simplified ‘HDF5’ Interface&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=chronometre&quot;&gt;{chronometre} 0.0.1&lt;/a&gt;: A ‘chronomètre’ is a ‘stopwatch’&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=weatherjoin&quot;&gt;{weatherjoin} 0.2.0&lt;/a&gt;: Join Gridded Weather Data to Event Tables&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=StatsTFLValR&quot;&gt;{StatsTFLValR} 1.0.0&lt;/a&gt;: Utilities for Validation of Clinical Trial ‘SDTM’, ‘ADaM’ and ‘TFL’ Outputs&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=coldrift&quot;&gt;{coldrift} 0.1.1&lt;/a&gt;: Lightweight Column Drift Detection for Tabular Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=annotaR&quot;&gt;{annotaR} 0.1.1&lt;/a&gt;: Tidy, Integrated Gene Annotation&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=muiMaterial&quot;&gt;{muiMaterial} 0.1.2&lt;/a&gt;: ‘Material UI’ for ‘shiny’ Apps and ‘Quarto’&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=kuzco&quot;&gt;{kuzco} 0.1.0&lt;/a&gt;: Computer Vision with Large Language Models&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;GitHub or Bitbucket&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/eitsupi/arf&quot;&gt;arf console&lt;/a&gt;: Alternative R Frontend&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2026/W06/arf.gif&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=runner&quot;&gt;{runner} 0.4.6&lt;/a&gt;: Running Operations for Vectors - &lt;a href=&quot;https://diffify.com/R/runner&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=modeltime&quot;&gt;{modeltime} 1.3.5&lt;/a&gt;: The Tidymodels Extension for Time Series Modeling - &lt;a href=&quot;https://diffify.com/R/modeltime&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=treediff&quot;&gt;{treediff} 0.2.2&lt;/a&gt;: Testing Differences Between Families of Trees - &lt;a href=&quot;https://diffify.com/R/treediff&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=see&quot;&gt;{see} 0.13.0&lt;/a&gt;: Model Visualisation Toolbox for ‘easystats’ and ‘ggplot2’ - &lt;a href=&quot;https://diffify.com/R/see&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=pdftools&quot;&gt;{pdftools} 3.7.0&lt;/a&gt;: Text Extraction, Rendering and Converting of PDF Documents - &lt;a href=&quot;https://diffify.com/R/pdftools&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=zoomerjoin&quot;&gt;{zoomerjoin} 0.2.2&lt;/a&gt;: Superlatively Fast Fuzzy Joins - &lt;a href=&quot;https://diffify.com/R/zoomerjoin&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=shinyOAuth&quot;&gt;{shinyOAuth} 0.3.0&lt;/a&gt;: Provider-Agnostic OAuth Authentication for ‘shiny’ Applications - &lt;a href=&quot;https://diffify.com/R/shinyOAuth&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gmailr&quot;&gt;{gmailr} 3.0.0&lt;/a&gt;: Access the ‘Gmail’ ‘RESTful’ API - &lt;a href=&quot;https://diffify.com/R/gmailr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=plotbb&quot;&gt;{plotbb} 0.1.1&lt;/a&gt;: Grammar of Graphics for ‘base’ Plot - &lt;a href=&quot;https://diffify.com/R/plotbb&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=sqldf&quot;&gt;{sqldf} 0.4-12&lt;/a&gt;: Manipulate R Data Frames Using SQL - &lt;a href=&quot;https://diffify.com/R/sqldf&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=timechange&quot;&gt;{timechange} 0.4.0&lt;/a&gt;: Efficient Manipulation of Date-Times - &lt;a href=&quot;https://diffify.com/R/timechange&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=oblicubes&quot;&gt;{oblicubes} 1.0.1&lt;/a&gt;: 3D Rendering Using Obliquely Projected Cubes and Cuboids - &lt;a href=&quot;https://diffify.com/R/oblicubes&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=receptiviti&quot;&gt;{receptiviti} 0.2.1&lt;/a&gt;: Text Analysis Through the ‘Receptiviti’ API - &lt;a href=&quot;https://diffify.com/R/receptiviti&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=foreign&quot;&gt;{foreign} 0.8-91&lt;/a&gt;: Read Data Stored by ‘Minitab’, ‘S’, ‘SAS’, ‘SPSS’, ‘Stata’, ‘Systat’, ‘Weka’, ‘dBase’, … - &lt;a href=&quot;https://diffify.com/R/foreign&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=admiralonco&quot;&gt;{admiralonco} 1.4.0&lt;/a&gt;: Oncology Extension Package for ADaM in ‘R’ Asset Library - &lt;a href=&quot;https://diffify.com/R/admiralonco&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=bruceR&quot;&gt;{bruceR} 2026.1&lt;/a&gt;: Broadly Useful Convenient and Efficient R Functions - &lt;a href=&quot;https://diffify.com/R/bruceR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=Rlabkey&quot;&gt;{Rlabkey} 3.4.5&lt;/a&gt;: Data Exchange Between R and ‘LabKey’ Server - &lt;a href=&quot;https://diffify.com/R/Rlabkey&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gargle&quot;&gt;{gargle} 1.6.1&lt;/a&gt;: Utilities for Working with Google APIs - &lt;a href=&quot;https://diffify.com/R/gargle&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=bittermelon&quot;&gt;{bittermelon} 2.2.1&lt;/a&gt;: Bitmap Tools - &lt;a href=&quot;https://diffify.com/R/bittermelon&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=billboarder&quot;&gt;{billboarder} 0.5.1&lt;/a&gt;: Create Interactive Chart with the JavaScript ‘Billboard’ Library - &lt;a href=&quot;https://diffify.com/R/billboarder&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=futureverse&quot;&gt;{futureverse} 0.2.0&lt;/a&gt;: Install ‘Futureverse’ in One Go - &lt;a href=&quot;https://diffify.com/R/futureverse&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=edgemodelr&quot;&gt;{edgemodelr} 0.1.5&lt;/a&gt;: Local Large Language Model Inference Engine - &lt;a href=&quot;https://diffify.com/R/edgemodelr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rixpress&quot;&gt;{rixpress} 0.11.2&lt;/a&gt;: Build Reproducible Analytical Pipelines with ‘Nix’ - &lt;a href=&quot;https://diffify.com/R/rixpress&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rix&quot;&gt;{rix} 0.18.1&lt;/a&gt;: Reproducible Data Science Environments with ‘Nix’ - &lt;a href=&quot;https://diffify.com/R/rix&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=duckdb&quot;&gt;{duckdb} 1.4.4&lt;/a&gt;: DBI Package for the DuckDB Database Management System - &lt;a href=&quot;https://diffify.com/R/duckdb&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=plumber&quot;&gt;{plumber} 1.3.3&lt;/a&gt;: An API Generator for R - &lt;a href=&quot;https://diffify.com/R/plumber&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidyna&quot;&gt;{tidyna} 0.4.0&lt;/a&gt;: NA-Aware Defaults for Common R Functions - &lt;a href=&quot;https://diffify.com/R/tidyna&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rladiesrome.org/talks/2026/meetup/01292026_federicagazzelloni.html&quot;&gt;Git &amp;amp; GitHub: Practical Version Control for Data Work&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://appliedml.us/2026/cfp/&quot;&gt;Applied Machine Learning Conference 2026&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://mastodon.social/@jointscsg/115975477948781801/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://mastodon.social/@jointscsg/115975477948781801&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @jointscsg@mastodon.social&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://mastodon.social/@useR_conf/115974328553234778/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://mastodon.social/@useR_conf/115974328553234778&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @useR_conf@mastodon.social&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2026-W05 LLMs &amp; plots, soil flux, futurize</title>
   <link href="https://rweekly.org/2026-W05.html"/>
   <updated>2026-01-26T00:00:00+00:00</updated>
   <id>https://rweekly.org/2026-W05</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://bsky.app/profile/jonathankitt.bsky.social&quot;&gt;Jonathan Kitt&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/blog/llm-plot-interpretation/&quot;&gt;LLMs interpret plots well, until expectations interfere&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://methodsblog.com/2026/01/22/students-software-and-soil-flux-lessons-learned-from-development-of-a-package-to-estimate-soil-carbon-flux-at-national-ecological-observatory-sites-across-the-united-states/&quot;&gt;Students, software, and soil flux&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.jottr.org/2026/01/22/futurize-0.1.0/&quot;&gt;futurize: Parallelize Common Functions via a “Magic” Touch&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://shiny.posit.co/blog/posts/querychat-python-r/&quot;&gt;Where Questions Become Queries: Meet querychat&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/blog/llm-plot-interpretation/&quot;&gt;LLMs interpret plots well, until expectations interfere&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://federicagazzelloni.com/content/rpackages/posts/typeR/&quot;&gt;Announcing {typeR}: simulate live typing of R scripts&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.jottr.org/2026/01/22/futurize-0.1.0/&quot;&gt;futurize: Parallelize Common Functions via a “Magic” Touch&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://www.jottr.org/post/futurize-workflow.png&quot; alt=&quot;&quot; /&gt;{width=”100%”}&lt;/p&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://methodsblog.com/2026/01/22/students-software-and-soil-flux-lessons-learned-from-development-of-a-package-to-estimate-soil-carbon-flux-at-national-ecological-observatory-sites-across-the-united-states/&quot;&gt;Students, software, and soil flux&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://martinezc1.github.io/nycOpenData/&quot;&gt;nycOpenData: A Curated Interface for NYC Open Data&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://jokasan.github.io/r-weekly_chatbot/&quot;&gt;Building an R Weekly Highlights Podcast Asisstant with Shiny&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/ellmer-dynamic-alt-text/&quot;&gt;Using {ellmer} for Dynamic Alt Text Generation in {shiny} Apps&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://geospatialstuff.com/posts/2026-01-21-bivariate-choropleths/&quot;&gt;Bivariate chloropleths are go!&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://geospatialstuff.com/posts/2026-01-21-bivariate-choropleths/index_files/figure-html/fig-minimal-bivariate-choropleth-1.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://rspatialdata.github.io/&quot;&gt;rspatialdata&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://friendly.github.io/psy6136/&quot;&gt;Psy 6136: Categorical Data Analysis&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;

&lt;p class=&quot;added-hostname&quot;&gt;

&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;

&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=vecmatch&quot;&gt;{vecmatch} 1.3.0&lt;/a&gt;: Generalized Propensity Score Estimation and Matching for Multiple Groups&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=provolleyballr&quot;&gt;{provolleyballr} 0.1.0&lt;/a&gt;: Extract Data from US Women’s Professional Volleyball Websites&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=orcidtr&quot;&gt;{orcidtr} 0.1.0&lt;/a&gt;: Retrieve Data from the ORCID Public API&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=querychat&quot;&gt;{querychat} 0.2.0&lt;/a&gt;: Filter and Query Data Frames in ‘shiny’ Using an LLM Chat Interface&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cloud.r-project.org/web/packages/futurize/index.html&quot;&gt;{futurize} 0.1.0&lt;/a&gt;: Parallelize Common Functions via One Magic Touch&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Bioconductor&lt;/strong&gt;&lt;/p&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ncaavolleyballr&quot;&gt;{ncaavolleyballr} 0.5.1&lt;/a&gt;: Extract Data from NCAA Women’s and Men’s Volleyball Website&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gtExtras&quot;&gt;{gtExtras} 0.6.2&lt;/a&gt;: Extending ‘gt’ for Beautiful HTML Tables - &lt;a href=&quot;https://diffify.com/R/gtExtras&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rix&quot;&gt;{rix} 0.17.4&lt;/a&gt;: Reproducible Data Science Environments with ‘Nix’ - &lt;a href=&quot;https://diffify.com/R/rix&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=multiDEGGs&quot;&gt;{multiDEGGs} 1.1.2&lt;/a&gt;: Multi-Omic Differentially Expressed Gene-Gene Pairs - &lt;a href=&quot;https://diffify.com/R/multiDEGGs&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=charlatan&quot;&gt;{charlatan} 0.6.2&lt;/a&gt;: Make Fake Data - &lt;a href=&quot;https://diffify.com/R/charlatan&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;BioConductor&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://bioconductor.org/packages/release/bioc/html/orthogene.html&quot;&gt;{orthogene} 1.16.1&lt;/a&gt;: map genes within and across hundreds of species&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=sjgPi2VX7WM&amp;amp;t=127s&quot;&gt;Edinburgh R User Group - R Shiny App Development&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;shiny-apps&quot;&gt;Shiny Apps&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://shiny.psychology.nottingham.ac.uk/lpzjd/uni-finances/?tab=guide&quot;&gt;UK University Finance Dashboard&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;p&gt;Updates from the &lt;a href=&quot;https://contributor.r-project.org/working-group&quot;&gt;R Contribution Working Group (RCWG)&lt;/a&gt;: - Announcing &lt;a href=&quot;https://pretix.eu/r-contributors/r-dev-day-rr2026/&quot;&gt;R Dev Day \@ Rencontres R 2026&lt;/a&gt;: Nantes University, France or remote, Friday 19 June, 9am - 5pm (UTC+2). Join us to work on contributions to the code, documentation and translations in base R. Free and open registration, deadline &lt;strong&gt;Friday 29 May&lt;/strong&gt;.&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://ropensci.org/blog/2026/01/12/programchamps2026/&quot;&gt;Open call for the rOpenSci Champions Program 2026!&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/blog/posit-conf-2026-call-for-talks/&quot;&gt;Posit::conf(2026) Call for Talks&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:jiushxoiyvgcw2tgsjyvd2mc/app.bsky.feed.post/3mcwhe5zvxm2q&quot; data-bluesky-cid=&quot;bafyreiesuvzftzkvicg2wfqgakdx2wrmzcxca3ycldidh7bawxxcxrhgdq&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;

&lt;p lang=&quot;&quot;&gt;

Genuary Day 21: Bauhaus Poster. Create a poster design inspired by the German art school Bauhaus.

#genuary #genuary2026 #genuary21 #RStats&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc/post/3mcwhe5zvxm2q?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;

&lt;/p&gt;

— Nicola Rennie (&lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc?ref_src=embed&quot;&gt;@nrennie.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc/post/3mcwhe5zvxm2q?ref_src=embed&quot;&gt;21 janvier 2026 à 11:24&lt;/a&gt;

&lt;/blockquote&gt;

&lt;pre&gt;&lt;code class=&quot;language-{=html}&quot;&gt;&amp;lt;script async src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&amp;gt;&amp;lt;/script&amp;gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:wfovh6sqfzu5hco34wczf4ku/app.bsky.feed.post/3mcxdxinz7k2x&quot; data-bluesky-cid=&quot;bafyreieup2ihzd6f2d2c2fcel7iwkm5skrd65t2g5kyfz26srvmowtm3ce&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;

&lt;p lang=&quot;en&quot;&gt;

Me clicking \^ for several minutes until I get back to devtools::test()

#R #RStats&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:wfovh6sqfzu5hco34wczf4ku/post/3mcxdxinz7k2x?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;

&lt;/p&gt;

— jrdnbradford.bsky.social (&lt;a href=&quot;https://bsky.app/profile/did:plc:wfovh6sqfzu5hco34wczf4ku?ref_src=embed&quot;&gt;@jrdnbradford.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:wfovh6sqfzu5hco34wczf4ku/post/3mcxdxinz7k2x?ref_src=embed&quot;&gt;21 janvier 2026 à 19:56&lt;/a&gt;

&lt;/blockquote&gt;

&lt;pre&gt;&lt;code class=&quot;language-{=html}&quot;&gt;&amp;lt;script async src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&amp;gt;&amp;lt;/script&amp;gt;
&lt;/code&gt;&lt;/pre&gt;

  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2026-W04 Automate PR&apos;s with Claude, Accessible line charts</title>
   <link href="https://rweekly.org/2026-W04.html"/>
   <updated>2026-01-20T00:00:00+00:00</updated>
   <id>https://rweekly.org/2026-W04</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://bsky.app/profile/jonmcalder.bsky.social&quot;&gt;Jon Calder&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.davisvaughan.com/posts/2026-01-09-claude-200-pull-requests/&quot;&gt;Semi-automating 200 Pull Requests with Claude Code&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://nrennie.rbind.io/blog/accessible-line-chart/&quot;&gt;How to create a more accessible line chart&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://brodrigues.co/posts/2026-01-13-data_science_llm_age.html&quot;&gt;From scripts to pipelines in the age of LLMs&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/contributing-to-base-r-with-coding-equity-and-joy-inside-the-r-contributors-project/index.html&quot;&gt;Contributing to base R with Coding Equity and Joy - Inside the R Contributors Project&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/crops-code-and-community-build-r-mob-user-group-in-australia/index.html&quot;&gt;Crops, Code, and Community Build R-Mob User Group in Australia&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/2025-posit-open-source-year-in-review/&quot;&gt;2025 Posit Open Source Year in Review&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.davisvaughan.com/posts/2026-01-09-claude-200-pull-requests/&quot;&gt;Semi-automating 200 Pull Requests with Claude Code&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://datageeek.com/2026/01/13/gold-silver-ratio-genai-with-quant-agents-on-microsoft-ai-foundry/&quot;&gt;Gold/Silver Ratio: GenAI with Quant Agent on Azure AI Foundry&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://nrennie.rbind.io/blog/accessible-line-chart/&quot;&gt;How to create a more accessible line chart&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2026/W04/accessible_line_chart.png&quot; alt=&quot;How to create a more accessible line chart&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.kenkoonwong.com/blog/parallel-computing/&quot;&gt;Setting Up A Cluster of Tiny PCs For Parallel Computing - A Note To Myself&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.hellodata.science/&quot;&gt;Hello Data Science Book&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://solomon.quarto.pub/sr2/&quot;&gt;Statistical rethinking 2 with brms and the tidyverse&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rich-iannone.github.io/gt-effective-display-tables/&quot;&gt;Creating Effective Display Tables with the gt Package&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=AddiVortes&quot;&gt;{AddiVortes} 0.4.8&lt;/a&gt;: (Bayesian) Additive Voronoi Tessellations&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=blastar&quot;&gt;{blastar} 0.1.1&lt;/a&gt;: BLAST and Sequence Analysis Tools&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=blockr&quot;&gt;{blockr} 0.1.0&lt;/a&gt;: A Block-Based Framework for Data Manipulation and Visualization&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=blvim&quot;&gt;{blvim} 0.1.1&lt;/a&gt;: Boltzmann–Lotka–Volterra Interaction Model&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=frontmatter&quot;&gt;{frontmatter} 0.1.0&lt;/a&gt;: Parse Front Matter from Documents&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=mascarade&quot;&gt;{mascarade} 0.3.0&lt;/a&gt;: Generating Cluster Masks for Single-Cell Dimensional Reduction
Plots&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2026/W04/mascarade_dimplot.png&quot; alt=&quot;{mascarade} 0.3.0&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=querychat&quot;&gt;{querychat} 0.2.0&lt;/a&gt;: Filter and Query Data Frames in ‘shiny’ Using an LLM Chat
Interface&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=rjd3toolkit&quot;&gt;{rjd3toolkit} 3.6.0&lt;/a&gt;: Utility Functions Around ‘JDemetra+ 3.0’&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://pharmaverse.github.io/blog/posts/2026-01-15_admiral_14/admiral_1.4_release.html&quot;&gt;{admiral} 1.4&lt;/a&gt;: ADaM in R Asset Library - &lt;a href=&quot;https://diffify.com/R/admiral&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=distributional&quot;&gt;{distributional} 0.6.0&lt;/a&gt;: Vectorised Probability Distributions - &lt;a href=&quot;https://diffify.com/R/distributional&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=future&quot;&gt;{future} 1.69.0&lt;/a&gt;: Unified Parallel and Distributed Processing in R for Everyone - &lt;a href=&quot;https://diffify.com/R/future&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=mapSpain&quot;&gt;{mapSpain} 1.0.0&lt;/a&gt;: Administrative Boundaries of Spain - &lt;a href=&quot;https://diffify.com/R/mapSpain&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2026/W04/mapSpain.png&quot; alt=&quot;{mapSpain} 1.0.0&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=qol&quot;&gt;{qol} 1.2.0&lt;/a&gt;: Powerful ‘SAS’ Inspired Concepts for more Efficient Bigger Outputs - &lt;a href=&quot;https://diffify.com/R/qol&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ranger&quot;&gt;{ranger} 0.18.0&lt;/a&gt;: A Fast Implementation of Random Forests - &lt;a href=&quot;https://diffify.com/R/ranger&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2026/01/12#rcppannoy_0.0.23&quot;&gt;{RcppAnnoy} 0.0.23&lt;/a&gt;: ‘Rcpp’ Bindings for ‘Annoy’, a Library for Approximate Nearest Neighbors - &lt;a href=&quot;https://diffify.com/R/RcppAnnoy&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=renv&quot;&gt;{renv} 1.1.6&lt;/a&gt;: Project Environments - &lt;a href=&quot;https://diffify.com/R/renv&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=survival&quot;&gt;{survival} 3.8-6&lt;/a&gt;: Survival Analysis - &lt;a href=&quot;https://diffify.com/R/survival&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=vctrs&quot;&gt;{vctrs} 0.7.0&lt;/a&gt;: Vector Helpers - &lt;a href=&quot;https://diffify.com/R/vctrs&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2026/01/12/programchamps2026/&quot;&gt;Open call for the rOpenSci Champions Program 2026!&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/posit-conf-2026-call-for-talks/&quot;&gt;Posit::conf(2026) Call for Talks&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:z4cp3uwgxiioi7uaxn2boq47/app.bsky.feed.post/3mciajuxd6s2s&quot; data-bluesky-cid=&quot;bafyreib634qknyngmvdffct2oqgf3b46nd2u3bziefe3aorjvoh3bezxla&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;I FINALLY added the air #RStats formatter in Positron so it formats each time I save - and it is magical. Fixes indents! Puts things on the correct lines!
Info: positron.posit.co/guide-r-air....&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:z4cp3uwgxiioi7uaxn2boq47/post/3mciajuxd6s2s?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Sharon Machlis (&lt;a href=&quot;https://bsky.app/profile/did:plc:z4cp3uwgxiioi7uaxn2boq47?ref_src=embed&quot;&gt;@smachlis.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:z4cp3uwgxiioi7uaxn2boq47/post/3mciajuxd6s2s?ref_src=embed&quot;&gt;15 January 2026 at 20:45&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:ksubuwag725ajllqmo2ucrtg/app.bsky.feed.post/3mckbyzwd5y2m&quot; data-bluesky-cid=&quot;bafyreic2buiavsyss2snkedak35iavbu2cxeucstnmtnong46pwegskusq&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;&quot;&gt;A great use-case for Nano Banana Pro: creating #rstats hex logos.

It used to take me hours to put these logos together (I&amp;#x27;m not a graphic designer), but logos really help with branding R packages.

With Nano Banana I feed Gemini the package spec, iterate, and get great results.&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:ksubuwag725ajllqmo2ucrtg/post/3mckbyzwd5y2m?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Kyle Walker (&lt;a href=&quot;https://bsky.app/profile/did:plc:ksubuwag725ajllqmo2ucrtg?ref_src=embed&quot;&gt;@kylewalker.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:ksubuwag725ajllqmo2ucrtg/post/3mckbyzwd5y2m?ref_src=embed&quot;&gt;16 January 2026 at 16:16&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2026-W03 R &amp; Python Pluralism, RAG Setup, tinyshinyserver</title>
   <link href="https://rweekly.org/2026-W03.html"/>
   <updated>2026-01-12T00:00:00+00:00</updated>
   <id>https://rweekly.org/2026-W03</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://bsky.app/profile/rpodcast.bsky.social&quot;&gt;Eric Nantz&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.emilyriederer.com/post/py-rgo-crosspol/&quot;&gt;R + Python: From polyglot to pluralism&lt;/a&gt;: A very targeted recap on posit::conf(2025) and a broader reflection on how the best design and devtools ideas from R and python have influenced each others’ stacks for the better&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/retrieval-augmented-generation-database-workflow-r/&quot;&gt;Retrieval-Augmented Generation: Setting up a Knowledge Store in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=tinyshinyserver&quot;&gt;{tinyshinyserver} 0.1.0&lt;/a&gt;: Tiny ‘shiny’ Server - Lightweight Multi-App ‘shiny’ Proxy&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.emilyriederer.com/post/py-rgo-crosspol/&quot;&gt;R + Python: From polyglot to pluralism&lt;/a&gt;: A very targeted recap on posit::conf(2025) and a broader reflection on how the best design and devtools ideas from R and python have influenced each others’ stacks for the better&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/paired-ends-wrapped-top-10-posts-2025&quot;&gt;Paired Ends Wrapped: Top 10 Posts From 2025&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://r-consortium.org/posts/applied-epidemiology-in-r-cape-town-r-user-groups-contribution-to-global-immunization/index.html&quot;&gt;Applied Epidemiology in R: Cape Town R User Group’s Contribution to Global Immunization&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-organizations&quot;&gt;R in Organizations&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2026/01/07/conduct2025/&quot;&gt;rOpenSci Code of Conduct Annual Review&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2026/01/06/transparencycoc2025/&quot;&gt;rOpenSci 2025 Code of Conduct Transparency Report&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/serving-the-public-see-how-government-agencies-use-r-python-shiny-and-quarto-to-drive-research-and-data-science-modernization/&quot;&gt;Serving the Public: See How Government Agencies Use R, Python, Shiny, and Quarto to Drive Research and Data Science Modernization&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.nature.com/articles/s41467-025-65544-y&quot;&gt;Estimation of the epidemiological characteristics of scabies&lt;/a&gt; and accompnaying R package &lt;a href=&quot;https://kylieainslie.github.io/mitey/&quot;&gt;mitey&lt;/a&gt;.&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.R-exams.org/templates/penguins/&quot;&gt;penguins: Cloze Quiz for Exploratory Analysis of Penguins Data&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/retrieval-augmented-generation-database-workflow-r/&quot;&gt;Retrieval-Augmented Generation: Setting up a Knowledge Store in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://brianrepko.github.io/blog/posts/2025-12-31-datasetjson-part1/&quot;&gt;Dataset-JSON Part 1 (Introduction to the Series)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rworks.dev/posts/november-2025-top-40-new-cran-packages/&quot;&gt;November 2025 Top 40 New CRAN Packages&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/weekly-recap-january-9-2026&quot;&gt;Weekly Recap (January 9, 2026)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=TxEffectsSurvival&quot;&gt;{TxEffectsSurvival} 1.0.2&lt;/a&gt;: Treatment Effect Inference for Terminal and Non-Terminal Events under Competing Risks&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggguides&quot;&gt;{ggguides} 1.1.4&lt;/a&gt;: Simplified Legend and Guide Alignment for ‘ggplot2’&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2026/W03/legend_position_separate_resized.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidyna&quot;&gt;{tidyna} 0.1.2&lt;/a&gt;: NA-Aware Defaults for Common R Functions&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=odyssey&quot;&gt;{odyssey} 1.0.0&lt;/a&gt;: Interface to the HAL Open Archive API&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=pboost&quot;&gt;{pboost} 0.2.1&lt;/a&gt;: Profile Boosting Framework for Parametric Models&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=outlierspinner&quot;&gt;{outlierspinner} 0.1.0&lt;/a&gt;: Geometric Multivariate Outlier Detection via Random Directional Probing&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=vbracket&quot;&gt;{vbracket} 1.0.2&lt;/a&gt;: Custom Legends with Statistical Comparison Brackets&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=DedooseR&quot;&gt;{DedooseR} 2.0.0.2&lt;/a&gt;: Monitoring and Analyzing Dedoose Qualitative Data Exports&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=blockr.io&quot;&gt;{blockr.io} 0.1.0&lt;/a&gt;: Interactive File Import and Export Blocks&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tinyshinyserver&quot;&gt;{tinyshinyserver} 0.1.0&lt;/a&gt;: Tiny ‘shiny’ Server - Lightweight Multi-App ‘shiny’ Proxy&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=FluxPoint&quot;&gt;{FluxPoint} 0.1.1&lt;/a&gt;: Change Point Detection for Non-Stationary and Cross-Correlated Time Series&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2026/01/08#rcppcctz_0.2.14&quot;&gt;RcppCCTZ 0.2.14 on CRAN: New Upstream, Small Edits&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2026/01/08#rcppspdlog_0.0.24&quot;&gt;RcppSpdlog 0.0.24 on CRAN: New Upstream&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://gradientdescending.com/survivor-49-is-now-in-%f0%9f%93%a6survivor/&quot;&gt;Survivor 49 is now in 📦{survivoR}&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=VIM&quot;&gt;{VIM} 7.0.0&lt;/a&gt;: Visualization and Imputation of Missing Values - &lt;a href=&quot;https://diffify.com/R/VIM&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2026/W03/vim_resized.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=skimr&quot;&gt;{skimr} 2.2.2&lt;/a&gt;: Compact and Flexible Summaries of Data - &lt;a href=&quot;https://diffify.com/R/skimr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=jagsUI&quot;&gt;{jagsUI} 1.6.3&lt;/a&gt;: A Wrapper Around ‘rjags’ to Streamline ‘JAGS’ Analyses - &lt;a href=&quot;https://diffify.com/R/jagsUI&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=geonapi&quot;&gt;{geonapi} 0.8-1&lt;/a&gt;: ‘GeoNetwork’ API R Interface - &lt;a href=&quot;https://diffify.com/R/geonapi&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=sociome&quot;&gt;{sociome} 3.0.0&lt;/a&gt;: Operationalizing Social Determinants of Health Data for Researchers - &lt;a href=&quot;https://diffify.com/R/sociome&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=plotdap&quot;&gt;{plotdap} 1.1.1&lt;/a&gt;: Easily Visualize Data from ‘ERDDAP’ Servers via the ‘rerddap’ Package - &lt;a href=&quot;https://diffify.com/R/plotdap&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=pharmaversesdtm&quot;&gt;{pharmaversesdtm} 1.4.0&lt;/a&gt;: SDTM Test Data for the ‘Pharmaverse’ Family of Packages - &lt;a href=&quot;https://diffify.com/R/pharmaversesdtm&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=openalexR&quot;&gt;{openalexR} 3.0.0&lt;/a&gt;: Getting Bibliographic Records from ‘OpenAlex’ Database Using ‘DSL’ API - &lt;a href=&quot;https://diffify.com/R/openalexR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=mapsf&quot;&gt;{mapsf} 1.1.0&lt;/a&gt;: Thematic Cartography - &lt;a href=&quot;https://diffify.com/R/mapsf&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2026/W03/wo_font_a-1_resized.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=maplegend&quot;&gt;{maplegend} 0.5.0&lt;/a&gt;: Legends for Maps - &lt;a href=&quot;https://diffify.com/R/maplegend&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggVennDiagram&quot;&gt;{ggVennDiagram} 1.5.7&lt;/a&gt;: A ‘ggplot2’ Implement of Venn Diagram - &lt;a href=&quot;https://diffify.com/R/ggVennDiagram&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=enderecobr&quot;&gt;{enderecobr} 0.5.0&lt;/a&gt;: Padronizador de Endereços Brasileiros (Brazilian Addresses Standardizer) - &lt;a href=&quot;https://diffify.com/R/enderecobr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=blme&quot;&gt;{blme} 1.0-7&lt;/a&gt;: Bayesian Linear Mixed-Effects Models - &lt;a href=&quot;https://diffify.com/R/blme&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=BFpack&quot;&gt;{BFpack} 1.5.3&lt;/a&gt;: Flexible Bayes Factor Testing of Scientific Expectations - &lt;a href=&quot;https://diffify.com/R/BFpack&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=shinySbm&quot;&gt;{shinySbm} 0.2.0&lt;/a&gt;: ‘shiny’ Application to Use the Stochastic Block Model - &lt;a href=&quot;https://diffify.com/R/shinySbm&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=shinytest2&quot;&gt;{shinytest2} 0.5.0&lt;/a&gt;: Testing for Shiny Applications - &lt;a href=&quot;https://diffify.com/R/shinytest2&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gqlr&quot;&gt;{gqlr} 0.1.0&lt;/a&gt;: ‘GraphQL’ Server in R - &lt;a href=&quot;https://diffify.com/R/gqlr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=echarty&quot;&gt;{echarty} 1.7.1&lt;/a&gt;: Minimal R/Shiny Interface to JavaScript Library ‘ECharts’ - &lt;a href=&quot;https://diffify.com/R/echarty&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gamstransfer&quot;&gt;{gamstransfer} 3.0.8&lt;/a&gt;: A Data Interface Between ‘GAMS’ and R - &lt;a href=&quot;https://diffify.com/R/gamstransfer&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=EDIutils&quot;&gt;{EDIutils} 2.0.0&lt;/a&gt;: An API Client for the Environmental Data Initiative Repository - &lt;a href=&quot;https://diffify.com/R/EDIutils&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ClustMC&quot;&gt;{ClustMC} 0.1.2&lt;/a&gt;: Cluster-Based Multiple Comparisons - &lt;a href=&quot;https://diffify.com/R/ClustMC&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=plotthis&quot;&gt;{plotthis} 0.9.3&lt;/a&gt;: High-Level Plotting Built Upon ‘ggplot2’ and Other Plotting Packages - &lt;a href=&quot;https://diffify.com/R/plotthis&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggplate&quot;&gt;{ggplate} 0.2.0&lt;/a&gt;: Create Layout Plots of Biological Culture Plates and Microplates - &lt;a href=&quot;https://diffify.com/R/ggplate&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tablet&quot;&gt;{tablet} 0.7.1&lt;/a&gt;: Tabulate Descriptive Statistics in Multiple Formats - &lt;a href=&quot;https://diffify.com/R/tablet&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=SCpubr&quot;&gt;{SCpubr} 3.0.1&lt;/a&gt;: Generate Publication Ready Visualizations of Single Cell Transcriptomics Data - &lt;a href=&quot;https://diffify.com/R/SCpubr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=eudract&quot;&gt;{eudract} 1.1.0&lt;/a&gt;: Creates Safety Results Summary in XML to Upload to EudraCT, or ClinicalTrials.gov - &lt;a href=&quot;https://diffify.com/R/eudract&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=RRmorph&quot;&gt;{RRmorph} 0.0.2&lt;/a&gt;: 3D Morphological Analyses with ‘RRphylo’ - &lt;a href=&quot;https://diffify.com/R/RRmorph&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rlang&quot;&gt;{rlang} 1.1.7&lt;/a&gt;: Functions for Base Types and Core R and ‘Tidyverse’ Features - &lt;a href=&quot;https://diffify.com/R/rlang&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=audubon&quot;&gt;{audubon} 0.6.2&lt;/a&gt;: Japanese Text Processing Tools - &lt;a href=&quot;https://diffify.com/R/audubon&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=IncDTW&quot;&gt;{IncDTW} 1.1.4.6&lt;/a&gt;: Incremental Calculation of Dynamic Time Warping - &lt;a href=&quot;https://diffify.com/R/IncDTW&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=AssociationExplorer2&quot;&gt;{AssociationExplorer2} 0.1.4&lt;/a&gt;: A User-Friendly ‘shiny’ Application for Exploring Associations and Visual Patterns - &lt;a href=&quot;https://diffify.com/R/AssociationExplorer2&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tabr&quot;&gt;{tabr} 0.5.5&lt;/a&gt;: Music Notation Syntax, Manipulation, Analysis and Transcription in R - &lt;a href=&quot;https://diffify.com/R/tabr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=r2rtf&quot;&gt;{r2rtf} 1.3.0&lt;/a&gt;: Easily Create Production-Ready Rich Text Format (RTF) Tables and Figures - &lt;a href=&quot;https://diffify.com/R/r2rtf&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=mispitools&quot;&gt;{mispitools} 1.4.0&lt;/a&gt;: Missing Person Identification Tools - &lt;a href=&quot;https://diffify.com/R/mispitools&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=Hmisc&quot;&gt;{Hmisc} 5.2-5&lt;/a&gt;: Harrell Miscellaneous - &lt;a href=&quot;https://diffify.com/R/Hmisc&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=googleAuthR&quot;&gt;{googleAuthR} 2.0.2.1&lt;/a&gt;: Authenticate and Create Google APIs - &lt;a href=&quot;https://diffify.com/R/googleAuthR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=fastText&quot;&gt;{fastText} 1.0.5&lt;/a&gt;: Efficient Learning of Word Representations and Sentence Classification - &lt;a href=&quot;https://diffify.com/R/fastText&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=RobinCar2&quot;&gt;{RobinCar2} 0.2.2&lt;/a&gt;: ROBust INference for Covariate Adjustment in Randomized Clinical Trials - &lt;a href=&quot;https://diffify.com/R/RobinCar2&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=clockify&quot;&gt;{clockify} 0.1.7&lt;/a&gt;: A Wrapper for the ‘Clockify’ API - &lt;a href=&quot;https://diffify.com/R/clockify&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=apache.sedona&quot;&gt;{apache.sedona} 1.8.1&lt;/a&gt;: R Interface for Apache Sedona - &lt;a href=&quot;https://diffify.com/R/apache.sedona&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rworkflows&quot;&gt;{rworkflows} 1.0.8&lt;/a&gt;: Test, Document, Containerise, and Deploy R Packages - &lt;a href=&quot;https://diffify.com/R/rworkflows&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=CurricularComplexity&quot;&gt;{CurricularComplexity} 1.0.1&lt;/a&gt;: Toolkit for Analyzing Curricular Complexity - &lt;a href=&quot;https://diffify.com/R/CurricularComplexity&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=reptiledb.data&quot;&gt;{reptiledb.data} 0.0.0.2&lt;/a&gt;: Reptile Database Data - &lt;a href=&quot;https://diffify.com/R/reptiledb.data&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ProAE&quot;&gt;{ProAE} 1.0.4&lt;/a&gt;: PRO-CTCAE Scoring, Analysis, and Graphical Tools - &lt;a href=&quot;https://diffify.com/R/ProAE&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=WayFindR&quot;&gt;{WayFindR} 0.7.0&lt;/a&gt;: Computing Graph Structures on WikiPathways - &lt;a href=&quot;https://diffify.com/R/WayFindR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=dbparser&quot;&gt;{dbparser} 2.2.1&lt;/a&gt;: Drugs Databases Parser - &lt;a href=&quot;https://diffify.com/R/dbparser&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=projectLSA&quot;&gt;{projectLSA} 0.0.5&lt;/a&gt;: R Shiny Application for Latent Structure Analysis with a Graphical User Interface - &lt;a href=&quot;https://diffify.com/R/projectLSA&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=XYomics&quot;&gt;{XYomics} 0.1.3&lt;/a&gt;: Analysis of Sex Differences in Omics Data for Complex Diseases - &lt;a href=&quot;https://diffify.com/R/XYomics&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=verifyr2&quot;&gt;{verifyr2} 1.1.0&lt;/a&gt;: Compare and Verify File Contents - &lt;a href=&quot;https://diffify.com/R/verifyr2&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=guideR&quot;&gt;{guideR} 0.9.0&lt;/a&gt;: Miscellaneous Statistical Functions Used in ‘guide-R’ - &lt;a href=&quot;https://diffify.com/R/guideR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=docorator&quot;&gt;{docorator} 0.5.1&lt;/a&gt;: Docorate (Decorate + Output) Displays - &lt;a href=&quot;https://diffify.com/R/docorator&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=crmPack&quot;&gt;{crmPack} 2.0.2&lt;/a&gt;: Object-Oriented Implementation of Dose Escalation Designs - &lt;a href=&quot;https://diffify.com/R/crmPack&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=omophub&quot;&gt;{omophub} 1.3.0&lt;/a&gt;: R Client for the ‘OMOPHub’ Medical Vocabulary API - &lt;a href=&quot;https://diffify.com/R/omophub&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=meteospain&quot;&gt;{meteospain} 0.3.1&lt;/a&gt;: Access to Spanish Meteorological Stations Services - &lt;a href=&quot;https://diffify.com/R/meteospain&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=logolink&quot;&gt;{logolink} 1.0.0&lt;/a&gt;: An Interface for Running ‘NetLogo’ Simulations - &lt;a href=&quot;https://diffify.com/R/logolink&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=clinpubr&quot;&gt;{clinpubr} 1.2.0&lt;/a&gt;: Clinical Publication - &lt;a href=&quot;https://diffify.com/R/clinpubr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=transforEmotion&quot;&gt;{transforEmotion} 0.1.7&lt;/a&gt;: Sentiment Analysis for Text, Image and Video using Transformer Models - &lt;a href=&quot;https://diffify.com/R/transforEmotion&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=JuliaConnectoR&quot;&gt;{JuliaConnectoR} 1.1.5&lt;/a&gt;: A Functionally Oriented Interface for Integrating ‘Julia’ with R - &lt;a href=&quot;https://diffify.com/R/JuliaConnectoR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=deps&quot;&gt;{deps} 0.4.1&lt;/a&gt;: Dependency Management with ‘roxygen’-Style Comments - &lt;a href=&quot;https://diffify.com/R/deps&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=TSEtools&quot;&gt;{TSEtools} 1.0.0&lt;/a&gt;: Manage Data from the Finance Markets - &lt;a href=&quot;https://diffify.com/R/TSEtools&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=thisutils&quot;&gt;{thisutils} 0.3.6&lt;/a&gt;: Collection of Utility Functions for Data Analysis and Computing - &lt;a href=&quot;https://diffify.com/R/thisutils&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidycensuskr&quot;&gt;{tidycensuskr} 0.2.7&lt;/a&gt;: Easy Access for South Korea Census Data and Boundaries - &lt;a href=&quot;https://diffify.com/R/tidycensuskr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=text&quot;&gt;{text} 1.8.0&lt;/a&gt;: Analyses of Text using Transformers Models from HuggingFace, Natural Language Processing and Machine Learning - &lt;a href=&quot;https://diffify.com/R/text&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=secretbase&quot;&gt;{secretbase} 1.1.0&lt;/a&gt;: Cryptographic Hash, Extendable-Output and Binary Encoding Functions - &lt;a href=&quot;https://diffify.com/R/secretbase&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=cheapr&quot;&gt;{cheapr} 1.5.0&lt;/a&gt;: Simple Functions to Save Time and Memory - &lt;a href=&quot;https://diffify.com/R/cheapr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=shinyGovstyle&quot;&gt;{shinyGovstyle} 0.1.1&lt;/a&gt;: Custom Gov Style Inputs for Shiny - &lt;a href=&quot;https://diffify.com/R/shinyGovstyle&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=sdmTMB&quot;&gt;{sdmTMB} 0.8.1&lt;/a&gt;: Spatial and Spatiotemporal SPDE-Based GLMMs with ‘TMB’ - &lt;a href=&quot;https://diffify.com/R/sdmTMB&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=personalized&quot;&gt;{personalized} 0.2.8&lt;/a&gt;: Estimation and Validation Methods for Subgroup Identification and Personalized Medicine - &lt;a href=&quot;https://diffify.com/R/personalized&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=lifecycle&quot;&gt;{lifecycle} 1.0.5&lt;/a&gt;: Manage the Life Cycle of your Package Functions - &lt;a href=&quot;https://diffify.com/R/lifecycle&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gert&quot;&gt;{gert} 2.3.0&lt;/a&gt;: Simple Git Client for R - &lt;a href=&quot;https://diffify.com/R/gert&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=report&quot;&gt;{report} 0.6.3&lt;/a&gt;: Automated Reporting of Results and Statistical Models - &lt;a href=&quot;https://diffify.com/R/report&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=reformulas&quot;&gt;{reformulas} 0.4.3.1&lt;/a&gt;: Machinery for Processing Random Effect Formulas - &lt;a href=&quot;https://diffify.com/R/reformulas&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=n7mM_s4-oyQ&quot;&gt;Creating dashboards in blockr&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;table&gt;
      &lt;tbody&gt;
        &lt;tr&gt;
          &lt;td&gt;[Exploring Positron settings&lt;/td&gt;
          &lt;td&gt;Isabel Zimmerman &amp;amp; Davis Vaughan&lt;/td&gt;
          &lt;td&gt;Data Science Lab](https://www.youtube.com/watch?v=QIYyeuZ_ISY)&lt;/td&gt;
        &lt;/tr&gt;
      &lt;/tbody&gt;
    &lt;/table&gt;
  &lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=hnYA25cGk2w&quot;&gt;Build Model Context Protocol Servers and Client in R (John Coene - RPharma 2025)&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://blog.r-project.org/2026/01/06/debugging-sensitivity-to-c-math-library-and-mingw-w64-v12/&quot;&gt;Debugging Sensitivity to C math library and mingw-w64 v12&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;grants--funding&quot;&gt;Grants &amp;amp; Funding&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://fosstodon.org/@jonthegeek/115842965244079675/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://fosstodon.org/@jonthegeek/115842965244079675&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @jonthegeek@fosstodon.org&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://fosstodon.org/&quot; async=&quot;&quot; src=&quot;https://fosstodon.org/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://mastodon.social/@safest_integer/115861696092014471/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://mastodon.social/@safest_integer/115861696092014471&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @safest_integer@mastodon.social&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://mastodon.social/&quot; async=&quot;&quot; src=&quot;https://mastodon.social/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:777eanw7giyjd76dwatpch3d/app.bsky.feed.post/3mc2dw4ntek2e&quot; data-bluesky-cid=&quot;bafyreigrz3ugwehbrjgpeoz52ztbu6dvil5uf5zcmh3rtzqnopjssdvsku&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;This is the most elite change in #Positron, it&amp;#x27;s so calming.

