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Posit<p>Ever wonder how an actuary becomes a data science educator? 🤔</p><p>Tune into the latest episode of The Test Set with <span class="h-card" translate="no"><a href="https://fosstodon.org/@minecr" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>minecr</span></a></span>. We discuss everything from her journey to her innovative use of LLMs to give students immediate feedback on their code.</p><p>Listen at <a href="https://thetestset.co" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">thetestset.co</span><span class="invisible"></span></a>, Apple Podcasts, or Spotify.</p><p><a href="https://fosstodon.org/tags/TheTestSet" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TheTestSet</span></a> <a href="https://fosstodon.org/tags/DataScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataScience</span></a> <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a> <a href="https://fosstodon.org/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Python</span></a> <a href="https://fosstodon.org/tags/Education" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Education</span></a> <a href="https://fosstodon.org/tags/LLMs" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LLMs</span></a> <a href="https://fosstodon.org/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AI</span></a> <a href="https://fosstodon.org/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LLM</span></a></p>
DSLC Videos<p>Recent <span class="h-card" translate="no"><a href="https://fosstodon.org/@DSLC" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>DSLC</span></a></span> club meetings:</p><p>:rstats: Advanced R: Club Meetings &amp; Chapter 1 Introduction <a href="https://youtu.be/Of5Uz1psDRU" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">youtu.be/Of5Uz1psDRU</span><span class="invisible"></span></a> <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a></p><p>From the <span class="h-card" translate="no"><a href="https://fosstodon.org/@DSLC" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>DSLC</span></a></span> :rstats:​chives:</p><p>:julia: Fundamentals of Numerical Computation: Advection equations <a href="https://youtu.be/ZFQxKTBGDuM" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">youtu.be/ZFQxKTBGDuM</span><span class="invisible"></span></a> <a href="https://fosstodon.org/tags/JuliaLang" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>JuliaLang</span></a></p><p>:rstats: R for Data Science: Functions <a href="https://youtu.be/ZCQU3z9TYvQ" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">youtu.be/ZCQU3z9TYvQ</span><span class="invisible"></span></a> <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a></p><p>:rstats: R Packages: The whole game <a href="https://youtu.be/WNIUmfvc5ws" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">youtu.be/WNIUmfvc5ws</span><span class="invisible"></span></a> <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a></p><p>Visit <a href="https://dslc.video" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">dslc.video</span><span class="invisible"></span></a> for hours of new <a href="https://fosstodon.org/tags/DataScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataScience</span></a> videos every week!</p>
Lorenzo Isella<p>Here I tend to read a lot of negative comments about <a href="https://fosstodon.org/tags/LLMs" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LLMs</span></a>, but does anyone share my experience? I use them as an aid to mostly write <a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>rstats</span></a> and <a href="https://fosstodon.org/tags/LaTeX" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LaTeX</span></a> <a href="https://fosstodon.org/tags/tikz" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>tikz</span></a> code faster or recently to clean up a very messy <a href="https://fosstodon.org/tags/emacs" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>emacs</span></a> configuration file. They may hallucinate and I always need to double check the output, but I find <a href="https://fosstodon.org/tags/LLMs" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LLMs</span></a> extremely useful. The ecological footprint is a discussion for another day.</p>
Nick Byrd, Ph.D.<p>🚨 Free <a href="https://nerdculture.de/tags/book" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>book</span></a> alert</p><p>As <a href="https://nerdculture.de/tags/health" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>health</span></a> <a href="https://nerdculture.de/tags/tech" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>tech</span></a> and <a href="https://nerdculture.de/tags/policy" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>policy</span></a> assessment graduates from proprietary spreadsheet apps (like <a href="https://nerdculture.de/tags/Microsoft" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Microsoft</span></a> <a href="https://nerdculture.de/tags/Excel" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Excel</span></a>) to open, generalizable, and powerful systems like <a href="https://nerdculture.de/tags/Rstats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Rstats</span></a>, a generation of researchers need to retool.</p><p>This book is for them: <a href="https://gianluca.statistica.it/books/online/r-hta/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">gianluca.statistica.it/books/o</span><span class="invisible">nline/r-hta/</span></a></p>