#rstats #python #databs&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:777eanw7giyjd76dwatpch3d/post/3mc2dw4ntek2e?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Libby Heeren (&lt;a href=&quot;https://bsky.app/profile/did:plc:777eanw7giyjd76dwatpch3d?ref_src=embed&quot;&gt;@libbyheeren.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:777eanw7giyjd76dwatpch3d/post/3mc2dw4ntek2e?ref_src=embed&quot;&gt;January 10, 2026 at 1:08 AM&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://mastodon.social/@coatless/115796274540387112/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://mastodon.social/@coatless/115796274540387112&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @coatless@mastodon.social&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://mastodon.social/&quot; async=&quot;&quot; src=&quot;https://mastodon.social/embed.js&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W52 Festive ML, next gen R contributors, The Economist style ggplot2</title>
   <link href="https://rweekly.org/2025-W52.html"/>
   <updated>2025-12-22T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W52</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://bsky.app/profile/rbyryo.bsky.social&quot;&gt;Ryo Nakagawara&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/christmas-machine-learning-naughty-list/&quot;&gt;Machine Learning Powered Naughty List: A Festive Jumping Rivers Story&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://blog.r-project.org/2025/12/17/rsmf-enabling-the-next-generation-of-contributors-to-r/&quot;&gt;RSMF: Enabling the Next Generation of Contributors to R&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://ozancanozdemir.github.io/r/how-to-draw-economist-type-chart-with-ggplot2-in-R/&quot;&gt;How to draw the Economist-style graph with ggplot2 in R?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.r-project.org/2025/12/17/rsmf-enabling-the-next-generation-of-contributors-to-r/&quot;&gt;RSMF: Enabling the Next Generation of Contributors to R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/12/17/beyond-github/&quot;&gt;Code Hosting Options Beyond GitHub&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://mfatihtuzen.netlify.app/posts/2025-12-19_outliers/&quot;&gt;Outliers in Data Analysis: Detecting Extreme Values Before Modeling in R with İstanbul Airbnb Data&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://amjdomingues.com/posts/2025-11-25-ump-r-python/&quot;&gt;UMAP in R and python, a rabbit hole&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://pharmaverse.github.io/blog/posts/2025-12-19_introducing/introducing_docorator.html&quot;&gt;Introducing docorator to the pharmaverse&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://thierrymoudiki.github.io/blog/2025/12/17/r/python/new-nnetsauce-R-uv&quot;&gt;Finally figured out a way to port python packages to R using uv and reticulate: example with nnetsauce&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ozancanozdemir.github.io/r/how-to-draw-economist-type-chart-with-ggplot2-in-R/&quot;&gt;How to draw the Economist-style graph with ggplot2 in R?&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/christmas-machine-learning-naughty-list/&quot;&gt;Machine Learning Powered Naughty List: A Festive Jumping Rivers Story&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=shinyfilters&quot;&gt;{shinyfilters} 0.2.0&lt;/a&gt; - Use Shiny Inputs on Vectors, data.frames, or any R Object&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=readmit&quot;&gt;{readmit} 0.0.1&lt;/a&gt;: Tools for Working with Hospital Readmissions Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ukc19&quot;&gt;{ukc19} 0.0.3&lt;/a&gt;: Datasets from the UK COVID-19 Outbreak&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=havel&quot;&gt;{havel} 0.1.2&lt;/a&gt;: Visualize and Tabulate ‘R’ Package Dependencies&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=waysign&quot;&gt;{waysign} 0.1.0&lt;/a&gt;: Multi-Purpose and High-Performance Routing&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=insetplot&quot;&gt;{insetplot} 1.3.0&lt;/a&gt;: Inset Plots for Spatial Data Visualization&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/12/18#dang_0.0.17&quot;&gt;dang 0.0.17: New Features, Plus Maintenance&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/12/17#rcpparmadillo_15.2.3-1&quot;&gt;RcppArmadillo 15.2.3-1 on CRAN: Upstream Update&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidyr&quot;&gt;{tidyr} 1.3.2&lt;/a&gt;: Tidy Messy Data - &lt;a href=&quot;https://diffify.com/R/tidyr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=knitr&quot;&gt;{knitr} 1.51&lt;/a&gt;: A General-Purpose Package for Dynamic Report Generation in R - &lt;a href=&quot;https://diffify.com/R/knitr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=futureverse&quot;&gt;{futureverse} 0.1.1&lt;/a&gt;: Install ‘Futureverse’ in One Go - &lt;a href=&quot;https://diffify.com/R/futureverse&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=e1071&quot;&gt;{e1071} 1.7-17&lt;/a&gt;: Misc Functions of the Department of Statistics, Probability
Theory Group (Formerly: E1071), TU Wien - &lt;a href=&quot;https://diffify.com/R/e1071&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=dbscan&quot;&gt;{dbscan} 1.2.4&lt;/a&gt;: Density-Based Spatial Clustering of Applications with Noise
(DBSCAN) and Related Algorithms - &lt;a href=&quot;https://diffify.com/R/dbscan&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=modeltime&quot;&gt;{modeltime} 1.3.3&lt;/a&gt;: The Tidymodels Extension for Time Series Modeling - &lt;a href=&quot;https://diffify.com/R/modeltime&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=PMwR&quot;&gt;{PMwR} 1.2-0&lt;/a&gt;: Portfolio Management with R - &lt;a href=&quot;https://diffify.com/R/PMwR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=fImport&quot;&gt;{fImport} 4052.89&lt;/a&gt;: Rmetrics - Importing Economic and Financial Data - &lt;a href=&quot;https://diffify.com/R/fImport&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=selectr&quot;&gt;{selectr} 0.5-1&lt;/a&gt;: Translate CSS Selectors to XPath Expressions - &lt;a href=&quot;https://diffify.com/R/selectr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=impectR&quot;&gt;{impectR} 2.5.3&lt;/a&gt;: Access Data from the ‘Impect’ API - &lt;a href=&quot;https://diffify.com/R/impectR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=nhlscraper&quot;&gt;{nhlscraper} 0.4.1&lt;/a&gt;: Scraper for National Hockey League Data - &lt;a href=&quot;https://diffify.com/R/nhlscraper&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggsci&quot;&gt;{ggsci} 4.2.0&lt;/a&gt;: Scientific Journal and Sci-Fi Themed Color Palettes for
‘ggplot2’ - &lt;a href=&quot;https://diffify.com/R/ggsci&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=mindr&quot;&gt;{mindr} 1.4.1&lt;/a&gt;: Generate Mind Maps - &lt;a href=&quot;https://diffify.com/R/mindr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ganttify&quot;&gt;{ganttify} 0.1.8&lt;/a&gt;: Create Interactive Gantt Charts with Work Breakdown Structure - &lt;a href=&quot;https://diffify.com/R/ganttify&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=aKlo6d0vHaw&quot;&gt;Advanced R, Chapter 17: Metaprogramming intro and big picture&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;shiny-apps&quot;&gt;Shiny Apps&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://statsandr.com/blog/associationexplorer-a-user-friendly-shiny-application-for-exploring-associations-and-visual-patterns/&quot;&gt;AssociationExplorer: A user-friendly shiny application for exploring associations and visual patterns&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-internationally&quot;&gt;R Internationally&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://japanr.connpass.com/event/374714/&quot;&gt;Japan R 2025&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://rjpusers.connpass.com/event/373551/&quot;&gt;R for Research Japan 2025&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:wga6sty4f4m54nnfdtjljczp/app.bsky.feed.post/3m74adnufsc2k&quot; data-bluesky-cid=&quot;bafyreicryiaymyhsodsbxa43x5v2gbgmospzq47h7tbj7fmtun5lfgpsh4&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;I&amp;#x27;ve always liked making bubbles in generative art 🫧🎨

#rtistry #ggplot2&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:wga6sty4f4m54nnfdtjljczp/post/3m74adnufsc2k?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Calle Börstell (&lt;a href=&quot;https://bsky.app/profile/did:plc:wga6sty4f4m54nnfdtjljczp?ref_src=embed&quot;&gt;@cborstell.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:wga6sty4f4m54nnfdtjljczp/post/3m74adnufsc2k?ref_src=embed&quot;&gt;December 4, 2025 at 4:54 AM&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://mastodon.social/@safest_integer/114329996541737881/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://mastodon.social/@safest_integer/114329996541737881&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @safest_integer@mastodon.social&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://mastodon.social/&quot; async=&quot;&quot; src=&quot;https://mastodon.social/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;twitter-tweet&quot;&gt;&lt;p lang=&quot;en&quot; dir=&quot;ltr&quot;&gt;This lo-res, firefly-ridden render of Brasil&amp;#39;s power transmission lines (osm and derived) took hours. Turns out even with Tyler&amp;#39;s amazing optimizations, I can still bring the rendering process to a crawl. To be fair, it&amp;#39;s over 150k lines. &lt;a href=&quot;https://twitter.com/hashtag/rayshader?src=hash&amp;amp;ref_src=twsrc%5Etfw&quot;&gt;#rayshader&lt;/a&gt; adventures, an &lt;a href=&quot;https://twitter.com/hashtag/rstats?src=hash&amp;amp;ref_src=twsrc%5Etfw&quot;&gt;#rstats&lt;/a&gt; tale &lt;a href=&quot;https://t.co/HPZsfNgN8T&quot;&gt;pic.twitter.com/HPZsfNgN8T&lt;/a&gt;&lt;/p&gt;&amp;mdash; terence (@researchremora) &lt;a href=&quot;https://twitter.com/researchremora/status/1993857157133951464?ref_src=twsrc%5Etfw&quot;&gt;November 27, 2025&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://platform.twitter.com/widgets.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:g45aloxzc3uipqonbokrcu5t/app.bsky.feed.post/3maelrehbz22y&quot; data-bluesky-cid=&quot;bafyreiceixgr4s5eo2hzw6nx7sqiuqwfu22tlkko6qijvjvb4g54wsiqau&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;R climbs back up into the top ten programming languages

https://flowingdata.com/2025/12/19/r-climbs-back-up-into-the-top-ten-programming-languages/

#rstats #datascience&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:g45aloxzc3uipqonbokrcu5t/post/3maelrehbz22y?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; The R Data Scientist (&lt;a href=&quot;https://bsky.app/profile/did:plc:g45aloxzc3uipqonbokrcu5t?ref_src=embed&quot;&gt;@rstats.blaze.email&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:g45aloxzc3uipqonbokrcu5t/post/3maelrehbz22y?ref_src=embed&quot;&gt;December 20, 2025 at 6:05 AM&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W51 data visualisation, assess usage of your package, mutagen</title>
   <link href="https://rweekly.org/2025-W51.html"/>
   <updated>2025-12-15T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W51</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://batool-almarzouq.netlify.app/&quot;&gt;Batool Almarzouq&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://nrennie.rbind.io/blog/year-in-data-viz-2025/&quot;&gt;My year in data visualisation&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/12/11/package-usage/&quot;&gt;How to Assess Usage of your Package&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://github.com/gvelasq/mutagen&quot;&gt;{mutagen} 0.5.0&lt;/a&gt;: Extensions to dplyr’s mutate&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/12/11/package-usage/&quot;&gt;How to Assess Usage of your Package&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/growing-an-r-community-in-a-shifting-tech-landscape-the-story-of-rladies-zurich/&quot;&gt;Growing an R Community in a Shifting Tech Landscape: The Story of R-Ladies Zurich&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://nrennie.rbind.io/blog/year-in-data-viz-2025/&quot;&gt;My year in data visualisation&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img width=&quot;593&quot; height=&quot;595&quot; alt=&quot;Screenshot 2025-12-15 at 22 26 37&quot; src=&quot;https://github.com/user-attachments/assets/9f1d3ac2-7e88-49de-92c8-3a1d57d50c5a&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/12/11#056_r-ci_with_r-devel&quot;&gt;Running r-ci with R-devel&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/bridging-gaps-and-breaking-barriers-a-year-of-r-innovation-with-the-china-pharmarug/&quot;&gt;Bridging Gaps and Breaking Barriers: A Year of R Innovation with the China PharmaRUG&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/expanded-fda-ectd-file-format-support-for-r-packages/&quot;&gt;Expanded FDA eCTD File Format Support for R Packages — A Milestone Achieved Through Industry–FDA Collaboration&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://jmbh.github.io//ClimateReportingGermany/&quot;&gt;New Preprint: Mapping Climate Change Coverage: Causes, Consequences, and Solutions in German News Media, 2010–2024&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.zeileis.org/news/undebunking/&quot;&gt;Un-debunking the GAMLSS myth&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/r-llm-evaluation-03/&quot;&gt;Which LLM writes the best R code?&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/jumping-rivers-webinar-shiny-accessibility/&quot;&gt;Make Your Shiny Apps Accessible to Everyone – Free Jumping Rivers Webinar!&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jakubnowosad.com/posts/2025-12-15-agforum-talk/&quot;&gt;Elephant(s) in the room: Graph neural networks, embeddings, and foundation models in spatial data science&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img width=&quot;814&quot; height=&quot;459&quot; alt=&quot;Screenshot 2025-12-15 at 22 27 44&quot; src=&quot;https://github.com/user-attachments/assets/b67a0c0d-1391-497f-95d3-8e306f775f74&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://thierrymoudiki.github.io/blog/2025/12/11/r/Counterfactual-Scenario-Analysis-with-ridge2f&quot;&gt;Counterfactual Scenario Analysis with ahead::ridge2f&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://thierrymoudiki.github.io/blog/2025/12/07/r/forecasting/ARIMA-Pricing&quot;&gt;ARIMA-Black-Scholes: Semi-Parametric Market price of risk for Risk-Neutral Pricing (code + preprint)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rworks.dev/posts/roc-and-differential-geometry/&quot;&gt;Smoothed ROC Curves, Calculus and Curvature&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img width=&quot;703&quot; height=&quot;487&quot; alt=&quot;Screenshot 2025-12-15 at 22 19 16&quot; src=&quot;https://github.com/user-attachments/assets/50eb2f44-f5ff-4ff5-8562-43bae42b6d64&quot; /&gt;&lt;/p&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://CRAN.R-project.org/package=convergenceDFM&quot;&gt;convergenceDFM&lt;/a&gt; - Tools for diagnosing convergence in Dynamic Factor Models (DFM). (&lt;a href=&quot;https://github.com/IsadoreNabi/convergenceDFM/wiki&quot;&gt;GitHub&lt;/a&gt;). This library evaluates variable convergence by integrating DFM with Factor Ornstein-Uhlenbeck linear processes.&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://github.com/isadorenabi/valueprhr&quot;&gt;valueprhr&lt;/a&gt; - A comprehensive econometric toolkit for analyzing the empirical relationship between direct prices (labor values), prices of production, and market prices. (&lt;a href=&quot;https://github.com/isadorenabi/valueprhr&quot;&gt;GitHub&lt;/a&gt;)&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://CRAN.R-project.org/package=topologyR&quot;&gt;topologyR&lt;/a&gt; - Topological Connectivity Analysis for Numeric Data. (&lt;a href=&quot;https://github.com/IsadoreNabi/topologyR/wiki&quot;&gt;GitHub&lt;/a&gt;). Implements topological data analysis methods based on graph-theoretic approaches to discover structures in numerical data.&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/EconCausal/index.html&quot;&gt;EconCausal&lt;/a&gt; - Causal Analysis for Macroeconomic Time Series. (&lt;a href=&quot;https://github.com/IsadoreNabi/EconCausal/wiki&quot;&gt;GitHub&lt;/a&gt;). A comprehensive suite for causal inference emphasizing temporal stability validation.&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/BayesianDisaggregation/index.html&quot;&gt;BayesianDisaggregation&lt;/a&gt; - Bayesian Methods for Economic Data Disaggregation. (&lt;a href=&quot;https://github.com/IsadoreNabi/BayesianDisaggregation/wiki&quot;&gt;GitHub&lt;/a&gt;). This package provides a framework for relating information at incompatible levels of granularity (e.g., disaggregating national indices to sectors) using uncertain proxies.&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=yaml12&quot;&gt;{yaml12} 0.1.0&lt;/a&gt;: Fast ‘YAML’ 1.2 Parser and Formatter&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=AdaptiveBoxplot&quot;&gt;{AdaptiveBoxplot} 0.1.1&lt;/a&gt;: FDR(BH) Boxplot and FWER(Holm) Boxplot&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=aNCA&quot;&gt;{aNCA} 0.1.0&lt;/a&gt;: (Pre-)Clinical NCA in a Dynamic Shiny App&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=distplyr&quot;&gt;{distplyr} 0.2.0&lt;/a&gt;: Manipulate and Combine Probability Distributions&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=charisma&quot;&gt;{charisma} 1.0.0&lt;/a&gt;: Reproducible Color Characterization of Digital Images for
Biological Studies&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;GitHub or Bitbucket&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://github.com/gvelasq/mutagen&quot;&gt;{mutagen} 0.5.0&lt;/a&gt;: Extensions to dplyr’s mutate&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://github.com/ddotta/quartify&quot;&gt;{quartify}&lt;/a&gt; - R package that automatically converts R scripts into Quarto markdown documents and can directly render them to HTML. It also integrates lintr and styler for code quality, and provides a web app to test and preview the conversion in your browser.&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://github.com/gvelasq/tidytab&quot;&gt;{tidytab} 0.2.0&lt;/a&gt;: Create tidyverse-friendly tables of frequencies&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=qol&quot;&gt;{qol} 1.1.1&lt;/a&gt;: Powerful ‘SAS’ Inspired Concepts for more Efficient Bigger Outputs - &lt;a href=&quot;https://diffify.com/R/qol&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=vetiver&quot;&gt;{vetiver} 0.2.7&lt;/a&gt;: Version, Share, Deploy, and Monitor Models - &lt;a href=&quot;https://diffify.com/R/vetiver&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidypredict&quot;&gt;{tidypredict} 1.0.1&lt;/a&gt;: Run Predictions Inside the Database - &lt;a href=&quot;https://diffify.com/R/tidypredict&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=rde&quot;&gt;{rde} 0.1.1&lt;/a&gt;: Reproducible Data Embedding - &lt;a href=&quot;https://diffify.com/R/rde&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=plumber&quot;&gt;{plumber} 1.3.1&lt;/a&gt;: An API Generator for R - &lt;a href=&quot;https://diffify.com/R/plumber&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=pubchem.bio&quot;&gt;{pubchem.bio} 1.0.3&lt;/a&gt;: Biologically Informed Metabolomic Libraries from ‘PubChem’ - &lt;a href=&quot;https://diffify.com/R/pubchem.bio&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=maptiles&quot;&gt;{maptiles} 0.11.0&lt;/a&gt;: Download and Display Map Tiles - &lt;a href=&quot;https://diffify.com/R/maptiles&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=Bchron&quot;&gt;{Bchron} 4.7.8&lt;/a&gt;: Age-Depth Radiocarbon Modelling - &lt;a href=&quot;https://diffify.com/R/Bchron&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=SeuratObject&quot;&gt;{SeuratObject} 5.3.0&lt;/a&gt;: Data Structures for Single Cell Data - &lt;a href=&quot;https://diffify.com/R/SeuratObject&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=geoflow&quot;&gt;{geoflow} 1.1.0&lt;/a&gt;: Orchestrate Geospatial (Meta)Data Management Workflows and Manage FAIR Services - &lt;a href=&quot;https://diffify.com/R/geoflow&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://mastodon.social/@aRtsy_package/115699428591691098/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://mastodon.social/@aRtsy_package/115699428591691098&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @aRtsy_package@mastodon.social&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://mastodon.social/&quot; async=&quot;&quot; src=&quot;https://mastodon.social/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;p&gt;&lt;img width=&quot;592&quot; height=&quot;534&quot; alt=&quot;Screenshot 2025-12-15 at 22 14 12&quot; src=&quot;https://github.com/user-attachments/assets/75beda71-59b2-4fc9-8fcf-931040f15878&quot; /&gt;&lt;/p&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:wvmvjmwdooynkpxdwlghnvq6/app.bsky.feed.post/3m7mj3nbkgk2b&quot; data-bluesky-cid=&quot;bafyreidcmtvgymilgtydsp3mhowwdth3c4uvdu25pd2ukxli3hha2fsm4q&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;I am still and always  
After so many and so many years  
That child who pulls on a string  
In pursuit of the wind…  
Philippe Soupault  

Love Is In The Air (Flower Thrower) - Banksy 2013&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:wvmvjmwdooynkpxdwlghnvq6/post/3m7mj3nbkgk2b?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; TRAstonDrs (&lt;a href=&quot;https://bsky.app/profile/did:plc:wvmvjmwdooynkpxdwlghnvq6?ref_src=embed&quot;&gt;@castltrastondrs.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:wvmvjmwdooynkpxdwlghnvq6/post/3m7mj3nbkgk2b?ref_src=embed&quot;&gt;December 10, 2025 at 7:13 AM&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W50 New AI Newsletter, Test Set on Youtube, Haskell for Data Science</title>
   <link href="https://rweekly.org/2025-W50.html"/>
   <updated>2025-12-08T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W50</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://github.com/parmsam&quot;&gt;Sam Parmar&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/2025-12-05-ai-newsletter/&quot;&gt;2025-12-05 AI Newsletter&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/the-test-set-now-on-youtube/&quot;&gt;The Test Set: Now on YouTube + a look at what’s next&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jcarroll.com.au/2025/12/05/haskell-is-a-great-language-for-data-science/&quot;&gt;Haskell IS a Great Language for Data Science&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://simon-smart88.github.io/forest_plot_blog/forest_blog.html&quot;&gt;Seeing the forest for the lines - Scaling complex base plots in Shiny&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/weekly-recap-december-4-2025&quot;&gt;Weekly Recap (December 4, 2025)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/bookdown-org-sunset/&quot;&gt;bookdown.org Hosting Service Sunset&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/2025-12-05-ai-newsletter/&quot;&gt;2025-12-05 AI Newsletter&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2025/W50/PST-Blog-AI-Newsletter-v2_600.jpg&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.jottr.org/2025/12/03/future.p2p-latinr2025-slides/&quot;&gt;LatinR 2025: future.p2p: Peer-to-Peer Compute Clusters in R&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2025/W50/BengtssonH_20251203-LatinR2025_slide1_600.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://freerangestats.info/blog/2025/12/04/pacific-net-migration&quot;&gt;Net migration in Pacific island countries by @ellis2013nz&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://freerangestats.info/blog/2025/11/30/pacific-population&quot;&gt;Visual summaries of population in Pacific islands by @ellis2013nz&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jakubnowosad.com/posts/2025-12-01-rome-talk/&quot;&gt;R for Geospatial Predictive Mapping: Takeaways from the Talk&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.appsilon.com/post/building-a-clinical-dashboard-prototype-in-2-days-an-ai-assisted-development-workflow&quot;&gt;Building a Clinical Dashboard Prototype in 2 Days: An AI-Assisted Development Workflow&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.rostrum.blog/posts/2025-11-30-turn-tables/index.html&quot;&gt;How the tables turned&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/introducing-the-posit-connect-gallery/&quot;&gt;Introducing the Posit Connect Gallery: Essential Extensions for Managing Long-Lived Content&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jcarroll.com.au/2025/12/05/haskell-is-a-great-language-for-data-science/&quot;&gt;Haskell IS a Great Language for Data Science&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jmsallan.netlify.app/blog/nightlife-of-barcelona-neighborhoods/&quot;&gt;Nightlife of Barcelona Neighborhoods&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://r-consortium.org/posts/r-consortium-announces-jd-long-as-keynote-speaker-for-rsk-2026/&quot;&gt;R Consortium announces JD Long as keynote speaker for R!sk 2026&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-organizations&quot;&gt;R in Organizations&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/11/28/news-november-2025/&quot;&gt;rOpenSci News Digest, November 2025&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/posit-open-source-pledge-2025/&quot;&gt;Posit’s progress and renewed commitment to the Open Source Pledge&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;http://jmbh.github.io//VARModelChecking/&quot;&gt;New Preprint: Model Checking for Vector Autoregressive Models&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r.iresmi.net/posts/2025/oil_spill/&quot;&gt;Oil spill&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r.iresmi.net/posts/2025/boundaries/&quot;&gt;Wealth boundaries&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r.iresmi.net/posts/2025/railways/&quot;&gt;Railways&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r.iresmi.net/posts/2025/toponymy/&quot;&gt;Toponymy&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.spsanderson.com/steveondata/posts/2025-12-01/&quot;&gt;How to Remove Column Names in R: Complete Guide to unname() and Alternative Methods&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://rworks.dev/posts/october-2025-top-40-new-cran-packages/&quot;&gt;October 2025 Top 40 New CRAN Packages&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/12/02#duckdb-mlpack_0.0.5&quot;&gt;duckdb-mlpack 0.0.5: Added kmeans, version helpers, documentation&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rcarto.github.io/posts/maplegend_v0.4.0/&quot;&gt;New release of maplegend: version 0.4.0&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/the-test-set-now-on-youtube/&quot;&gt;The Test Set: Now on YouTube + a look at what’s next&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2025/W50/PST-Blog-TheTestSet-C_600.jpg&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;h3 id=&quot;r-internationally&quot;&gt;R Internationally&lt;/h3&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/a-first-for-pakistan-karachi-r-user-group-builds-r-ecosstem-from-scratch/&quot;&gt;A First for Pakistan: Karachi R User Group Builds R Ecosystem from Scratch&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/connecting-pharma-students-and-r-ronak-shah-on-strengthening-pune-r-ecosystem/&quot;&gt;Connecting Pharma, Students, and R: Ronak Shah on Strengthening the Pune R Ecosystem&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;p&gt;Updates from the &lt;a href=&quot;https://contributor.r-project.org/working-group&quot;&gt;R Contribution Working Group (RCWG)&lt;/a&gt;:&lt;/p&gt;
&lt;ul&gt;
  &lt;li&gt;R Contributor Office Hours, Thursday December 11: &lt;a href=&quot;https://www.meetup.com/r-contributors/events/311344152/&quot;&gt;10:00-11:00 UTC (EMEA)&lt;/a&gt; or &lt;a href=&quot;https://www.meetup.com/r-contributors/events/311344204/&quot;&gt;12:00-13:00 PST (AMER)&lt;/a&gt;, or Friday December 12: &lt;a href=&quot;https://www.meetup.com/r-contributors/events/311344211/&quot;&gt;15:00-16:00 UTC+13 (APAC)&lt;/a&gt;. R core developer Paul Murrell will be joining the AMER and APAC office hours.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://pretix.eu/r-contributors/r-dev-day-nz-25/&quot;&gt;R Dev Day @ New Zealand 2025, Auckland or Online&lt;/a&gt;. Stream 1, NZ / Americas: 09:00-12:00 UTC+13. Stream 2, NZ / Asia-Pacific: 15:00-18:00 UTC+13. Deadline end of day Monday December 8, 2025, anywhere on earth.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/jr-training-2026-r-python-bayesian-statistics-machine-learning/&quot;&gt;Start 2026 Ahead of the Curve: Boost Your Career with Jumping Rivers Training&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;datasets&quot;&gt;Datasets&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;http://jmbh.github.io//OpenESM/&quot;&gt;Introducing openESM: A database of openly available experience sampling datasets including R/Python interface&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://fosstodon.org/@tylermorganwall/115682236397871950/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://fosstodon.org/@tylermorganwall/115682236397871950&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @tylermorganwall@fosstodon.org&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://fosstodon.org/&quot; async=&quot;&quot; src=&quot;https://fosstodon.org/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://fosstodon.org/@jonthegeek/115684249406613223/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://fosstodon.org/@jonthegeek/115684249406613223&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @jonthegeek@fosstodon.org&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://fosstodon.org/&quot; async=&quot;&quot; src=&quot;https://fosstodon.org/embed.js&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W49 Custom GPS, testing, Tribal Councils</title>
   <link href="https://rweekly.org/2025-W49.html"/>
   <updated>2025-12-01T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W49</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://colinfay.me&quot;&gt;Colin Fay&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://nrennie.rbind.io/blog/gps-route-map-r/&quot;&gt;Create custom GPS route maps in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://mirai-solutions.ch/news/2025/11/25/runit-testthat-ai/&quot;&gt;From RUnit to testthat with Coding Agent Support&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://gradientdescending.com/does-winning-back-to-back-individual-immunity-challenges-decrease-your-chances-of-surviving-the-next-tribal-councils/&quot;&gt;Does winning back-to-back individual immunity challenges decrease your chances of surviving the next Tribal Councils?&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/nlmixr2-is-becoming-an-r-consortium-working-group/&quot;&gt;nlmixr2 is Becoming an R Consortium Working Group&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/from-the-adas-utils-package-to-r-trento-paolo-bosetti-on-building-tools-and-community/&quot;&gt;From the adas.utils Package to R-Trento: Paolo Bosetti on Building Tools and Community&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/11/25/translation-devguide-pt/&quot;&gt;Translating the rOpenSci Dev Guide into Portuguese: Collaboration, Community, Challenges, and Impact&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/expanding-the-reach-of-r-across-clevelands-data-and-tech-community/&quot;&gt;Expanding the Reach of R Across Cleveland’s Data and Tech Community&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://gradientdescending.com/does-winning-back-to-back-individual-immunity-challenges-decrease-your-chances-of-surviving-the-next-tribal-councils/&quot;&gt;Does winning back-to-back individual immunity challenges decrease your chances of surviving the next Tribal Councils?&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;div align=&quot;center&quot;&gt;
  &lt;img src=&quot;https://gradientdescending.com/wp-content/uploads/2025/11/image-1536x1028.png&quot; width=&quot;500px&quot; /&gt;
&lt;/div&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://mirai-solutions.ch/news/2025/11/25/runit-testthat-ai/&quot;&gt;From RUnit to testthat with Coding Agent Support&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://nrennie.rbind.io/blog/gps-route-map-r/&quot;&gt;Create custom GPS route maps in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;div align=&quot;center&quot;&gt;
  &lt;img src=&quot;https://nrennie.rbind.io/blog/gps-route-map-r/index_files/figure-html/unnamed-chunk-19-1.png&quot; width=&quot;500px&quot; /&gt;
&lt;/div&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/blog/positron-migration-guides/&quot;&gt;Guides for migrating to Positron&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=gdalraster&quot;&gt;{gdalraster} 2.3.0&lt;/a&gt;: API bindings to GDAL (Geospatial Data Abstraction Library) - &lt;a href=&quot;https://diffify.com/R/gdalraster&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/11/26#tidycpp_0.0.8&quot;&gt;tidyCpp 0.0.8 on CRAN: Maintenance&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/11/24#rcppquantuccia_0.1.3&quot;&gt;RcppQuantuccia 0.1.3 on CRAN: Micro Maintenance&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/11/22#rcpparmadillo_15.2.2-1&quot;&gt;RcppArmadillo 15.2.2-1 on CRAN: Upstream Update, OpenMP Updates&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;30daymapchallenge&quot;&gt;30daymapchallenge&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://r.iresmi.net/posts/2025/boundaries/&quot;&gt;Wealth boundaries&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;div align=&quot;center&quot;&gt;
  &lt;img src=&quot;https://r.iresmi.net/posts/2025/boundaries/index_files/figure-html/fig-map-1.png&quot; width=&quot;500px&quot; /&gt;
&lt;/div&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r.iresmi.net/posts/2025/railways/&quot;&gt;Railways&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r.iresmi.net/posts/2025/toponymy/&quot;&gt;Toponymy&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W48 Multi-agents, linter, rbranding</title>
   <link href="https://rweekly.org/2025-W48.html"/>
   <updated>2025-11-24T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W48</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://bsky.app/profile/rpodcast.bsky.social&quot;&gt;Eric Nantz&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/mini007-a-lightweight-framework-for-multi-agent-orchestration-in-r/&quot;&gt;mini007 - A Lightweight Framework for Multi-Agent Orchestration in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.etiennebacher.com/posts/2025-11-20-introducing-jarl/&quot;&gt;Jarl: just another R linter&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=rbranding&quot;&gt;{rbranding} 0.1.0&lt;/a&gt;: Manage Branding and Accessibility of R Projects&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://hughjonesd.github.io/why-I-wrote-Rmlx.html&quot;&gt;Why I wrote Rmlx&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rhian.rbind.io/posts/2025-10-31_r-dev-day/&quot;&gt;My First Contribution to base R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.etiennebacher.com/posts/2025-11-20-introducing-jarl/&quot;&gt;Jarl: just another R linter&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/2025-11-21-ai-newsletter/&quot;&gt;2025-11-21 AI Newsletter&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/trust-llm-tools/&quot;&gt;Privacy and AI Assistants&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://r.iresmi.net/posts/2025/acidification/&quot;&gt;Acidification&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-organizations&quot;&gt;R in Organizations&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://r-consortium.org/posts/mini007-a-lightweight-framework-for-multi-agent-orchestration-in-r/&quot;&gt;mini007 - A Lightweight Framework for Multi-Agent Orchestration in R&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.kenkoonwong.com/blog/tmle/&quot;&gt;Bias, Variance, and Doubly Robust Estimation: Testing The Promise of TMLE in Simulated Data&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/labels-for-clear-feedback-in-peer-review&quot;&gt;Labels for Clear Feedback in Peer Review&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://tigertang.org/sparkler/&quot;&gt;Sparkle &amp;amp; Atmosphere: Bringing Your R Dashboards to Life&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2025/W48/sparkler-demo-s.gif&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-posts.com/talib-candlestick-pattern-recognition-in-r/&quot;&gt;{talib}: Candlestick Pattern Recognition in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://tomsing1.github.io/blog/posts/slurm_docker_cluster/&quot;&gt;Setting up a local HPC cluster with SLURM for testing &amp;amp; learning&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.spsanderson.com/steveondata/posts/2025-11-17/&quot;&gt;For-Loop with Range in R: A Complete Guide with Practical Examples&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/11/19#055_more_frequent_r2u&quot;&gt;#055: More Frequent r2u Updates&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/introducing-geodl-an-r-package-for-geospatial-semantic-segmentation/&quot;&gt;Introducing {geodl}: An R package for geospatial semantic segmentation&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/jarl-just-another-r-linter/&quot;&gt;Jarl: just another R linter&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=rbranding&quot;&gt;{rbranding} 0.1.0&lt;/a&gt;: Manage Branding and Accessibility of R Projects&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=igfetchr&quot;&gt;{igfetchr} 0.1.0&lt;/a&gt;: Access the ‘IG Trading REST API’&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=RastaRocket&quot;&gt;{RastaRocket} 1.0.0&lt;/a&gt;: Rocket-Fast Clinical Research Reporting&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=econdatasets&quot;&gt;{econdatasets} 0.1.0&lt;/a&gt;: Easily Download ‘EconDataverse’ Datasets&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=evolution&quot;&gt;{evolution} 0.0.1&lt;/a&gt;: A Client for ‘Evolution Cloud API’&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=fairGATE&quot;&gt;{fairGATE} 0.1.0&lt;/a&gt;: Fair Gated Algorithm for Targeted Equity&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=privacyR&quot;&gt;{privacyR} 1.0.0&lt;/a&gt;: Privacy-Preserving Data Anonymization&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=nycOpenData&quot;&gt;{nycOpenData} 0.1.2&lt;/a&gt;: Convenient Access to NYC Open Data API Endpoints&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;GitHub or Bitbucket&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://github.com/serkor1/ta-lib-R&quot;&gt;{talib}&lt;/a&gt;: An Interface to TA-Lib for Technical Analysis and Candlestick Pattern Recognition in R&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://github.com/CodingTigerTang/sparkler&quot;&gt;{sparkler}&lt;/a&gt;: Lightweight visual engines for confetti, fireworks, and atmospheric weather in Shiny and RMarkdown.&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=qol&quot;&gt;{qol} 1.1.0&lt;/a&gt;: Powerful ‘SAS’ Inspired Concepts for more Efficient Bigger Outputs - &lt;a href=&quot;https://diffify.com/R/qol&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/11/19#digest_0.6.39&quot;&gt;digest 0.6.39 on CRAN: Micro Update&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jrwinget.com/blog/2025-11-20_databases-meet-decisions/&quot;&gt;{bidux} v0.3.3: Where Databases Meet Quick Decisions&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=bp&quot;&gt;{bp} 2.1.1&lt;/a&gt;: Blood Pressure Analysis in R - &lt;a href=&quot;https://diffify.com/R/bp&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ProTrackR2&quot;&gt;{ProTrackR2} 0.1.1&lt;/a&gt;: Manipulate and Play ‘ProTracker’ Modules - &lt;a href=&quot;https://diffify.com/R/ProTrackR2&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=RTLknitr&quot;&gt;{RTLknitr} 1.1.1&lt;/a&gt;: Right to Left Dynamic Documents Using ‘knitr’ - &lt;a href=&quot;https://diffify.com/R/RTLknitr&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=utility&quot;&gt;{utility} 1.4.7&lt;/a&gt;: Construct, Evaluate and Plot Value and Utility Functions - &lt;a href=&quot;https://diffify.com/R/utility&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=simtrial&quot;&gt;{simtrial} 1.0.2&lt;/a&gt;: Clinical Trial Simulation - &lt;a href=&quot;https://diffify.com/R/simtrial&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=qs2&quot;&gt;{qs2} 0.1.6&lt;/a&gt;: Efficient Serialization of R Objects - &lt;a href=&quot;https://diffify.com/R/qs2&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=shinychat&quot;&gt;{shinychat} 0.3.0&lt;/a&gt;: Chat UI Component for ‘shiny’ - &lt;a href=&quot;https://diffify.com/R/shinychat&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=deeptime&quot;&gt;{deeptime} 2.3.0&lt;/a&gt;: Plotting Tools for Anyone Working in Deep Time - &lt;a href=&quot;https://diffify.com/R/deeptime&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2025/W48/example_points_range-resized.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=gsDesign2&quot;&gt;{gsDesign2} 1.1.7&lt;/a&gt;: Group Sequential Design with Non-Constant Effect - &lt;a href=&quot;https://diffify.com/R/gsDesign2&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=geoarrow&quot;&gt;{geoarrow} 0.4.1&lt;/a&gt;: Extension Types for Spatial Data for Use with ‘Arrow’ - &lt;a href=&quot;https://diffify.com/R/geoarrow&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=xkcd&quot;&gt;{xkcd} 0.1.0&lt;/a&gt;: Plotting ‘ggplot2’ Graphics in an ‘XKCD’ Style - &lt;a href=&quot;https://diffify.com/R/xkcd&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2025/W48/mommy_plot-resized.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=bidux&quot;&gt;{bidux} 0.3.3&lt;/a&gt;: Behavioral Insight Design: A Toolkit for Integrating Behavioral
Science in UI/UX Design - &lt;a href=&quot;https://diffify.com/R/bidux&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=adbcsqlite&quot;&gt;{adbcsqlite} 0.21.0&lt;/a&gt;: ‘Arrow’ Database Connectivity (‘ADBC’) ‘SQLite’ Driver - &lt;a href=&quot;https://diffify.com/R/adbcsqlite&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=adbcpostgresql&quot;&gt;{adbcpostgresql} 0.21.0&lt;/a&gt;: ‘Arrow’ Database Connectivity (‘ADBC’) ‘PostgreSQL’ Driver - &lt;a href=&quot;https://diffify.com/R/adbcpostgresql&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=qtl&quot;&gt;{qtl} 1.72&lt;/a&gt;: Tools for Analyzing QTL Experiments - &lt;a href=&quot;https://diffify.com/R/qtl&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=nhdplusTools&quot;&gt;{nhdplusTools} 1.4.0&lt;/a&gt;: NHDPlus Tools - &lt;a href=&quot;https://diffify.com/R/nhdplusTools&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=DrugUtilisation&quot;&gt;{DrugUtilisation} 1.0.5&lt;/a&gt;: Summarise Patient-Level Drug Utilisation in Data Mapped to the OMOP Common Data Model - &lt;a href=&quot;https://diffify.com/R/DrugUtilisation&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2025/W48/unnamed-chunk-23-1-resized.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=collapse&quot;&gt;{collapse} 2.1.5&lt;/a&gt;: Advanced and Fast Data Transformation - &lt;a href=&quot;https://diffify.com/R/collapse&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=cardinalR&quot;&gt;{cardinalR} 1.0.1&lt;/a&gt;: Collection of Data Structures - &lt;a href=&quot;https://diffify.com/R/cardinalR&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=autodb&quot;&gt;{autodb} 3.2.4&lt;/a&gt;: Automatic Database Normalisation for Data Frames - &lt;a href=&quot;https://diffify.com/R/autodb&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=teal&quot;&gt;{teal} 1.1.0&lt;/a&gt;: Exploratory Web Apps for Analyzing Clinical Trials Data - &lt;a href=&quot;https://diffify.com/R/teal&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=dipsaus&quot;&gt;{dipsaus} 0.3.2&lt;/a&gt;: A Dipping Sauce for Data Analysis and Visualizations - &lt;a href=&quot;https://diffify.com/R/dipsaus&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=craiBTTCeWk&quot;&gt;How to Make High-Quality PDFs with Quarto and Typst&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;shiny-apps&quot;&gt;Shiny Apps&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://tigertang.shinyapps.io/sparkler/&quot;&gt;Sparkler Package Demo&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/what-is-figma/&quot;&gt;Should I Use Figma Design for Dashboard Prototyping?&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/ai-in-production-2026/&quot;&gt;Announcing AI in Production 2026: A New Conference for AI and ML Practitioners&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://rainbowr.org/&quot;&gt;rainbowR&lt;/a&gt; call for &lt;a href=&quot;https://conference.rainbowr.org/abstracts.html&quot;&gt;abstracts&lt;/a&gt; is open. Closing December 1st&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/jumping-rivers-webinar-ml/&quot;&gt;Elevate Your Skills and Boost Your Career – Free Jumping Rivers Webinar on 20th November!&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://mastodon.social/@aRtsy_package/115569191671134773/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://mastodon.social/@aRtsy_package/115569191671134773&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @aRtsy_package@mastodon.social&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://mastodon.social/&quot; async=&quot;&quot; src=&quot;https://mastodon.social/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://ecoevo.social/@noamross/115584474542114170/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://ecoevo.social/@noamross/115584474542114170&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @noamross@ecoevo.social&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://ecoevo.social/&quot; async=&quot;&quot; src=&quot;https://ecoevo.social/embed.js&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:3wyk2dauf3erga7cyaknufjy/app.bsky.feed.post/3m65jmllkts2r&quot; data-bluesky-cid=&quot;bafyreig32bfqd6ngkzimcgs5oczoneh4ecmgs7nvzrfdvgqbpj6xmnqbvi&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;Happy Non-denominational Winter Holiday.  #rstats #holidays #fashion #velvet&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:3wyk2dauf3erga7cyaknufjy/post/3m65jmllkts2r?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; @statsinthewild (&lt;a href=&quot;https://bsky.app/profile/did:plc:3wyk2dauf3erga7cyaknufjy?ref_src=embed&quot;&gt;@statsinthewild.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:3wyk2dauf3erga7cyaknufjy/post/3m65jmllkts2r?ref_src=embed&quot;&gt;November 21, 2025 at 9:47 AM&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W47 Plots, Tables, Pipes</title>
   <link href="https://rweekly.org/2025-W47.html"/>
   <updated>2025-11-17T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W47</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://fosstodon.org/@jonocarroll&quot;&gt;Jonathan Carroll&lt;/a&gt;, with help from the RWeekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/introducing-bluffbench/&quot;&gt;When plotting, LLMs see what they expect to see&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/2025-table-contest-winners/&quot;&gt;Winners of the 2025 Table Contest&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://joshuamarie.github.io/joshuamarie/posts/05-pipes/&quot;&gt;How much do you know about pipes?&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://joshuamarie.github.io/joshuamarie/posts/05-pipes/&quot;&gt;How much do you know about pipes?&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://tjmahr.github.io/readtextgrid-cpp-llms/&quot;&gt;readtextgrid now uses C++ (and ChatGPT helped)&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://tomaztsql.wordpress.com/2025/11/10/little-useless-useful-r-functions-finding-substrings-in-number-pi/&quot;&gt;Little useless-useful R functions – Finding substrings in number Pi&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;http://eringrand.github.io/clean-data/&quot;&gt;Best Practices for Cleaning Data in R&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://datawookie.dev/blog/2025/11/evaluating-a-new-job-market-data-feed/&quot;&gt;Evaluating a New Job Market Data Feed&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/blog/introducing-bluffbench/&quot;&gt;When plotting, LLMs see what they expect to see&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/blog/2025-table-contest-winners/&quot;&gt;Winners of the 2025 Table Contest&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2025/W47/gt_600.jpg&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://dosull.github.io/posts/2025-11-14-gia-chapter-2A-spatial-autocorrelation/&quot;&gt;Spatial autocorrelation: what’s the problem?&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://nsaunders.wordpress.com/2025/11/12/using-r-anomalize-to-identify-delays-in-games-of-australian-rules-football/&quot;&gt;Using R/anomalize to identify delays in games of Australian Rules football&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://r.iresmi.net/posts/2025/rainfall/&quot;&gt;Rainfall&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://r.iresmi.net/posts/2025/minimal_roman/&quot;&gt;Minimal roman&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://r.iresmi.net/posts/2025/2125/&quot;&gt;2125&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://r.iresmi.net/posts/2025/10_minutes/&quot;&gt;10 minutes&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://blog.genesmindsmachines.com/p/python-is-not-a-great-language-for&quot;&gt;Python is not a great language for data science. Part 1: The experience&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://freerangestats.info/blog/2025/11/09/null-p-values&quot;&gt;Distribution of p-values under the null hypothesis for discrete data&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://rworks.dev/posts/HortonROCpost/&quot;&gt;ROC Curves in Two Lines of Code&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://r-consortium.org/posts/rplusai-use-rag-from-your-database-to-gain-insights-into-the-r-consortium2&quot;&gt;R+AI: Use RAG from your database to gain insights into the R Consortium&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://yohann-data.fr/posts/pkg_dev_python_episode2/&quot;&gt;Python package development for R developers Part 2&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=toon&quot;&gt;{toon} 0.0.1&lt;/a&gt;: Token-Oriented Object Notation (TOON)&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=trendseries&quot;&gt;{trendseries} 1.1.0&lt;/a&gt;: Extract Trends from Time Series&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=deepspat&quot;&gt;{deepspat} 0.3.0&lt;/a&gt;: Deep Compositional Spatial Models&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidysynthesis&quot;&gt;{tidysynthesis} 0.1.2&lt;/a&gt;: A Common API for Synthesizing Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ISCAM&quot;&gt;{ISCAM} 1.0.0&lt;/a&gt;: Companion to the Book “Investigating Statistical Concepts, Applications, and Methods”&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=DIVINE&quot;&gt;{DIVINE} 0.1.0&lt;/a&gt;: Curated Datasets and Tools for Epidemiological Data Analysis&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=Capsule&quot;&gt;{Capsule} 0.2.0&lt;/a&gt;: Comprehensive Reproducibility Framework for R and Bioinformatics Analysis&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=hdf5lib&quot;&gt;{hdf5lib} 1.14.6.4&lt;/a&gt;: Headers and Static Libraries for ‘HDF5’&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tsg&quot;&gt;{tsg} 0.1.0&lt;/a&gt;: Generate Publication-Ready Statistical Tables&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=shinyOAuth&quot;&gt;{shinyOAuth} 0.1.3&lt;/a&gt;: Provider-Agnostic OAuth Authentication for ‘shiny’ Applications&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=shinyfa&quot;&gt;{shinyfa} 0.0.1&lt;/a&gt;: Analyze the File Contents of ‘shiny’ Directories&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=funviewR&quot;&gt;{funviewR} 0.1.0&lt;/a&gt;: Visualize Function Call Dependencies in R Source Code&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;GitHub or Bitbucket&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://hughjonesd.github.io/RmlxStats&quot;&gt;{RmlxStats}&lt;/a&gt; - Statistical modelling front-ends that run on Apple GPU hardware via the Rmlx array library.&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.simonpcouch.com/blog/2025-11-11-sidekick/&quot;&gt;side::kick(), a coding agent for RStudio&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/gvelasq/mutagen&quot;&gt;{mutagen} 0.4.0&lt;/a&gt;: Extensions to dplyr’s mutate&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/11/12#digest_0.6.38&quot;&gt;digest 0.6.38 on CRAN: Several Updates&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/11/11#duckdb-mlpack_0.0.4&quot;&gt;duckdb-mlpack 0.0.4: Added random forest and logistic regression&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://tidyverse.org/blog/2025/11/testthat-3-3-0/&quot;&gt;thatthat 0.3.0&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=testthat&quot;&gt;{testthat} 3.3.0&lt;/a&gt;: Unit Testing for R - &lt;a href=&quot;https://diffify.com/R/testthat&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=testdat&quot;&gt;{testdat} 0.4.4&lt;/a&gt;: Data Unit Testing for R - &lt;a href=&quot;https://diffify.com/R/testdat&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=plotrix&quot;&gt;{plotrix} 3.8-13&lt;/a&gt;: Various Plotting Functions - &lt;a href=&quot;https://diffify.com/R/plotrix&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=reticulate&quot;&gt;{reticulate} 1.44.1&lt;/a&gt;: Interface to ‘Python’ - &lt;a href=&quot;https://diffify.com/R/reticulate&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=powertools&quot;&gt;{powertools} 1.0.0&lt;/a&gt;: Power and Sample Size Tools - &lt;a href=&quot;https://diffify.com/R/powertools&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=countdown&quot;&gt;{countdown} 0.6.0&lt;/a&gt;: A Countdown Timer for HTML Presentations, Documents, and Web Apps - &lt;a href=&quot;https://diffify.com/R/countdown&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=officer&quot;&gt;{officer} 0.7.1&lt;/a&gt;: Manipulation of Microsoft Word and PowerPoint Documents - &lt;a href=&quot;https://diffify.com/R/officer&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=nflplotR&quot;&gt;{nflplotR} 1.6.0&lt;/a&gt;: NFL Logo Plots in ‘ggplot2’ and ‘gt’ - &lt;a href=&quot;https://diffify.com/R/nflplotR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=slider&quot;&gt;{slider} 0.3.3&lt;/a&gt;: Sliding Window Functions - &lt;a href=&quot;https://diffify.com/R/slider&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=S7&quot;&gt;{S7} 0.2.1&lt;/a&gt;: An Object Oriented System Meant to Become a Successor to S3 and S4 - &lt;a href=&quot;https://diffify.com/R/S7&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=froggeR&quot;&gt;{froggeR} 0.6.0&lt;/a&gt;: Enhance ‘Quarto’ Project Workflows and Standards - &lt;a href=&quot;https://diffify.com/R/froggeR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=validate&quot;&gt;{validate} 1.1.6&lt;/a&gt;: Data Validation Infrastructure - &lt;a href=&quot;https://diffify.com/R/validate&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=lobstr&quot;&gt;{lobstr} 1.1.3&lt;/a&gt;: Visualize R Data Structures with Trees - &lt;a href=&quot;https://diffify.com/R/lobstr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gggenomes&quot;&gt;{gggenomes} 1.1.2&lt;/a&gt;: A Grammar of Graphics for Comparative Genomics - &lt;a href=&quot;https://diffify.com/R/gggenomes&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=aRxiv&quot;&gt;{aRxiv} 0.14&lt;/a&gt;: Interface to the arXiv API - &lt;a href=&quot;https://diffify.com/R/aRxiv&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=datacutr&quot;&gt;{datacutr} 0.2.4&lt;/a&gt;: SDTM Datacut - &lt;a href=&quot;https://diffify.com/R/datacutr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggplot2&quot;&gt;{ggplot2} 4.0.1&lt;/a&gt;: Create Elegant Data Visualisations Using the Grammar of Graphics - &lt;a href=&quot;https://diffify.com/R/ggplot2&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rgl&quot;&gt;{rgl} 1.3.31&lt;/a&gt;: 3D Visualization Using OpenGL - &lt;a href=&quot;https://diffify.com/R/rgl&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=downlit&quot;&gt;{downlit} 0.4.5&lt;/a&gt;: Syntax Highlighting and Automatic Linking - &lt;a href=&quot;https://diffify.com/R/downlit&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=BiocManager&quot;&gt;{BiocManager} 1.30.27&lt;/a&gt;: Access the Bioconductor Project Package Repository - &lt;a href=&quot;https://diffify.com/R/BiocManager&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=cookiemonster&quot;&gt;{cookiemonster} 0.0.5&lt;/a&gt;: Your Friendly Solution to Managing Browser Cookies - &lt;a href=&quot;https://diffify.com/R/cookiemonster&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=learnr&quot;&gt;{learnr} 0.11.6&lt;/a&gt;: Interactive Tutorials for R - &lt;a href=&quot;https://diffify.com/R/learnr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=multidplyr&quot;&gt;{multidplyr} 0.1.4&lt;/a&gt;: A Multi-Process ‘dplyr’ Backend - &lt;a href=&quot;https://diffify.com/R/multidplyr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=datetoiso&quot;&gt;{datetoiso} 1.0.0&lt;/a&gt;: Convert and Impute Dates to ISO Standard (“International Organization for Standardization”) - &lt;a href=&quot;https://diffify.com/R/datetoiso&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rmake&quot;&gt;{rmake} 1.2.1&lt;/a&gt;: Makefile Generator for R Analytical Projects - &lt;a href=&quot;https://diffify.com/R/rmake&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=digest&quot;&gt;{digest} 0.6.38&lt;/a&gt;: Create Compact Hash Digests of R Objects - &lt;a href=&quot;https://diffify.com/R/digest&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=reshape2&quot;&gt;{reshape2} 1.4.5&lt;/a&gt;: Flexibly Reshape Data: A Reboot of the Reshape Package - &lt;a href=&quot;https://diffify.com/R/reshape2&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=container&quot;&gt;{container} 1.1.0&lt;/a&gt;: Extending Base ‘R’ Lists - &lt;a href=&quot;https://diffify.com/R/container&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=sqltargets&quot;&gt;{sqltargets} 0.3.0&lt;/a&gt;: ‘Targets’ Extension for ‘SQL’ Queries - &lt;a href=&quot;https://diffify.com/R/sqltargets&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tugboat&quot;&gt;{tugboat} 0.1.5&lt;/a&gt;: Build a Docker Image from a Directory or Project - &lt;a href=&quot;https://diffify.com/R/tugboat&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=shinyOAuth&quot;&gt;{shinyOAuth} 0.1.3&lt;/a&gt;: Provider-Agnostic OAuth Authentication for ‘shiny’ Applications - &lt;a href=&quot;https://diffify.com/R/shinyOAuth&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gsl&quot;&gt;{gsl} 2.1-9&lt;/a&gt;: Wrapper for the Gnu Scientific Library - &lt;a href=&quot;https://diffify.com/R/gsl&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=sf&quot;&gt;{sf} 1.0-22&lt;/a&gt;: Simple Features for R - &lt;a href=&quot;https://diffify.com/R/sf&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=RSQLite&quot;&gt;{RSQLite} 2.4.4&lt;/a&gt;: SQLite Interface for R - &lt;a href=&quot;https://diffify.com/R/RSQLite&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidyseurat&quot;&gt;{tidyseurat} 0.8.7&lt;/a&gt;: Brings Seurat to the Tidyverse - &lt;a href=&quot;https://diffify.com/R/tidyseurat&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rbedrock&quot;&gt;{rbedrock} 0.4.2&lt;/a&gt;: Analysis and Manipulation of Data from Minecraft Bedrock Edition - &lt;a href=&quot;https://diffify.com/R/rbedrock&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/blog/shiny-python-in-positron/&quot;&gt;Create and Deploy a Python Shiny Express Application to Connect Cloud&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/nextflow-summit-2025-youtube-playlist&quot;&gt;Nextflow Summit 2025 Talks on YouTube&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/posit-conf-2025-youtube-playlist&quot;&gt;posit::conf(2025) talks on YouTube&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=zjjM0l2r6gM&quot;&gt;Introduction to Empirical Macroeconomics with R&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/data-science-meetups-community/&quot;&gt;Get Involved in the Data Science Community at our Free Meetups&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;quotes-of-the-weeke&quot;&gt;Quotes of the Weeke&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://mastodon.social/@safest_integer/115559407986936326/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://mastodon.social/@safest_integer/115559407986936326&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @safest_integer@mastodon.social&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://social.cologne/@kamapu/115558861085286067/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://social.cologne/@kamapu/115558861085286067&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @kamapu@social.cologne&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W46 Custom ggplot2 geoms, data.table, NYC election</title>
   <link href="https://rweekly.org/2025-W46.html"/>
   <updated>2025-11-10T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W46</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://bsky.app/profile/jonathankitt.bsky.social&quot;&gt;Jonathan Kitt&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://rworks.dev/posts/ggplot2-extensions/&quot;&gt;An introduction to writing your own ggplot2 geoms&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://nanx.me/blog/post/revdep-speedrun/&quot;&gt;Reverse dependency check speedrun: a data.table case study&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://kieranhealy.org/blog/archives/2025/11/06/mamdani-vs-sliwa-and-cuomo/&quot;&gt;Mamdani vs Sliwa and Cuomo&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://nanx.me/blog/post/revdep-speedrun/&quot;&gt;Reverse dependency check speedrun: a data.table case study&lt;/a&gt;
&lt;img src=&quot;https://nanx.me/blog/post/revdep-speedrun/images/btop.png&quot; alt=&quot;Reverse dependency check speedrun: a data.table case study&quot; /&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/blog/anaconda-ends-r-support-heres-what-it-means-and-how-to-move-forward/&quot;&gt;Anaconda ends R support - Here’s what it means and how to move forward&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://epiconcept-paris.github.io/vaccinationimpact/index.html&quot;&gt;Impact study of vaccination campaigns&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://kieranhealy.org/blog/archives/2025/11/06/mamdani-vs-sliwa-and-cuomo/&quot;&gt;Mamdani vs Sliwa and Cuomo&lt;/a&gt;
&lt;img src=&quot;https://kieranhealy.org/blog/archives/2025/11/06/mamdani-vs-sliwa-and-cuomo/subway-mamdani-slimo-dotmap300.png&quot; alt=&quot;Mamdani vs Sliwa and Cuomo&quot; /&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/11/06/computo-journal-reproducible-research-statistics-machine-learning/&quot;&gt;Computo - A journal for transparent and reproducible research in statistics and machine learning&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://rworks.dev/posts/ggplot2-extensions/&quot;&gt;An introduction to writing your own ggplot2 geoms&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.storybench.org/how-to-analyze-bluesky-posts-and-trends-with-r/&quot;&gt;How to analyze bluesky posts and trends with R&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://r.iresmi.net/posts/2025/reversed/&quot;&gt;Reversed - Day 5 of the #30DayMapChallenge&lt;/a&gt;
&lt;img src=&quot;https://r.iresmi.net/posts/2025/reversed/index_files/figure-html/fig-map-1.png&quot; alt=&quot;Reversed - Day 5 of the #30DayMapChallenge&quot; /&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://jakubsobolewski.com/blog/bdd-shiny-given/&quot;&gt;Behavior-driven development in R Shiny: setting up test preconditions with given steps&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://nrennie.rbind.io/r-pharma-2025-r-packages/#/title-slide&quot;&gt;Introduction to building (better) R packages&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=releaser&quot;&gt;{releaser} 1.0.0&lt;/a&gt;: Help with Preparing a New Version of an R Package&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=brand.yml&quot;&gt;{brand.yml} 0.1.0&lt;/a&gt;: Unified Branding with a Simple YAML File&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=PublicationBiasBenchmark&quot;&gt;{PublicationBiasBenchmark} 0.1.0&lt;/a&gt;: Benchmark for Publication Bias Correction Methods&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=btw&quot;&gt;{btw} 1.0.0&lt;/a&gt;: A Toolkit for Connecting R and Large Language Models&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=vaccinationimpact&quot;&gt;{vaccinationimpact} 0.1.0&lt;/a&gt;: Impact Study of Vaccination Campaigns&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Github&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/gvelasq/mutagen&quot;&gt;{mutagen} 0.3.0&lt;/a&gt;: Extensions to dplyr’s mutate&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=torch&quot;&gt;{torch} 0.16.3&lt;/a&gt;: Tensors and Neural Networks with ‘GPU’ Acceleration - &lt;a href=&quot;https://diffify.com/R/torch&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=torchvision&quot;&gt;{torchvision} 0.8.0&lt;/a&gt;: Models, Datasets and Transformations for Images - &lt;a href=&quot;https://diffify.com/R/torchvision&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=huxtable&quot;&gt;{huxtable} 5.8.0&lt;/a&gt;: Easily Create and Style Tables for LaTeX, HTML and Other Formats - &lt;a href=&quot;https://diffify.com/R/huxtable&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=stringr&quot;&gt;{stringr} 1.6.0&lt;/a&gt;: Simple, Consistent Wrappers for Common String Operations - &lt;a href=&quot;https://diffify.com/R/stringr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=purrr&quot;&gt;{purrr} 1.2.0&lt;/a&gt;: Functional Programming Tools - &lt;a href=&quot;https://diffify.com/R/purrr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/114162880770558405/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/114162880770558405&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://hachyderm.io/&quot; async=&quot;&quot; src=&quot;https://hachyderm.io/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:cyrfft6tjqkzuceouctm7be5/app.bsky.feed.post/3m4yvcb7b422l&quot; data-bluesky-cid=&quot;bafyreibeuwmtklgd4phkyjj5xhcqtgd3yhhgdowfmqbkusfge5u5lgws3a&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;Day 6 of the #30DayMapChallenge makes things 3D! I took my elevation map from yesterday and made it so with the {rayshader} package. 

#DataViz #RStats #ggplot2&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:cyrfft6tjqkzuceouctm7be5/post/3m4yvcb7b422l?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Josh Persi (&lt;a href=&quot;https://bsky.app/profile/did:plc:cyrfft6tjqkzuceouctm7be5?ref_src=embed&quot;&gt;@joshpersi.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:cyrfft6tjqkzuceouctm7be5/post/3m4yvcb7b422l?ref_src=embed&quot;&gt;7 novembre 2025 à 02:08&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:iz6v2itga76zik4okvzlv6di/app.bsky.feed.post/3m4ypkx7du22q&quot; data-bluesky-cid=&quot;bafyreiawizkue3ujeqlk4k3kj6jhf75ud4kmzlfen67cbvg7ju6qjrzcje&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;Do you teach #rstats? Do your students complain about how lame and old-fashioned dplyr is? Don&amp;#x27;t worry: I have the solution for you: github.com/hadley/genzp.... 

genzplyr is dplyr, but bussin fr fr no cap.&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:iz6v2itga76zik4okvzlv6di/post/3m4ypkx7du22q?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Hadley Wickham (&lt;a href=&quot;https://bsky.app/profile/did:plc:iz6v2itga76zik4okvzlv6di?ref_src=embed&quot;&gt;@hadley.nz&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:iz6v2itga76zik4okvzlv6di/post/3m4ypkx7du22q?ref_src=embed&quot;&gt;7 novembre 2025 à 00:25&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W45 Pledging my time, neon ghosts, bioconductor release</title>
   <link href="https://rweekly.org/2025-W45.html"/>
   <updated>2025-11-04T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W45</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://bsky.app/profile/jonmcalder.bsky.social&quot;&gt;Jon Calder&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://quantixed.org/2025/10/30/pledging-my-time-vii/&quot;&gt;Pledging My Time VII&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/bioconductor-3-22&quot;&gt;Bioconductor 3.22 Released&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://drmowinckels.io/blog/2025/neon-ghosts/&quot;&gt;Neon Ghosts with ggplot2&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://brodrigues.co/posts/2025-10-29-imperative-vs-function.html&quot;&gt;Of course, someone has to write imperative code to build reproducible data science pipelines. It doesn’t have to be you.&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rworks.dev/posts/september-2025-top-40-new-cran-packages/&quot;&gt;September 2025 Top 40 New CRAN Packages&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://pharmaverse.github.io/blog/posts/2025-10-31_new__counci.../new__council__members.html&quot;&gt;New Council Members&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/10/24/news-october-2025/&quot;&gt;rOpenSci News Digest, October 2025&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/bioconductor-3-22&quot;&gt;Bioconductor 3.22 Released&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.spsanderson.com/steveondata/posts/2025-10-29/&quot;&gt;RAG with Ollama and ragnar in R: A Practical Guide for R Programmers&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://quantixed.org/2025/10/30/pledging-my-time-vii/&quot;&gt;Pledging My Time VII&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2025/W45/frankfurt_marathon_2025_finish_times_by_age_class.png&quot; alt=&quot;Pledging My Time VII&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/10/27#054_faster_r-ci&quot;&gt;#054: Faster r-ci Continuous Integration via r2u Container&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://drmowinckels.io/blog/2025/neon-ghosts/&quot;&gt;Neon Ghosts with ggplot2&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jakubsobolewski.com/blog/shinytest2-complex-widgets&quot;&gt;Simplifying Interactions with Complex Widgets in shinytest2 Using JavaScript APIs&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://quarto.org/docs/blog/posts/2025-10-27-conf-workshops-materials/&quot;&gt;posit::conf(2025) Quarto workshop materials&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=tabler&quot;&gt;{tabler} 0.1.0&lt;/a&gt;: Create Dashboards with ‘Tabler’ and ‘Shiny’&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ganttify&quot;&gt;{ganttify} 0.1.6&lt;/a&gt;: Create Interactive Gantt Charts with Work Breakdown Structure&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=minorparties&quot;&gt;{minorparties} 1.0.0&lt;/a&gt;: Quantitatively Analyze Minor Political Parties&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=greenSD&quot;&gt;{greenSD} 0.1.1&lt;/a&gt;: Access and Analyze Global GreenSpace Spatial Data&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;GitHub&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://github.com/hughjonesd/Rmlx&quot;&gt;{Rmlx} 0.1.0&lt;/a&gt; - R interface to Apple’s mlx library for array-based computing on Apple GPUs&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://github.com/gvelasq/mutagen&quot;&gt;{mutagen} 0.2.0&lt;/a&gt;: Extensions to dplyr’s mutate&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=mcptools&quot;&gt;{mcptools} 0.2.0&lt;/a&gt;: Model Context Protocol Servers and Clients - &lt;a href=&quot;https://diffify.com/R/mcptools&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=maestro&quot;&gt;{maestro} 0.7.0&lt;/a&gt;: Orchestration of Data Pipelines - &lt;a href=&quot;https://diffify.com/R/maestro&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=mini007&quot;&gt;{mini007} 0.2.0&lt;/a&gt;: Lightweight Framework for Orchestrating Multi-Agent Large
Language Models - &lt;a href=&quot;https://diffify.com/R/mini007&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=Cairo&quot;&gt;{Cairo} 1.7-0&lt;/a&gt;: R Graphics Device using Cairo Graphics Library for Creating
High-Quality Bitmap (PNG, JPEG, TIFF), Vector (PDF, SVG,
PostScript) and Display (X11 and Win32) Output - &lt;a href=&quot;https://diffify.com/R/Cairo&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=arrow&quot;&gt;{arrow} 22.0.0&lt;/a&gt;: Integration to ‘Apache’ ‘Arrow’ - &lt;a href=&quot;https://diffify.com/R/arrow&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/114162880770558405/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/114162880770558405&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://hachyderm.io/&quot; async=&quot;&quot; src=&quot;https://hachyderm.io/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/commcalls/graceful-internet-packages/&quot;&gt;Graceful Internet Packages&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;datasets&quot;&gt;Datasets&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://kieranhealy.org/blog/archives/2025/10/28/gss-release/&quot;&gt;GSS Release&lt;/a&gt;: General Social Survey Cumulative Data (1972-2024, R2)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2025/W45/gss-immigration.png&quot; alt=&quot;GSS Release&quot; /&gt;&lt;/p&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:bjm7fq6jgotowpim5ggfbzw6/app.bsky.feed.post/3m4lnygckks2p&quot; data-bluesky-cid=&quot;bafyreieuzb2m7aenna5vkfugsw2lxwoeep534yklkym3unyfxk65iszev4&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;🚴 Where do bike accidents with personal injuries happen in Cologne?
This map shows hotspots within 2.5 km of the city center in 2024. Each purple dot = one accident involving a bike where someone got hurt.

#30DayMapChallenge | Day 01 - Points #rstats&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:bjm7fq6jgotowpim5ggfbzw6/post/3m4lnygckks2p?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Ansgar Wolsing (&lt;a href=&quot;https://bsky.app/profile/did:plc:bjm7fq6jgotowpim5ggfbzw6?ref_src=embed&quot;&gt;@ansgarw.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:bjm7fq6jgotowpim5ggfbzw6/post/3m4lnygckks2p?ref_src=embed&quot;&gt;1 November 2025 at 20:52&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:jiushxoiyvgcw2tgsjyvd2mc/app.bsky.feed.post/3m4nvnp3j7k2c&quot; data-bluesky-cid=&quot;bafyreibjds6vkkftfsg23ws2wsmu27acgl7byipbt2azhgs2iqdokqs67u&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;It&amp;#x27;s day 2 of the #30DayMapChallenge! 🗺️

A fairly minimalist map of street *lines* in Melbourne 🦘 

#DataViz #RStats #ggplot2&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc/post/3m4nvnp3j7k2c?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Nicola Rennie (&lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc?ref_src=embed&quot;&gt;@nrennie.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc/post/3m4nvnp3j7k2c?ref_src=embed&quot;&gt;2 November 2025 at 18:15&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:777eanw7giyjd76dwatpch3d/app.bsky.feed.post/3m4jgf4qgf22l&quot; data-bluesky-cid=&quot;bafyreialtvin6jow6v237ztkbjk2gjbnw2zz4c3hh7dern4slz57bubs2y&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;Me: The least-helpful workshops are often the ones given by people who just Know Too Much 🥹
Data Friend: Have you see that blog post about this?
Me: No, show me!
Data Friend: anniemueller.com/posts/how-i-...
Me: BRB SENDING THIS TO EVERYONE I KNOW 😂

#rstats #python #databs&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:777eanw7giyjd76dwatpch3d/post/3m4jgf4qgf22l?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Libby Heeren (&lt;a href=&quot;https://bsky.app/profile/did:plc:777eanw7giyjd76dwatpch3d?ref_src=embed&quot;&gt;@libbyheeren.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:777eanw7giyjd76dwatpch3d/post/3m4jgf4qgf22l?ref_src=embed&quot;&gt;31 October 2025 at 23:31&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W44 Mapping Antarctica, Mambo No. 5, plant communities dirichlet</title>
   <link href="https://rweekly.org/2025-W44.html"/>
   <updated>2025-10-27T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W44</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://bsky.app/profile/rbyryo.bsky.social&quot;&gt;Ryo Nakagawara&lt;/a&gt; &amp;amp; &lt;a href=&quot;https://batool-almarzouq.netlify.app/&quot;&gt;Batool Almarzouq&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://dieghernan.github.io/202510_mapping-antarctica/&quot;&gt;Mapping Antarctica&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://yawpr.substack.com/p/project-a-little-bit-of-reverend&quot;&gt;Can you predict when Lou Bega’s greatest hit, Mambo No. 5, was released based on the names of all the women mentioned in the song?&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ecogambler.netlify.app/blog/plant-community-dirichlet/&quot;&gt;Compositional modeling of plant communities with Dirichlet regression&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jottr.org/2025/10/16/interrupts-crashes-retries/&quot;&gt;Futures: Interrupts, Crashes, and Retries&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://yawpr.substack.com/p/project-a-little-bit-of-reverend&quot;&gt;Can you predict when Lou Bega’s greatest hit, Mambo No. 5, was released based on the names of all the women mentioned in the song?&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://datawookie.dev/blog/2025/10/cycles-in-lynx-numbers/&quot;&gt;Cycles in Lynx Numbers&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.r-project.org/2025/10/13/reducing-the-backlog-of-open-bug-reports/&quot;&gt;Reducing the Backlog of Open Bug Reports&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://chainsawriot.com/postmannheim/2025/10/23/ddg.html&quot;&gt;A pathetic tale of searching for an R function on Google&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://freerangestats.info/blog/2025/10/18/homicide-and-gini&quot;&gt;Inequality and homicide, within-country and between country by @ellis2013nz&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-organizations&quot;&gt;R in Organizations&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/10/14/blog-roles/&quot;&gt;Recognition Beyond Blog Post Authors&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://jmbh.github.io//mlHMM_papers/&quot;&gt;Two New Preprints on Multilevel Hidden Markov Models&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://jmbh.github.io//MousetrapTutorial/&quot;&gt;Tutorial Paper on Movement Tracking of Psychological Processes Using &lt;em&gt;mousestrap&lt;/em&gt;&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://figshare.com/articles/journal_contribution/Dataset_and_R_codes_for_i_Exploring_Elevational_Patterns_of_Plant_Species_Richness_Insights_from_Western_Himalayas_i_/23828784/3&quot;&gt;Dataset and R codes for “Elevational Patterns of Plant Species Richness: Insights from Western Himalayas”&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jla-data.net/eng/extracting-location-from-text-with-gemini-ai/&quot;&gt;Extracting location from text with Gemini&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://yohann-data.fr/posts/pkg_dev_python/&quot;&gt;Developing a Python package when coming from R: experience feedback&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://datageeek.com/2025/10/14/integrating-python-forecasting-with-rs-tidyverse/&quot;&gt;Integrating Python Forecasting with R’s Tidyverse&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rworks.dev/posts/5-state-ctmc-model/&quot;&gt;Be Mindful of the Time&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://victoryuan.com/posts/2025-10-13-fast-umap-plots-in-r/&quot;&gt;Speeding up UMAP plots for single cell gene expression analysis&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ecogambler.netlify.app/blog/plant-community-dirichlet/&quot;&gt;Compositional modeling of plant communities with Dirichlet regression&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://dieghernan.github.io/202510_mapping-antarctica/&quot;&gt;Mapping Antarctica&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://geocompx.org/post/2025/tmap-bp1/&quot;&gt;New, work-in-progress book on spatial data visualization in R&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://docs.ropensci.org/partialling.out/&quot;&gt;partialling.out 0.2.0&lt;/a&gt;: Partial residuals from linear and fixed effects models&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://galaxias.ala.org.au/R/&quot;&gt;{galaxias} 0.1.1&lt;/a&gt;: Build Darwin Core Archives in R&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rdav&quot;&gt;{rdav} 0.1.3&lt;/a&gt;: Simple ‘WebDAV’ Client&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=sumup&quot;&gt;{sumup} 1.0.0&lt;/a&gt;: Utilizing Automated Text Analysis to Support Interpretation of
Narrative Feedback&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=poseticDataAnalysis&quot;&gt;{poseticDataAnalysis} 0.1.0&lt;/a&gt;: Posetic Data Analysis&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=CompositionalSR&quot;&gt;{CompositionalSR} 1.0&lt;/a&gt;: Spatial Regression Models with Compositional Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tind&quot;&gt;{tind} 0.2&lt;/a&gt;: A Common Representation of Time Indices of Different Types&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=OmopOnSpark&quot;&gt;{OmopOnSpark} 0.1.0&lt;/a&gt;: Using a Common Data Model on ‘Spark’&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ci&quot;&gt;{ci} 0.0.1&lt;/a&gt;: Confidence Intervals for Education&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=bayesQRsurvey&quot;&gt;{bayesQRsurvey} 0.1.4&lt;/a&gt;: Bayesian Quantile Regression Models for Complex Survey Data
Analysis&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=scf&quot;&gt;{scf} 1.0.4&lt;/a&gt;: Analyzing the Survey of Consumer Finances&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=NeEDS4BigData&quot;&gt;{NeEDS4BigData} 1.0.1&lt;/a&gt;: New Experimental Design Based Subsampling Methods for Big Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=mcmodule&quot;&gt;{mcmodule} 1.1.0&lt;/a&gt;: Modular Monte Carlo Risk Analysis&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=CFM&quot;&gt;{CFM} 0.6.0&lt;/a&gt;: Analyzing Censored Factor Models&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=BRPL&quot;&gt;{BRPL} 1.0.2&lt;/a&gt;: Methods for Bivariate Poverty Line Calculations&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=alpmixBayes&quot;&gt;{alpmixBayes} 0.1.0&lt;/a&gt;: Bayesian Estimation for Alpha-Mixture Survival Models&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=GHRmodel&quot;&gt;{GHRmodel} 0.1.0&lt;/a&gt;: Bayesian Hierarchical Modelling of Spatio-Temporal Health Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=testthatdocs&quot;&gt;{testthatdocs} 1.0.23&lt;/a&gt;: Automated and Idempotent Unit Tests Documentation for
Reproducible Quality Assurance&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=LLMing&quot;&gt;{LLMing} 1.0.0&lt;/a&gt;: Large Language Model (LLM) Tools for Psychological Text Analysis&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=FracFixR&quot;&gt;{FracFixR} 1.0.0&lt;/a&gt;: Compositional Statistical Framework for RNA Fractionation&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=EFM&quot;&gt;{EFM} 0.5.0&lt;/a&gt;: Elliptical Factor Models&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=AgeTopicModels&quot;&gt;{AgeTopicModels} 0.1.0&lt;/a&gt;: Inferring Age-Dependent Disease Topic from Diagnosis Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=Rfuzzycoco&quot;&gt;{Rfuzzycoco} 0.1.0&lt;/a&gt;: Provides an R Interface to the ‘FuzzyCoCo’ C++ Library and
Extends It&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=paisaje&quot;&gt;{paisaje} 0.1.1&lt;/a&gt;: Spatial and Environmental Data Tools for Landscape Ecology&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=evanverse&quot;&gt;{evanverse} 0.3.7&lt;/a&gt;: Utility Functions for Data Analysis and Visualization&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tteICE&quot;&gt;{tteICE} 1.0.1&lt;/a&gt;: Treatment Effect Estimation for Time-to-Event Data with
Intercurrent Events&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=SimplicialComplex&quot;&gt;{SimplicialComplex} 0.1.0&lt;/a&gt;: Topological Data Analysis: Simplicial Complex&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rosario&quot;&gt;{rosario} 0.1.0&lt;/a&gt;: A Null Model Algorithm to Analyze Cyclical Data in Ecology&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=faunabr&quot;&gt;{faunabr} 1.0.0&lt;/a&gt;: Explore Catálogo Taxônomico da Fauna do Brasil Database&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=epmfd&quot;&gt;{epmfd} 1.1.1&lt;/a&gt;: Exploratory and Person/Item Misfit Diagnostics for Polytomous
Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=CortSineScore&quot;&gt;{CortSineScore} 0.1.0&lt;/a&gt;: Compute Cortisol Sine Score (CSS) for Diurnal Cortisol Analysis&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=compIndexBuilder&quot;&gt;{compIndexBuilder} 1.0.0&lt;/a&gt;: Composite Index Builder &amp;amp; Analytics ‘shiny’ App&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=bigPCAcpp&quot;&gt;{bigPCAcpp} 0.9.0&lt;/a&gt;: Principal Component Analysis for ‘bigmemory’ Matrices&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=funbootband&quot;&gt;{funbootband} 0.2.0&lt;/a&gt;: Simultaneous Prediction and Confidence Bands for Time Series&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=arete&quot;&gt;{arete} 0.1&lt;/a&gt;: Automated REtrieval from TExt&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=RPIV&quot;&gt;{RPIV} 1.0.0&lt;/a&gt;: Residual Prediction Test for Well-Specification of Instrumental
Variable Models&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=lightsf&quot;&gt;{lightsf} 0.1.0&lt;/a&gt;: A Curated Collection of Georeferenced and Spatial Datasets&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://progressr.futureverse.org&quot;&gt;progressr 0.17.0&lt;/a&gt;: An Inclusive, Unifying API for Progress Updates - &lt;a href=&quot;https://diffify.com/R/progressr/0.16.0/0.17.0&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/10/17#ml_quacks_combining_duckdb_mlpack&quot;&gt;ML quacks: Combining duckdb and mlpack&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/10/14#qlcal-r_0.0.17&quot;&gt;qlcal 0.0.17 on CRAN: Regular Update&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/10/12#rcppspdlog_0.0.23&quot;&gt;RcppSpdlog 0.0.23 on CRAN: New Upstream&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=vntrs&quot;&gt;{vntrs} 0.2.0&lt;/a&gt;: Variable Neighborhood Trust Region Search - &lt;a href=&quot;https://diffify.com/R/vntrs&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=StreamCatTools&quot;&gt;{StreamCatTools} 0.9.1&lt;/a&gt;: ‘StreamCatTools’ - &lt;a href=&quot;https://diffify.com/R/StreamCatTools&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=hdtg&quot;&gt;{hdtg} 0.2.2&lt;/a&gt;: Generate Samples from Multivariate Truncated Normal
Distributions - &lt;a href=&quot;https://diffify.com/R/hdtg&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=bskyr&quot;&gt;{bskyr} 0.4.0&lt;/a&gt;: Interact with ‘Bluesky’ Social - &lt;a href=&quot;https://diffify.com/R/bskyr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=mintyr&quot;&gt;{mintyr} 0.1.2&lt;/a&gt;: Streamlined Data Processing Tools for Genomic Selection - &lt;a href=&quot;https://diffify.com/R/mintyr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=reticulate&quot;&gt;{reticulate} 1.44.0&lt;/a&gt;: Interface to ‘Python’ - &lt;a href=&quot;https://diffify.com/R/reticulate&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggsci&quot;&gt;{ggsci} 4.1.0&lt;/a&gt;: Scientific Journal and Sci-Fi Themed Color Palettes for
‘ggplot2’ - &lt;a href=&quot;https://diffify.com/R/ggsci&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rtestim&quot;&gt;{rtestim} 1.0.1&lt;/a&gt;: Estimate the Effective Reproductive Number with Trend Filtering - &lt;a href=&quot;https://diffify.com/R/rtestim&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tinytiger&quot;&gt;{tinytiger} 0.0.11&lt;/a&gt;: Lightweight Interface to TIGER/Line Shapefiles - &lt;a href=&quot;https://diffify.com/R/tinytiger&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidypopgen&quot;&gt;{tidypopgen} 0.4.0&lt;/a&gt;: Tidy Population Genetics - &lt;a href=&quot;https://diffify.com/R/tidypopgen&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=pracma&quot;&gt;{pracma} 2.4.6&lt;/a&gt;: Practical Numerical Math Functions - &lt;a href=&quot;https://diffify.com/R/pracma&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tikatuwq&quot;&gt;{tikatuwq} 0.7.2&lt;/a&gt;: Water Quality Assessment and Environmental Compliance in Brazil - &lt;a href=&quot;https://diffify.com/R/tikatuwq&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=googleLanguageR&quot;&gt;{googleLanguageR} 0.3.1.1&lt;/a&gt;: Call Google’s ‘Natural Language’, ‘Cloud Translation’, ‘Cloud
Speech’, and ‘Cloud Text-to-Speech’ APIs - &lt;a href=&quot;https://diffify.com/R/googleLanguageR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=BAwiR&quot;&gt;{BAwiR} 1.4&lt;/a&gt;: Analysis of Basketball Data - &lt;a href=&quot;https://diffify.com/R/BAwiR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=warbleR&quot;&gt;{warbleR} 1.1.37&lt;/a&gt;: Streamline Bioacoustic Analysis - &lt;a href=&quot;https://diffify.com/R/warbleR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=unitizer&quot;&gt;{unitizer} 1.4.23&lt;/a&gt;: Interactive R Unit Tests - &lt;a href=&quot;https://diffify.com/R/unitizer&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rfars&quot;&gt;{rfars} 2.0.2&lt;/a&gt;: Download and Analyze Crash Data - &lt;a href=&quot;https://diffify.com/R/rfars&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=promises&quot;&gt;{promises} 1.4.0&lt;/a&gt;: Abstractions for Promise-Based Asynchronous Programming - &lt;a href=&quot;https://diffify.com/R/promises&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=VSURF&quot;&gt;{VSURF} 1.2.1&lt;/a&gt;: Variable Selection Using Random Forests - &lt;a href=&quot;https://diffify.com/R/VSURF&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=svglite&quot;&gt;{svglite} 2.2.2&lt;/a&gt;: An ‘SVG’ Graphics Device - &lt;a href=&quot;https://diffify.com/R/svglite&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=clifford&quot;&gt;{clifford} 1.1-2&lt;/a&gt;: Arbitrary Dimensional Clifford Algebras - &lt;a href=&quot;https://diffify.com/R/clifford&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=MLE&quot;&gt;{MLE} 1.6&lt;/a&gt;: Maximum Likelihood Estimation of Various Univariate and
Multivariate Distributions - &lt;a href=&quot;https://diffify.com/R/MLE&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=henna&quot;&gt;{henna} 0.3.4&lt;/a&gt;: A Versatile Visualization Suite - &lt;a href=&quot;https://diffify.com/R/henna&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;table&gt;
      &lt;tbody&gt;
        &lt;tr&gt;
          &lt;td&gt;[ R demo&lt;/td&gt;
          &lt;td&gt;ANOVA (One-Way)&lt;/td&gt;
          &lt;td&gt;Fisher’s, Welch’s, Bayesian, Robust&lt;/td&gt;
          &lt;td&gt;Conduct, visualise, interpret + 😉 ](https://www.youtube.com/watch?v=JDGtLG0Tceo)&lt;/td&gt;
        &lt;/tr&gt;
      &lt;/tbody&gt;
    &lt;/table&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=SeLucCb05Dk&quot;&gt;What Makes a Good Data Visualization?&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://juliasilge.com/blog/literary-prizes/&quot;&gt;Explore #TidyTuesday literary prizes with Positron’s Data Explorer&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=Pzz2lDWojH0&quot;&gt;Regression on Order Statistics (ROS) Use ros (NADA2) With (In) R Software &lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;gist--cookbook&quot;&gt;Gist &amp;amp; Cookbook&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/positron-data-explorer-exports-dplyr-code&quot;&gt;Positron: data explorer exports dplyr code&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;p&gt;Updates from the &lt;a href=&quot;https://contributor.r-project.org/working-group&quot;&gt;R Contribution Working Group (RCWG)&lt;/a&gt;:&lt;/p&gt;
&lt;ul&gt;
  &lt;li&gt;Announcing &lt;a href=&quot;https://pretix.eu/r-contributors/r-dev-day-nz-25/&quot;&gt;R Dev Day @ New Zealand 2025&lt;/a&gt;: Auckland University or remote (Americas / Asia-Pacific), Tue 16 - Wed 17 (NZST). Join us to work on contributions to the code, documentation and translations in base R. Free and open registration, deadline &lt;strong&gt;Sunday 7 December&lt;/strong&gt;.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/114162880770558405/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/114162880770558405&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://hachyderm.io/&quot; async=&quot;&quot; src=&quot;https://hachyderm.io/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/commcalls/graceful-internet-packages/&quot;&gt;Graceful Internet Packages&lt;/a&gt;: Thursday, 06 November 2025 15:00 UTC&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;twitter-tweet&quot;&gt;&lt;p lang=&quot;en&quot; dir=&quot;ltr&quot;&gt;A visualisation of forest canopy height in Shiretoko National Park, Hokkaido, two ways. Which do you prefer? I can never decide. What I can say is that Shiretoko is beautiful. And windy. And the sika are unafraid. Also, hot waterfalls.&lt;a href=&quot;https://twitter.com/hashtag/rayshader?src=hash&amp;amp;ref_src=twsrc%5Etfw&quot;&gt;#rayshader&lt;/a&gt; adventures, an &lt;a href=&quot;https://twitter.com/hashtag/rstats?src=hash&amp;amp;ref_src=twsrc%5Etfw&quot;&gt;#rstats&lt;/a&gt; tale &lt;a href=&quot;https://t.co/O16SBsOzla&quot;&gt;pic.twitter.com/O16SBsOzla&lt;/a&gt;&lt;/p&gt;&amp;mdash; terence (@researchremora) &lt;a href=&quot;https://twitter.com/researchremora/status/1981724327599829224?ref_src=twsrc%5Etfw&quot;&gt;October 24, 2025&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://platform.twitter.com/widgets.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:yd3s3toqp7gqq3gvdygti5w7/app.bsky.feed.post/3m3q2rcwo222v&quot; data-bluesky-cid=&quot;bafyreiensnm7hidtu5dzhxkcz5iw22726xkfw7bdcmiduwmrplckmuh3o4&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;One of my favorite aspects of the R community is the hex sticker culture.
To this day one of my proudest #rstats contributions was artwork for two: purrr and forcats&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:yd3s3toqp7gqq3gvdygti5w7/post/3m3q2rcwo222v?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; We Are R-Ladies (&lt;a href=&quot;https://bsky.app/profile/did:plc:yd3s3toqp7gqq3gvdygti5w7?ref_src=embed&quot;&gt;@weare.rladies.org&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:yd3s3toqp7gqq3gvdygti5w7/post/3m3q2rcwo222v?ref_src=embed&quot;&gt;October 22, 2025 at 4:26 AM&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:wzpeutmhirgyaj56z7mpchcm/app.bsky.feed.post/3m3p4zdvfp22i&quot; data-bluesky-cid=&quot;bafyreigp4pdojqdp2g6rommwcpmsdn3qfi5xc6jgmpeobhqxogjln3i5vu&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;I&amp;#x27;m excited to share a new version of the Air formatter for #rstats, with support for tabular formatting! Super useful with `tibble::tribble()` calls or `data.table::fcase()`.