Tyler Morgan-Wall<p>‼️New <a href="https://fosstodon.org/tags/rayverse" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>rayverse</span></a> update: <a href="https://fosstodon.org/tags/rayimage" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>rayimage</span></a> v0.17.1 has been released, and with it comes some cool improvements:</p><p>* R console ANSI full-color preview if supported (Positron does on my system!)<br>* Pretty printing for RGBA arrays!<br>* Proper gamma correction tracking and EXR support</p><p>Site:<br>www.rayimage.dev</p><p><a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a></p>
coolbutuseless<p><a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a> Dev Diary: PDF encoding</p><p>PDFs can use ASCII85 encoding as an efficient (but uncommon) binary-to-text encoding.</p><p>* hexadecimal: 1 byte = 2 chars. 50% efficiency<br>* base64: 3 bytes = 4 characters. 75% efficiency<br>* Ascii85: 4 bytes = 5 characters. 80% efficiency</p><p>Wrote an ascii85 encoder/decoder in vanilla R to help with PDF creation: <a href="https://github.com/coolbutuseless/minipdf/blob/430e0bb4e8348404b029c78f34516ca02420ff25/R/filters.R#L108" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">github.com/coolbutuseless/mini</span><span class="invisible">pdf/blob/430e0bb4e8348404b029c78f34516ca02420ff25/R/filters.R#L108</span></a></p>
Yani Bellini Saibene<p>2/</p><p>We explored how Communities of Practice help us learn, grow, and shape the R programming language. All my examples comes feom <span class="h-card" translate="no"><a href="https://hachyderm.io/@rOpenSci" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>rOpenSci</span></a></span> but we also mencioned <span class="h-card" translate="no"><a href="https://hachyderm.io/@RLadiesGlobal" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>RLadiesGlobal</span></a></span>, <span class="h-card" translate="no"><a href="https://hachyderm.io/@thecarpentries" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>thecarpentries</span></a></span> and other R-related communities 🌎👩‍💻👨‍💻</p><p><a href="https://rstats.me/tags/useR2025" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>useR2025</span></a> <a href="https://rstats.me/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a></p>
Yani Bellini Saibene<p>1/</p><p>I had the honor of giving a keynote at <a href="https://rstats.me/tags/useR2025" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>useR2025</span></a> 🎉 at Duke University: “We R Together – How to learn, use, and improve a programming language as a community” 💜</p><p>Slides here 👉 <a href="https://docs.google.com/presentation/d/1aqpMXNklUoj4DY_43tfFVe6sf2Q-OvFRK66w24eTM6c/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">docs.google.com/presentation/d</span><span class="invisible">/1aqpMXNklUoj4DY_43tfFVe6sf2Q-OvFRK66w24eTM6c/</span></a></p><p>Video here: <a href="https://www.youtube.com/live/CTTvTQ-JZhw?si=dBuyXYANeTu1aEVU" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">youtube.com/live/CTTvTQ-JZhw?s</span><span class="invisible">i=dBuyXYANeTu1aEVU</span></a></p><p><a href="https://rstats.me/tags/rstats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>rstats</span></a> <a href="https://rstats.me/tags/useR2025" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>useR2025</span></a></p>
coolbutuseless<p><a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a> hive mind:</p><p>What do you use if you want to encode binary data to hexadecimal string representation?</p><p>E.g. bytes&lt;1, 255, 10&gt; </p><p>=&gt; "01ff0a"</p>
WOMBAT 2025<p>🕰️ Make sure to take the time to come to this tutorial by Mitchell O’Hara-Wild all about time series analysis. Learn how to use the tidyverse to manipulate time series data and the fable 📦️ to create models in a timely fashion. </p><p>Don't be late! Early bird discount ends 31st of August! <a href="https://wombat2025.numbat.space/program/tutorials/VDYBYE.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">wombat2025.numbat.space/progra</span><span class="invisible">m/tutorials/VDYBYE.html</span></a> </p><p><a href="https://rstats.me/tags/DataScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataScience</span></a> <a href="https://rstats.me/tags/OpenSource" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>OpenSource</span></a> <a href="https://rstats.me/tags/BusinessAnalytics" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>BusinessAnalytics</span></a> <a href="https://rstats.me/tags/DataDrivenDecisions" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataDrivenDecisions</span></a> <a href="https://rstats.me/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a></p>
Eyayaw Beze<p>Blogged about <a href="https://mastodon.social/tags/rstats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>rstats</span></a> stats::reshape</p><p><a href="https://eyayaw.github.io/posts/underwhelmed-by-stats-reshape/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">eyayaw.github.io/posts/underwh</span><span class="invisible">elmed-by-stats-reshape/</span></a></p>
coolbutuseless<p><a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a> Dev Diary - PDF creation in pure R</p><p>I just figured out how to correctly construct RGB pixels with a separate Alpha channel.</p>
Nicola Rennie<p>Weekend <a href="https://fosstodon.org/tags/Rtistry" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Rtistry</span></a> 🎨 </p><p><a href="https://fosstodon.org/tags/GenerativeArt" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GenerativeArt</span></a> <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a> <a href="https://fosstodon.org/tags/ggplot2" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ggplot2</span></a></p>