It&amp;#x27;s currently experimental as we&amp;#x27;re looking to get feedback on the feature, so please let us know what you think.&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:wzpeutmhirgyaj56z7mpchcm/post/3m3p4zdvfp22i?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Lionel Henry (&lt;a href=&quot;https://bsky.app/profile/did:plc:wzpeutmhirgyaj56z7mpchcm?ref_src=embed&quot;&gt;@lionelhenry.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:wzpeutmhirgyaj56z7mpchcm/post/3m3p4zdvfp22i?ref_src=embed&quot;&gt;October 21, 2025 at 7:34 PM&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W42 Aaaaand… they’re off!, Generative AI for Data Visualisation, and Behavior-Driven Development</title>
   <link href="https://rweekly.org/2025-W42.html"/>
   <updated>2025-10-13T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W42</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://github.com/parmsam&quot;&gt;Sam Parmar&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jcarroll.xyz/2025/10/07/aaaaand-theyre-off.html&quot;&gt;Aaaaand… they’re off!&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://nrennie.rbind.io/blog/gen-ai-data-viz/&quot;&gt;Generative AI for Data Visualisation&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jakubsobolewski.com/blog/bdd-shiny-feature&quot;&gt;Behavior-Driven Development in R Shiny: A Step-By-Step Example&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jottr.org/2025/10/08/dofuture-everywhere/&quot;&gt;foreach: Making All %dopar% Behave Like %dofuture% Everywhere&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/10/10/verification/&quot;&gt;A Primer on Domain Verification&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://nrennie.rbind.io/blog/gen-ai-data-viz/&quot;&gt;Generative AI for Data Visualisation&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2025/W42/unnamed-chunk-3-1_600.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/blog/2025-10-10-ai-newsletter/&quot;&gt;2025-10-10 AI Newsletter&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2025/W42/PST-Blog-AI-Newsletter-v2_600.jpg&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://jcarroll.xyz/2025/10/07/aaaaand-theyre-off.html&quot;&gt;Aaaaand… they’re off!&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2025/W42/eqq3Bdo_600.jpeg&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://freerangestats.info/blog/2025/10/05/earhart-map&quot;&gt;Mapping locations related to the Amelia Earhart disappearance by @ellis2013nz&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.practicalsignificance.com/posts/npors-2025/&quot;&gt;Raking a Survey to Another Survey&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://kieranhealy.org/blog/archives/2025/10/08/halloween-in-the-round/&quot;&gt;Halloween in the Round&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.rdatagen.net/post/2025-10-07-scenario-list-facilitating-simulation-replications/&quot;&gt;A new simstudy function to make simulating replications easier&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://datageeek.com/2025/10/10/nested-forecasting-with-spark/&quot;&gt;Nested Forecasting with Spark: Blockchain ETF Trends&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.spsanderson.com/steveondata/posts/2025-10-06/&quot;&gt;How to Select Row with Max Value in Specific Column in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jakubsobolewski.com/blog/bdd-shiny-feature&quot;&gt;Behavior-Driven Development in R Shiny: A Step-By-Step Example&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jakubsobolewski.com/blog/multiple-shiny-app-in-package&quot;&gt;Deploy Multiple Shiny Apps from One R Package&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.kenkoonwong.com/blog/hiv-genotype/&quot;&gt;My Attempt To Reproduce Stanford HIVdb Sequence and Mutation Analysis From Scratch&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://www.seascapemodels.org/rstats/2025/10/06/llm-tools-for-r-book.html&quot;&gt;Resource for using Large Language Model tools in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://www.seascapemodels.org/rstats/2025/10/05/AI-assistants-for-scientific-coding.html&quot;&gt;New online book AI Assistants for Scientific Coding&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://tidyomics.github.io/tidyomicsBlog/posts/2025-10-10-introducing-tidyomics-ecosystem/&quot;&gt;The Tidyomics Ecosystem&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://CRAN.R-project.org/package=qol&quot;&gt;qol 1.0.1&lt;/a&gt;: Powerful ‘SAS’ Inspired Concepts for more Efficient Bigger Outputs&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=easyRef&quot;&gt;{easyRef} 0.1.0&lt;/a&gt;: Easy Reference Generation for R Packages&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=apathe&quot;&gt;{apathe} 0.1.0&lt;/a&gt;: American Psychological Association Thesis Templates for R Markdown&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=unexcel&quot;&gt;{unexcel} 0.1.0&lt;/a&gt;: Revert Excel Serial Dates Back to Intended Day.Month Numerics&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=pipetime&quot;&gt;{pipetime} 0.0.1&lt;/a&gt;: Tools to Time Pipe Operations&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rixpress&quot;&gt;{rixpress} 0.10.0&lt;/a&gt;: Build Reproducible Analytical Pipelines with ‘Nix’&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=Latamverse&quot;&gt;{Latamverse} 0.1.0&lt;/a&gt;: Latin American Data via ‘RESTful’ APIs and Curated Datasets&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=FakeDataR&quot;&gt;{FakeDataR} 0.2.2&lt;/a&gt;: Privacy-Preserving Synthetic Data for ‘LLM’ Workflows&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=summarytabl&quot;&gt;{summarytabl} 0.1.0&lt;/a&gt;: Generate Summary Tables for Continuous, Ordinal, and Categorical Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=healthmotionR&quot;&gt;{healthmotionR} 0.1.0&lt;/a&gt;: A Comprehensive Collection of Health and Human Motion Datasets&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=svrep&quot;&gt;{svrep} 0.9.0&lt;/a&gt;: Provides tools for creating and working with survey replicate weights, extending functionality of the ‘survey’ package - &lt;a href=&quot;https://diffify.com/R/svrep/0.8.0/0.9.0&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://future.callr.futureverse.org/&quot;&gt;{future.callr} 0.10.2&lt;/a&gt;: A Future Backend for Parallel Processing using ‘callr’ - &lt;a href=&quot;https://diffify.com/R/future.callr/0.10.1/0.10.2&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/10/10#rcpparmadillo_15_transition_office_hours&quot;&gt;RcppArmadillo 15 CRAN Transition: Offering Office Hours&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/10/09#xptr_1.2.0&quot;&gt;xptr 1.2.0 on CRAN: New(ly Adopted) Package!&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/10/08#rpushbullet_0.3.5&quot;&gt;RPushbullet 0.3.5: Mostly Maintenance&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=hesim&quot;&gt;{hesim} 0.5.7&lt;/a&gt;: Health Economic Simulation Modeling and Decision Analysis - &lt;a href=&quot;https://diffify.com/R/hesim&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=future.callr&quot;&gt;{future.callr} 0.10.2&lt;/a&gt;: A Future API for Parallel Processing using ‘callr’ - &lt;a href=&quot;https://diffify.com/R/future.callr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=volker&quot;&gt;{volker} 3.2.0&lt;/a&gt;: High-Level Functions for Tabulating, Charting and Reporting Survey Data - &lt;a href=&quot;https://diffify.com/R/volker&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=survivoR&quot;&gt;{survivoR} 2.3.8&lt;/a&gt;: Data from all Seasons of Survivor (US) TV Series in Tidy Format - &lt;a href=&quot;https://diffify.com/R/survivoR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rspm&quot;&gt;{rspm} 0.7.0&lt;/a&gt;: ‘RStudio’ Package Manager - &lt;a href=&quot;https://diffify.com/R/rspm&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=Rfast&quot;&gt;{Rfast} 2.1.5.2&lt;/a&gt;: A Collection of Efficient and Extremely Fast R Functions - &lt;a href=&quot;https://diffify.com/R/Rfast&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggmapcn&quot;&gt;{ggmapcn} 0.2.0&lt;/a&gt;: Customizable China Map Visualizations - &lt;a href=&quot;https://diffify.com/R/ggmapcn&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=V8&quot;&gt;{V8} 8.0.1&lt;/a&gt;: Embedded JavaScript and WebAssembly Engine for R - &lt;a href=&quot;https://diffify.com/R/V8&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=loon.ggplot&quot;&gt;{loon.ggplot} 1.3.5&lt;/a&gt;: A Grammar of Interactive Graphics - &lt;a href=&quot;https://diffify.com/R/loon.ggplot&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=broadcast&quot;&gt;{broadcast} 0.1.5.3&lt;/a&gt;: Broadcasted Array Operations Like ‘NumPy’ - &lt;a href=&quot;https://diffify.com/R/broadcast&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gtExtras&quot;&gt;{gtExtras} 0.6.1&lt;/a&gt;: Extending ‘gt’ for Beautiful HTML Tables - &lt;a href=&quot;https://diffify.com/R/gtExtras&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=datapack&quot;&gt;{datapack} 1.4.2&lt;/a&gt;: A Flexible Container to Transport and Manipulate Data and Associated Resources - &lt;a href=&quot;https://diffify.com/R/datapack&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=jsmodule&quot;&gt;{jsmodule} 1.6.15&lt;/a&gt;: ‘RStudio’ Addins and ‘Shiny’ Modules for Medical Research - &lt;a href=&quot;https://diffify.com/R/jsmodule&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=redquack&quot;&gt;{redquack} 0.3.0&lt;/a&gt;: Transfer ‘REDCap’ Data to Database - &lt;a href=&quot;https://diffify.com/R/redquack&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=oysteR&quot;&gt;{oysteR} 0.1.4&lt;/a&gt;: Scans R Projects for Vulnerable Third Party Dependencies - &lt;a href=&quot;https://diffify.com/R/oysteR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=matlib&quot;&gt;{matlib} 1.0.1&lt;/a&gt;: Matrix Functions for Teaching and Learning Linear Algebra and Multivariate Statistics - &lt;a href=&quot;https://diffify.com/R/matlib&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=colorblindcheck&quot;&gt;{colorblindcheck} 1.0.4&lt;/a&gt;: Check Color Palettes for Problems with Color Vision Deficiency - &lt;a href=&quot;https://diffify.com/R/colorblindcheck&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gtfs2gps&quot;&gt;{gtfs2gps} 2.1-3&lt;/a&gt;: Converting Transport Data from GTFS Format to GPS-Like Records - &lt;a href=&quot;https://diffify.com/R/gtfs2gps&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=escalation&quot;&gt;{escalation} 0.2.3&lt;/a&gt;: A Modular Approach to Dose-Finding Clinical Trials - &lt;a href=&quot;https://diffify.com/R/escalation&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggvenn&quot;&gt;{ggvenn} 0.1.19&lt;/a&gt;: Draw Venn Diagram by ‘ggplot2’ - &lt;a href=&quot;https://diffify.com/R/ggvenn&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=REDCapR&quot;&gt;{REDCapR} 1.6.0&lt;/a&gt;: Interaction Between R and REDCap - &lt;a href=&quot;https://diffify.com/R/REDCapR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=prome&quot;&gt;{prome} 2.0.1.9&lt;/a&gt;: Patient-Reported Outcome Data Analysis with Stan - &lt;a href=&quot;https://diffify.com/R/prome&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=easysurv&quot;&gt;{easysurv} 2.0.2&lt;/a&gt;: Simplify Survival Data Analysis and Model Fitting - &lt;a href=&quot;https://diffify.com/R/easysurv&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gglogger&quot;&gt;{gglogger} 0.1.7&lt;/a&gt;: Track ‘ggplot2’ Calls - &lt;a href=&quot;https://diffify.com/R/gglogger&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggseqplot&quot;&gt;{ggseqplot} 0.8.8&lt;/a&gt;: Render Sequence Plots using ‘ggplot2’ - &lt;a href=&quot;https://diffify.com/R/ggseqplot&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=sassy&quot;&gt;{sassy} 1.2.9&lt;/a&gt;: Makes ‘R’ Easier for Everyone - &lt;a href=&quot;https://diffify.com/R/sassy&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=linkeR&quot;&gt;{linkeR} 0.1.3&lt;/a&gt;: Link Interactive Plots and Tables in ‘shiny’ Applications - &lt;a href=&quot;https://diffify.com/R/linkeR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=anipaths&quot;&gt;{anipaths} 0.10.6&lt;/a&gt;: Animation of Multiple Trajectories with Uncertainty - &lt;a href=&quot;https://diffify.com/R/anipaths&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggiraph&quot;&gt;{ggiraph} 0.9.2&lt;/a&gt;: Make ‘ggplot2’ Graphics Interactive - &lt;a href=&quot;https://diffify.com/R/ggiraph&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=runonce&quot;&gt;{runonce} 0.3.3&lt;/a&gt;: Run Once and Save Result - &lt;a href=&quot;https://diffify.com/R/runonce&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=timeplyr&quot;&gt;{timeplyr} 1.1.1&lt;/a&gt;: Fast Tidy Tools for Date and Date-Time Manipulation - &lt;a href=&quot;https://diffify.com/R/timeplyr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=uscongress&quot;&gt;{uscongress} 1.0.2&lt;/a&gt;: Fetch United States Congressional Records (1995-Present) - &lt;a href=&quot;https://diffify.com/R/uscongress&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=X_eqwFFH4jI&quot;&gt;What can you do with Positron Assistant?&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=2fOQzgkxi6g&quot;&gt;R-Ladies Gaborone (EN) - Positron for RStudio Users: A Gentle Introduction with Isabella Velásquez&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;shiny-apps&quot;&gt;Shiny Apps&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://thierrymoudiki.github.io/blog/2025/10/09/r/llama2-c&quot;&gt;R port of llama2.c&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/114162880770558405/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/114162880770558405&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rconsortium.github.io/RplusAI_website/&quot;&gt;R+AI 2025 from R Consortium&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://fosstodon.org/@nrennie/115356267887599540/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://fosstodon.org/@nrennie/115356267887599540&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @nrennie@fosstodon.org&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

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  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W41 Ducklake, Slidecrafting, Shiny &amp; LLMs</title>
   <link href="https://rweekly.org/2025-W41.html"/>
   <updated>2025-10-06T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W41</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://colinfay.me&quot;&gt;Colin Fay&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/commcalls/r-multiverse/&quot;&gt;R-multiverse: a new way to publish R packages&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.tidyverse.org/blog/2025/10/ggplot2-styling/&quot;&gt;ggplot2 styling&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/sovereign-tech-fund-invests-450000-in-r-foundation-to-enhance-r-sustainability-and-security/&quot;&gt;The Sovereign Tech Fund invests $450,000 in R Foundation to Enhance R’s Sustainability and Security&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://kieranhealy.org/blog/archives/2025/10/03/iterating-some-sample-data/&quot;&gt;Iterating some sample data&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://tomsing1.github.io/blog/posts/ggbot2/&quot;&gt;Exploring ggbot2: Creating a volcano plot with your voice&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;div align=&quot;center&quot;&gt;
  &lt;img src=&quot;https://tomsing1.github.io/blog/posts/ggbot2/index_files/figure-html/unnamed-chunk-6-1.png&quot; width=&quot;500px&quot; /&gt;
&lt;/div&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://jakubsobolewski.com/blog/bdd-cadence&quot;&gt;The Cadence of Behavior-Driven Development&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/sovereign-tech-fund-invests-450000-in-r-foundation-to-enhance-r-sustainability-and-security/&quot;&gt;The Sovereign Tech Fund invests $450,000 in R Foundation to Enhance R’s Sustainability and Security&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/09/30/coc-templates/&quot;&gt;rOpenSci Code of Conduct Committee Templates&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/09/29/news-september-2025/&quot;&gt;rOpenSci News Digest, September 2025&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/commcalls/r-multiverse/&quot;&gt;R-multiverse: a new way to publish R packages&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://datageeek.com/2025/09/29/uncertainty-analysis-gold-vs-bitcoin/&quot;&gt;Uncertainty Analysis: Gold vs. Bitcoin&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/10/01#052_r-ci_and_coverage&quot;&gt;#052: Running r-ci with Coverage&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/09/30#051_a_neat_rcpp_trick&quot;&gt;#051: A Neat Little Rcpp Trick&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.tidyverse.org/blog/2025/10/ggplot2-styling/&quot;&gt;ggplot2 styling&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;div align=&quot;center&quot;&gt;
  &lt;img src=&quot;https://www.tidyverse.org/blog/2025/10/ggplot2-styling/figs/pattern_fill-1.png&quot; width=&quot;500px&quot; /&gt;
&lt;/div&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.spsanderson.com/steveondata/posts/2025-09-29/&quot;&gt;Data Imputation and Scaling with healthyR.ai: A Guide for R Programmers&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://drmowinckels.io/blog/2025/mapply/&quot;&gt;Mapply: When You Need to Iterate Over Multiple Inputs&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/voice-control-ggplot2-with-ggbot2&quot;&gt;Voice control ggplot2 with ggbot2&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/construct-objects-with-idiomatic-r-code&quot;&gt;Construct objects with idiomatic R code&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/10/02#tinythemes_0.0.4&quot;&gt;tinythemes 0.0.4 at CRAN: Micro Maintenance&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;div align=&quot;center&quot;&gt;
  &lt;img src=&quot;https://eddelbuettel.github.io/images/2023-12-18/tinythemes_demo.png&quot; width=&quot;500px&quot; /&gt;
&lt;/div&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;web-apps&quot;&gt;Web Apps&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://thierrymoudiki.github.io/blog/2025/10/01/r/python/realtime-pricing&quot;&gt;Real-time pricing with a pretrained probabilistic stock return model&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/114162880770558405/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/114162880770558405&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://hachyderm.io/&quot; async=&quot;&quot; src=&quot;https://hachyderm.io/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W40 Ducklake, Slidecrafting, Shiny &amp; LLMs</title>
   <link href="https://rweekly.org/2025-W40.html"/>
   <updated>2025-09-29T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W40</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://bsky.app/profile/rpodcast.bsky.social&quot;&gt;Eric Nantz&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://discindo.org/posts/2025-09-20-r-ducklake/&quot;&gt;Jumping in the Ducklake with nothing but R on&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://slidecrafting-book.com/&quot;&gt;Slidecrafting - Making beautiful slides with reveal.js and Quarto&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://shiny.posit.co/blog/posts/shiny-side-of-llms-part-3/&quot;&gt;The Shiny side of LLMs Part 3&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://freerangestats.info/blog/2025/09/24/ten-years&quot;&gt;Ten year anniversary of Free Range Statistics by @ellis2013nz&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/09/23/gentle-openscience/&quot;&gt;A Gentle Introduction to Open Science&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://shinydevseries.com/blog/2025-09-21-revamp-site/&quot;&gt;Revamping the Shiny Dev Series Site&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.quantumjitter.com/project/saowtu/&quot;&gt;A Novel Analysis — Literally&lt;/a&gt; - Readability &amp;amp; lexical dispersion of a novella using quanteda, ggplot2 and gutenbergr.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://rworks.dev/posts/note-on-dirichlet/&quot;&gt;A Note on the Dirichlet Distribution&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://discindo.org/posts/2025-09-20-r-ducklake/&quot;&gt;Jumping in the Ducklake with nothing but R on&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/r-testthat/&quot;&gt;Testing with {testthat}&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://thierrymoudiki.github.io/blog/2025/09/23/r/ANYMODEL-plus-GARCH&quot;&gt;Combining any model with GARCH(1,1) for probabilistic stock forecasting&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://thierrymoudiki.github.io/blog/2025/09/21/r/synthetic-copulas&quot;&gt;Generating Synthetic Data with R-vine Copulas using esgtoolkit in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.spsanderson.com/steveondata/posts/2025-09-22/&quot;&gt;How to Find the Max Value in Each Row in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jakubsobolewski.com/blog/clean-tests-with-local_mocked_bindings&quot;&gt;Clean R Tests with &lt;code class=&quot;language-plaintext highlighter-rouge&quot;&gt;local_mocked_bindings&lt;/code&gt; and Dependency Wrapping&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.codingthepast.com/2025/09/21/T-Test-in-R.html&quot;&gt;T test in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://slidecrafting-book.com/&quot;&gt;Slidecrafting - Making beautiful slides with reveal.js and Quarto&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.tidyverse.org/blog/2025/09/plumber2-0-1-0/&quot;&gt;plumber2 0.1.0&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://shinydevseries.com/blog/2025-09-24-shinystate-cran/&quot;&gt;shinystate 0.1.0 is available on CRAN!&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/09/21#rcppmlpackexamples_0.0.1&quot;&gt;rcppmlpackexamples 0.0.1 on CRAN: New Package&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=gglyph&quot;&gt;{gglyph} 0.2.0&lt;/a&gt;: Network-Style Visualization of Directed Pairwise Relationships&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=elixir&quot;&gt;{elixir} 0.1.0&lt;/a&gt;: Transmutation of Languages&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=containr&quot;&gt;{containr} 0.1.1&lt;/a&gt;: Containerize Your ‘R’ Project&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=bnpMTP&quot;&gt;{bnpMTP} 1.0.0&lt;/a&gt;: Bayesian Nonparametric Sensitivity Analysis of Multiple Testing
Procedures for p Values&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=diegr&quot;&gt;{diegr} 0.1.0&lt;/a&gt;: Dynamic and Interactive EEG Graphics&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2025/W40/README-topoplot-1-resized.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;p&gt;2025/W40/README-topoplot-1-resized.png&lt;/p&gt;
&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=dtlg&quot;&gt;{dtlg} 0.0.2&lt;/a&gt;: A Performance-Focused Package for Clinical Trial Tables&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=edgemodelr&quot;&gt;{edgemodelr} 0.1.0&lt;/a&gt;: Local Language Model Inference&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=PortfolioTesteR&quot;&gt;{PortfolioTesteR} 0.1.1&lt;/a&gt;: Test Investment Strategies with English-Like Code&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=player&quot;&gt;{player} 0.1.0&lt;/a&gt;: Play Games in the Console&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=screenshotbase&quot;&gt;{screenshotbase} 0.1.0&lt;/a&gt;: Client for the ‘Screenshotbase’ API&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=piecemeal&quot;&gt;{piecemeal} 0.1.0&lt;/a&gt;: Wrangle Large Simulation Studies&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=linkeR&quot;&gt;{linkeR} 0.1.2&lt;/a&gt;: Link Interactive Plots and Tables in ‘shiny’ Applications&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=modelSelection&quot;&gt;{modelSelection} 1.0.3&lt;/a&gt;: High-Dimensional Model Selection&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=glioblastomaEHRsData&quot;&gt;{glioblastomaEHRsData} 0.1.0&lt;/a&gt;: Descriptive Analysis on 3 EHRs Datasets&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggDNAvis&quot;&gt;{ggDNAvis} 0.2.1&lt;/a&gt;: ‘ggplot2’-Based Tools for Visualising DNA Sequences and
Modifications&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=DAGassist&quot;&gt;{DAGassist} 0.2.4&lt;/a&gt;: Test Robustness with Directed Acyclic Graphs&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;GitHub or Bitbucket&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/ekholme/blueycolors/&quot;&gt;blueycolors&lt;/a&gt;: Provides bluey-inspired color pallettes and ggplot2 scales&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2025/W40/blueycolors-resized.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://progressr.futureverse.org/&quot;&gt;progressr 0.16.0 on CRAN: An Inclusive, Unifying API for Progress Updates&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://future.batchtools.futureverse.org/&quot;&gt;future.batchtools 0.21.0 on CRAN: Parallel and Distributed Processing via High-Performance-Compute (HPC) Job Schedulers&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/09/25#tint_0.1.6&quot;&gt;tint 0.1.6 on CRAN: Maintenance&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://nanx.me/blog/post/ggsci-4-0-0/&quot;&gt;ggsci 4.0.0&lt;/a&gt;: 400+ new color palettes&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=V8&quot;&gt;{V8} 7.0.0&lt;/a&gt;: Embedded JavaScript and WebAssembly Engine for R - &lt;a href=&quot;https://diffify.com/R/V8&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=SqlRender&quot;&gt;{SqlRender} 1.19.4&lt;/a&gt;: Rendering Parameterized SQL and Translation to Dialects - &lt;a href=&quot;https://diffify.com/R/SqlRender&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=papaja&quot;&gt;{papaja} 0.1.4&lt;/a&gt;: Prepare American Psychological Association Journal Articles with R Markdown - &lt;a href=&quot;https://diffify.com/R/papaja&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=fuzzySim&quot;&gt;{fuzzySim} 4.36&lt;/a&gt;: Fuzzy Similarity in Species Distributions - &lt;a href=&quot;https://diffify.com/R/fuzzySim&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=CausalImpact&quot;&gt;{CausalImpact} 1.4.1&lt;/a&gt;: Inferring Causal Effects using Bayesian Structural Time-Series Models - &lt;a href=&quot;https://diffify.com/R/CausalImpact&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=Analitica&quot;&gt;{Analitica} 1.8.5&lt;/a&gt;: Exploratory Data Analysis, Group Comparison Tools, and Other Procedures - &lt;a href=&quot;https://diffify.com/R/Analitica&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=tabxplor&quot;&gt;{tabxplor} 1.3.1&lt;/a&gt;: User-Friendly Tables with Color Helpers for Data Exploration - &lt;a href=&quot;https://diffify.com/R/tabxplor&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=survAUC&quot;&gt;{survAUC} 1.4-0&lt;/a&gt;: Estimators of Prediction Accuracy for Time-to-Event Data - &lt;a href=&quot;https://diffify.com/R/survAUC&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=simStateSpace&quot;&gt;{simStateSpace} 1.2.11&lt;/a&gt;: Simulate Data from State Space Models - &lt;a href=&quot;https://diffify.com/R/simStateSpace&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=rio&quot;&gt;{rio} 1.2.4&lt;/a&gt;: A Swiss-Army Knife for Data I/O - &lt;a href=&quot;https://diffify.com/R/rio&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=plspm&quot;&gt;{plspm} 0.6.0&lt;/a&gt;: Partial Least Squares Path Modeling (PLS-PM) - &lt;a href=&quot;https://diffify.com/R/plspm&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=NNS&quot;&gt;{NNS} 11.6&lt;/a&gt;: Nonlinear Nonparametric Statistics - &lt;a href=&quot;https://diffify.com/R/NNS&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=neonUtilities&quot;&gt;{neonUtilities} 3.0.2&lt;/a&gt;: Utilities for Working with NEON Data - &lt;a href=&quot;https://diffify.com/R/neonUtilities&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=dexter&quot;&gt;{dexter} 1.7.0&lt;/a&gt;: Data Management and Analysis of Tests - &lt;a href=&quot;https://diffify.com/R/dexter&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=rly&quot;&gt;{rly} 1.7.7&lt;/a&gt;: Tools to Create Formal Language Parser - &lt;a href=&quot;https://diffify.com/R/rly&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ArchaeoPhases&quot;&gt;{ArchaeoPhases} 2.1.0&lt;/a&gt;: Post-Processing of Markov Chain Monte Carlo Simulations for Chronological Modelling - &lt;a href=&quot;https://diffify.com/R/ArchaeoPhases&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=eye&quot;&gt;{eye} 1.3.0&lt;/a&gt;: Analysis of Eye Data - &lt;a href=&quot;https://diffify.com/R/eye&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=FlexRL&quot;&gt;{FlexRL} 0.1.1&lt;/a&gt;: A Flexible Model for Record Linkage - &lt;a href=&quot;https://diffify.com/R/FlexRL&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=statConfR&quot;&gt;{statConfR} 0.2.1&lt;/a&gt;: Models of Decision Confidence and Measures of Metacognition - &lt;a href=&quot;https://diffify.com/R/statConfR&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=microsimulation&quot;&gt;{microsimulation} 1.4.5&lt;/a&gt;: Discrete Event Simulation in R and C++, with Tools for Cost-Effectiveness Analysis - &lt;a href=&quot;https://diffify.com/R/microsimulation&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=dscore&quot;&gt;{dscore} 1.11.0&lt;/a&gt;: D-Score for Child Development - &lt;a href=&quot;https://diffify.com/R/dscore&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=plsdepot&quot;&gt;{plsdepot} 0.3.0&lt;/a&gt;: Partial Least Squares (PLS) Data Analysis Methods - &lt;a href=&quot;https://diffify.com/R/plsdepot&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=GPTCM&quot;&gt;{GPTCM} 1.1.2&lt;/a&gt;: Generalized Promotion Time Cure Model with Bayesian Shrinkage
Priors - &lt;a href=&quot;https://diffify.com/R/GPTCM&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=TrialSimulator&quot;&gt;{TrialSimulator} 1.3.0&lt;/a&gt;: Clinical Trial Simulator - &lt;a href=&quot;https://diffify.com/R/TrialSimulator&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=metacor&quot;&gt;{metacor} 1.2.0&lt;/a&gt;: Meta-Analytic Effect Size Calculation for Pre-Post Designs with Correlation Imputation - &lt;a href=&quot;https://diffify.com/R/metacor&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=tint&quot;&gt;{tint} 0.1.6&lt;/a&gt;: ‘tint’ is not ‘Tufte’ - &lt;a href=&quot;https://diffify.com/R/tint&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=siera&quot;&gt;{siera} 0.5.4&lt;/a&gt;: Generate Analysis Results Programmes Using ARS Metadata - &lt;a href=&quot;https://diffify.com/R/siera&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=inTextSummaryTable&quot;&gt;{inTextSummaryTable} 3.3.5&lt;/a&gt;: Creation of in-Text Summary Table - &lt;a href=&quot;https://diffify.com/R/inTextSummaryTable&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=autoslider.core&quot;&gt;{autoslider.core} 0.3.1&lt;/a&gt;: Slide Automation for Tables, Listings and Figures - &lt;a href=&quot;https://diffify.com/R/autoslider.core&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=forcats&quot;&gt;{forcats} 1.0.1&lt;/a&gt;: Tools for Working with Categorical Variables (Factors) - &lt;a href=&quot;https://diffify.com/R/forcats&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=planr&quot;&gt;{planr} 0.6.1&lt;/a&gt;: Tools for Supply Chain Management, Demand and Supply Planning - &lt;a href=&quot;https://diffify.com/R/planr&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ronfig&quot;&gt;{ronfig} 0.0.3&lt;/a&gt;: Load Configuration Values - &lt;a href=&quot;https://diffify.com/R/ronfig&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=nanoarrow&quot;&gt;{nanoarrow} 0.7.0-1&lt;/a&gt;: Interface to the ‘nanoarrow’ ‘C’ Library - &lt;a href=&quot;https://diffify.com/R/nanoarrow&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggcompare&quot;&gt;{ggcompare} 0.0.5&lt;/a&gt;: Mean Comparison in ‘ggplot2’ - &lt;a href=&quot;https://diffify.com/R/ggcompare&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=extrafont&quot;&gt;{extrafont} 0.20&lt;/a&gt;: Tools for Using Fonts - &lt;a href=&quot;https://diffify.com/R/extrafont&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=WeibullR.plotly&quot;&gt;{WeibullR.plotly} 0.3.2&lt;/a&gt;: Interactive Weibull Probability Plots - &lt;a href=&quot;https://diffify.com/R/WeibullR.plotly&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2025/W40/weibullR-resized.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=gt&quot;&gt;{gt} 1.1.0&lt;/a&gt;: Easily Create Presentation-Ready Display Tables - &lt;a href=&quot;https://diffify.com/R/gt&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=dataspice&quot;&gt;{dataspice} 1.1.1&lt;/a&gt;: Create Lightweight Schema.org Descriptions of Data - &lt;a href=&quot;https://diffify.com/R/dataspice&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=waiter&quot;&gt;{waiter} 0.2.5.1&lt;/a&gt;: Loading Screen for ‘Shiny’ - &lt;a href=&quot;https://diffify.com/R/waiter&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=DatabaseConnector&quot;&gt;{DatabaseConnector} 7.0.0&lt;/a&gt;: Connecting to Various Database Platforms - &lt;a href=&quot;https://diffify.com/R/DatabaseConnector&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=fastplyr&quot;&gt;{fastplyr} 0.9.9&lt;/a&gt;: Fast Alternatives to ‘tidyverse’ Functions - &lt;a href=&quot;https://diffify.com/R/fastplyr&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=networkR&quot;&gt;{networkR} 0.1.5&lt;/a&gt;: Network Analysis and Visualization - &lt;a href=&quot;https://diffify.com/R/networkR&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;shiny-apps&quot;&gt;Shiny Apps&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://shiny.posit.co/blog/posts/shiny-side-of-llms-part-3/&quot;&gt;The Shiny side of LLMs Part 3&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/114162880770558405/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/114162880770558405&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://hachyderm.io/&quot; async=&quot;&quot; src=&quot;https://hachyderm.io/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/commcalls/r-multiverse/&quot;&gt;R-multiverse: a new way to publish R packages&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-posts.com/bayesian-optimization-for-sequential-decisions-with-multi-arm-bandits/&quot;&gt;Bayesian Optimization for Sequential Decisions with Multi-Arm Bandits&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://bit.ly/join-gg-extenders&quot;&gt;Release party for ggplot2 4.0.0&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/webinars/how-to-use-pointblank-to-understand-validate-and-document-your-data.html&quot;&gt;How to use pointblank to understand, validate, and document your data&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:epgc4meeiie56auktjjbi4zf/app.bsky.feed.post/3lzrvolombk2c&quot; data-bluesky-cid=&quot;bafyreibkgyfqtramrfvdsudaanpx65rioyhziqu2mjcuqvodzckxb6mxre&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;Positron running on a small Raspberry Pi CM5 computer (Hackberry pi). Why am I compelled to do things like this? #rstats #python #quartopub&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:epgc4meeiie56auktjjbi4zf/post/3lzrvolombk2c?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Ted Laderas (&lt;a href=&quot;https://bsky.app/profile/did:plc:epgc4meeiie56auktjjbi4zf?ref_src=embed&quot;&gt;@tladeras.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:epgc4meeiie56auktjjbi4zf/post/3lzrvolombk2c?ref_src=embed&quot;&gt;September 26, 2025 at 10:10 PM&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

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  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W39 Parse RMarkdown, Vibe Code, Quality Control</title>
   <link href="https://rweekly.org/2025-W39.html"/>
   <updated>2025-09-22T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W39</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://fosstodon.org/@jonocarroll&quot;&gt;Jonathan Carroll&lt;/a&gt;, with help from the RWeekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/09/18/markdown-programmatic-parsing/&quot;&gt;All the Ways to Programmatically Edit or Parse R Markdown / Quarto Documents&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jcarroll.com.au/2025/09/13/i-vibe-coded-an-r-package/&quot;&gt;I Vibe Coded an R Package&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.R-exams.org/tutorials/nops_fix/&quot;&gt;Quality Control for Scanned Multiple-Choice Exams&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r.iresmi.net/posts/2025/phoenician/&quot;&gt;Phoenician colonization&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.R-exams.org/tutorials/nops_fix/&quot;&gt;Quality Control for Scanned Multiple-Choice Exams&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2025/W39/nops_fix.title_600.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/09/18/markdown-programmatic-parsing/&quot;&gt;All the Ways to Programmatically Edit or Parse R Markdown / Quarto Documents&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.spsanderson.com/steveondata/posts/2025-09-15/&quot;&gt;Complete Guide to Applying Functions to Each Row in R Matrices and Data Frames&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/positron-conf-announcement/&quot;&gt;Positron at posit::conf(2025) Roundup&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/rstudio-2025-09-0-whats-new/&quot;&gt;RStudio IDE and Posit Workbench 2025.09.0: What’s New&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/posit-package-manager-2025-09-0/&quot;&gt;What’s New in Posit Package Manager: September 2025&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/positron-for-product-owners/&quot;&gt;Positron for Product Owners&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/connect-cloud-posit-publisher/&quot;&gt;Deploy to Connect Cloud from Positron and VS Code&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jcarroll.com.au/2025/09/13/i-vibe-coded-an-r-package/&quot;&gt;I Vibe Coded an R Package&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2025/W39/kanjiexplorer_600.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://freerangestats.info/blog/2025/09/07/png&quot;&gt;Some Papua New Guinea data doodles by @ellis2013nz&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.storybench.org/easily-clean-up-messy-databases-with-fuzzy-matching-in-r/&quot;&gt;Easily clean up messy databases with fuzzy matching in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-organizations&quot;&gt;R in Organizations&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://pharmaverse.github.io/blog/posts/2025-09-12_faster_clinical_trial_reporting/faster_clinical_trial_reporting.html&quot;&gt;Faster Clinical Trial Reporting: A Beginner’s Guide to Implementing CDISC SDTM and ADaM Standards with Open-Source R Packages&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.kenkoonwong.com/blog/dynamic-programming/&quot;&gt;Building DNA Sequence Alignment With Needleman-Wunsch Algorithm From Scratch - A Note To My Self&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.kenkoonwong.com/blog/blast/&quot;&gt;Learning About Assemblying DNA, BLAST, and Multiple Loci Sequence Testing (MLST) - A Note To Myself&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://thierrymoudiki.github.io/blog/2025/09/08/r/python/pretraining-ridge2f&quot;&gt;Transfer Learning using ahead::ridge2f on synthetic stocks returns&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://thierrymoudiki.github.io/blog/2025/09/16/r/python/revisiting-equity-scr&quot;&gt;Reimagining Equity Solvency Capital Requirement Approximation&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://datageeek.com/2025/09/18/augmented-dynamic-adaptive-model-adam-for-daily-seasonal-data/&quot;&gt;Augmented Dynamic Adaptive Model (ADAM) for Daily Seasonal Data&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://fharrell.com/talk/gdesign/&quot;&gt;Goal-Driven Flexible Bayesian Design&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://pharmaverse.github.io/blog/posts/2025-09-15-introducing.../introducing_admiralneuro.html&quot;&gt;Introducing admiralneuro!&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=admiralneuro&quot;&gt;{admiralneuro} 0.1.0&lt;/a&gt;: Neuroscience Extension Package for ADaM in ‘R’ Asset Library&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=shinystate&quot;&gt;{shinystate} 0.1.0&lt;/a&gt;: Customization of Shiny Bookmarkable State&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=isocubes&quot;&gt;{isocubes} 1.0.0&lt;/a&gt;: Voxel Data Visualization with Isometric Cubes&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=descutils&quot;&gt;{descutils} 1.0&lt;/a&gt;: Utilities for Describing and Comparing Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=sqlq&quot;&gt;{sqlq} 1.0.1&lt;/a&gt;: ‘SQL’ Query Builder&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ezTrack&quot;&gt;{ezTrack} 0.1.0&lt;/a&gt;: Exploring Animal Movement Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=broadcast&quot;&gt;{broadcast} 0.1.3&lt;/a&gt;: Broadcasted Array Operations Like ‘NumPy’&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=repo.data&quot;&gt;{repo.data} 0.1.4&lt;/a&gt;: R Repository Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=pregnancy&quot;&gt;{pregnancy} 0.1.1&lt;/a&gt;: Calculate and Track Dates and Medications During Pregnancy&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=DUToolkit&quot;&gt;{DUToolkit} 1.0.1&lt;/a&gt;: Visualizing and Quantifying Decision Uncertainty&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;GitHub or Bitbucket&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://pacha.dev/blog/2025/09/12/tanakh/&quot;&gt;The ‘Tanakh’ R package&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://gradientdescending.com/survivor-australia-vs-the-world-is-now-in-survivor/&quot;&gt;Survivor Australia vs. The World is now in {survivoR}&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/09/14#rcppsimdjson_0.1.14&quot;&gt;RcppSimdJson 0.1.14 on CRAN: New Upstream Major&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/09/09#rcppsmc_0.2.9&quot;&gt;RcppSMC 0.2.9 on CRAN: Maintenance&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/09/08#rcpparmadillo_15.0.2-1&quot;&gt;RcppArmadillo 15.0.2-1 on CRAN: New Upstream, Some Changes&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=RcppArmadillo&quot;&gt;{RcppArmadillo} 15.0.2-2&lt;/a&gt;: ‘Rcpp’ Integration for the ‘Armadillo’ Templated Linear Algebra&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggplotify&quot;&gt;{ggplotify} 0.1.3&lt;/a&gt;: Convert Plot to ‘grob’ or ‘ggplot’ Object - &lt;a href=&quot;https://diffify.com/R/ggplotify&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=dbi.table&quot;&gt;{dbi.table} 1.0.5&lt;/a&gt;: Database Queries Using ‘data.table’ Syntax - &lt;a href=&quot;https://diffify.com/R/dbi.table&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=table1&quot;&gt;{table1} 1.5.1&lt;/a&gt;: Tables of Descriptive Statistics in HTML - &lt;a href=&quot;https://diffify.com/R/table1&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=vismeteor&quot;&gt;{vismeteor} 2.0.1&lt;/a&gt;: Analysis of Visual Meteor Data - &lt;a href=&quot;https://diffify.com/R/vismeteor&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=altdoc&quot;&gt;{altdoc} 0.6.0&lt;/a&gt;: Package Documentation Websites with ‘Quarto’, ‘Docsify’, ‘Docute’, or ‘MkDocs’ - &lt;a href=&quot;https://diffify.com/R/altdoc&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=vroom&quot;&gt;{vroom} 1.6.6&lt;/a&gt;: Read and Write Rectangular Text Data Quickly - &lt;a href=&quot;https://diffify.com/R/vroom&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=inDAGO&quot;&gt;{inDAGO} 1.0.2&lt;/a&gt;: A GUI for Dual and Bulk RNA-Sequencing Analysis - &lt;a href=&quot;https://diffify.com/R/inDAGO&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=weatherOz&quot;&gt;{weatherOz} 2.0.2&lt;/a&gt;: An API Client for Australian Weather and Climate Data Resources - &lt;a href=&quot;https://diffify.com/R/weatherOz&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=progressr&quot;&gt;{progressr} 0.16.0&lt;/a&gt;: An Inclusive, Unifying API for Progress Updates - &lt;a href=&quot;https://diffify.com/R/progressr&quot;&gt;diffify&lt;/a&gt;
Library - &lt;a href=&quot;https://diffify.com/R/RcppArmadillo&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggstar&quot;&gt;{ggstar} 1.0.6&lt;/a&gt;: Multiple Geometric Shape Point Layer for ‘ggplot2’ - &lt;a href=&quot;https://diffify.com/R/ggstar&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=duckdb&quot;&gt;{duckdb} 1.4.0&lt;/a&gt;: DBI Package for the DuckDB Database Management System - &lt;a href=&quot;https://diffify.com/R/duckdb&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=cartographr&quot;&gt;{cartographr} 0.2.4&lt;/a&gt;: Crafting Print-Ready Maps and Layered Visualizations - &lt;a href=&quot;https://diffify.com/R/cartographr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=kerasnip&quot;&gt;{kerasnip} 0.0.3&lt;/a&gt;: A Bridge Between ‘keras’ and ‘tidymodels’ - &lt;a href=&quot;https://diffify.com/R/kerasnip&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=duckplyr&quot;&gt;{duckplyr} 1.1.2&lt;/a&gt;: A ‘DuckDB’-Backed Version of ‘dplyr’ - &lt;a href=&quot;https://diffify.com/R/duckplyr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=Rlabkey&quot;&gt;{Rlabkey} 3.4.4&lt;/a&gt;: Data Exchange Between R and ‘LabKey’ Server - &lt;a href=&quot;https://diffify.com/R/Rlabkey&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=pillar&quot;&gt;{pillar} 1.11.1&lt;/a&gt;: Coloured Formatting for Columns - &lt;a href=&quot;https://diffify.com/R/pillar&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggpath&quot;&gt;{ggpath} 1.1.0&lt;/a&gt;: Robust Image Rendering Support for ‘ggplot2’ - &lt;a href=&quot;https://diffify.com/R/ggpath&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=noctua&quot;&gt;{noctua} 2.6.3&lt;/a&gt;: Connect to ‘AWS Athena’ using R ‘AWS SDK’ ‘paws’ (‘DBI’ Interface) - &lt;a href=&quot;https://diffify.com/R/noctua&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggstats&quot;&gt;{ggstats} 0.11.0&lt;/a&gt;: Extension to ‘ggplot2’ for Plotting Stats - &lt;a href=&quot;https://diffify.com/R/ggstats&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=marquee&quot;&gt;{marquee} 1.2.1&lt;/a&gt;: Markdown Parser and Renderer for R Graphics - &lt;a href=&quot;https://diffify.com/R/marquee&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/commcalls/r-multiverse/&quot;&gt;R-multiverse: a new way to publish R packages&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-posts.com/from-a-slow-analysis-script-to-a-fast-and-structured-program-in-r-workshop/&quot;&gt;From a slow analysis script to a fast and structured program in R workshop&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-posts.com/structural-bayesian-techniques-for-experimental-and-behavioral-economics-with-applications-in-r-and-stan-workshop/&quot;&gt;Structural Bayesian Techniques for Experimental and Behavioral Economics, With applications in R and Stan workshop&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://www.seascapemodels.org/rstats/2025/09/18/ai-r-workshops.html&quot;&gt;Generative AI and R workshops in Hobart Australia&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://mastodon.social/@aRtsy_package/115201139247069971/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://mastodon.social/@aRtsy_package/115201139247069971&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @aRtsy_package@mastodon.social&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://fosstodon.org/@coolbutuseless/115207919565550255/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://fosstodon.org/@coolbutuseless/115207919565550255&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @coolbutuseless@fosstodon.org&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://fosstodon.org/&quot; async=&quot;&quot; src=&quot;https://fosstodon.org/embed.js&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://fosstodon.org/@paocorrales/115235322050489421/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://fosstodon.org/@paocorrales/115235322050489421&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @paocorrales@fosstodon.org&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W38 R6 Interfaces, ggplot2</title>
   <link href="https://rweekly.org/2025-W38.html"/>
   <updated>2025-09-15T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W38</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://bsky.app/profile/jonathankitt.bsky.social&quot;&gt;Jonathan Kitt&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlights&quot;&gt;Highlights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jakubsobolewski.com/blog/testable-r6-interfaces&quot;&gt;R6 Interfaces For Backend: Define What, Not How&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://nrennie.rbind.io/blog/art-of-viz-book/&quot;&gt;Introduction the Art of Visualization with ggplot2&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.tidyverse.org/blog/2025/09/ggplot2-4-0-0/&quot;&gt;ggplot2 4.0.0&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.tidyverse.org/blog/2025/09/ggplot2-4-0-0/&quot;&gt;ggplot2 4.0.0&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://tomaztsql.wordpress.com/2025/09/10/little-useless-useful-r-functions-markov-babbler/&quot;&gt;Little useless-useful R functions – Markov babbler&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://jakubsobolewski.com/blog/testable-r6-interfaces&quot;&gt;R6 Interfaces For Backend: Define What, Not How&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.spsanderson.com/steveondata/posts/2025-09-08/&quot;&gt;TidyDensity Update&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://positron.posit.co/migrate-rstudio.html&quot;&gt;Migrating from RStudio to Positron&lt;/a&gt;
&lt;img src=&quot;https://positron.posit.co/images/user-interface-for-rstudio-migration.jpeg&quot; alt=&quot;&quot; /&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/inside-jumping-rivers/&quot;&gt;Who We Are and What We Do: Inside Jumping Rivers&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://datageeek.com/2025/09/09/bagged-neural-networks-will-bayrous-resignation-affect-the-stoxx-600-index/&quot;&gt;Bagged Neural Networks: Will Bayrou’s Fell Affect the STOXX 600 Index?&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://nrennie.rbind.io/blog/art-of-viz-book/&quot;&gt;Introduction the Art of Visualization with ggplot2&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/oracle-r-distribution-441-now-available-with-enhanced-performance/&quot;&gt;R consortium - Oracle R Distribution 4.4.1 Now Available with Enhanced Performance&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://r-consortium.org/posts/oracle-r-distribution-441-now-available-with-enhanced-performance/oracle-machine-learning-header.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rsamplr&quot;&gt;{rsamplr} 0.1.1&lt;/a&gt;: Sampling Algorithms and Spatially Balanced Sampling&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ivolcano&quot;&gt;{ivolcano} 0.0.1&lt;/a&gt;: Interactive Volcano Plot&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=workspace&quot;&gt;{workspace} 0.1.5&lt;/a&gt;: Manage Collections of Datasets and Objects&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=GPflexViz&quot;&gt;{GPflexViz} 1.0.0&lt;/a&gt;: Graphical Visualizations Related to Genomic Prediction&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=inshiny&quot;&gt;{inshiny} 0.1.0&lt;/a&gt;: Compact Inline Widgets for ‘shiny’ Apps&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Github only&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/gvelasq/tomorrow-night-bright-r-classic&quot;&gt;{tomorrow-night-bright-r-classic} 0.1.3&lt;/a&gt;: A Tomorrow Night Bright theme for Positron IDE and VS Code, inspired by RStudio IDE&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/gvelasq/mutagen&quot;&gt;{mutagen} 0.1.0&lt;/a&gt;: Extensions to dplyr’s mutate&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggstatsplot&quot;&gt;{ggstatsplot} 0.13.2&lt;/a&gt;: ‘ggplot2’ Based Plots with Statistical Details - &lt;a href=&quot;https://diffify.com/R/ggstatsplot&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=purrrlyr&quot;&gt;{purrrlyr} 0.0.10&lt;/a&gt;: Tools at the Intersection of ‘purrr’ and ‘dplyr’ - &lt;a href=&quot;https://diffify.com/R/purrrlyr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=dbplyr&quot;&gt;{dbplyr} 2.5.1&lt;/a&gt;: A ‘dplyr’ Back End for Databases - &lt;a href=&quot;https://diffify.com/R/dbplyr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rix&quot;&gt;{rix} 0.17.2&lt;/a&gt;: Reproducible Data Science Environments with ‘Nix’ - &lt;a href=&quot;https://diffify.com/R/rix&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=survivoR&quot;&gt;{survivoR} 2.3.7&lt;/a&gt;: Data from all Seasons of Survivor (US) TV Series in Tidy Format - &lt;a href=&quot;https://diffify.com/R/survivoR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=santoku&quot;&gt;{santoku} 1.1.0&lt;/a&gt;: A Versatile Cutting Tool - &lt;a href=&quot;https://diffify.com/R/santoku&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.R-exams.org/tutorials/vvcanvas/&quot;&gt;Creating and managing Canvas quizzes with R/exams and vvcanvas&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.peterlicari.com/posts/simulate_ts_2025/&quot;&gt;How to Manually Simulate (Seasonal) Time Series in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/09/11/repometrics-call-help/&quot;&gt;Help Us Design a New Git(Hub) Organizational Dashboard&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/all-projects/callforproposals.html&quot;&gt;R consortium call for proposals&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/announcing-the-2025-table-and-plotnine-contests/&quot;&gt;Posit 2025 Table Contest&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-posts.com/from-a-slow-analysis-script-to-a-fast-and-structured-program-in-r-workshop/&quot;&gt;From a slow analysis script to a fast and structured program in R workshop&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/commcalls/r-multiverse/&quot;&gt;R-multiverse: a new way to publish R packages&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/commcalls/r-multiverse/&quot;&gt;R-multiverse: a new way to publish R packages&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:s5sz3q5ffbgcdymwohle4tmf/app.bsky.feed.post/3lyb3gjubmk24&quot; data-bluesky-cid=&quot;bafyreidzrzpuocpvrracpcmpnhepfel6bhm6c4aaye76dctr2nf3gkutym&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;For this week&amp;#x27;s #TidyTuesday, hex grid maps showing seasonal shifts in frog observations across Australia

Code: github.com/gkaramanis/t...

#RStats #dataviz&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:s5sz3q5ffbgcdymwohle4tmf/post/3lyb3gjubmk24?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Georgios Karamanis (&lt;a href=&quot;https://bsky.app/profile/did:plc:s5sz3q5ffbgcdymwohle4tmf?ref_src=embed&quot;&gt;@karaman.is&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:s5sz3q5ffbgcdymwohle4tmf/post/3lyb3gjubmk24?ref_src=embed&quot;&gt;7 septembre 2025 à 18:13&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:jiushxoiyvgcw2tgsjyvd2mc/app.bsky.feed.post/3lycvy3urq22o&quot; data-bluesky-cid=&quot;bafyreifrpsjgior6zpxnvs7uifudiyqoiylmjjh6nm55unj5r2c56tgbcq&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;🎨

#Rtistry #GenArtClub #RStats #ggplot2&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc/post/3lycvy3urq22o?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Nicola Rennie (&lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc?ref_src=embed&quot;&gt;@nrennie.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc/post/3lycvy3urq22o?ref_src=embed&quot;&gt;8 septembre 2025 à 11:40&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:ctipukv4sf6gsvr2owg7tbbz/app.bsky.feed.post/3lylv7tx37fc2&quot; data-bluesky-cid=&quot;bafyreifkmzjrvuebudbiy6d3swr73hal67xh62x2j3wk4ayuh3nlwshh54&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;Oh, boy, I has missed this positron feature. You can link your github account and access PR and issues directly from the IDE.

#RStats&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:ctipukv4sf6gsvr2owg7tbbz/post/3lylv7tx37fc2?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Elio Campitelli (&lt;a href=&quot;https://bsky.app/profile/did:plc:ctipukv4sf6gsvr2owg7tbbz?ref_src=embed&quot;&gt;@eliocamp.mastodon.social.ap.brid.gy&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:ctipukv4sf6gsvr2owg7tbbz/post/3lylv7tx37fc2?ref_src=embed&quot;&gt;12 septembre 2025 à 01:21&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W37 mirai and nanonext</title>
   <link href="https://rweekly.org/2025-W37.html"/>
   <updated>2025-09-09T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W37</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://bsky.app/profile/jonmcalder.bsky.social&quot;&gt;Jon Calder&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.tidyverse.org/blog/2025/09/mirai-2-5-0/&quot;&gt;tidyverse blog: mirai 2.5.0 - production-grade parallel and distributed computing&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.tidyverse.org/blog/2025/09/nanonext-1-7-0/&quot;&gt;tidyverse blog: Introducing nanonext - breaking down language barriers in data science&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.tidyverse.org/blog/2025/09/mirai-2-5-0/&quot;&gt;tidyverse blog: mirai 2.5.0 - production-grade parallel and distributed computing&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.tidyverse.org/blog/2025/09/nanonext-1-7-0/&quot;&gt;tidyverse blog: Introducing nanonext - breaking down language barriers in data science&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/09/02/champions-program-projects-cohort2/&quot;&gt;rOpenSci Champions Second Cohort: Projects Wrap-Up&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://drmowinckels.io/blog/2025/submodules/&quot;&gt;Hugo modules vs. Git submodules: manage your website more easily&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/posit-academy-efficient-reproducible-workflows/&quot;&gt;Driving more efficient and reproducible workflows with Posit Academy&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.R-exams.org/general/fun_with_flags/&quot;&gt;R/exams Presents: Fun with Flags&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://datageeek.com/2025/09/05/ensemble-model-for-gold-futures/&quot;&gt;Ensemble Model for Gold Futures&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://datageeek.com/2025/09/01/linear-model-with-feature-engineering-silver-prices-surge/&quot;&gt;Linear Model with Feature Engineering: Silver Prices Surge&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://discindo.org/posts/2025-09-05-bioinf-bloggers/&quot;&gt;Introducing bioinf-bloggers.com&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=rvolleydata&quot;&gt;{rvolleydata} 1.0.0&lt;/a&gt;: Extract Data from Professional Volleyball Leagues in North
America&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=SouthKoreAPIs&quot;&gt;{SouthKoreAPIs} 0.1.0&lt;/a&gt;: Access South Korean Data via Public APIs and Curated Datasets&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=blosc&quot;&gt;{blosc} 0.0.6&lt;/a&gt;: Compress and Decompress Data Using the ‘BLOSC’ Library&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=shinytesters&quot;&gt;{shinytesters} 0.1.0&lt;/a&gt;: Update ‘Shiny’ Inputs when using testServer()&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=hcruR&quot;&gt;{hcruR} 1.0.0&lt;/a&gt;: Estimate, Compare, and Visualize Healthcare Resource Utilization
for Real-World Evidence&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=SemanticDistance&quot;&gt;{SemanticDistance} 0.1.1&lt;/a&gt;: Compute Semantic Distance Between Text Constituents&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=gdalraster&quot;&gt;{gdalraster} 2.2.1&lt;/a&gt;: Bindings to GDAL (Geospatial Data Abstraction Library) - &lt;a href=&quot;https://diffify.com/R/gdalraster&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=mirai&quot;&gt;{mirai} 2.5.0&lt;/a&gt;: Minimalist async evaluation framework for R - &lt;a href=&quot;https://diffify.com/R/mirai/&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=nanonext&quot;&gt;{nanonext} 1.7.0&lt;/a&gt;: R binding for Nanomsg Next Generation - &lt;a href=&quot;https://diffify.com/R/nanonext&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=leaflet&quot;&gt;{leaflet} 2.2.3&lt;/a&gt;: Create Interactive Web Maps with the JavaScript ‘Leaflet’
Library - &lt;a href=&quot;https://diffify.com/R/leaflet&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=roxygen2&quot;&gt;{roxygen2} 7.3.3&lt;/a&gt;: In-Line Documentation for R - &lt;a href=&quot;https://diffify.com/R/roxygen2&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ellmer&quot;&gt;{ellmer} 0.3.2&lt;/a&gt;: Chat with Large Language Models - &lt;a href=&quot;https://diffify.com/R/ellmer&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=officer&quot;&gt;{officer} 0.7.0&lt;/a&gt;: Manipulation of Microsoft Word and PowerPoint Documents - &lt;a href=&quot;https://diffify.com/R/officer&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;shiny-apps&quot;&gt;Shiny Apps&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://albert-rapp.de/posts/web_dev/09_shiny_explained/09_shiny_explained.html&quot;&gt;WebDev4R: Shiny Explained&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://waterdata.usgs.gov/blog/rds-assertions/&quot;&gt;Reproducible Data Science in R: Say the quiet part out loud with assertion tests 💧&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://www.seascapemodels.org/rstats/2025/09/02/AI-reports-with-openrouter-and-r.html&quot;&gt;Create reports and tutorials with generative AI from R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://tomsing1.github.io/blog/posts/rv/&quot;&gt;Managing project-specific R libraries with rv&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.spsanderson.com/steveondata/posts/2025-09-01/&quot;&gt;How to Reset Row Numbers of Data Frame in R: Complete Guide&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.kenkoonwong.com/blog/phylo/&quot;&gt;Learning The Basics of Phylogenetic Analysis&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://shiny.posit.co/blog/posts/shiny-side-of-llms-part-2/&quot;&gt;Talking to LLMs: From Prompt to Response&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/114162880770558405/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/114162880770558405&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://hachyderm.io/&quot; async=&quot;&quot; src=&quot;https://hachyderm.io/embed.js&quot;&gt;&lt;/script&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://r-consortium.org/posts/r-consortium-technical-grant-cycle-opens-today/&quot;&gt;🚀 R Consortium Technical Grant Cycle Opens Today — Your Chance to Make a Mark&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/commcalls/r-multiverse/&quot;&gt;R-multiverse: a new way to publish R packages&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:uuakrtiagut3wylkkfpql2gb/app.bsky.feed.post/3lxzrhxnnzc2t&quot; data-bluesky-cid=&quot;bafyreiatjlqfshe4hdk2uhciur3wmixomdwxmddluyedprpivgf3bigzou&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;everything is terrible but at least the #rstats community is still one of the best&lt;/p&gt;&amp;mdash; Kevin Ushey (&lt;a href=&quot;https://bsky.app/profile/did:plc:uuakrtiagut3wylkkfpql2gb?ref_src=embed&quot;&gt;@kevinushey.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:uuakrtiagut3wylkkfpql2gb/post/3lxzrhxnnzc2t?ref_src=embed&quot;&gt;4 September 2025 at 20:26&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:lyhnsn2hamljisgptgs3qqkr/app.bsky.feed.post/3ly3neq4d7s22&quot; data-bluesky-cid=&quot;bafyreigoe6yldl5js23abffr2v6i5b3rkdckz45njmy3q53ybocwkbyslq&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;Instead of doing what I should be doing, I procrastinated by updating the &amp;quot;About&amp;quot; page of my website with a scrollytelling career timeline, some fun stats, and a card grid of hobbies! It&amp;#x27;s amazing what you can do with @quarto.org!

kylieainslie.github.io/about.html

#rstats #AcademicSky&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:lyhnsn2hamljisgptgs3qqkr/post/3ly3neq4d7s22?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Kylie Ainslie, PhD (&lt;a href=&quot;https://bsky.app/profile/did:plc:lyhnsn2hamljisgptgs3qqkr?ref_src=embed&quot;&gt;@kylieainslie.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:lyhnsn2hamljisgptgs3qqkr/post/3ly3neq4d7s22?ref_src=embed&quot;&gt;5 September 2025 at 14:18&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W36 {truffle} messy datasets, 25 things with R, OpenAI Codex in Positron</title>
   <link href="https://rweekly.org/2025-W36.html"/>
   <updated>2025-09-02T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W36</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://bsky.app/profile/rbyryo.bsky.social&quot;&gt;Ryo Nakagawara&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://mmmdata.io/posts/2025/08/creating-messy-datasets-for-teaching-purposes-with-truffle/&quot;&gt;Creating messy datasets for teaching purposes with {truffle}&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=wrPrIRcOVr0&quot;&gt;25 Things You Didn’t Know You Could Do with R - Cascadia R Conf, Keynote&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/codex-positron&quot;&gt;Using OpenAI Codex in Positron with a demo on developing an R package using the OpenAI Codex agent&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://topepo.github.io/2025_NYR/#/title-slide&quot;&gt;Measuring LLM Effectiveness - Max Kuhn &amp;amp; Simon Couch (slides)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.simonpcouch.com/blog/2025-08-26-predictive/&quot;&gt;I was wrong about tidymodels and LLMs&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/codex-positron&quot;&gt;Using OpenAI Codex in Positron with a demo on developing an R package using the OpenAI Codex agent&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://github.com/user-attachments/assets/907d6fdd-f6df-44dd-b027-8397d671904e&quot; alt=&quot;codex-positron&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://r-consortium.org/all-projects/callforproposals.html&quot;&gt;💸 R-Consortium ISC Grant Applications Open!📦&lt;/a&gt; — funding to build packages and technical infrastructure for the R community&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://freerangestats.info/blog/2025/08/23/timeuse-technical&quot;&gt;Men’s domestic chores and fertility rates - Part II, technical notes&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/actuarial-techniques-r-python/&quot;&gt;A guide to actuarial techniques in R and Python&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-organizations&quot;&gt;R in Organizations&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://blog.thecoatlessprofessor.com/programming/r/introducing-multideploy-streamline-file-deployments-across-multiple-repositories/&quot;&gt;Introducing multideploy: Streamline file deployments across multiple repositories&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0331002&quot;&gt;surveydown: An open-source, markdown-based platform for programmable and reproducible surveys&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=WSCdata&quot;&gt;{WSCdata} 0.1.0&lt;/a&gt;: A New Four-Arm Within-Study Comparison Data on Math and
Vocabulary Training&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=shinypayload&quot;&gt;{shinypayload} 0.1.0&lt;/a&gt;: Accept POST Data and URL Parameters in ‘shiny’ (Same-Port
Integration)&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ptvalue&quot;&gt;{ptvalue} 0.1.0&lt;/a&gt;: Working with Precision Teaching Values&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=tastyR&quot;&gt;{tastyR} 0.1.0&lt;/a&gt;: Recipe Data from ‘Allrecipes.com’&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=Stype.est&quot;&gt;{Stype.est} 0.1.0&lt;/a&gt;: S-Type Estimators&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=h3o&quot;&gt;{h3o} 0.3.0&lt;/a&gt;: H3 Geospatial Indexing System&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=gadjid&quot;&gt;{gadjid} 0.1.0&lt;/a&gt;: Graph Adjustment Identification Distances for Causal Graphs&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=stratcols&quot;&gt;{stratcols} 1.0.0&lt;/a&gt;: Stratigraphic Columns and Order Metrics&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=searchAnalyzeR&quot;&gt;{searchAnalyzeR} 0.1.0&lt;/a&gt;: Advanced Analytics and Testing Framework for Systematic Review
Search Strategies&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=datacommons&quot;&gt;{datacommons} 0.1.0&lt;/a&gt;: Client for the ‘Google Data Commons API V2’&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=scPOEM&quot;&gt;{scPOEM} 0.1.2&lt;/a&gt;: Single-Cell Meta-Path Based Omic Embedding&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=rcdf&quot;&gt;{rcdf} 0.1.0&lt;/a&gt;: A Comprehensive Toolkit for Working with Encrypted Parquet Files&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=pECV&quot;&gt;{pECV} 1.0.1&lt;/a&gt;: Entrywise Splitting Cross-Validation for Factor Models&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ham&quot;&gt;{ham} 1.0.0&lt;/a&gt;: Healthcare Analysis Methods&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gridify&quot;&gt;{gridify} 0.7.4&lt;/a&gt;: Enrich Figures and Tables with Custom Headers and Footers and
More&lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=GenOU&quot;&gt;{GenOU} 0.2.1&lt;/a&gt;: Sequential Change-Point Tests for Generalized Ornstein-Uhlenbeck
Processes&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=calms&quot;&gt;{calms} 1.0-1&lt;/a&gt;: Comprehensive Analysis of Latent Means&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=auxvecLASSO&quot;&gt;{auxvecLASSO} 0.2.0&lt;/a&gt;: LASSO Auxiliary Variable Selection and Auxiliary Vector
Diagnostics&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=TheseusPlot&quot;&gt;{TheseusPlot} 0.1.1&lt;/a&gt;: Visualizing Decomposition of Differences in Rate Metrics&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=terminalgraphics&quot;&gt;{terminalgraphics} 0.1.1&lt;/a&gt;: Graphical Output in Terminals&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=SMMAL&quot;&gt;{SMMAL} 0.0.5&lt;/a&gt;: Semi-Supervised Estimation of Average Treatment Effects&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=pubchem.bio&quot;&gt;{pubchem.bio} 1.0.0&lt;/a&gt;: Biologically Informed Metabolomic Databases from ‘PubChem’&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=kfre&quot;&gt;{kfre} 0.0.2&lt;/a&gt;: Kidney Failure Risk Equation (KFRE) Tools&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=caradpt&quot;&gt;{caradpt} 0.1.0&lt;/a&gt;: Covariate-Adjusted Response-Adaptive Designs for Clinical Trials&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=BSTFA&quot;&gt;{BSTFA} 0.1.0&lt;/a&gt;: Bayesian Spatio-Temporal Factor Analysis Model&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidypopgen&quot;&gt;{tidypopgen} 0.3.2&lt;/a&gt;: Tidy Population Genetics&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=multideploy&quot;&gt;{multideploy} 0.1.0&lt;/a&gt;: Deploy File Changes Across Multiple ‘GitHub’ Repositories&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=spatialreg.hp&quot;&gt;{spatialreg.hp} 0.0-1&lt;/a&gt;: Hierarchical Partitioning of R2 for Spatial Simultaneous
Autoregressive Model&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=SampleSizeCalculator&quot;&gt;{SampleSizeCalculator} 0.1.0&lt;/a&gt;: Sample Size Calculator under Complex Survey Design&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=rappleads&quot;&gt;{rappleads} 0.1.3&lt;/a&gt;: Get Data from ‘Apple Ads Campaign Management API’&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=NMAforest&quot;&gt;{NMAforest} 0.1.0&lt;/a&gt;: Forest Plots for Network Meta-Analysis with Proportion for Paths
and Studies&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=allocation&quot;&gt;{allocation} 0.1.0&lt;/a&gt;: Exact Optimal Allocation Algorithms for Stratified Sampling&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=AdapDiscom&quot;&gt;{AdapDiscom} 1.0.0&lt;/a&gt;: Adaptive Sparse Regression for Block Missing Multimodal Data&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=LCCkNN&quot;&gt;{LCCkNN} 0.1.0&lt;/a&gt;: Adaptive k-Nearest Neighbor Classifier Based on Local Curvature
Estimation&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=sidra&quot;&gt;{sidra} 0.1.7&lt;/a&gt;: Acesso aos Dados do ‘SIDRA’ do IBGE&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=RCaucTile&quot;&gt;{RCaucTile} 1.0.0&lt;/a&gt;: Tile Grid Maps for East Caucasian Languages&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=HARr&quot;&gt;{HARr} 1.1.0&lt;/a&gt;: ‘HAR’ (‘GEMPACK’) File Read/Write Utility&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=firesale&quot;&gt;{firesale} 0.1.0&lt;/a&gt;: Datastore for ‘fiery’ Web Servers&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=flankr&quot;&gt;{flankr} 1.2.0&lt;/a&gt;: Implementing Computational Models of Attentional Selectivity&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=CLIC&quot;&gt;{CLIC} 0.1&lt;/a&gt;: The LIC for Distributed Cosine Regression Analysis&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=WarnEpi&quot;&gt;{WarnEpi} 1.0.1&lt;/a&gt;: A Comprehensive Tool for Early Warning in Infectious Disease&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=utest&quot;&gt;{utest} 0.4.0&lt;/a&gt;: Lind/Mehlum Utest&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=unfold&quot;&gt;{unfold} 1.0.0&lt;/a&gt;: Mapping Hidden Geometry into Future Sequences&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=mlspatial&quot;&gt;{mlspatial} 0.1.0&lt;/a&gt;: Machine Learning and Mapping for Spatial Epidemiology&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=JapanAPIs&quot;&gt;{JapanAPIs} 0.1.0&lt;/a&gt;: Access Japanese Data via Public APIs and Curated Datasets&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=E2E&quot;&gt;{E2E} 0.0.3&lt;/a&gt;: Ensemble Learning Framework for Diagnostic and Prognostic
Modeling&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ChinAPIs&quot;&gt;{ChinAPIs} 0.1.0&lt;/a&gt;: Access Chinese Data via Public APIs and Curated Datasets
Data&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=matrixCorr&quot;&gt;{matrixCorr} 0.3.1&lt;/a&gt;: Collection of Correlation and Association Estimators&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=IndiAPIs&quot;&gt;{IndiAPIs} 0.1.0&lt;/a&gt;: Access Indian Data via Public APIs and Curated Datasets&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=CATAcode&quot;&gt;{CATAcode} 1.0.0&lt;/a&gt;: Explore and Code Responses to Check-All-that-Apply Survey Items&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=EQUALencrypt&quot;&gt;{EQUALencrypt} 0.1.0&lt;/a&gt;: Encryption and Decryption of Files and Data for Researchers
Without Coding Skills&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=edfinr&quot;&gt;{edfinr} 0.1.1&lt;/a&gt;: Access Tidy Education Finance Data&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=covercorr&quot;&gt;{covercorr} 1.0.0&lt;/a&gt;: Coverage Correlation Coefficient and Testing for Independence&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ffaframework&quot;&gt;{ffaframework} 0.1.1&lt;/a&gt;: Flood Frequency Analysis Framework&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=tma&quot;&gt;{tma} 0.3.0&lt;/a&gt;: Transmodal Analysis (TMA)&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=tailor&quot;&gt;{tailor} 0.1.0&lt;/a&gt;: Iterative Steps for Postprocessing Model Predictions&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=degradr&quot;&gt;{degradr} 1.0.0&lt;/a&gt;: Estimating Remaining Useful Life with Linear Mixed Effects
Models&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=pharmaverseraw&quot;&gt;{pharmaverseraw} 0.1.1&lt;/a&gt;: Raw Data for ‘pharmaversesdtm’ Package - &lt;a href=&quot;https://diffify.com/R/pharmaverseraw&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=orbital&quot;&gt;{orbital} 0.3.1&lt;/a&gt;: Predict with ‘tidymodels’ Workflows in Databases - &lt;a href=&quot;https://diffify.com/R/orbital&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=crane&quot;&gt;{crane} 0.2.0&lt;/a&gt;: Supplements the ‘gtsummary’ Package for Pharmaceutical Reporting - &lt;a href=&quot;https://diffify.com/R/crane&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=geoR&quot;&gt;{geoR} 1.9-6&lt;/a&gt;: Analysis of Geostatistical Data - &lt;a href=&quot;https://diffify.com/R/geoR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggredist&quot;&gt;{ggredist} 0.0.3&lt;/a&gt;: Scales, Geometries, and Extensions of ‘ggplot2’ for Election
Mapping - &lt;a href=&quot;https://diffify.com/R/ggredist&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=worldbank&quot;&gt;{worldbank} 0.6.1&lt;/a&gt;: Client for World Banks’s ‘Indicators’ and ‘Poverty and
Inequality Platform (PIP)’ APIs - &lt;a href=&quot;https://diffify.com/R/worldbank&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rvest&quot;&gt;{rvest} 1.0.5&lt;/a&gt;: Easily Harvest (Scrape) Web Pages - &lt;a href=&quot;https://diffify.com/R/rvest&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=usmap&quot;&gt;{usmap} 1.0.0&lt;/a&gt;: US Maps Including Alaska and Hawaii - &lt;a href=&quot;https://diffify.com/R/usmap&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rsconnect&quot;&gt;{rsconnect} 1.5.1&lt;/a&gt;: Deploy Docs, Apps, and APIs to ‘Posit Connect’, ‘shinyapps.io’,
and ‘RPubs’ - &lt;a href=&quot;https://diffify.com/R/rsconnect&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=openair&quot;&gt;{openair} 2.19.0&lt;/a&gt;: Tools for the Analysis of Air Pollution Data - &lt;a href=&quot;https://diffify.com/R/openair&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=mapview&quot;&gt;{mapview} 2.11.3&lt;/a&gt;: Interactive Viewing of Spatial Data in R - &lt;a href=&quot;https://diffify.com/R/mapview&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=survey&quot;&gt;{survey} 4.4-8&lt;/a&gt;: Analysis of Complex Survey Samples - &lt;a href=&quot;https://diffify.com/R/survey&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gtsummary&quot;&gt;{gtsummary} 2.4.0&lt;/a&gt;: Presentation-Ready Data Summary and Analytic Result Tables - &lt;a href=&quot;https://diffify.com/R/gtsummary&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=usethis&quot;&gt;{usethis} 3.2.0&lt;/a&gt;: Automate Package and Project Setup - &lt;a href=&quot;https://diffify.com/R/usethis&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=capybara&quot;&gt;{capybara} 1.8.0&lt;/a&gt;: Fast and Memory Efficient Fitting of Linear Models with
High-Dimensional Fixed Effects - &lt;a href=&quot;https://diffify.com/R/capybara&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidycomm&quot;&gt;{tidycomm} 0.4.2&lt;/a&gt;: Data Modification and Analysis for Communication Research - &lt;a href=&quot;https://diffify.com/R/tidycomm&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=setwidth&quot;&gt;{setwidth} 1.1.0&lt;/a&gt;: Automatically Set the Width Option on Terminal Emulators - &lt;a href=&quot;https://diffify.com/R/setwidth&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=fingerPro&quot;&gt;{fingerPro} 2.0&lt;/a&gt;: A Comprehensive Package for Sediment Source Unmixing - &lt;a href=&quot;https://diffify.com/R/fingerPro&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=DendroSync&quot;&gt;{DendroSync} 0.1.5&lt;/a&gt;: A Set of Tools for Calculating Spatial Synchrony Between
Tree-Ring Chronologies - &lt;a href=&quot;https://diffify.com/R/DendroSync&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=azuremapsr&quot;&gt;{azuremapsr} 0.0.2&lt;/a&gt;: Interface to the ‘Azure Maps’ API - &lt;a href=&quot;https://diffify.com/R/azuremapsr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=StratPal&quot;&gt;{StratPal} 0.6.0&lt;/a&gt;: Stratigraphic Paleobiology Modeling Pipelines - &lt;a href=&quot;https://diffify.com/R/StratPal&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tok&quot;&gt;{tok} 0.2.0&lt;/a&gt;: Fast Text Tokenization - &lt;a href=&quot;https://diffify.com/R/tok&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rtop&quot;&gt;{rtop} 0.6-17&lt;/a&gt;: Interpolation of Data with Variable Spatial Support - &lt;a href=&quot;https://diffify.com/R/rtop&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=reflectR&quot;&gt;{reflectR} 2.1.4&lt;/a&gt;: Automatic Scoring of the Cognitive Reflection Test - &lt;a href=&quot;https://diffify.com/R/reflectR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggPMX&quot;&gt;{ggPMX} 1.3.1&lt;/a&gt;: ‘ggplot2’ Based Tool to Facilitate Diagnostic Plots for NLME
Models - &lt;a href=&quot;https://diffify.com/R/ggPMX&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=workflows&quot;&gt;{workflows} 1.3.0&lt;/a&gt;: Modeling Workflows - &lt;a href=&quot;https://diffify.com/R/workflows&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=cards&quot;&gt;{cards} 0.7.0&lt;/a&gt;: Analysis Results Data - &lt;a href=&quot;https://diffify.com/R/cards&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=divent&quot;&gt;{divent} 0.5-3&lt;/a&gt;: Entropy Partitioning to Measure Diversity - &lt;a href=&quot;https://diffify.com/R/divent&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggridges&quot;&gt;{ggridges} 0.5.7&lt;/a&gt;: Ridgeline Plots in ‘ggplot2’ - &lt;a href=&quot;https://diffify.com/R/ggridges&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggpattern&quot;&gt;{ggpattern} 1.2.1&lt;/a&gt;: ‘ggplot2’ Pattern Geoms - &lt;a href=&quot;https://diffify.com/R/ggpattern&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=feasts&quot;&gt;{feasts} 0.4.2&lt;/a&gt;: Feature Extraction and Statistics for Time Series - &lt;a href=&quot;https://diffify.com/R/feasts&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=screenshot&quot;&gt;{screenshot} 0.9.2&lt;/a&gt;: Take Screenshots (Screen Capture) from R Command - &lt;a href=&quot;https://diffify.com/R/screenshot&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=scitb&quot;&gt;{scitb} 0.2.2&lt;/a&gt;: Provides Some Useful Functions for Making Statistical Tables - &lt;a href=&quot;https://diffify.com/R/scitb&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=wrPrIRcOVr0&quot;&gt;25 Things You Didn’t Know You Could Do with R - Cascadia R Conf, Keynote&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=HRL1EursTR8&quot;&gt;Advanced R: Vectors (Chapter 3 discussion)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://mmmdata.io/posts/2025/08/creating-messy-datasets-for-teaching-purposes-with-truffle/&quot;&gt;Creating messy datasets for teaching purposes with {truffle}&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://datageeek.com/2025/08/24/sliding-calculations-of-risks-of-federal-reserve-rate-cuts/&quot;&gt;Sliding Calculations of Risks of Federal Reserve Rate Cuts&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://albert-rapp.de/posts/37_gt_typst/&quot;&gt;How to Finally Fix Your Tables in Typst PDFs (using {gt} tables)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://stevenponce.netlify.app/data_visualizations/TidyTuesday/2025/tt_2025_34.html&quot;&gt;From Macarena to Bad Bunny: Latin Music’s Billboard Evolution&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/114162880770558405/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/114162880770558405&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://hachyderm.io/&quot; async=&quot;&quot; src=&quot;https://hachyderm.io/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W35 Introducing g6R, Julia for R users</title>
   <link href="https://rweekly.org/2025-W35.html"/>
   <updated>2025-08-26T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W35</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://batool-almarzouq.netlify.app/&quot;&gt;Batool Almarzouq&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cynkra.com/blog/2025-07-10-g6R&quot;&gt;Introducing g6R 0.1.0: a network widget for R.&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://nrennie.rbind.io/blog/introduction-julia-r-users/&quot;&gt;Introduction to Julia for R users&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cynkra.com/blog/2025-07-10-g6R&quot;&gt;Introducing g6R 0.1.0: a network widget for R.&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://tomaztsql.wordpress.com/2025/08/17/little-useless-useful-r-functions-absurd-converter-with-markdown-report/&quot;&gt;Little useless-useful R functions – Absurd converter with Markdown report&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-organizations&quot;&gt;R in Organizations&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://r-consortium.org/posts/how-r-powers-cancer-research-and-community-teaching-in-austria/&quot;&gt;How R Powers Cancer Research and Community Teaching in Austria&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img width=&quot;484&quot; height=&quot;210&quot; alt=&quot;Screenshot 2025-08-26 at 19 44 29&quot; src=&quot;https://github.com/user-attachments/assets/933b12b1-45d6-4906-94d2-d83c9a9a2a09&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/announcing-the-2025-table-and-plotnine-contests/&quot;&gt;Announcing the 2025 Table and Plotnine Contests&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/r-loves-math-cpp11armadillo-connects-r-with-armadillo-cpp-linear-algebra-library-prioritizes-prioritize-safety-over-speed/&quot;&gt;R Loves Math: cpp11armadillo connects R with Armadillo C++ linear algebra library, prioritizes prioritize safety over speed&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img width=&quot;209&quot; height=&quot;214&quot; alt=&quot;Screenshot 2025-08-26 at 19 45 24&quot; src=&quot;https://github.com/user-attachments/assets/7ffc4db3-595c-47e0-941b-7baea9a426ce&quot; /&gt;&lt;/p&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://statsandr.com/blog/nonparametric-serial-interval-estimation/&quot;&gt;Nonparametric serial interval estimation&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=rPublic&quot;&gt;{rPublic} 1.0.0&lt;/a&gt;: ‘Public Trading API’&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=plotannotate&quot;&gt;{plotannotate} 1.4-0&lt;/a&gt;: Annotate Plots&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=CMTFtoolbox&quot;&gt;{CMTFtoolbox} 1.0.1&lt;/a&gt;: Create (Advanced) Coupled Matrix and Tensor Factorization Models&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=aRD&quot;&gt;{aRD} 0.1.0&lt;/a&gt;: Adjusted Risk Differences via Specifically Penalized Likelihood&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=senseweight&quot;&gt;{senseweight} 0.0.1&lt;/a&gt;: Sensitivity Analysis for Weighted Estimators&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=letsRept&quot;&gt;{letsRept} 1.0.0&lt;/a&gt;: An Interface to the Reptile Database&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=GRANDpriv&quot;&gt;{GRANDpriv} 0.1.3&lt;/a&gt;: Graph Release with Assured Node Differential Privacy&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ecodive&quot;&gt;{ecodive} 1.0.0&lt;/a&gt;: Parallel and Memory-Efficient Ecological Diversity Metrics&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=verdadecu&quot;&gt;{verdadecu} 0.2.0&lt;/a&gt;: Data from the Ecuador Truth Commission&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggdiceplot&quot;&gt;{ggdiceplot} 0.1.0&lt;/a&gt;: Dice Plot Visualization for ‘ggplot2’&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=rpgconn&quot;&gt;{rpgconn} 0.3.1&lt;/a&gt;: User-Friendly PostgreSQL Connection Management&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=PopPsiSeqR&quot;&gt;{PopPsiSeqR} 1.0.0&lt;/a&gt;: Process and Visualize Evolve &amp;amp; Resequence Experiments&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=Nematode&quot;&gt;{Nematode} 0.2.0&lt;/a&gt;: Ecological Indices Calculator for Nematode Communities&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=MOM&quot;&gt;{MOM} 0.1.0&lt;/a&gt;: Estimation and Testing of Hypothesis&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=metaSVR&quot;&gt;{metaSVR} 0.1.0&lt;/a&gt;: Support Vector Regression with Metaheuristic Algorithms
Optimization&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=CCI&quot;&gt;{CCI} 0.2.1&lt;/a&gt;: Computational Test for Conditional Independence&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=gtregression&quot;&gt;{gtregression} 1.0.0&lt;/a&gt;: Tools for Creating Publication-Ready Regression Tables&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=KSIC&quot;&gt;{KSIC} 1.0.2&lt;/a&gt;: Korea Standard Industrial Classification (KSIC)&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=csdb&quot;&gt;{csdb} 2025.7.30&lt;/a&gt;: An Abstracted System for Easily Working with Databases with
Large Datasets&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/08/20#x13binary_1.1.61.1&quot;&gt;x13binary 1.1.61.1 on CRAN: Micro Fix&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/08/20#rcpparmadillo_14.6.3-1&quot;&gt;RcppArmadillo 14.6.3-1 on CRAN: Minor Upstream Bug Fixes&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://hughjonesd.github.io/huxtable&quot;&gt;{huxtable} 5.7.0&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=osmdata&quot;&gt;{osmdata} 0.3.0&lt;/a&gt;: Import ‘OpenStreetMap’ data from Overpass servers - &lt;a href=&quot;https://diffify.com/R/osmdata&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.tidyverse.org/blog/2025/08/ragnar-0-2/&quot;&gt;ragnar 0.2&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blogs.rstudio.com/tensorflow/posts/2025-08-19-mall-0-2&quot;&gt;mall 0.2.0&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img width=&quot;730&quot; height=&quot;387&quot; alt=&quot;Screenshot 2025-08-26 at 19 51 18&quot; src=&quot;https://github.com/user-attachments/assets/483a5be1-62fb-4810-95ba-414318a7477b&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=BayesianReasoning&quot;&gt;{BayesianReasoning} 0.4.3&lt;/a&gt;: Plot Positive and Negative Predictive Values for Medical Tests - &lt;a href=&quot;https://diffify.com/R/BayesianReasoning&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=GGally&quot;&gt;{GGally} 2.4.0&lt;/a&gt;: Extension to ‘ggplot2’ - &lt;a href=&quot;https://diffify.com/R/GGally&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=nlmixr2plot&quot;&gt;{nlmixr2plot} 3.0.3&lt;/a&gt;: Nonlinear Mixed Effects Models in Population PK/PD, Plot
Functions - &lt;a href=&quot;https://diffify.com/R/nlmixr2plot&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=demodelr&quot;&gt;{demodelr} 2.0.0&lt;/a&gt;: Simulating Differential Equations with Data - &lt;a href=&quot;https://diffify.com/R/demodelr&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=starwarsdb&quot;&gt;{starwarsdb} 0.1.3&lt;/a&gt;: Relational Data from the ‘Star Wars’ API for Learning and
Teaching - &lt;a href=&quot;https://diffify.com/R/starwarsdb&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=autograph&quot;&gt;{autograph} 0.2.0&lt;/a&gt;: Automatic Plotting of Many Graphs - &lt;a href=&quot;https://diffify.com/R/autograph&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=flowchart&quot;&gt;{flowchart} 0.9.0&lt;/a&gt;: Tidy Flowchart Generator - &lt;a href=&quot;https://diffify.com/R/flowchart&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=shinyMixR&quot;&gt;{shinyMixR} 0.5.2&lt;/a&gt;: Interactive ‘shiny’ Dashboard for ‘nlmixr2’ - &lt;a href=&quot;https://diffify.com/R/shinyMixR&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=tensorflow&quot;&gt;{tensorflow} 2.20.0&lt;/a&gt;: R Interface to ‘TensorFlow’ - &lt;a href=&quot;https://diffify.com/R/tensorflow&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=gtrendsR&quot;&gt;{gtrendsR} 1.5.2&lt;/a&gt;: Perform and Display Google Trends Queries - &lt;a href=&quot;https://diffify.com/R/gtrendsR&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=longevity&quot;&gt;{longevity} 1.2.2&lt;/a&gt;: Statistical Methods for the Analysis of Excess Lifetimes - &lt;a href=&quot;https://diffify.com/R/longevity&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=simplecolors&quot;&gt;{simplecolors} 0.1.3&lt;/a&gt;: Access Color Names Using a Standardized Nomenclature - &lt;a href=&quot;https://diffify.com/R/simplecolors&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidyllm&quot;&gt;{tidyllm} 0.3.5&lt;/a&gt;: Tidy Integration of Large Language Models - &lt;a href=&quot;https://diffify.com/R/tidyllm&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=modeldata&quot;&gt;{modeldata} 1.5.1&lt;/a&gt;: Data Sets Useful for Modeling Examples - &lt;a href=&quot;https://diffify.com/R/modeldata&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ipaddress&quot;&gt;{ipaddress} 1.0.3&lt;/a&gt;: Data Analysis for IP Addresses and Networks - &lt;a href=&quot;https://diffify.com/R/ipaddress&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=Certara.RsNLME&quot;&gt;{Certara.RsNLME} 3.1.0&lt;/a&gt;: Pharmacometric Modeling - &lt;a href=&quot;https://diffify.com/R/Certara.RsNLME&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=rdocdump&quot;&gt;{rdocdump} 0.1.1&lt;/a&gt;: Dump ‘R’ Package Source, Documentation, and Vignettes into One
File - &lt;a href=&quot;https://diffify.com/R/rdocdump&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggtranslate&quot;&gt;{ggtranslate} 0.1.1&lt;/a&gt;: A ‘ggplot2’ Extension for Translating Plot Text - &lt;a href=&quot;https://diffify.com/R/ggtranslate&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=httk&quot;&gt;{httk} 2.7.1&lt;/a&gt;: High-Throughput Toxicokinetics - &lt;a href=&quot;https://diffify.com/R/httk&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=xaringanthemer&quot;&gt;{xaringanthemer} 0.4.4&lt;/a&gt;: Custom ‘xaringan’ CSS Themes - &lt;a href=&quot;https://diffify.com/R/xaringanthemer&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=astsa&quot;&gt;{astsa} 2.3&lt;/a&gt;: Applied Statistical Time Series Analysis - &lt;a href=&quot;https://diffify.com/R/astsa&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ironseed&quot;&gt;{ironseed} 0.2.0&lt;/a&gt;: Improved Random Number Generator Seeding - &lt;a href=&quot;https://diffify.com/R/ironseed&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=BioStatR&quot;&gt;{BioStatR} 4.0.2&lt;/a&gt;: Initiation à La Statistique Avec R - &lt;a href=&quot;https://diffify.com/R/BioStatR&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=NPP&quot;&gt;{NPP} 0.7.0&lt;/a&gt;: Normalized Power Prior Bayesian Analysis - &lt;a href=&quot;https://diffify.com/R/NPP&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=asht&quot;&gt;{asht} 1.0.3&lt;/a&gt;: Applied Statistical Hypothesis Tests - &lt;a href=&quot;https://diffify.com/R/asht&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=utilityFunctionTools&quot;&gt;{utilityFunctionTools} 1.0&lt;/a&gt;: P-Spline Regression for Utility Functions and Derived Measures - &lt;a href=&quot;https://diffify.com/R/utilityFunctionTools&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://nrennie.rbind.io/blog/introduction-julia-r-users/&quot;&gt;Introduction to Julia for R users&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img width=&quot;713&quot; height=&quot;470&quot; alt=&quot;Screenshot 2025-08-26 at 19 52 48&quot; src=&quot;https://github.com/user-attachments/assets/d2bc11ae-8159-47e5-8435-3c45a6accad0&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r.iresmi.net/posts/2025/birthdays/&quot;&gt;The birthday problem&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://freerangestats.info/blog/2025/08/23/timeuse-technical&quot;&gt;Men’s domestic chores and fertility rates - Part II&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img width=&quot;644&quot; height=&quot;353&quot; alt=&quot;Screenshot 2025-08-26 at 19 47 16&quot; src=&quot;https://github.com/user-attachments/assets/1d25ca31-86a0-416d-8d1f-fa8f9f399ff8&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://datageeek.com/2025/08/17/global-modeling-with-gluonts-deepar-future-of-semiconductors-in-the-u-s/&quot;&gt;Global Modeling with GluonTS DeepAR: Future of Semiconductors in the U.S.&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img width=&quot;679&quot; height=&quot;454&quot; alt=&quot;Screenshot 2025-08-26 at 19 52 02&quot; src=&quot;https://github.com/user-attachments/assets/eb560e49-06e7-4c9b-9876-8990aadfc39a&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.spsanderson.com/steveondata/posts/2025-08-19/&quot;&gt;Revolutionary RandomWalker Update: 23 New Functions Transform Stochastic Modeling in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jakubsobolewski.com/blog/robust-shinytest2&quot;&gt;How to Write Robust shinytest2 Tests for R Shiny Apps&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/setting-up-local-llms-for-r-and-python/&quot;&gt;Setting up local LLMs for R and Python&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rworks.dev/posts/anes2024/&quot;&gt;ANES 2024 is Out! How to Analyze the Data with R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img width=&quot;827&quot; height=&quot;590&quot; alt=&quot;Screenshot 2025-08-26 at 19 54 32&quot; src=&quot;https://github.com/user-attachments/assets/8ab6a144-f18f-475f-8e8e-48c09a661344&quot; /&gt;&lt;/p&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/114162880770558405/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/114162880770558405&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://hachyderm.io/&quot; async=&quot;&quot; src=&quot;https://hachyderm.io/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/commcalls/r-multiverse/&quot;&gt;R-multiverse: a new way to publish R packages&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:jiushxoiyvgcw2tgsjyvd2mc/app.bsky.feed.post/3lwwhpxmnhk2h&quot; data-bluesky-cid=&quot;bafyreibvc5cjrjonpaa6pywnxtyypftejq3erfrumrl2wegap5b5d63dru&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;From code to canvas 🎨