coolbutuseless<p><a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a> Dev Diary: Creating PDFs in R</p><p>PDF bullshit: The alpha channel for an image in a PDF is stored in a completely separate data structure.</p><p>There's no such thing as RGBA. There's RGB, and then there's a whole other image with just alpha data which may/may not be the same dimensions as the image.</p><p>Unless it's JPEG2000. But I'm not crazy enough to go there...</p>
kobriendublin<p>User! Conference 2026 will take place in Warsaw, Poland <br>The annual R conference will be co-organized by the three largest universities in Warsaw University of Warsaw, Warsaw University of Technology and SGH Warsaw School of Economics. </p><p>Provisional Dates Monday 6th July to Thu 9th July 2026.</p><p>Hope to see you all there.</p><p><a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>rstats</span></a> <a href="https://fosstodon.org/tags/user2025" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>user2025</span></a> <a href="https://fosstodon.org/tags/warsaw" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>warsaw</span></a></p>
Yani Bellini Saibene<p>Now <span class="h-card" translate="no"><a href="https://fosstodon.org/@landau" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>landau</span></a></span> is presenting his Keynote at <span class="h-card" translate="no"><a href="https://mastodon.social/@useR_conf" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>useR_conf</span></a></span> about targets and pipelines in <a href="https://rstats.me/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a> </p><p>cc: <span class="h-card" translate="no"><a href="https://hachyderm.io/@rOpenSci" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>rOpenSci</span></a></span> <a href="https://rstats.me/tags/user2025" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>user2025</span></a></p>
Jakub Nowosad<p>Chapter 16: Summary &amp; Future of Geocomputation 🚀📖</p><p>What’s next? 📌 This final chapter reflects on key themes, gaps, and the future of geocomputation. Crucially, learn how to contribute to open-source spatial communities!</p><p>🔗 <a href="https://r.geocompx.org/conclusion" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">r.geocompx.org/conclusion</span><span class="invisible"></span></a> </p><p><a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>rstats</span></a> <a href="https://fosstodon.org/tags/rspatial" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>rspatial</span></a> <a href="https://fosstodon.org/tags/geocompx" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>geocompx</span></a></p>
Sharon Machlis<p>My early impressions of the ChatGPT Web UI with GPT-5 are pretty negative for an <a href="https://masto.machlis.com/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a> project I’m working on. Code that doesn’t work, not understanding context &amp; follow-up questions. Am guessing I was routed to the less capable mini or nano models at times.<br>I still like Claude Opus 4.1, but I bump up against Web limits quickly. Google Gemini 2.5 Pro is promising with a lot of context and instructions. Its context window is 5X larger than Opus.<br><a href="https://masto.machlis.com/tags/GenAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GenAI</span></a> <a href="https://masto.machlis.com/tags/LLMs" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LLMs</span></a></p>
Yani Bellini Saibene<p>Still smiling after my keynote about Community Management at <a href="https://rstats.me/tags/useR2025" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>useR2025</span></a> 💜</p><p>Huge thanks to the organizing team for the invite, and to everyone who joined, asked questions, and shared their thoughts — you made it truly special!</p><p>🎤 Slides <a href="https://docs.google.com/presentation/d/1aqpMXNklUoj4DY_43tfFVe6sf2Q-OvFRK66w24eTM6c/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">docs.google.com/presentation/d</span><span class="invisible">/1aqpMXNklUoj4DY_43tfFVe6sf2Q-OvFRK66w24eTM6c/</span></a></p><p>📹Video: <a href="https://www.youtube.com/live/CTTvTQ-JZhw?si=Z1c6GWXB1RZfQowK" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">youtube.com/live/CTTvTQ-JZhw?s</span><span class="invisible">i=Z1c6GWXB1RZfQowK</span></a></p><p><a href="https://rstats.me/tags/rstats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>rstats</span></a> cc: <span class="h-card" translate="no"><a href="https://hachyderm.io/@rOpenSci" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>rOpenSci</span></a></span></p>
Jeremy Selva<p>With some encouragement and support 🙌 from Natalia Andriychuk and Shannon Pileggi <span class="h-card" translate="no"><a href="https://fosstodon.org/@PipingHotData" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>PipingHotData</span></a></span> , I had managed to calm my nerves and successfully delivered my presentation 👨🏻‍🏫 on data harmonisation. In the end, the experience turned out to be far better than I had expected 😌. <br> <br>Quarto slides<br><a href="https://jeremy-selva.netlify.app/talk/2025-08-09-user-2025/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">jeremy-selva.netlify.app/talk/</span><span class="invisible">2025-08-09-user-2025/</span></a></p><p>👩‍💻 <a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>rstats</span></a> 👨‍👩‍👦‍👦 <a href="https://fosstodon.org/tags/rcommunity" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>rcommunity</span></a> 🗣️ <a href="https://fosstodon.org/tags/useR2025" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>useR2025</span></a> <span class="h-card" translate="no"><a href="https://mastodon.social/@useR_conf" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>useR_conf</span></a></span></p>