#RStats #Rtistry #GenerativeArt #ggplot2&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc/post/3lwwhpxmnhk2h?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Nicola Rennie (&lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc?ref_src=embed&quot;&gt;@nrennie.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:jiushxoiyvgcw2tgsjyvd2mc/post/3lwwhpxmnhk2h?ref_src=embed&quot;&gt;August 21, 2025 at 6:29 PM&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;twitter-tweet&quot;&gt;&lt;p lang=&quot;en&quot; dir=&quot;ltr&quot;&gt;Image of ar-Russayfah, Jordan created in &lt;a href=&quot;https://twitter.com/hashtag/rstats?src=hash&amp;amp;ref_src=twsrc%5Etfw&quot;&gt;#rstats&lt;/a&gt; using data from &lt;a href=&quot;https://twitter.com/hashtag/OpenStreetMap?src=hash&amp;amp;ref_src=twsrc%5Etfw&quot;&gt;#OpenStreetMap&lt;/a&gt;. &lt;a href=&quot;https://t.co/h1mdjBvVWY&quot;&gt;pic.twitter.com/h1mdjBvVWY&lt;/a&gt;&lt;/p&gt;&amp;mdash; R City Views (@rcityviews) &lt;a href=&quot;https://twitter.com/rcityviews/status/1960222826801057918?ref_src=twsrc%5Etfw&quot;&gt;August 26, 2025&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://platform.twitter.com/widgets.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:afzvlfdykltfynplfwjoljq5/app.bsky.feed.post/3lwwolgfdt22f&quot; data-bluesky-cid=&quot;bafyreihvs6umvl6oa2hs6m325v6vofelr32uzdjdqlzwxahjhcwldfypwi&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;#Quotes&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:afzvlfdykltfynplfwjoljq5/post/3lwwolgfdt22f?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; m. (&lt;a href=&quot;https://bsky.app/profile/did:plc:afzvlfdykltfynplfwjoljq5?ref_src=embed&quot;&gt;@mrh2197.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:afzvlfdykltfynplfwjoljq5/post/3lwwolgfdt22f?ref_src=embed&quot;&gt;August 21, 2025 at 8:31 PM&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W34</title>
   <link href="https://rweekly.org/2025-W34.html"/>
   <updated>2025-08-18T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W34</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://colinfay.me&quot;&gt;Colin Fay&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/positron-product-announcement-aug-2025/&quot;&gt;Announcing Positron, a new Data Science IDE&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ashbaldry.github.io/2025-08-10-shinytesters-0-1-0-release/&quot;&gt;{shinytesters}: Updating Inputs in testServer&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://pacha.dev/blog/2025/08/10/&quot;&gt;Adding Shiny app’s parameters to the URL&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.appsilon.com/post/pharma-leaders-reading-list-14-resources&quot;&gt;The Pharma Leader’s Reading List: 14 Resources for Busy Executives&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://pacha.dev/blog/2025/08/11/&quot;&gt;A Personal Message from an Open Source Contributor&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/r-llm-evaluation-02/&quot;&gt;Which AI model writes the best R code?&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;div align=&quot;center&quot;&gt;
  &lt;img src=&quot;https://posit.co/wp-content/themes/Posit/public/markdown-blogs/r-llm-evaluation-02/blog_files/figure-commonmark/main-plot-1.png&quot; width=&quot;500px&quot; /&gt;
&lt;/div&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://freakonometrics.hypotheses.org/83057&quot;&gt;Kyoto (京都), Japan, vs. Montréal, Canada, a first comparison&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/positron-product-announcement-aug-2025/&quot;&gt;Announcing Positron, a new Data Science IDE&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;div align=&quot;center&quot;&gt;
  &lt;img src=&quot;https://posit.co/wp-content/uploads/2025/08/FEATURED-BLOG-IMAGE-POSITRON-GTM-BLOG-POST-ANNOUNCEMENT-1.jpg&quot; width=&quot;500px&quot; /&gt;
&lt;/div&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://boyd.tarlinton.au/posts/remote_databases.html&quot;&gt;Managing Remote Database Connections from Quarto Documents&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://freerangestats.info/blog/2025/08/15/timeuse-summary&quot;&gt;Men’s domestic chores and fertility rates - Part I by @ellis2013nz&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.kenkoonwong.com/blog/amr/&quot;&gt;Learning Antimicrobial Resistance (AMR) genes with Bioconductor&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;div align=&quot;center&quot;&gt;
  &lt;img src=&quot;https://www.kenkoonwong.com/blog/amr/esbl_distribution2.png&quot; width=&quot;500px&quot; /&gt;
&lt;/div&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://pacha.dev/blog/2025/08/12/&quot;&gt;C++ for R Users&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jottr.org/2025/08/14/future.p2p-user2025-slides/&quot;&gt;useR! 2025: Futureverse P2P: Peer-to-Peer Parallelization in R - Share compute among friends across the world&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;GitHub or Bitbucket&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://ashbaldry.github.io/2025-08-10-shinytesters-0-1-0-release/&quot;&gt;{shinytesters}: Updating Inputs in testServer&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=osmapiR&quot;&gt;{osmapiR} 0.2.4&lt;/a&gt;: Interface to OpenStreetMap API - &lt;a href=&quot;https://diffify.com/R/osmapiR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://pacha.dev/blog/2025/08/10/&quot;&gt;Adding Shiny app’s parameters to the URL&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://fharrell.com/post/aci/&quot;&gt;Measures of Central Tendency for an Asymmetric Distribution, and Confidence Intervals&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://remlapmot.github.io/post/2025/quarto-accessibility/&quot;&gt;Seven accessibility tips for Quarto and R Markdown users&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/114162880770558405/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/114162880770558405&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://hachyderm.io/&quot; async=&quot;&quot; src=&quot;https://hachyderm.io/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-posts.com/rag-retrieval-augmented-generation-in-r-with-ragnar-workshop/&quot;&gt;RAG (Retrieval Augmented Generation) in R with ragnar workshop&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W33 Wrote this talk with an LLM, What’s R vector, quarto R package v1.5.0</title>
   <link href="https://rweekly.org/2025-W33.html"/>
   <updated>2025-08-11T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W33</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://github.com/parmsam&quot;&gt;Sam Parmar&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.youtube.com/live/ctc2kx3LxG8&quot;&gt;I wrote this talk with an LLM - Hadley Wickham (useR! 2025 Keynote 1)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.biobits.be/biofunctor/2025/07/30/what-s-r-vector-victor/&quot;&gt;What’s R vector, Victor?&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://quarto.org/docs/blog/posts/2025-07-28-r-package-release-1.5/&quot;&gt;quarto R package v1.5.0: Streamlined Workflows for R Users&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://datageeek.com/2025/08/03/global-modeling-with-automated-ml-impact-of-one-big-beautiful-bill-on-big-tech/&quot;&gt;Global Modeling with Automated ML: Impact of One Big Beautiful Bill on Big Tech&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/eda-in-positron/&quot;&gt;Exploratory Data Analysis with R in Positron&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2025/W33/Positron-Images_600.jpg&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://pharmaverse.github.io/blog/posts/2025-08-04_metacore_0.2.0/metacore_0.2.0.html&quot;&gt;Metacore and Metatools 0.2.0&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.biobits.be/biofunctor/2025/07/30/what-s-r-vector-victor/&quot;&gt;What’s R vector, Victor?&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2025/W33/flatmap_meme_bestProgram2020_600.jpg&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jeroen.github.io/notes/webassembly-curl/&quot;&gt;Making libcurl work in webassembly&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://shiny.posit.co/blog/posts/shiny-side-of-llms-part-1/&quot;&gt;What LLMs Actually Do (and What They Don’t)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://albert-rapp.de/posts/web_dev/09_shiny_explained/09_shiny_explained&quot;&gt;WebDev4R: Shiny Explained&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://quarto.org/docs/blog/posts/2025-07-28-r-package-release-1.5/&quot;&gt;quarto R package v1.5.0: Streamlined Workflows for R Users&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cynkra.com/blog/2025-07-16-igraph-isc-bridging-worlds/&quot;&gt;Bridging Worlds: Enhancing R igraph with C Core Innovations&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/sip-2025-sponsors/&quot;&gt;Shiny in Production 2025: Sponsors&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2025/W33/shiny-conf-2025-featured_600.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/blog/posit-conf-2025-keynotes/&quot;&gt;Jonathan McPherson and the posit::conf(2025) Keynote Lineup&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;GitHub or Bitbucket&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/coatless-mac/macrtools&quot;&gt;{macrtools}&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://github.com/igraph/igraph&quot;&gt;igraph&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=happign&quot;&gt;{happign} 0.3.5&lt;/a&gt;: R Interface to French Geospatiale data from ‘IGN’ Web Services - &lt;a href=&quot;https://diffify.com/R/happign&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=pgnorm&quot;&gt;{pgnorm} 2.0.1&lt;/a&gt;: The p-Generalized Normal Distribution - &lt;a href=&quot;https://diffify.com/R/pgnorm&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=likert&quot;&gt;{likert} 1.3.5.1&lt;/a&gt;: Analysis and Visualization Likert Items - &lt;a href=&quot;https://diffify.com/R/likert&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=imager&quot;&gt;{imager} 1.0.5&lt;/a&gt;: Image Processing Library Based on ‘CImg’ - &lt;a href=&quot;https://diffify.com/R/imager&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=googleLanguageR&quot;&gt;{googleLanguageR} 0.3.0.1&lt;/a&gt;: Call Google’s ‘Natural Language’ API, ‘Cloud Translation’ API,
‘Cloud Speech’ API and ‘Cloud Text-to-Speech’ API - &lt;a href=&quot;https://diffify.com/R/googleLanguageR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;table&gt;
      &lt;tbody&gt;
        &lt;tr&gt;
          &lt;td&gt;[New data science tools &amp;amp; old laptops on fire&lt;/td&gt;
          &lt;td&gt;Jenny Bryan&lt;/td&gt;
          &lt;td&gt;Data Science Hangout](https://www.youtube.com/watch?v=1c2k6qQ122Y)&lt;/td&gt;
        &lt;/tr&gt;
      &lt;/tbody&gt;
    &lt;/table&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=ndq2Mm3Dju8&quot;&gt;Exploratory Data Analysis with R in Positron&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.youtube.com/live/ctc2kx3LxG8&quot;&gt;I wrote this talk with an LLM - Hadley Wickham (useR! 2025 Keynote 1)&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.spsanderson.com/steveondata/posts/2025-08-04/&quot;&gt;How to Retrieve Row Numbers in R: Complete Guide with Base R, dplyr, and data.table Examples&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/114162880770558405/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/114162880770558405&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://hachyderm.io/&quot; async=&quot;&quot; src=&quot;https://hachyderm.io/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/conference/&quot;&gt;posit::conf(2025) in Atlanta (Sept 16 - 18)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://fosstodon.org/@nrennie/114986900010009175/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://fosstodon.org/@nrennie/114986900010009175&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @nrennie@fosstodon.org&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://fosstodon.org/&quot; async=&quot;&quot; src=&quot;https://fosstodon.org/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;twitter-tweet&quot;&gt;&lt;p lang=&quot;en&quot; dir=&quot;ltr&quot;&gt;In 1996, two academics from the University of Auckland, New Zealand, launched a new programming language.&lt;br /&gt;&lt;br /&gt;25 years later, this language is one of the most widely used in the world.&lt;br /&gt;&lt;br /&gt;Here&amp;#39;s the story of R:&lt;a href=&quot;https://twitter.com/hashtag/rstats?src=hash&amp;amp;ref_src=twsrc%5Etfw&quot;&gt;#rstats&lt;/a&gt; &lt;a href=&quot;https://t.co/bGOnF1n3Ur&quot;&gt;pic.twitter.com/bGOnF1n3Ur&lt;/a&gt;&lt;/p&gt;&amp;mdash; Yohan (@yohaniddawela) &lt;a href=&quot;https://twitter.com/yohaniddawela/status/1953775720829726932?ref_src=twsrc%5Etfw&quot;&gt;August 8, 2025&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://platform.twitter.com/widgets.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W32 Migration to Quarto, carousels, Romeo &amp; Juliet finances</title>
   <link href="https://rweekly.org/2025-W32.html"/>
   <updated>2025-08-04T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W32</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://bsky.app/profile/rpodcast.bsky.social&quot;&gt;Eric Nantz&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://nrennie.rbind.io/blog/hugo-quarto-website/&quot;&gt;Switching my website from Hugo to Quarto&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://drmowinckels.io/blog/2025/linkedin_gemini/&quot;&gt;Automate LinkedIn Carousels with R and Gemini&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r4good.academy/en/blog/financial-report-individual-minimal-example/index.en.html&quot;&gt;Can Juliet manage without Romeo? How much she should spend, save, and invest to achieve that?&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/julia-silge-on-fostering-a-technical-inclusive-r-community-in-salt-lake-city/&quot;&gt;Julia Silge on Fostering a Technical, Inclusive R Community in Salt Lake City&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://forwards.github.io/blog/2025/r-girls-open-event-2025/&quot;&gt;R Girls Open Event 2025&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://nrennie.rbind.io/blog/hugo-quarto-website/&quot;&gt;Switching my website from Hugo to Quarto&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/openstatsware-interview/&quot;&gt;openstatsware: From the mmrm R package to a lively community&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://matanhakim.com/posts/2025-02-08-nba-shot-selection/&quot;&gt;Beyond the 3-Point Revolution: A Deep Dive into NBA Shot Selection by Position and Distance&lt;/a&gt; - How different positions have adapted to the changing landscape of NBA shooting&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2025/W32/basketball_600.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;h3 id=&quot;r-in-organizations&quot;&gt;R in Organizations&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://emilyriederer.com/post/quarto-comms/&quot;&gt;How Quarto embed fixes data science storytelling&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/a-quick-tour-of-positron/&quot;&gt;A quick tour of Positron&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-posts.com/efficient-r-how-to-write-faster-code-workshop/&quot;&gt;Efficient R – How to write faster code workshop&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jakubsobolewski.com/blog/testing-code-with-dependencies&quot;&gt;How to Test R Code That Uses LLMs, APIs, or Databases&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rworks.dev/posts/healthcare-part2-copilot-supplement/&quot;&gt;Health Technology notes: Copilot tips and guidance&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rworks.dev/posts/june-2025-top-40-new-cran-packages/&quot;&gt;June 2025 Top 40 New CRAN Packages&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=simIC&quot;&gt;{simIC} 0.1.0&lt;/a&gt;: Simulate and Analyze Interval- and Mixed-Censored Survival Data&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggdibbler&quot;&gt;{ggdibbler} 0.1.0&lt;/a&gt;: Add Uncertainty to Data Visualisations&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2025/W32/ggdibbler_600.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=staninside&quot;&gt;{staninside} 0.0.4&lt;/a&gt;: Facilitating the Use of ‘Stan’ Within Packages&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=fortniteR&quot;&gt;{fortniteR} 0.1.0&lt;/a&gt;: Access ‘Fortnite Ecosystem’ API&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidyrhrv&quot;&gt;{tidyrhrv} 1.1.0&lt;/a&gt;: Read, Iteratively Filter, and Analyze Multiple ECG Datasets&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggplayfair&quot;&gt;{ggplayfair} 0.1.1&lt;/a&gt;: Geoms for Playfair-Style Charts&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggcorrheatmap&quot;&gt;{ggcorrheatmap} 0.1.2&lt;/a&gt;: Make Flexible ‘ggplot2’ Correlation Heatmaps&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2025/W32/ggcorrheatmap_600.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=REPS&quot;&gt;{REPS} 1.0.0&lt;/a&gt;: Hedonic and Multilateral Index Methods for Real Estate Price Statistics&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=SlimR&quot;&gt;{SlimR} 1.0.3&lt;/a&gt;: Marker-Based Package for Single-Cell and Spatial-Transcriptomic Annotation&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=inteq&quot;&gt;{inteq} 1.0&lt;/a&gt;: Numerical Solution of Integral Equations&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=socratadata&quot;&gt;{socratadata} 0.1.0&lt;/a&gt;: Explore Socrata Data with Ease&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=BayesianLasso&quot;&gt;{BayesianLasso} 0.3.5&lt;/a&gt;: Bayesian Lasso Regression and Tools for the Lasso Distribution&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;GitHub or Bitbucket&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/coolbutuseless/crosswordio&quot;&gt;crosswordio&lt;/a&gt; - Reading/writing crossword puzzles in PUZ format&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=imager&quot;&gt;{imager} 1.0.5&lt;/a&gt;: Image Processing Library Based on ‘CImg’ - &lt;a href=&quot;https://diffify.com/R/imager&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=likert&quot;&gt;{likert} 1.3.5.1&lt;/a&gt;: Analysis and Visualization Likert Items - &lt;a href=&quot;https://diffify.com/R/likert&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=rush&quot;&gt;{rush} 0.3.0&lt;/a&gt;: Rapid Asynchronous and Distributed Computing - &lt;a href=&quot;https://diffify.com/R/rush&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=badger&quot;&gt;{badger} 0.2.5&lt;/a&gt;: Badge for R Package - &lt;a href=&quot;https://diffify.com/R/badger&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidyposterior&quot;&gt;{tidyposterior} 1.0.2&lt;/a&gt;: Bayesian Analysis to Compare Models using Resampling Statistics - &lt;a href=&quot;https://diffify.com/R/tidyposterior&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=movementsync&quot;&gt;{movementsync} 0.1.5&lt;/a&gt;: Analysis and Visualisation of Musical Audio and Video Movement Synchrony Data - &lt;a href=&quot;https://diffify.com/R/movementsync&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=blackmarbler&quot;&gt;{blackmarbler} 0.2.5&lt;/a&gt;: Black Marble Data and Statistics - &lt;a href=&quot;https://diffify.com/R/blackmarbler&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=backbone&quot;&gt;{backbone} 2.1.5&lt;/a&gt;: Extracts the Backbone from Graphs - &lt;a href=&quot;https://diffify.com/R/backbone&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=bumbl&quot;&gt;{bumbl} 1.0.4&lt;/a&gt;: Tools for Modeling Bumblebee Colony Growth and Decline - &lt;a href=&quot;https://diffify.com/R/bumbl&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidyhte&quot;&gt;{tidyhte} 1.0.4&lt;/a&gt;: Tidy Estimation of Heterogeneous Treatment Effects - &lt;a href=&quot;https://diffify.com/R/tidyhte&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=tufte&quot;&gt;{tufte} 0.14.0&lt;/a&gt;: Tufte’s Styles for R Markdown Documents - &lt;a href=&quot;https://diffify.com/R/tufte&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=nhstplot&quot;&gt;{nhstplot} 1.4.0&lt;/a&gt;: Plot Null Hypothesis Significance Tests - &lt;a href=&quot;https://diffify.com/R/nhstplot&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=worldmet&quot;&gt;{worldmet} 0.10.0&lt;/a&gt;: Import Surface Meteorological Data from NOAA Integrated Surface Database (ISD) - &lt;a href=&quot;https://diffify.com/R/worldmet&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=runonce&quot;&gt;{runonce} 0.3.2&lt;/a&gt;: Run Once and Save Result - &lt;a href=&quot;https://diffify.com/R/runonce&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=WebAnalytics&quot;&gt;{WebAnalytics} 0.9.14&lt;/a&gt;: Web Server Log Analysis - &lt;a href=&quot;https://diffify.com/R/WebAnalytics&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=aKSrptGegeo&quot;&gt;A first look at Positron (UseR! 2025 virtual talk)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=GnDjRxyO-7A&quot;&gt;Plot Twist: Adding interactivity to the elegance of ggplot2 with ggiraph (UseR! 2025 virtual talk)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/animated-map/&quot;&gt;Animated Maps with {ggplot2} and {gganimate}&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.spsanderson.com/steveondata/posts/2025-07-28/&quot;&gt;How to Add a Total Row to a Data Frame in R: Complete Guide for R Programmers&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://drmowinckels.io/blog/2025/linkedin_gemini/&quot;&gt;Automate LinkedIn Carousels with R and Gemini&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r4good.academy/en/blog/financial-report-individual-minimal-example/index.en.html&quot;&gt;Can Juliet manage without Romeo? How much she should spend, save, and invest to achieve that?&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2025/W32/juliet_spending_600.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/114162880770558405/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/114162880770558405&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://hachyderm.io/&quot; async=&quot;&quot; src=&quot;https://hachyderm.io/embed.js&quot;&gt;&lt;/script&gt;

&lt;iframe src=&quot;https://www.linkedin.com/embed/feed/update/urn:li:share:7355941618362785794?collapsed=1&quot; height=&quot;564&quot; width=&quot;504&quot; frameborder=&quot;0&quot; allowfullscreen=&quot;&quot; title=&quot;Embedded post&quot;&gt;&lt;/iframe&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://eurobioc2025.bioconductor.org/&quot;&gt;European Bioconductor Conference (September 17-19)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@djnavarro/114918400135470003/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@djnavarro/114918400135470003&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @djnavarro@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://fosstodon.org/@tylermorganwall/114953563960404771/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://fosstodon.org/@tylermorganwall/114953563960404771&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @tylermorganwall@fosstodon.org&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W31 Recreate, Speed Test, Test APIs</title>
   <link href="https://rweekly.org/2025-W31.html"/>
   <updated>2025-07-28T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W31</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://fosstodon.org/@jonocarroll&quot;&gt;Jonathan Carroll&lt;/a&gt;, with help from the RWeekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=HDCJIkY2ihI&quot;&gt;Copy the Pros: How to Recreate this NYTimes Chart in R&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/b33649683002b9340dc2bd00ec8756ac9edd7a13/2025/31/nyt_600.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://kbodwin.github.io/paRticles/posts/2025-07-23-speed_test/&quot;&gt;Speed Testing Code: Three Levels&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jakubsobolewski.com/blog/plumber-api&quot;&gt;Testing your Plumber APIs from R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://kbodwin.github.io/paRticles/posts/2025-07-21-hex_stickers/&quot;&gt;Turn your hex stickers into magnets&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/07/23/news-july-2025/&quot;&gt;rOpenSci News Digest, July 2025&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.tidyverse.org/blog/2025/07/mcptools-0-1-0/&quot;&gt;R and the Model Context Protocol&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://datageeek.com/2025/07/22/trend-anomaly-analysis-of-u-s-federal-budget-balance/&quot;&gt;Trend-Anomaly Analysis of U.S. Federal Budget Balance&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://jakubsobolewski.com/blog/3-reasons-youre-not-doing-testing&quot;&gt;3 Reasons Blocking You From Doing Automated Testing&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://jakubsobolewski.com/blog/plumber-api&quot;&gt;Testing your Plumber APIs from R&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/blog/posit-conf-2025-convince-your-boss/&quot;&gt;How to convince your boss you should attend posit::conf(2025)&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://rworks.dev/posts/healthcare-part2/&quot;&gt;Tidyverse with GitHub Copilot for Healthcare Analytics – Part 2&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.andrewheiss.com/blog/2025/07/22/positron-open-with-finder/&quot;&gt;How to open a folder as a Positron project with macOS Quick Actions&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.biobits.be/biofunctor/2025/07/23/lets-talk-about-nas/&quot;&gt;Let’s talk about NA-s!&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.spsanderson.com/steveondata/posts/2025-07-21/&quot;&gt;How to Calculate Odds Ratios in R With Examples Using epitools&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://fharrell.com/post/bootcal/&quot;&gt;Bootstrap Confidence Limits for Bootstrap Overfitting-Corrected Model Performance&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://atheobold.github.io/uscots-intermediate-r/&quot;&gt;USCOTS Workshop Materials: Teaching Intermediate R&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=shortuuid&quot;&gt;{shortuuid} 0.1.0&lt;/a&gt;: Generate and Translate Standard UUIDs&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=overshiny&quot;&gt;{overshiny} 0.1.0&lt;/a&gt;: Interactive Overlays on ‘shiny’ Plots&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=funcMapper&quot;&gt;{funcMapper} 1.0.1&lt;/a&gt;: Map User-Created Functions&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ConversationAlign&quot;&gt;{ConversationAlign} 0.2.0&lt;/a&gt;: Process Text and Compute Linguistic Alignment in Conversation Transcripts&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=calcal&quot;&gt;{calcal} 1.0.0&lt;/a&gt;: Calendrical Calculations&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rCoinbase&quot;&gt;{rCoinbase} 1.0.0&lt;/a&gt;: ‘Coinbase Advance Trade API Interface’&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://tidypolars.etiennebacher.com/&quot;&gt;{tidypolars} 0.14.0&lt;/a&gt;: More Efficient Tidyverse Code, Using Polars in the Background&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidytext&quot;&gt;{tidytext} 0.4.3&lt;/a&gt;: Text Mining using ‘dplyr’, ‘ggplot2’, and Other Tidy Tools - &lt;a href=&quot;https://diffify.com/R/tidytext&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidycensus&quot;&gt;{tidycensus} 1.7.3&lt;/a&gt;: Load US Census Boundary and Attribute Data as ‘tidyverse’ and ‘sf’-Ready Data Frames - &lt;a href=&quot;https://diffify.com/R/tidycensus&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidyMC&quot;&gt;{tidyMC} 1.0.1&lt;/a&gt;: Monte Carlo Simulations Made Easy and Tidy - &lt;a href=&quot;https://diffify.com/R/tidyMC&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ellmer&quot;&gt;{ellmer} 0.3.0&lt;/a&gt;: Chat with Large Language Models - &lt;a href=&quot;https://diffify.com/R/ellmer&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.tidyverse.org/blog/2025/07/ellmer-0-3-0/&quot;&gt;ellmer 0.3.0&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/07/23#qlcal-r_0.0.16&quot;&gt;qlcal 0.0.16 on CRAN: Regular Update&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=paws.common&quot;&gt;{paws.common} 0.8.5&lt;/a&gt;: Paws Low-Level Amazon Web Services API - &lt;a href=&quot;https://diffify.com/R/paws.common&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=spatstat&quot;&gt;{spatstat} 3.4-0&lt;/a&gt;: Spatial Point Pattern Analysis, Model-Fitting, Simulation, Tests - &lt;a href=&quot;https://diffify.com/R/spatstat&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=stablelearner&quot;&gt;{stablelearner} 0.1-6&lt;/a&gt;: Stability Assessment of Statistical Learning Methods - &lt;a href=&quot;https://diffify.com/R/stablelearner&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=microplot&quot;&gt;{microplot} 1.0-47&lt;/a&gt;: Microplots (Sparklines) in ‘LaTeX’, ‘Word’, ‘HTML’, ‘Excel’ - &lt;a href=&quot;https://diffify.com/R/microplot&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=DataExplorer&quot;&gt;{DataExplorer} 0.8.4&lt;/a&gt;: Automate Data Exploration and Treatment - &lt;a href=&quot;https://diffify.com/R/DataExplorer&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gridSVG&quot;&gt;{gridSVG} 1.7-6&lt;/a&gt;: Export ‘grid’ Graphics as SVG - &lt;a href=&quot;https://diffify.com/R/gridSVG&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=renv&quot;&gt;{renv} 1.1.5&lt;/a&gt;: Project Environments - &lt;a href=&quot;https://diffify.com/R/renv&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rtoot&quot;&gt;{rtoot} 0.3.6&lt;/a&gt;: Collecting and Analyzing Mastodon Data - &lt;a href=&quot;https://diffify.com/R/rtoot&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tmaptools&quot;&gt;{tmaptools} 3.3&lt;/a&gt;: Thematic Map Tools - &lt;a href=&quot;https://diffify.com/R/tmaptools&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=parallelly&quot;&gt;{parallelly} 1.45.1&lt;/a&gt;: Enhancing the ‘parallel’ Package - &lt;a href=&quot;https://diffify.com/R/parallelly&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=arrow&quot;&gt;{arrow} 21.0.0&lt;/a&gt;: Integration to ‘Apache’ ‘Arrow’ - &lt;a href=&quot;https://diffify.com/R/arrow&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=keyholder&quot;&gt;{keyholder} 0.1.8&lt;/a&gt;: Store Data About Rows - &lt;a href=&quot;https://diffify.com/R/keyholder&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggarchery&quot;&gt;{ggarchery} 0.4.4&lt;/a&gt;: Flexible Segment Geoms with Arrows for ‘ggplot2’ - &lt;a href=&quot;https://diffify.com/R/ggarchery&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=cooltools&quot;&gt;{cooltools} 2.18&lt;/a&gt;: Practical Tools for Scientific Computations and Visualizations - &lt;a href=&quot;https://diffify.com/R/cooltools&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=HDCJIkY2ihI&quot;&gt;Copy the Pros: How to Recreate this NYTimes Chart in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://kbodwin.github.io/paRticles/posts/2025-07-23-speed_test/&quot;&gt;Speed Testing Code: Three Levels&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/114162880770558405/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/114162880770558405&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://hachyderm.io/&quot; async=&quot;&quot; src=&quot;https://hachyderm.io/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.bioconductor.org/posts/2025-07-09-developers-forum-july28/#agenda&quot;&gt;Exploring R and Rust in Bioinformatics – Online Developer Forum, 28 July 2025&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/sip-2025-r-dev-day/&quot;&gt;Shiny in Production 2025: R Dev Day&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.tidyverse.org/blog/2025/07/tdd-2025/&quot;&gt;Tidyverse developer day 2025&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://fosstodon.org/@duringju/114914401562995890/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://fosstodon.org/@duringju/114914401562995890&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @duringju@fosstodon.org&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://vis.social/@CedScherer/114903319898343650/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://vis.social/@CedScherer/114903319898343650&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @CedScherer@vis.social&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://vis.social/&quot; async=&quot;&quot; src=&quot;https://vis.social/embed.js&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W30 Positron Assistant, LLM-powered posit::conf guide</title>
   <link href="https://rweekly.org/2025-W30.html"/>
   <updated>2025-07-21T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W30</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://bsky.app/profile/jonmcalder.bsky.social&quot;&gt;Jon Calder&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/positron-assistant-copilot-chat-agent&quot;&gt;Positron Assistant: GitHub Copilot and Claude-Powered Agentic Coding in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/posit-conf-2025-agenda/&quot;&gt;Your LLM-powered guide to the posit::conf(2025) agenda&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.simonpcouch.com/blog/2025-07-17-claude-code-2/&quot;&gt;How I’m using Claude Code to write R code&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/r-validation-maintainers-litmus/&quot;&gt;R Package Quality: Maintainer Criteria&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/positron-assistant-copilot-chat-agent&quot;&gt;Positron Assistant: GitHub Copilot and Claude-Powered Agentic Coding in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://github.com/b-rodrigues/research_outputs_analysis&quot;&gt;Research Publications Affiliated with Luxembourg: A Data-Driven Analysis&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.bioconductor.org/posts/2025-07-18-edam/&quot;&gt;Tagging Bioconductor packages with EDAM&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=chopin&quot;&gt;{chopin} 0.9.4&lt;/a&gt;: Spatial Parallel Computing by Hierarchical Data Partitioning&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggchord&quot;&gt;{ggchord} 0.2.0&lt;/a&gt;: Multi-Sequence ‘BLAST’ Alignment Chord Diagram Visualization&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=MexicoDataAPI&quot;&gt;{MexicoDataAPI} 0.1.0&lt;/a&gt;: Access Mexican Data via APIs and Curated Datasets&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=getRad&quot;&gt;{getRad} 0.2.0&lt;/a&gt;: Download Radar Data for Biological Research&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ChileDataAPI&quot;&gt;{ChileDataAPI} 0.1.0&lt;/a&gt;: Access Chilean Data via APIs and Curated Datasets&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.tidyverse.org/blog/2025/07/httr2-1-2-0/&quot;&gt;{httr2} 1.2.0&lt;/a&gt;: Perform HTTP Requests and Process the Responses - &lt;a href=&quot;https://diffify.com/R/httr2&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=superspreading&quot;&gt;{superspreading} 0.4.0&lt;/a&gt;: Understand Individual-Level Variation in Infectious Disease
Transmission - &lt;a href=&quot;https://diffify.com/R/superspreading&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=metatools&quot;&gt;{metatools} 0.2.0&lt;/a&gt;: Enable the Use of ‘metacore’ to Help Create and Check Dataset - &lt;a href=&quot;https://diffify.com/R/metatools&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=RSQLite&quot;&gt;{RSQLite} 2.4.2&lt;/a&gt;: SQLite Interface for R - &lt;a href=&quot;https://diffify.com/R/RSQLite&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=statnetWeb&quot;&gt;{statnetWeb} 0.6.1&lt;/a&gt;: A Shiny App for Network Modeling with ‘statnet’ - &lt;a href=&quot;https://diffify.com/R/statnetWeb&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=maestro&quot;&gt;{maestro} 0.6.1&lt;/a&gt;: Orchestration of Data Pipelines - &lt;a href=&quot;https://diffify.com/R/maestro&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://pola-rs.github.io/r-polars/&quot;&gt;{polars} 1.0.0&lt;/a&gt;: R Bindings for the ‘polars’ Rust Library - &lt;a href=&quot;https://diffify.com/R/polars/&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;gist--cookbook&quot;&gt;Gist &amp;amp; Cookbook&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/tidy-rag-in-r-with-ragnar&quot;&gt;Tidy RAG in R with ragnar&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.infoworld.com/article/4020484/generative-ai-rag-comes-to-the-r-tidyverse.html&quot;&gt;How to create your own RAG applications in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;shiny-apps&quot;&gt;Shiny Apps&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/posit-conf-2025-agenda/&quot;&gt;Your LLM-powered guide to the posit::conf(2025) agenda&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jakubsobolewski.com/blog/testing-legacy-shiny&quot;&gt;Testing Legacy Shiny Apps: Start with Behavior, Not Code&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rdatatable-community.github.io/The-Raft/posts/2025-07-14-memory_R-jangorecki/&quot;&gt;Benchmarking memory usage in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.spsanderson.com/steveondata/posts/2025-07-14/&quot;&gt;How to Use with() and within() Functions in R: A Complete Guide for Cleaner Code&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://datageeek.com/2025/07/14/nested-forecasting-analyzing-the-relationship-between-the-dollar-and-stock-market-trends/&quot;&gt;Nested Forecasting: Analyzing the Relationship Between the Dollar and Stock Market Trends&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://kforner.netlify.app/posts/organizing_dev_with_srcpkgs/&quot;&gt;Organizing R development using srcpkgs&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://solomonkurz.netlify.app/blog/2025-07-20-within-person-factorial-experiments-log-normal-reaction-time-data/&quot;&gt;Within-person factorial experiments, log(normal) reaction-time data&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2025/W30/within-person-factorial-experiments.png&quot; alt=&quot;Within-person factorial experiments, log(normal) reaction-time data&quot; /&gt;&lt;/p&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/114162880770558405/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/114162880770558405&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://hachyderm.io/&quot; async=&quot;&quot; src=&quot;https://hachyderm.io/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:kk6ztlsaka6mdlpursuwd4yt/app.bsky.feed.post/3lu2tvd3pek2e&quot; data-bluesky-cid=&quot;bafyreia6a3t5iwmupccirmgsoo72unbii2end2ofzrqwxg35a2gbvvfskm&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;Introducing my new #rstats package {kitchensink}

Not sure what the right model to fit is? Should you allow random intercepts, slopes, both? What do Bayesian methods say? 

Just call {kitchensink::throw} to fit every possible model and see how your results differ!&lt;/p&gt;&amp;mdash; Ben Harrap (&lt;a href=&quot;https://bsky.app/profile/did:plc:kk6ztlsaka6mdlpursuwd4yt?ref_src=embed&quot;&gt;@bharrap.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:kk6ztlsaka6mdlpursuwd4yt/post/3lu2tvd3pek2e?ref_src=embed&quot;&gt;16 July 2025 at 09:01&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W28 Quarto syntax, BDD, scalarized bug hunting</title>
   <link href="https://rweekly.org/2025-W28.html"/>
   <updated>2025-07-07T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W28</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://bsky.app/profile/rbyryo.bsky.social&quot;&gt;Ryo Nakagawara&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.djnavarro.net/posts/2025-07-05_quarto-syntax-from-r/&quot;&gt;Generating quarto syntax within R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jakubsobolewski.com/blog/intro-to-bdd-in-r/&quot;&gt;An Introduction to Behavior-Driven Development in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://milesmcbain.micro.blog/2025/07/04/diveing-into-the-hunt-rstats.html&quot;&gt;Dive()ing into the hunt #rstats&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://brodrigues.co/posts/2025-07-03-llm_time.html&quot;&gt;You can outsource the grunt work to an LLM, not expertise&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/r-validation-documentation-litmus/&quot;&gt;R Package Quality: Documentation&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/07/03/champions-2025/&quot;&gt;Open Science with a Latin American Identity: Meet the New Cohort of the rOpenSci Champions Program&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rworks.dev/posts/may-2025-top-40-new-cran-packages/&quot;&gt;May 2025 Top 40 New CRAN Packages&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://milesmcbain.micro.blog/2025/07/04/diveing-into-the-hunt-rstats.html&quot;&gt;Dive()ing into the hunt #rstats&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.zeileis.org/news/weuro2025/&quot;&gt;Forecasting the UEFA Women’s Euro 2025 with enhanced statistical learning&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://github.com/rweekly/image/blob/master/2025-W28/p_surv.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;h3 id=&quot;r-in-organizations&quot;&gt;R in Organizations&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://waterdata.usgs.gov/blog/tidycensus-viz/&quot;&gt;Charting ‘tidycensus’ data with R&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://github.com/rweekly/image/blob/master/2025-W28/tidycensus-viz-eazadpour-bubbles.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=fishboot&quot;&gt;{fishboot} 1.0.2&lt;/a&gt;: Bootstrap-Based Methods for the Study of Fish Stocks and Aquatic
Populations&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=unifyR&quot;&gt;{unifyR} 1.0.0&lt;/a&gt;: Unified Scores, Reliabilities and Validities from Multiple Tests&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rcrisp&quot;&gt;{rcrisp} 0.1.4&lt;/a&gt;: Automate the Delineation of Urban River Spaces&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=r4pde&quot;&gt;{r4pde} 0.1.0&lt;/a&gt;: Companion to R for Plant Disease Epidemiology Book&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ecoteach&quot;&gt;{ecoteach} 0.1.0&lt;/a&gt;: Educational Datasets for Ecology and Agriculture&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tabr&quot;&gt;{tabr} 0.5.3&lt;/a&gt;: Music Notation Syntax, Manipulation, Analysis and Transcription
in R&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;GitHub or Bitbucket&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/coolbutuseless/zap&quot;&gt;{zap}&lt;/a&gt;: Fast object serialization with high compression&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/07/02#rcpparmadillo_14.6.0-1&quot;&gt;RcppArmadillo 14.6.0-1 on CRAN: New Upstream Minor Release&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/07/02#rcpp_1.1.0&quot;&gt;Rcpp 1.1.0 on CRAN: C++11 now Minimum, Regular Semi-Annual Update&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rcrisp&quot;&gt;{rcrisp} 0.1.4&lt;/a&gt;: Automate the Delineation of Urban River Spaces - &lt;a href=&quot;https://diffify.com/R/rcrisp&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=pillar&quot;&gt;{pillar} 1.11.0&lt;/a&gt;: Coloured Formatting for Columns - &lt;a href=&quot;https://diffify.com/R/pillar&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggpedigree&quot;&gt;{ggpedigree} 0.8.0&lt;/a&gt;: Visualizing Pedigrees with ‘ggplot2’ and ‘plotly’ - &lt;a href=&quot;https://diffify.com/R/ggpedigree&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=openxlsx2&quot;&gt;{openxlsx2} 1.17&lt;/a&gt;: Read, Write and Edit ‘xlsx’ Files - &lt;a href=&quot;https://diffify.com/R/openxlsx2&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gtsummary&quot;&gt;{gtsummary} 2.3.0&lt;/a&gt;: Presentation-Ready Data Summary and Analytic Result Tables - &lt;a href=&quot;https://diffify.com/R/gtsummary&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tinytable&quot;&gt;{tinytable} 0.10.0&lt;/a&gt;: Simple and Configurable Tables in ‘HTML’, ‘LaTeX’, ‘Markdown’,
‘Word’, ‘PNG’, ‘PDF’, and ‘Typst’ Formats - &lt;a href=&quot;https://diffify.com/R/tinytable&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=shiny&quot;&gt;{shiny} 1.11.1&lt;/a&gt;: Web Application Framework for R - &lt;a href=&quot;https://diffify.com/R/shiny&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidyplots&quot;&gt;{tidyplots} 0.3.1&lt;/a&gt;: Tidy Plots for Scientific Papers - &lt;a href=&quot;https://diffify.com/R/tidyplots&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggsurveillance&quot;&gt;{ggsurveillance} 0.5.1&lt;/a&gt;: Tools for Outbreak Investigation/Infectious Disease Surveillance - &lt;a href=&quot;https://diffify.com/R/ggsurveillance&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=wordmap&quot;&gt;{wordmap} 0.9.4&lt;/a&gt;: Feature Extraction and Document Classification with Noisy Labels - &lt;a href=&quot;https://diffify.com/R/wordmap&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/thetestset/&quot;&gt;The Test Set: A Posit video podcast series for data science&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=tjNEoIYr_ag&quot;&gt;Scaling the r-spatial ecosystem for the modern composable data pipeline&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;shiny-apps&quot;&gt;Shiny Apps&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/validating-shiny-apps-in-regulated-environments/&quot;&gt;Building Trust with Code: Validating Shiny Apps in Regulated Environments&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://geocompx.org/post/2025/sml-bp5/&quot;&gt;Specialized R packages for spatial machine learning: An introduction to RandomForestsGLS, spatialRF, and meteo&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.djnavarro.net/posts/2025-07-05_quarto-syntax-from-r/&quot;&gt;Generating quarto syntax within R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jakubsobolewski.com/blog/intro-to-bdd-in-r/&quot;&gt;An Introduction to Behavior-Driven Development in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://3mw.albert-rapp.de/p/writing-sql-in-r-efficiently&quot;&gt;3MW (Writing SQL in R Efficiently)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://drmowinckels.io/blog/2025/httr2_client/&quot;&gt;Decoding OAuth2 M2M with httr2: Client Setup &amp;amp; API Testing&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://datageeek.com/2025/06/30/predicting-gold-prices-insights-from-ml-models/&quot;&gt;Predicting Gold Prices: Backtesting of ML Models&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jcarroll.com.au/2025/06/29/counting-digits-quickly/&quot;&gt;Counting Digits Quickly&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rcarto.github.io/posts/mapsf_v1.0.0/&quot;&gt;New release of mapsf: version 1.0.0&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/plot-genome-data-karyoploter&quot;&gt;Plot Data Along a Genome with karyoploteR&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2025-W28/karyo1.PNG&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.andrewheiss.com/blog/2025/07/03/open-files-external-programs-positron/&quot;&gt;Open files in external programs with Positron or Visual Studio Code&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.andrewheiss.com/blog/2025/07/05/positron-ssh-docker/&quot;&gt;Use Positron to run R inside Docker a image through SSH&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://solomonkurz.netlify.app/blog/2025-07-07-learn-stan-with-brms-part-i/&quot;&gt;Learn Stan with brms, Part I&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/114162880770558405/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/114162880770558405&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://hachyderm.io/&quot; async=&quot;&quot; src=&quot;https://hachyderm.io/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-posts.com/latent-r-package-for-the-efficient-estimation-of-large-latent-variable-models/&quot;&gt;latent: R package for the efficient estimation of large latent variable models&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W27 R package quality, in the Nix of Time!</title>
   <link href="https://rweekly.org/2025-W27.html"/>
   <updated>2025-06-30T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W27</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://batool-almarzouq.netlify.app/&quot;&gt;Batool Almarzouq&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/r-validation-author-popularity-litmus/&quot;&gt;R Package Quality: Package Popularity&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/in-the-nix-of-time-creating-a-reproducible-analytical-environment-with-nix-and-rix/&quot;&gt;In the Nix of Time: Creating a reproducible analytical environment with Nix and {rix}&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/blog/three-major-updates-to-the-plotnine-website/&quot;&gt;Three major updates to the Plotnine website&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img width=&quot;1250&quot; alt=&quot;Screenshot 2025-06-30 at 19 56 31&quot; src=&quot;https://github.com/user-attachments/assets/d6706abc-bb24-4872-acad-ba69f784a856&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://masalmon.eu/2025/06/25/open-files-folders-websites/&quot;&gt;How to open files, folders, websites in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/r-validation-author-popularity-litmus/&quot;&gt;R Package Quality: Package Popularity&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/06/23/translation-faq/&quot;&gt;Multilingual Publishing: Frequently Asked Questions&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rworks.dev/posts/simple-bayesian-model/&quot;&gt;A Simple Bayesian Multi-state Survival Model for a Clinical Trial&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jcarroll.com.au/2025/06/29/counting-digits-quickly/&quot;&gt;Counting Digits Quickly&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img width=&quot;717&quot; alt=&quot;Screenshot 2025-06-30 at 19 57 36&quot; src=&quot;https://github.com/user-attachments/assets/3da7dd5c-e2e4-469c-b211-058901345c44&quot; /&gt;&lt;/p&gt;

&lt;h3 id=&quot;r-in-organizations&quot;&gt;R in Organizations&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/06/25/editors2025/&quot;&gt;Announcing New Stats Software Peer Review Editors: Emi Tanaka and Nima Hejazi&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/06/27/news-june-2025/&quot;&gt;rOpenSci News Digest, June 2025&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/shiny-in-production-2025-lightning-lineup/&quot;&gt;Shiny in Production 2025: Lightning Talk Lineup&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;http://www.seascapemodels.org/rstats/2025/06/27/prompting-llms-quality-ecological-statistics.html&quot;&gt;Prompting large language models for quality ecological statistics&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img width=&quot;538&quot; alt=&quot;Screenshot 2025-06-30 at 19 55 49&quot; src=&quot;https://github.com/user-attachments/assets/29351de2-19b3-4077-a8de-822df76c7cfd&quot; /&gt;&lt;/p&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://shikokuchuo.net/posts/27-mirai-240/&quot;&gt;mirai 2.4.0: First Class Async and High-Performance Computing&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.tidyverse.org/blog/2025/06/vitals-0-1-0/&quot;&gt;Introducing vitals, a toolkit for evaluating LLM products in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=MultiLCIRT&quot;&gt;{MultiLCIRT} 2.12&lt;/a&gt;: Multidimensional Latent Class Item Response Theory Models&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ClimaRep&quot;&gt;{ClimaRep} 0.6&lt;/a&gt;: Estimating Climate Representativeness&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=scMappR&quot;&gt;{scMappR} 1.0.12&lt;/a&gt;: Single Cell Mapper&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=notionR&quot;&gt;{notionR} 0.0.9&lt;/a&gt;: R Wrapper for ‘Notion’ API&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=OpenBARD&quot;&gt;{OpenBARD} 0.0.1&lt;/a&gt;: Open British Arboricultural Record Dataset&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=movedesign&quot;&gt;{movedesign} 0.3.1&lt;/a&gt;: Study Design Toolbox for Movement Ecology Studies&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ManyIVsNets&quot;&gt;{ManyIVsNets} 0.1.1&lt;/a&gt;: Environmental Phillips Curve Analysis with Multiple Instrumental
Variables and Networks&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=slopes&quot;&gt;{slopes} 1.0.1&lt;/a&gt;: Calculate Slopes of Roads, Rivers and Trajectories&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=midr&quot;&gt;{midr} 0.5.0&lt;/a&gt;: Learning from Black-Box Models by Maximum Interpretation
Decomposition&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=letsHerp&quot;&gt;{letsHerp} 0.1.0&lt;/a&gt;: An Interface to the Reptile Database&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=clinpubr&quot;&gt;{clinpubr} 1.0.1&lt;/a&gt;: Clinical Publication&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=FLSSS&quot;&gt;{FLSSS} 9.2.8&lt;/a&gt;: Mining Rigs for Problems in the Subset Sum Family&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=mirai&quot;&gt;{mirai} 2.4.0&lt;/a&gt;: Minimalist Async Evaluation Framework for R - &lt;a href=&quot;https://diffify.com/R/mirai&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=adsoRptionCMF&quot;&gt;{adsoRptionCMF} 0.1.1&lt;/a&gt;: Classical Model Fitting of Adsorption Isotherms - &lt;a href=&quot;https://diffify.com/R/adsoRptionCMF&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggpp&quot;&gt;{ggpp} 0.5.9&lt;/a&gt;: Grammar Extensions to ‘ggplot2’ - &lt;a href=&quot;https://diffify.com/R/ggpp&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=httptest2&quot;&gt;{httptest2} 1.2.0&lt;/a&gt;: Test Helpers for ‘httr2’ - &lt;a href=&quot;https://diffify.com/R/httptest2&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggpubr&quot;&gt;{ggpubr} 0.6.1&lt;/a&gt;: ‘ggplot2’ Based Publication Ready Plots - &lt;a href=&quot;https://diffify.com/R/ggpubr&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=dataRetrieval&quot;&gt;{dataRetrieval} 2.7.19&lt;/a&gt;: Retrieval Functions for USGS and EPA Hydrology and Water Quality
Data - &lt;a href=&quot;https://diffify.com/R/dataRetrieval&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=xpose.nlmixr2&quot;&gt;{xpose.nlmixr2} 0.4.1&lt;/a&gt;: Graphical Diagnostics for Pharmacometric Models: Extension to
‘nlmixr2’ - &lt;a href=&quot;https://diffify.com/R/xpose.nlmixr2&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=unhcrthemes&quot;&gt;{unhcrthemes} 0.7.0&lt;/a&gt;: UNHCR ‘ggplot2’ Theme and Colour Palettes - &lt;a href=&quot;https://diffify.com/R/unhcrthemes&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=CooccurrenceAffinity&quot;&gt;{CooccurrenceAffinity} 1.0.2&lt;/a&gt;: Affinity in Co-Occurrence Data - &lt;a href=&quot;https://diffify.com/R/CooccurrenceAffinity&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ao&quot;&gt;{ao} 1.2.1&lt;/a&gt;: Alternating Optimization - &lt;a href=&quot;https://diffify.com/R/ao&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=rsconnect&quot;&gt;{rsconnect} 1.5.0&lt;/a&gt;: Deploy Docs, Apps, and APIs to ‘Posit Connect’, ‘shinyapps.io’,
and ‘RPubs’ - &lt;a href=&quot;https://diffify.com/R/rsconnect&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=mapplots&quot;&gt;{mapplots} 1.5.3&lt;/a&gt;: Data Visualisation on Maps - &lt;a href=&quot;https://diffify.com/R/mapplots&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=LLMR&quot;&gt;{LLMR} 0.4.2&lt;/a&gt;: Interface for Large Language Model APIs in R - &lt;a href=&quot;https://diffify.com/R/LLMR&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=fabR&quot;&gt;{fabR} 2.1.1&lt;/a&gt;: Wrapper Functions Collection Used in Data Pipelines - &lt;a href=&quot;https://diffify.com/R/fabR&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=smoothr&quot;&gt;{smoothr} 1.1.0&lt;/a&gt;: Smooth and Tidy Spatial Features - &lt;a href=&quot;https://diffify.com/R/smoothr&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=groupcompare&quot;&gt;{groupcompare} 1.0.1&lt;/a&gt;: Comparing Two Groups Using Various Descriptive Statistics - &lt;a href=&quot;https://diffify.com/R/groupcompare&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=rgl&quot;&gt;{rgl} 1.3.24&lt;/a&gt;: 3D Visualization Using OpenGL - &lt;a href=&quot;https://diffify.com/R/rgl&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=WARDEN&quot;&gt;{WARDEN} 1.2.2&lt;/a&gt;: Workflows for Health Technology Assessments in R using Discrete
EveNts - &lt;a href=&quot;https://diffify.com/R/WARDEN&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=dogesr&quot;&gt;{dogesr} 0.5.2&lt;/a&gt;: Work with the Doges/Dogaresse Dataset - &lt;a href=&quot;https://diffify.com/R/dogesr&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=robcp&quot;&gt;{robcp} 0.3.9&lt;/a&gt;: Robust Change-Point Tests - &lt;a href=&quot;https://diffify.com/R/robcp&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggdemetra&quot;&gt;{ggdemetra} 0.2.9&lt;/a&gt;: ‘ggplot2’ Extension for Seasonal and Trading Day Adjustment with
‘RJDemetra’ - &lt;a href=&quot;https://diffify.com/R/ggdemetra&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=MIMER&quot;&gt;{MIMER} 1.0.4&lt;/a&gt;: Data Wrangling for Antimicrobial Resistance Studies - &lt;a href=&quot;https://diffify.com/R/MIMER&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=directlabels&quot;&gt;{directlabels} 2025.6.24&lt;/a&gt;: Direct Labels for Multicolor Plots - &lt;a href=&quot;https://diffify.com/R/directlabels&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=bartXViz&quot;&gt;{bartXViz} 1.0.5&lt;/a&gt;: Visualization of BART and BARP using SHAP - &lt;a href=&quot;https://diffify.com/R/bartXViz&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggspectra&quot;&gt;{ggspectra} 0.3.16&lt;/a&gt;: Extensions to ‘ggplot2’ for Radiation Spectra - &lt;a href=&quot;https://diffify.com/R/ggspectra&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/a-framework-for-cohort-building-in-r-nuria-mercade-besora-and-edward-burn/&quot;&gt;A Framework for Cohort Building in R - Nuria Mercade-Besora and Edward Burn&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/in-the-nix-of-time-creating-a-reproducible-analytical-environment-with-nix-and-rix/&quot;&gt;In the Nix of Time: Creating a reproducible analytical environment with Nix and {rix}&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/redcapsync-and-rosyredcap-for-standardized-data-pipelines-and-exploratory-data-analysis/&quot;&gt;REDCapSync and RosyREDCap for standardized data pipelines and exploratory data analysis&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/the-power-of-targets-package-for-reproducible-data-science/&quot;&gt;The power of {targets} package for reproducible data science&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/first-steps-with-sql-in-r-making-data-talk/&quot;&gt;First Steps with SQL in R: Making Data Talk&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/quarto-dashboards-from-zero-to-publish-in-one-hour/&quot;&gt;Quarto Dashboards: from zero to publish in one hour&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/supporting-r-learners-on-the-job-during-interesting-times-a-panel-of-r-educators/&quot;&gt;Supporting R learners on the job during interesting times: A panel of R educators&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/using-r-shiny-to-perform-and-automate-decision-analytic-modeling-for-cost-effectiveness-analysis/&quot;&gt;Using R shiny to perform and automate decision-analytic modeling for cost-effectiveness analysis&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/visualising-data-for-patients-create-accessible-charts/&quot;&gt;Visualising data for patients: create accessible charts&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/advanced-distance-metrics-for-high-dimensional-clustering-introducing-distancehd-r-package/&quot;&gt;Advanced Distance Metrics for High-Dimensional Clustering: introducing ‘distanceHD’ R-package&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/an-accelerometry-biomarker-framework-with-application-in-vigilance-in-uk-biobank-data/&quot;&gt;An Accelerometry Biomarker Framework with Application in Vigilance in UK Biobank Data&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/application-of-attention-mechanism-to-improve-performance-of-llmmllm-used-across-rmedicine/&quot;&gt;Application of attention mechanism to improve performance of llm/mllm used across R/Medicine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/bedside-to-bench-reinventing-medicine-with-ai/&quot;&gt;Bedside to Bench - Reinventing medicine with AI&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/bootstrap-inference-made-easy-p-values-and-confidence-intervals-in-one-line-of-code/&quot;&gt;Bootstrap inference made easy: p-values and confidence intervals in one line of code&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/co-occurrence-analysis-and-knowledge-graphs-for-suicide-risk-prediction/&quot;&gt;Co-occurrence analysis and knowledge graphs for suicide risk prediction&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/dengue-forecasting-addressing-the-interrupted-effect-from-covid-19-cases/&quot;&gt;Dengue Forecasting Addressing the Interrupted Effect from COVID-19 Cases&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/ethical-considerations-of-contrasts-in-statistical-modeling-of-medical-equity/&quot;&gt;Ethical Considerations of Contrasts in Statistical Modeling of Medical Equity&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/improving-reproducibility-of-medical-research-with-controlled-vocabularies/&quot;&gt;Improving Reproducibility of Medical Research with Controlled Vocabularies&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/mix-pour-share-the-rum-cocktail-for-biomedical-project-packaging/&quot;&gt;Mix, Pour, Share: The rUM Cocktail for Biomedical Project Packaging&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/model-evaluation-from-machine-learning-to-generative-ai/&quot;&gt;Model Evaluation: From Machine Learning to Generative AI&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;shiny-apps&quot;&gt;Shiny Apps&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://dive.thaink2.fr/app_direct/th2appstudio/&quot;&gt;Host, share your Shiny, Rmarkdown &amp;amp; streamlit apps in 3 clicks&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://thierrymoudiki.github.io/blog/2025/06/23/python/backprop-qrnn&quot;&gt;Backpropagating quasi-randomized neural networks&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jottr.org/2025/06/25/with-plan/&quot;&gt;Setting Future Plans in R Functions — and Why You Probably Shouldn’t&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jottr.org/2025/06/23/future-got-better-at-finding-global-variables/&quot;&gt;Future Got Better at Finding Global Variables&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://freerangestats.info/blog/2025/06/25/sankey-charts&quot;&gt;Sankey plots can work, but need polishing like any other graphic by @ellis2013nz&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://datageeek.com/2025/06/23/understanding-the-link-between-uncertainty-and-imports-by-glmnet/&quot;&gt;Understanding the Link Between Uncertainty and Imports by glmnet&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.spsanderson.com/steveondata/posts/2025-06-23/&quot;&gt;Mastering Normal Distributions in R: A Comprehensive Guide to rnorm(), TidyDensity, and Statistical Analysis&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://3mw.albert-rapp.de/p/safer-sql-in-r&quot;&gt;3MW (Safer SQL in R)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/114162880770558405/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/114162880770558405&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://hachyderm.io/&quot; async=&quot;&quot; src=&quot;https://hachyderm.io/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:m2knqwyhtm6csr7xkfam2ics/app.bsky.feed.post/3lshrpu2mgc2g&quot; data-bluesky-cid=&quot;bafyreifptvatpqovwobwk4bpgmhfx2j63aqbettdnjnveua2rduzqg2j54&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;They haven’t posted it here but @votehub.com made an incredible graphic of the NYC primary showing results with population by precinct on the Z axis designed to look like a building map of NYC. One of my favorite political maps ever.&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:m2knqwyhtm6csr7xkfam2ics/post/3lshrpu2mgc2g?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Joel Wertheimer (&lt;a href=&quot;https://bsky.app/profile/did:plc:m2knqwyhtm6csr7xkfam2ics?ref_src=embed&quot;&gt;@wertwhile.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:m2knqwyhtm6csr7xkfam2ics/post/3lshrpu2mgc2g?ref_src=embed&quot;&gt;June 26, 2025 at 12:36 AM&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;blockquote class=&quot;twitter-tweet&quot;&gt;&lt;p lang=&quot;en&quot; dir=&quot;ltr&quot;&gt;Image of al-Mubarraz, Saudi Arabia created in &lt;a href=&quot;https://twitter.com/hashtag/rstats?src=hash&amp;amp;ref_src=twsrc%5Etfw&quot;&gt;#rstats&lt;/a&gt; using data from &lt;a href=&quot;https://twitter.com/hashtag/OpenStreetMap?src=hash&amp;amp;ref_src=twsrc%5Etfw&quot;&gt;#OpenStreetMap&lt;/a&gt;. &lt;a href=&quot;https://t.co/nY7tOC3tM6&quot;&gt;pic.twitter.com/nY7tOC3tM6&lt;/a&gt;&lt;/p&gt;&amp;mdash; R City Views (@rcityviews) &lt;a href=&quot;https://twitter.com/rcityviews/status/1939339577304440873?ref_src=twsrc%5Etfw&quot;&gt;June 29, 2025&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://platform.twitter.com/widgets.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;twitter-tweet&quot;&gt;&lt;p lang=&quot;zxx&quot; dir=&quot;ltr&quot;&gt;&lt;a href=&quot;https://t.co/pqpoMeAJfM&quot;&gt;pic.twitter.com/pqpoMeAJfM&lt;/a&gt;&lt;/p&gt;&amp;mdash; Motivational Quotes (@motivational) &lt;a href=&quot;https://twitter.com/motivational/status/1939493897316548849?ref_src=twsrc%5Etfw&quot;&gt;June 30, 2025&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://platform.twitter.com/widgets.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W26 Duckplyr, Trail Running, Oh Leave It Out</title>
   <link href="https://rweekly.org/2025-W26.html"/>
   <updated>2025-06-23T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W26</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://www.github.com/parmsam&quot;&gt;Sam Parmar&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.tidyverse.org/blog/2025/06/duckplyr-1-1-0/&quot;&gt;duckplyr fully joins the tidyverse!&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/race-stats-dashboard-querychat/&quot;&gt;Trail Running Meets Data Science: Adventures with LLMs and Race Stats&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://kieranhealy.org/blog/archives/2025/06/18/oh-leave-it-out/&quot;&gt;Oh Leave it Out&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rladies.org/blog/2025/invited-speakers/&quot;&gt;Organizer tips for inviting speakers&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.tidyverse.org/blog/2025/06/duckplyr-1-1-0/&quot;&gt;duckplyr fully joins the tidyverse!&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2025/W26/duckplyr-thumbnail-wd_600.jpg&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://brodrigues.co/posts/2025-06-21-ggplot4.html&quot;&gt;ggplot2 4.0.0 is coming and why ultimately it’s on YOU to ensure your environments are reproducible&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2025/W26/midnight_600.jpg&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/litmus-scoring-r-validation/&quot;&gt;R Package Quality: Validation and beyond!&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jottr.org/2025/06/19/futureverse-10-years/&quot;&gt;Futureverse – Ten-Year Anniversary&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://gradientdescending.com/season-48-is-now-survivor-%f0%9f%93%a6/&quot;&gt;Season 48 is now in 📦{survivoR} + new datasets and data updates&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/race-stats-dashboard-querychat/&quot;&gt;Trail Running Meets Data Science: Adventures with LLMs and Race Stats&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/refs/heads/master/2025/W26/PST-Blog-QueryChat_600.jpg&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/identifying-measles-immunity-gaps-in-the-us/&quot;&gt;Identifying Measles Immunity Gaps in the US: A Comprehensive Analysis by Iko Musa&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/how-are-vaccination-rates-and-case-rates-changing-for-measles-in-2025/&quot;&gt;How are Vaccination Rates and Case Rates Changing for Measles in 2025?&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/miipw-an-r-package-for-generalized-estimating-equations-with-missing-data-integration/&quot;&gt;MIIPW: An R package for Generalized Estimating Equations with missing data integration&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/introduction-to-r-for-clinical-data/&quot;&gt;Introduction to R for Clinical Data&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/personal-r-administration/&quot;&gt;Personal R Administration&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/pretestcad-an-r-package-to-calculate-pretest-probability-ptp-for-coronary-artery-disease-cad/&quot;&gt;pretestcad: An R package to calculate PreTest Probability (PTP) for Coronary Artery Disease (CAD)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/bridging-the-gap-introducing-rhealth-for-healthcare-predictive-modeling-in-r/&quot;&gt;Bridging the Gap: Introducing RHealth for Healthcare Predictive Modeling in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/demystifying-llms-with-ellmer/&quot;&gt;Demystifying LLMs with Ellmer&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/simplifying-r-package-documentation-with-pkgdown-and-github-pages/&quot;&gt;Simplifying R Package Documentation with pkgdown and GitHub Pages&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/shiny-in-production-2025-full-lineup/&quot;&gt;Shiny in Production 2025: Full Length Talks&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/rainbow-r-inclusive-space-LGBTQ-coders/&quot;&gt;rainbowR: Fostering an Inclusive Space for LGBTQ+ Coders in the R Community&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/aousdohtools-r-package-for-social-determinants-of-health-survey-data-in-all-of-us-research-program/&quot;&gt;AOUSDOHtools: R Package for Social Determinants of Health Survey data in All of Us Research Program&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/posts/examining-factors-associated-with-depressive-severity-among-cancer-survivors/&quot;&gt;Examining Factors Associated with Depressive Severity Among Cancer Survivors&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=unsum&quot;&gt;{unsum} 0.2.0&lt;/a&gt;: Reconstruct Raw Data from Summary Statistics&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=snowflakeauth&quot;&gt;{snowflakeauth} 0.1.2&lt;/a&gt;: Authentication Helpers for ‘Snowflake’&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=putior&quot;&gt;{putior} 0.1.0&lt;/a&gt;: “Register In- and Outputs for Workflow Visualization”&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rextendr&quot;&gt;{rextendr} 0.4.1&lt;/a&gt;: Call Rust Code from R using the ‘extendr’ Crate&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=TableContainer&quot;&gt;{TableContainer} 1.0.0&lt;/a&gt;: Create a Table with Row, Column, and Table Annotations&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=taxizedb&quot;&gt;{taxizedb} 0.3.2&lt;/a&gt;: Offline Access to Taxonomic Databases&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rdocdump&quot;&gt;{rdocdump} 0.1.0&lt;/a&gt;: Dump ‘R’ Package Source, Documentation, and Vignettes into One File&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=cpgfR&quot;&gt;{cpgfR} 0.0.1.0&lt;/a&gt;: Consolidates Information from the Federal Government Payment Card&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gseries&quot;&gt;{gseries} 3.0.2&lt;/a&gt;: Improve the Coherence of Your Time Series Data&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gtrendshealth&quot;&gt;{gtrendshealth} 1.0.0&lt;/a&gt;: Query the ‘Google Trends for Health’ API&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tidydfidx&quot;&gt;{tidydfidx} 0.0-1&lt;/a&gt;: Indexed ‘tibble’ and Methods for ‘dplyr’&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=infectiousR&quot;&gt;{infectiousR} 0.1.0&lt;/a&gt;: Access Infectious and Epidemiological Data via ‘disease.sh API’&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggfun&quot;&gt;{ggfun} 0.1.8&lt;/a&gt;: Miscellaneous Functions for ‘ggplot2’ - &lt;a href=&quot;https://diffify.com/R/ggfun&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gghourglass&quot;&gt;{gghourglass} 0.0.3&lt;/a&gt;: Plot Records per Time of Day - &lt;a href=&quot;https://diffify.com/R/gghourglass&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=plotthis&quot;&gt;{plotthis} 0.7.1&lt;/a&gt;: High-Level Plotting Built Upon ‘ggplot2’ and Other Plotting Packages - &lt;a href=&quot;https://diffify.com/R/plotthis&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=chevron&quot;&gt;{chevron} 0.2.12&lt;/a&gt;: Standard TLGs for Clinical Trials Reporting - &lt;a href=&quot;https://diffify.com/R/chevron&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=wordvector&quot;&gt;{wordvector} 0.5.1&lt;/a&gt;: Word and Document Vector Models - &lt;a href=&quot;https://diffify.com/R/wordvector&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=tern&quot;&gt;{tern} 0.9.9&lt;/a&gt;: Create Common TLGs Used in Clinical Trials - &lt;a href=&quot;https://diffify.com/R/tern&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggnewscale&quot;&gt;{ggnewscale} 0.5.2&lt;/a&gt;: Multiple Fill and Colour Scales in ‘ggplot2’ - &lt;a href=&quot;https://diffify.com/R/ggnewscale&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gglogger&quot;&gt;{gglogger} 0.1.6&lt;/a&gt;: Track ‘ggplot2’ Calls - &lt;a href=&quot;https://diffify.com/R/gglogger&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=eq5d&quot;&gt;{eq5d} 0.16.0&lt;/a&gt;: Methods for Analysing ‘EQ-5D’ Data and Calculating ‘EQ-5D’ Index Scores - &lt;a href=&quot;https://diffify.com/R/eq5d&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=thematic&quot;&gt;{thematic} 0.1.7&lt;/a&gt;: Unified and Automatic ‘Theming’ of ‘ggplot2’, ‘lattice’, and ‘base’ R Graphics - &lt;a href=&quot;https://diffify.com/R/thematic&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rtables&quot;&gt;{rtables} 0.6.13&lt;/a&gt;: Reporting Tables - &lt;a href=&quot;https://diffify.com/R/rtables&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=plotly&quot;&gt;{plotly} 4.11.0&lt;/a&gt;: Create Interactive Web Graphics via ‘plotly.js’ - &lt;a href=&quot;https://diffify.com/R/plotly&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=loon&quot;&gt;{loon} 1.4.3&lt;/a&gt;: Interactive Statistical Data Visualization - &lt;a href=&quot;https://diffify.com/R/loon&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=reshape&quot;&gt;{reshape} 0.8.10&lt;/a&gt;: Flexibly Reshape Data - &lt;a href=&quot;https://diffify.com/R/reshape&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggforce&quot;&gt;{ggforce} 0.5.0&lt;/a&gt;: Accelerating ‘ggplot2’ - &lt;a href=&quot;https://diffify.com/R/ggforce&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=selenium&quot;&gt;{selenium} 0.2.0&lt;/a&gt;: Low-Level Browser Automation Interface - &lt;a href=&quot;https://diffify.com/R/selenium&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=eyetools&quot;&gt;{eyetools} 0.9.2&lt;/a&gt;: Analyse Eye Data - &lt;a href=&quot;https://diffify.com/R/eyetools&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=eyetrackingR&quot;&gt;{eyetrackingR} 0.2.2&lt;/a&gt;: Eye-Tracking Data Analysis - &lt;a href=&quot;https://diffify.com/R/eyetrackingR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rsconnect&quot;&gt;{rsconnect} 1.4.2&lt;/a&gt;: Deploy Docs, Apps, and APIs to ‘Posit Connect’, ‘shinyapps.io’, and ‘RPubs’ - &lt;a href=&quot;https://diffify.com/R/rsconnect&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=evaluate&quot;&gt;{evaluate} 1.0.4&lt;/a&gt;: Parsing and Evaluation Tools that Provide More Details than the Default - &lt;a href=&quot;https://diffify.com/R/evaluate&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=RUnit&quot;&gt;{RUnit} 0.4.33.1&lt;/a&gt;: R Unit Test Framework - &lt;a href=&quot;https://diffify.com/R/RUnit&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rbcc&quot;&gt;{rbcc} 0.1.5&lt;/a&gt;: Risk-Based Control Charts - &lt;a href=&quot;https://diffify.com/R/rbcc&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=cdiWG2WS&quot;&gt;{cdiWG2WS} 0.2.0&lt;/a&gt;: Words and Gestures to Words and Sentences Score Conversion - &lt;a href=&quot;https://diffify.com/R/cdiWG2WS&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=latexSymb&quot;&gt;{latexSymb} 1.0.0&lt;/a&gt;: R Functions for Readable LaTeX Mathematical Expressions - &lt;a href=&quot;https://diffify.com/R/latexSymb&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=DrugExposureDiagnostics&quot;&gt;{DrugExposureDiagnostics} 1.1.4&lt;/a&gt;: Diagnostics for OMOP Common Data Model Drug Records - &lt;a href=&quot;https://diffify.com/R/DrugExposureDiagnostics&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=spanishoddata&quot;&gt;{spanishoddata} 0.2.0&lt;/a&gt;: Get Spanish Origin-Destination Data - &lt;a href=&quot;https://diffify.com/R/spanishoddata&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.datachamp.fr/en/posts/deploy-shiny-app-vm/&quot;&gt;How to Deploy a Shiny App on a VM with Hetzner&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://thierrymoudiki.github.io/blog/2025/06/21/r/python/beyond-garch-statistical&quot;&gt;Beyond ARMA-GARCH: leveraging any statistical model for volatility forecasting&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://thierrymoudiki.github.io/blog/2025/06/18/r/mlf-stacking&quot;&gt;Stacked generalization (Machine Learning model stacking) + conformal prediction for forecasting with ahead::mlf&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://kieranhealy.org/blog/archives/2025/06/18/oh-leave-it-out/&quot;&gt;Oh Leave it Out&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://blog.ephorie.de/building-your-own-mini-chatgpt-with-r-from-markov-chains-to-transformers?utm_source=rss&amp;amp;utm_medium=rss&amp;amp;utm_campaign=building-your-own-mini-chatgpt-with-r-from-markov-chains-to-transformers&quot;&gt;Building Your Own Mini-ChatGPT with R: From Markov Chains to Transformers!&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://datageeek.com/2025/06/17/correlation-analysis-of-silver-bitcoin-soxx-and-blockchain-index-with-corrr-package/&quot;&gt;Correlation Analysis of Silver, Bitcoin, SOXX, and Blockchain Index with {corrr} package&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.spsanderson.com/steveondata/posts/2025-06-17/&quot;&gt;How to Use runif Function in R With Examples&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.kenkoonwong.com/blog/qbank/&quot;&gt;Creating A Question Bank Using Google Sheet, Plumber, and Digital Ocean Droplet&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/114162880770558405/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/114162880770558405&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://r-consortium.org/webinars/r-for-health-technology-assessment-identifying-needs-streamlining-processes-and-building-bridges.html&quot;&gt;R for Health Technology Assessment (HTA): Identifying Needs, Streamlining Processes, and Building Bridges&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://fosstodon.org/@nrennie/114727546021141229/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://fosstodon.org/@nrennie/114727546021141229&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @nrennie@fosstodon.org&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://fosstodon.org/@josi/114695161053055873/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://fosstodon.org/@josi/114695161053055873&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @josi@fosstodon.org&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W25 Air, Testing Shiny, Databricks</title>
   <link href="https://rweekly.org/2025-W25.html"/>
   <updated>2025-06-16T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W25</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://colinfay.me&quot;&gt;Colin Fay&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.tidyverse.org/blog/2025/06/air-0-7-0/&quot;&gt;Air 0.7.0&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rtask.thinkr.fr/from-lab-to-real-life-how-your-shiny-application-can-survive-its-users/&quot;&gt;From lab to real life: How your Shiny application can survive its users&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/databricks-orbital-r-python-model-deployment/&quot;&gt;Deploy R or Python models to production in Databricks using Orbital&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;http://www.seascapemodels.org/rstats/2025/06/08/vibe-coding-not-for-scientists.html&quot;&gt;Vibe coding with AI agents is not for scientists&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://kieranhealy.org/blog/archives/2025/06/09/la-county-population/&quot;&gt;LA County Population&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://datageeek.com/2025/06/11/impact-of-budget-deficits-on-treasury-yields-with-xgboost/&quot;&gt;Impact of Budget Deficits on Treasury Yields with XGBoost&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;div align=&quot;center&quot;&gt;
    &lt;img src=&quot;https://datageeek.com/wp-content/uploads/2025/06/deficit-1.png?w=1024&quot; width=&quot;500px&quot; /&gt;
&lt;/div&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://remlapmot.github.io/post/2025/riscv-r/&quot;&gt;Investigating running R on RISC-V thanks to r-base on Ubuntu&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://thierrymoudiki.github.io/blog/2025/06/09/r/python/techtonique/consoles-techtonique&quot;&gt;Free R, Python and SQL editors in techtonique dot net&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://www.seascapemodels.org/rstats/2025/06/12/setting-up-vscode-r-genAI.html&quot;&gt;Setting up VScode for R and generative AI tools&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.tidyverse.org/blog/2025/06/air-0-7-0/&quot;&gt;Air 0.7.0&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;shiny&quot;&gt;Shiny&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://blog.jahnen.io/nhyris-cli/&quot;&gt;nhyris CLI v1 release on npm&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://rtask.thinkr.fr/from-lab-to-real-life-how-your-shiny-application-can-survive-its-users/&quot;&gt;From lab to real life: How your Shiny application can survive its users&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;div align=&quot;center&quot;&gt;
    &lt;img src=&quot;https://rtask.thinkr.fr/wp-content/uploads/e2e_tests.png&quot; width=&quot;500px&quot; /&gt;
&lt;/div&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://freerangestats.info/blog/2025/06/08/power-and-fragile-p-values&quot;&gt;Power and ‘fragile’ p-values by @ellis2013nz&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.spsanderson.com/steveondata/posts/2025-06-09/&quot;&gt;How to Create a Data Frame from Vectors in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.kenkoonwong.com/blog/gam-penalty/&quot;&gt;From Math to Code: Building GAM with Penalty Functions From Scratch&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/databricks-orbital-r-python-model-deployment/&quot;&gt;Deploy R or Python models to production in Databricks using Orbital&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://datamares.netlify.app/posts/202506_ppa/&quot;&gt;Creating a Linux Personal Package Archive (PPA)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/114162880770558405/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/114162880770558405&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://hachyderm.io/&quot; async=&quot;&quot; src=&quot;https://hachyderm.io/embed.js&quot;&gt;&lt;/script&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://rinpharma.com/post/2025-05-18-call4talks/&quot;&gt;Call For Talks R/Pharma&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;datasets&quot;&gt;Datasets&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;http://www.seascapemodels.org/rstats/2025/06/10/open-access-data-for-teaching.html&quot;&gt;Open repo of ecological data for use in teaching&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W24 Containerizing Shiny, ggplot2 explorer, quickr package</title>
   <link href="https://rweekly.org/2025-W24.html"/>
   <updated>2025-06-09T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W24</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://podcastindex.social/@rpodcast&quot;&gt;Eric Nantz&lt;/a&gt;, with help from the R Weekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rtask.thinkr.fr/containerizing-shiny-apps-with-shiny2docker-a-step-by-step-guide/&quot;&gt;Containerizing Shiny Apps with {shiny2docker}: A Step-by-Step Guide&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://yjunechoe.github.io/ggplot2-layer-explorer/&quot;&gt;ggplot2 layer explorer&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=quickr&quot;&gt;{quickr} 0.1.0&lt;/a&gt;: Compiler for R&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://josiahparry.com/posts/2025-06-04-cross-language-ds/&quot;&gt;Apache Arrow, Rust, and cross-language data science&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.jumpingrivers.com/blog/rethinking-image-formats/&quot;&gt;Rethinking Image Formats&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2025/W24/image_formats_600.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/06/05#049_two_cultures&quot;&gt;#49: The Two Cultures of Deploying Statistical Software&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/r-llm-evaluation/&quot;&gt;Which AI model writes the best R code?&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://drmowinckels.io/blog/2025/visible-pca/&quot;&gt;Unmasking Long Covid: PCA &amp;amp; Clustering Analysis of Symptom Syndromes&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-organizations&quot;&gt;R in Organizations&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/06/05/mentors-2025/&quot;&gt;New Mentoring Team, Same Open Science Spirit&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/introducing-portable-linux-r-binary-packages/&quot;&gt;Introducing Portable Linux R Binary Packages&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.kenkoonwong.com/blog/bspline/&quot;&gt;Understanding Basis Spline (B-spline) By Working Through Cox-deBoor Algorithm&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://blog.stephenturner.us/p/r-production-ai&quot;&gt;The Modern R Stack for Production AI&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=quickr&quot;&gt;{quickr} 0.1.0&lt;/a&gt;: Compiler for R&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=Rdatasets&quot;&gt;{Rdatasets} 0.0.1&lt;/a&gt;: Access Datasets from the Rdatasets Archive&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=AiES&quot;&gt;{AiES} 0.99.6&lt;/a&gt;: Axon Integrity Evaluation System for Microscopy Images&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=bssbinom&quot;&gt;{bssbinom} 1.0.0&lt;/a&gt;: Bayesian Sample Size for Binomial Proportions&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=musicMCT&quot;&gt;{musicMCT} 0.1.2&lt;/a&gt;: Analyze the Structure of Musical Scales&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2025/W24/musicMCT_600.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=catool&quot;&gt;{catool} 1.0.0&lt;/a&gt;: Compensation Analysis Tool for Instructor Overload Pay&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=tarchives&quot;&gt;{tarchives} 0.1.0&lt;/a&gt;: Make Your ‘targets’ Pipelines into a Package&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=PulmoDataSets&quot;&gt;{PulmoDataSets} 0.1.0&lt;/a&gt;: A Curated Collection of Pulmonary and Respiratory Disease
Datasets&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=DigestiveDataSets&quot;&gt;{DigestiveDataSets} 0.1.0&lt;/a&gt;: A Curated Collection of Digestive System and Gastrointestinal
Disease Datasets&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=jpinfect&quot;&gt;{jpinfect} 0.1.2&lt;/a&gt;: Acquiring and Processing Data from Japan Institute for Health
Security&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=structenforcement&quot;&gt;{structenforcement} 0.1.3&lt;/a&gt;: Struct-Like Data Type Checking and Enforcement&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=chess2plyrs&quot;&gt;{chess2plyrs} 0.3.0&lt;/a&gt;: Chess Game Creation and Tools&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=statlingua&quot;&gt;{statlingua} 0.1.0&lt;/a&gt;: Explain Statistical Output with Large Language Models&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;GitHub or Bitbucket&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/parmsam/ellmertools&quot;&gt;{elmertools}&lt;/a&gt; - Collection of custom tool functions for ellmer as an R package&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=JANE&quot;&gt;{JANE} 1.0.0&lt;/a&gt;: Just Another Latent Space Network Clustering Algorithm - &lt;a href=&quot;https://diffify.com/R/JANE&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=photobiology&quot;&gt;{photobiology} 0.13.0&lt;/a&gt;: Photobiological Calculations - &lt;a href=&quot;https://diffify.com/R/photobiology&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=nisrarr&quot;&gt;{nisrarr} 0.1.1&lt;/a&gt;: Download Data from the NISRA Data Portal - &lt;a href=&quot;https://diffify.com/R/nisrarr&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=gsDesign2&quot;&gt;{gsDesign2} 1.1.4&lt;/a&gt;: Group Sequential Design with Non-Constant Effect - &lt;a href=&quot;https://diffify.com/R/gsDesign2&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=treesitter&quot;&gt;{treesitter} 0.3.0&lt;/a&gt;: Bindings to ‘Tree-Sitter’ - &lt;a href=&quot;https://diffify.com/R/treesitter&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=nettskjemar&quot;&gt;{nettskjemar} 1.0.2&lt;/a&gt;: Connect to the ‘nettskjema.no’ API of the University of Oslo - &lt;a href=&quot;https://diffify.com/R/nettskjemar&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=curl&quot;&gt;{curl} 6.3.0&lt;/a&gt;: A Modern and Flexible Web Client for R - &lt;a href=&quot;https://diffify.com/R/curl&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=brickster&quot;&gt;{brickster} 0.2.8&lt;/a&gt;: R Toolkit for ‘Databricks’ - &lt;a href=&quot;https://diffify.com/R/brickster&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=GoMiner&quot;&gt;{GoMiner} 1.3&lt;/a&gt;: Automate the Mapping Between a List of Genes and Gene Ontology Categories - &lt;a href=&quot;https://diffify.com/R/GoMiner&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=ClickHouseHTTP&quot;&gt;{ClickHouseHTTP} 0.3.4&lt;/a&gt;: A Simple HTTP Database Interface to ‘ClickHouse’ - &lt;a href=&quot;https://diffify.com/R/ClickHouseHTTP&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=messydates&quot;&gt;{messydates} 0.5.4&lt;/a&gt;: A Flexible Class for Messy Dates - &lt;a href=&quot;https://diffify.com/R/messydates&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=LearnNonparam&quot;&gt;{LearnNonparam} 1.2.9&lt;/a&gt;: ‘R6’-Based Flexible Framework for Permutation Tests - &lt;a href=&quot;https://diffify.com/R/LearnNonparam&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/package=loggit2&quot;&gt;{loggit2} 2.4.0&lt;/a&gt;: Easy-to-Use, Dependencyless Logger - &lt;a href=&quot;https://diffify.com/R/loggit2&quot;&gt;diffify&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;shiny-apps&quot;&gt;Shiny Apps&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://yjunechoe.github.io/ggplot2-layer-explorer/&quot;&gt;ggplot2 layer explorer&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2025/W24/ggplot2_layer_explorer_600.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jokasan.github.io/Embeddings/&quot;&gt;Using LLMs to explore and predict Simpson episode ratings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://innsbruck-webscraping-part-1.etiennebacher.com&quot;&gt;Webscraping Part 1 – Static scraping&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://innsbruck-webscraping-part-2.etiennebacher.com&quot;&gt;Webscraping Part 2 – Dynamic scraping&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://innsbruck-large-data-r-python.etiennebacher.com&quot;&gt;Handling large data with R and Python&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://thierrymoudiki.github.io/blog/2025/06/02/r/beyond-garch&quot;&gt;Beyond ARMA-GARCH: leveraging model-agnostic Machine Learning and conformal prediction for nonparametric probabilistic stock forecasting (ML-ARCH)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://quantixed.org/2025/06/05/let-it-flow-recreating-a-facs-plot-with-ggplot/&quot;&gt;Let It Flow: recreating a FACS plot with ggplot&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2025/W24/facs_plot_600.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rtask.thinkr.fr/containerizing-shiny-apps-with-shiny2docker-a-step-by-step-guide/&quot;&gt;Containerizing Shiny Apps with {shiny2docker}: A Step-by-Step Guide&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.spsanderson.com/steveondata/posts/2025-06-02/&quot;&gt;How to Create a Matrix with Random Numbers in R: A Complete Guide&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://3mw.albert-rapp.de/p/dbplyr-combines-the-best-of-r-sql&quot;&gt;3MW ({dbplyr} combines the best of R &amp;amp; SQL)&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://rworks.dev/posts/healthcare-part1/&quot;&gt;Tidyverse with GitHub Copilot for Healthcare Analytics – Part 1&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/114162880770558405/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/114162880770558405&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://hachyderm.io/&quot; async=&quot;&quot; src=&quot;https://hachyderm.io/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://www.meetup.com/rladies-gaborone/events/308298357/&quot;&gt;Cascadia R Conf 2025 Watch Party&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@djnavarro/114638915334835307/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@djnavarro/114638915334835307&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @djnavarro@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
&lt;script data-allowed-prefixes=&quot;https://hachyderm.io/&quot; async=&quot;&quot; src=&quot;https://hachyderm.io/embed.js&quot;&gt;&lt;/script&gt;

&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;bluesky-embed&quot; data-bluesky-uri=&quot;at://did:plc:hieu5evszvpm4bgfhme727ie/app.bsky.feed.post/3lqncwdfen22l&quot; data-bluesky-cid=&quot;bafyreif7k6zvb6cyis76tntvujbznb5haltnt2yu54cko4f6pd2q4hch5y&quot; data-bluesky-embed-color-mode=&quot;system&quot;&gt;&lt;p lang=&quot;en&quot;&gt;May I present: the most appropriate use of the #rstats purrr library.

KITTENS &amp;lt;- c(&amp;quot;Da Vinci&amp;quot;, &amp;quot;Curie&amp;quot;)

hello_from_cat &amp;lt;- function (cat) {
    paste0( &amp;quot;Hello World! My name is&amp;quot;, cat, &amp;quot;. I am an adorable kitten! And my new family loves me.&amp;quot;)}

purrr::map(KITTENS, hello_from_cat)&lt;br /&gt;&lt;br /&gt;&lt;a href=&quot;https://bsky.app/profile/did:plc:hieu5evszvpm4bgfhme727ie/post/3lqncwdfen22l?ref_src=embed&quot;&gt;[image or embed]&lt;/a&gt;&lt;/p&gt;&amp;mdash; Lucia Walinchus (&lt;a href=&quot;https://bsky.app/profile/did:plc:hieu5evszvpm4bgfhme727ie?ref_src=embed&quot;&gt;@walinchus.bsky.social&lt;/a&gt;) &lt;a href=&quot;https://bsky.app/profile/did:plc:hieu5evszvpm4bgfhme727ie/post/3lqncwdfen22l?ref_src=embed&quot;&gt;Jun 2, 2025 at 1:37 PM&lt;/a&gt;&lt;/blockquote&gt;
&lt;script async=&quot;&quot; src=&quot;https://embed.bsky.app/static/embed.js&quot; charset=&quot;utf-8&quot;&gt;&lt;/script&gt;


  &lt;img src=&quot;https://web.rweekly.org/js/index.php?idsite=1&amp;rec=1&quot; style=&quot;border:0&quot; alt=&quot;&quot; /&gt;
   </content>
 </entry>
 
 <entry>
   <title>R Weekly 2025-W23 Computer vision, tool calls, Positron color theme</title>
   <link href="https://rweekly.org/2025-W23.html"/>
   <updated>2025-06-02T00:00:00+00:00</updated>
   <id>https://rweekly.org/2025-W23</id>
   <content type="html">
   &lt;p&gt;Hello and welcome to this new issue!&lt;/p&gt;
   &lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly&quot;&gt;How to have (my) content shared by R Weekly?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This week’s release was curated by &lt;a href=&quot;https://fosstodon.org/@jonocarroll&quot;&gt;Jonathan Carroll&lt;/a&gt;, with help from the RWeekly team members and contributors.&lt;/p&gt;

&lt;h3 id=&quot;highlight&quot;&gt;Highlight&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/kuzco-computer-vision-with-llms-in-r/&quot;&gt;Computer vision with LLMs in R&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://posit.co/blog/easy-tool-calls-with-ellmer-and-chatlas/&quot;&gt;Easy tool calls with ellmer and chatlas&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://ivelasq.rbind.io/blog/positron-theme/&quot;&gt;Porting my favorite RStudio color theme to Positron&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2025/W23/positron_theme_600.gif&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;h3 id=&quot;insights&quot;&gt;Insights&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://hugogruson.fr/posts/R-package-comaintenance/&quot;&gt;Tips and tools for co-maintenance of R packages&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://tomaztsql.wordpress.com/2025/05/25/little-useless-useful-r-functions-absurd-bias-dag-with-useless-mental-shortcuts/&quot;&gt;Little useless-useful R functions – Absurd bias DAG  with useless mental shortcuts&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/05/29#048_r2u_talk_rerecorded&quot;&gt;#48: r2u Talk Re-Recorded&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://datageeek.com/2025/05/26/forecasting-msci-europe-index-post-trump-tariff-announcement/&quot;&gt;Forecasting MSCI Europe Index Post-Trump Tariff Announcement&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://3mw.albert-rapp.de/p/database-connections-with-r&quot;&gt;3MW (Database Connections With R)&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.kenkoonwong.com/blog/newton-raphson/&quot;&gt;Taylor Series Approximation To Newton Raphson Algorithm - A note for myself of the proof&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/blog/natural-language-data-science-with-rstudio-and-databricks/&quot;&gt;Natural language data science with RStudio and Databricks&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/blog/kuzco-computer-vision-with-llms-in-r/&quot;&gt;Computer vision with LLMs in R&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/blog/easy-tool-calls-with-ellmer-and-chatlas/&quot;&gt;Easy tool calls with ellmer and chatlas&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/blog/r-package-snapshots-for-clinical-trial-submissions/&quot;&gt;R Package Repository Snapshots for Clinical Trial Submissions&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit.co/blog/custom-chat-app/&quot;&gt;Teaching chat apps about R packages&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://rworks.dev/posts/april-2025-top-40-new-cran-packages/&quot;&gt;April 2025 Top 40 New CRAN Packages&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://thierrymoudiki.github.io//blog/2025/05/30/r/python/techtonique/esgtoolkit-techtonique-api-rush&quot;&gt;A Guide to Using techtonique.net’s API and rush for simulating and plotting Stochastic Scenarios&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://thierrymoudiki.github.io//blog/2025/05/29/r/python/techtonique/esgtoolkit-techtonique-api&quot;&gt;Simulating Stochastic Scenarios with Diffusion Models&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://thierrymoudiki.github.io//blog/2025/05/28/r/python/techtonique/conformal-regression-techtonique-API&quot;&gt;Will my apartment in 5th avenue be overpriced or not?&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://geekcologist.wordpress.com/2025/05/27/the-dynamics-of-the-gentle-way-exploring-judo-attack-combinations-as-networks-in-r/&quot;&gt;The Dynamics of the “Gentle Way”: Exploring Judo Attack Combinations as Networks in R&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/rweekly/image/master/2025/W23/cluster-1_600.png&quot; alt=&quot;&quot; /&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://datascienceconfidential.github.io/statistics/r/2025/05/28/conclave.html&quot;&gt;Applying GARCH and INGARCH models to papal conclaves&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://geocompx.org/post/2025/sml-bp3/&quot;&gt;Spatial machine learning with the tidymodels framework&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://onlinecollegemathteacher.blogspot.com/2025/05/self-intersecting-quadrilateral.html&quot;&gt;Self-intersecting Quadrilateral&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://gettinggeneticsdone.blogspot.com/2025/05/quarto-books.html&quot;&gt;Repost: Writing a book with Quarto&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://uchidamizuki.quarto.pub/blog/posts/2025/05/guiding-data-processing-with-adverbial-step_by_step-in-r.html&quot;&gt;Guiding data processing with adverbial::step_by_step() in R&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-the-real-world&quot;&gt;R in the Real World&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://quantixed.org/2025/05/27/a-pace-far-different-finding-best-running-pace-with-r/&quot;&gt;A Pace Far Different: finding best running pace with R&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-organizations&quot;&gt;R in Organizations&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://ropensci.org/blog/2025/05/26/news-may-2025/&quot;&gt;rOpenSci News Digest, May 2025&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;r-in-academia&quot;&gt;R in Academia&lt;/h3&gt;

&lt;h3 id=&quot;resources&quot;&gt;Resources&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://shikokuchuo.net/posts/26-mirai-230/&quot;&gt;mirai 2.3.0: Advancing Async Computing in R&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://open-vsx.org/extension/gvelasq/tomorrow-night-bright-r-classic&quot;&gt;Tomorrow Night Bright (R Classic) Theme on Open VSX Registry&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;new-packages&quot;&gt;New Packages&lt;/h3&gt;

&lt;!-- &lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://rweekly.org/live&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Go Live for More New Pkgs&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt; --&gt;
&lt;p class=&quot;added-hostname&quot;&gt;&lt;a href=&quot;https://dirk.eddelbuettel.com/cranberries/cran/new/&quot; target=&quot;_blank&quot; class=&quot;externalLink&quot;&gt;📦 &lt;i&gt;Keep up to date wtih CRANberries&lt;/i&gt; 📦&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CRAN&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=squids&quot;&gt;{squids} 25.5.6&lt;/a&gt;: Short Quasi-Unique Identifiers (SQUIDs)&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ragnar&quot;&gt;{ragnar} 0.1.0&lt;/a&gt;: Retrieval-Augmented Generation (RAG) Workflows&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=muttest&quot;&gt;{muttest} 0.1.0&lt;/a&gt;: Mutation Testing&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=glueDo&quot;&gt;{glueDo} 0.1.0&lt;/a&gt;: Wrapper Functions for the ‘glue’ Library&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=propagate&quot;&gt;{propagate} 1.0-7&lt;/a&gt;: Propagation of Uncertainty&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=dir2json&quot;&gt;{dir2json} 0.1.0&lt;/a&gt;: Convert Directory to JSON&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;GitHub or Bitbucket&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://posit-dev.github.io/acquaint/&quot;&gt;{acquaint} 0.0.0.9000&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;updated-packages&quot;&gt;Updated Packages&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;🔍 &lt;a href=&quot;https://r-universe.dev/search/&quot;&gt;Search on R-universe&lt;/a&gt; 🔍&lt;/i&gt;&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;http://dirk.eddelbuettel.com/blog/2025/05/29#rcppdate_0.0.6&quot;&gt;RcppDate 0.0.6: New Upstream&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=mirai&quot;&gt;{mirai} 2.3.0&lt;/a&gt;: Minimalist Async Evaluation Framework for R - &lt;a href=&quot;https://diffify.com/R/mirai&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=plotthis&quot;&gt;{plotthis} 0.7.0&lt;/a&gt;: High-Level Plotting Built Upon ‘ggplot2’ and Other Plotting Packages - &lt;a href=&quot;https://diffify.com/R/plotthis&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=typr&quot;&gt;{typr} 0.0.3&lt;/a&gt;: Write and Render ‘Typst’ Documents - &lt;a href=&quot;https://diffify.com/R/typr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=haven&quot;&gt;{haven} 2.5.5&lt;/a&gt;: Import and Export ‘SPSS’, ‘Stata’ and ‘SAS’ Files - &lt;a href=&quot;https://diffify.com/R/haven&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=officer&quot;&gt;{officer} 0.6.10&lt;/a&gt;: Manipulation of Microsoft Word and PowerPoint Documents - &lt;a href=&quot;https://diffify.com/R/officer&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=legendry&quot;&gt;{legendry} 0.2.2&lt;/a&gt;: Extended Legends and Axes for ‘ggplot2’ - &lt;a href=&quot;https://diffify.com/R/legendry&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=ggh4x&quot;&gt;{ggh4x} 0.3.1&lt;/a&gt;: Hacks for ‘ggplot2’ - &lt;a href=&quot;https://diffify.com/R/ggh4x&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=shelter&quot;&gt;{shelter} 0.2.0&lt;/a&gt;: Support for Secure API Key Management - &lt;a href=&quot;https://diffify.com/R/shelter&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gutenbergr&quot;&gt;{gutenbergr} 0.3.0&lt;/a&gt;: Download and Process Public Domain Works from Project Gutenberg - &lt;a href=&quot;https://diffify.com/R/gutenbergr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=promises&quot;&gt;{promises} 1.3.3&lt;/a&gt;: Abstractions for Promise-Based Asynchronous Programming - &lt;a href=&quot;https://diffify.com/R/promises&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=RcppDate&quot;&gt;{RcppDate} 0.0.6&lt;/a&gt;: ‘date’ C++ Header Library for Date and Time Functionality - &lt;a href=&quot;https://diffify.com/R/RcppDate&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=nplyr&quot;&gt;{nplyr} 0.3.0&lt;/a&gt;: A Grammar of Nested Data Manipulation - &lt;a href=&quot;https://diffify.com/R/nplyr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gtExtras&quot;&gt;{gtExtras} 0.6.0&lt;/a&gt;: Extending ‘gt’ for Beautiful HTML Tables - &lt;a href=&quot;https://diffify.com/R/gtExtras&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=chattr&quot;&gt;{chattr} 0.3.0&lt;/a&gt;: Interact with Large Language Models in ‘RStudio’ - &lt;a href=&quot;https://diffify.com/R/chattr&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=pdfsearch&quot;&gt;{pdfsearch} 0.4.3&lt;/a&gt;: Search Tools for PDF Files - &lt;a href=&quot;https://diffify.com/R/pdfsearch&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=rle&quot;&gt;{rle} 0.10.0&lt;/a&gt;: Common Functions for Run-Length Encoded Vectors - &lt;a href=&quot;https://diffify.com/R/rle&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=workflowsets&quot;&gt;{workflowsets} 1.1.1&lt;/a&gt;: Create a Collection of ‘tidymodels’ Workflows - &lt;a href=&quot;https://diffify.com/R/workflowsets&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=LLMR&quot;&gt;{LLMR} 0.3.0&lt;/a&gt;: Interface for Large Language Model APIs in R - &lt;a href=&quot;https://diffify.com/R/LLMR&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=mice&quot;&gt;{mice} 3.18.0&lt;/a&gt;: Multivariate Imputation by Chained Equations - &lt;a href=&quot;https://diffify.com/R/mice&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=zeallot&quot;&gt;{zeallot} 0.2.0&lt;/a&gt;: Multiple, Unpacking, and Destructuring Assignment - &lt;a href=&quot;https://diffify.com/R/zeallot&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=keyring&quot;&gt;{keyring} 1.4.0&lt;/a&gt;: Access the System Credential Store from R - &lt;a href=&quot;https://diffify.com/R/keyring&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=arrow&quot;&gt;{arrow} 20.0.0.2&lt;/a&gt;: Integration to ‘Apache’ ‘Arrow’ - &lt;a href=&quot;https://diffify.com/R/arrow&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=pkgbuild&quot;&gt;{pkgbuild} 1.4.8&lt;/a&gt;: Find Tools Needed to Build R Packages - &lt;a href=&quot;https://diffify.com/R/pkgbuild&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=gh&quot;&gt;{gh} 1.5.0&lt;/a&gt;: ‘GitHub’ ‘API’ - &lt;a href=&quot;https://diffify.com/R/gh&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=openssl&quot;&gt;{openssl} 2.3.3&lt;/a&gt;: Toolkit for Encryption, Signatures and Certificates Based on OpenSSL - &lt;a href=&quot;https://diffify.com/R/openssl&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=data.table&quot;&gt;{data.table} 1.17.4&lt;/a&gt;: Extension of &lt;code class=&quot;language-plaintext highlighter-rouge&quot;&gt;data.frame&lt;/code&gt; - &lt;a href=&quot;https://diffify.com/R/data.table&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/package=pkgdown.offline&quot;&gt;{pkgdown.offline} 0.1.1&lt;/a&gt;: Build ‘pkgdown’ Websites Offline - &lt;a href=&quot;https://diffify.com/R/pkgdown.offline&quot;&gt;diffify&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;videos-and-podcasts&quot;&gt;Videos and Podcasts&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://serve.podhome.fm/r-weekly-highlights&quot;&gt;Listen to the R-Weekly Highlights Podcast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;tutorials&quot;&gt;Tutorials&lt;/h3&gt;

&lt;ul&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.etiennebacher.com/posts/2025-05-23-refactoring-code-with-flir/&quot;&gt;Refactoring code with &lt;code class=&quot;language-plaintext highlighter-rouge&quot;&gt;flir&lt;/code&gt;&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://ivelasq.rbind.io/blog/positron-theme/&quot;&gt;Porting my favorite RStudio color theme to Positron&lt;/a&gt;&lt;/li&gt;
  &lt;li&gt;&lt;a href=&quot;https://www.spsanderson.com/steveondata/posts/2025-05-26/&quot;&gt;How to Generate Random Numbers in R With Examples&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;!--&lt;div class=&quot;post-more-begin&gt;&lt;/div&gt;&lt;div class=&quot;post-more-end&quot;&gt;&lt;/div&gt;--&gt;

&lt;h3 id=&quot;r-project-updates&quot;&gt;R Project Updates&lt;/h3&gt;

&lt;p&gt;Updates from &lt;a href=&quot;http://developer.r-project.org/blosxom.cgi/R-devel/NEWS&quot;&gt;R Core&lt;/a&gt;:&lt;/p&gt;

&lt;h3 id=&quot;call-for-participation&quot;&gt;Call for Participation&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://hachyderm.io/@rOpenSci/114162880770558405/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://hachyderm.io/@rOpenSci/114162880770558405&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @rOpenSci@hachyderm.io&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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&lt;h3 id=&quot;upcoming-events-in-3-months&quot;&gt;Upcoming Events in 3 Months&lt;/h3&gt;

&lt;p&gt;Events in 3 Months:&lt;/p&gt;

&lt;ul&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://jumpingrivers.github.io/meetingsR/events.html&quot;&gt;A list of R conferences and meetings&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://community.rstudio.com/c/irl&quot;&gt;This week’s local R-User and applied stats events&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
  &lt;li&gt;
    &lt;p&gt;&lt;a href=&quot;https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine&quot;&gt;Weekly R Workshops for Ukraine&lt;/a&gt;&lt;/p&gt;
  &lt;/li&gt;
&lt;/ul&gt;

&lt;h3 id=&quot;connect&quot;&gt;Connect&lt;/h3&gt;

&lt;p&gt;&lt;i&gt;&lt;a href=&quot;https://DSLC.io/&quot;&gt;Join the Data Science Learning Community&lt;/a&gt;&lt;/i&gt;&lt;/p&gt;

&lt;h3 id=&quot;rtistry&quot;&gt;rtistry&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://mastodon.social/@aRtsy_package/114561297832800676/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://mastodon.social/@aRtsy_package/114561297832800676&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @aRtsy_package@mastodon.social&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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&lt;h3 id=&quot;quotes-of-the-week&quot;&gt;Quotes of the Week&lt;/h3&gt;

&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://fosstodon.org/@LeafyEricScott/114597949110597671/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://fosstodon.org/@LeafyEricScott/114597949110597671&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @LeafyEricScott@fosstodon.org&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://scholar.social/@wviechtb/114595996944370111/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://scholar.social/@wviechtb/114595996944370111&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M74.7135 16.6043C73.6199 8.54587 66.5351 2.19527 58.1366 0.964691C56.7196 0.756754 51.351 0 38.9148 0H38.822C26.3824 0 23.7135 0.756754 22.2966 0.964691C14.1319 2.16118 6.67571 7.86752 4.86669 16.0214C3.99657 20.0369 3.90371 24.4888 4.06535 28.5726C4.29578 34.4289 4.34049 40.275 4.877 46.1075C5.24791 49.9817 5.89495 53.8251 6.81328 57.6088C8.53288 64.5968 15.4938 70.4122 22.3138 72.7848C29.6155 75.259 37.468 75.6697 44.9919 73.971C45.8196 73.7801 46.6381 73.5586 47.4475 73.3063C49.2737 72.7302 51.4164 72.086 52.9915 70.9542C53.0131 70.9384 53.0308 70.9178 53.0433 70.8942C53.0558 70.8706 53.0628 70.8445 53.0637 70.8179V65.1661C53.0634 65.1412 53.0574 65.1167 53.0462 65.0944C53.035 65.0721 53.0189 65.0525 52.9992 65.0371C52.9794 65.0218 52.9564 65.011 52.9318 65.0056C52.9073 65.0002 52.8819 65.0003 52.8574 65.0059C48.0369 66.1472 43.0971 66.7193 38.141 66.7103C29.6118 66.7103 27.3178 62.6981 26.6609 61.0278C26.1329 59.5842 25.7976 58.0784 25.6636 56.5486C25.6622 56.5229 25.667 56.4973 25.6775 56.4738C25.688 56.4502 25.7039 56.4295 25.724 56.4132C25.7441 56.397 25.7678 56.3856 25.7931 56.3801C25.8185 56.3746 25.8448 56.3751 25.8699 56.3816C30.6101 57.5151 35.4693 58.0873 40.3455 58.086C41.5183 58.086 42.6876 58.086 43.8604 58.0553C48.7647 57.919 53.9339 57.6701 58.7591 56.7361C58.8794 56.7123 58.9998 56.6918 59.103 56.6611C66.7139 55.2124 73.9569 50.665 74.6929 39.1501C74.7204 38.6967 74.7892 34.4016 74.7892 33.9312C74.7926 32.3325 75.3085 22.5901 74.7135 16.6043ZM62.9996 45.3371H54.9966V25.9069C54.9966 21.8163 53.277 19.7302 49.7793 19.7302C45.9343 19.7302 44.0083 22.1981 44.0083 27.0727V37.7082H36.0534V27.0727C36.0534 22.1981 34.124 19.7302 30.279 19.7302C26.8019 19.7302 25.0651 21.8163 25.0617 25.9069V45.3371H17.0656V25.3172C17.0656 21.2266 18.1191 17.9769 20.2262 15.568C22.3998 13.1648 25.2509 11.9308 28.7898 11.9308C32.8859 11.9308 35.9812 13.492 38.0447 16.6111L40.036 19.9245L42.0308 16.6111C44.0943 13.492 47.1896 11.9308 51.2788 11.9308C54.8143 11.9308 57.6654 13.1648 59.8459 15.568C61.9529 17.9746 63.0065 21.2243 63.0065 25.3172L62.9996 45.3371Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @wviechtb@scholar.social&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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&lt;blockquote class=&quot;mastodon-embed&quot; data-embed-url=&quot;https://mastodon.social/@drmorrisj/114592356980810497/embed&quot; style=&quot;background: #FCF8FF; border-radius: 8px; border: 1px solid #C9C4DA; margin: 0; max-width: 540px; min-width: 270px; overflow: hidden; padding: 0;&quot;&gt; &lt;a href=&quot;https://mastodon.social/@drmorrisj/114592356980810497&quot; target=&quot;_blank&quot; style=&quot;align-items: center; color: #1C1A25; display: flex; flex-direction: column; font-family: system-ui, -apple-system, BlinkMacSystemFont, &apos;Segoe UI&apos;, Oxygen, Ubuntu, Cantarell, &apos;Fira Sans&apos;, &apos;Droid Sans&apos;, &apos;Helvetica Neue&apos;, Roboto, sans-serif; font-size: 14px; justify-content: center; letter-spacing: 0.25px; line-height: 20px; padding: 24px; text-decoration: none;&quot;&gt; &lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;32&quot; height=&quot;32&quot; viewBox=&quot;0 0 79 75&quot;&gt;&lt;path d=&quot;M63 45.3v-20c0-4.1-1-7.3-3.2-9.7-2.1-2.4-5-3.7-8.5-3.7-4.1 0-7.2 1.6-9.3 4.7l-2 3.3-2-3.3c-2-3.1-5.1-4.7-9.2-4.7-3.5 0-6.4 1.3-8.6 3.7-2.1 2.4-3.1 5.6-3.1 9.7v20h8V25.9c0-4.1 1.7-6.2 5.2-6.2 3.8 0 5.8 2.5 5.8 7.4V37.7H44V27.1c0-4.9 1.9-7.4 5.8-7.4 3.5 0 5.2 2.1 5.2 6.2V45.3h8ZM74.7 16.6c.6 6 .1 15.7.1 17.3 0 .5-.1 4.8-.1 5.3-.7 11.5-8 16-15.6 17.5-.1 0-.2 0-.3 0-4.9 1-10 1.2-14.9 1.4-1.2 0-2.4 0-3.6 0-4.8 0-9.7-.6-14.4-1.7-.1 0-.1 0-.1 0s-.1 0-.1 0 0 .1 0 .1 0 0 0 0c.1 1.6.4 3.1 1 4.5.6 1.7 2.9 5.7 11.4 5.7 5 0 9.9-.6 14.8-1.7 0 0 0 0 0 0 .1 0 .1 0 .1 0 0 .1 0 .1 0 .1.1 0 .1 0 .1.1v5.6s0 .1-.1.1c0 0 0 0 0 .1-1.6 1.1-3.7 1.7-5.6 2.3-.8.3-1.6.5-2.4.7-7.5 1.7-15.4 1.3-22.7-1.2-6.8-2.4-13.8-8.2-15.5-15.2-.9-3.8-1.6-7.6-1.9-11.5-.6-5.8-.6-11.7-.8-17.5C3.9 24.5 4 20 4.9 16 6.7 7.9 14.1 2.2 22.3 1c1.4-.2 4.1-1 16.5-1h.1C51.4 0 56.7.8 58.1 1c8.4 1.2 15.5 7.5 16.6 15.6Z&quot; fill=&quot;currentColor&quot; /&gt;&lt;/svg&gt; &lt;div style=&quot;color: #787588; margin-top: 16px;&quot;&gt;Post by @drmorrisj@mastodon.social&lt;/div&gt; &lt;div style=&quot;font-weight: 500;&quot;&gt;View on Mastodon&lt;/div&gt; &lt;/a&gt; &lt;/blockquote&gt;
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