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#rstats

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Lorenzo Isella<p>Dear <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RStats</span></a> and <a href="https://fosstodon.org/tags/Python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Python</span></a> users, I am struggling to rectangle, i.e. put in a tabular form, a <a href="https://fosstodon.org/tags/Marc21" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Marc21</span></a> <a href="https://fosstodon.org/tags/xml" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>xml</span></a> file. What do you suggest for handling <a href="https://fosstodon.org/tags/BibliographicData" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>BibliographicData</span></a> in this format? I tend to end up with tables where several entries are a list of subfields. Thanks!</p>
datatofu<p>The main objective of <a href="https://mastodon.social/tags/xai" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>xai</span></a> in <a href="https://mastodon.social/tags/healthcare" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>healthcare</span></a> is to improve AI-enabled clinical DSS adoption by increasing transparency. Hence, it enables system developers to validate the decision-making process, identify pitfalls, and improve model performance. Additionally, through building reliable and effective models, it supplies providers as end-users with evidence for each prediction and enables novel biomarker exploration.</p><p><a href="https://datatofu.wordpress.com" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">datatofu.wordpress.com</span><span class="invisible"></span></a> </p><p>Tags: <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ai</span></a> <a href="https://mastodon.social/tags/linux" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>linux</span></a> <a href="https://mastodon.social/tags/tech" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>tech</span></a> <a href="https://mastodon.social/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a> <a href="https://mastodon.social/tags/python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>python</span></a> <a href="https://mastodon.social/tags/datascience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>datascience</span></a></p>
Sharon Machlis<p>The {grafify} <a href="https://masto.machlis.com/tags/RStats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RStats</span></a> 📦 aims to make it easier for new or experienced R users to: <br>* "plot great-looking graphs with few lines of code while exploring data"<br>* "apply colour blind-friendly palettes to graphs plotted with grafify or ggplot2"<br>&amp; more. By Avinash Shenoy<br><a href="https://grafify.shenoylab.com/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">grafify.shenoylab.com/</span><span class="invisible"></span></a></p>
Posit<p>admiral v1.2 is out! 🎉 </p><p>Read insights from four maintainers at Roche, GSK, and Cytel on admiral's impact and the future of clinical reporting with open-source tools.</p><p>Modular ADaM creation in R keeps getting better. </p><p>Blog post: <a href="https://posit.co/blog/admiral-maintainers-interview/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">posit.co/blog/admiral-maintain</span><span class="invisible">ers-interview/</span></a></p><p><a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RStats</span></a> <a href="https://fosstodon.org/tags/Pharmaverse" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Pharmaverse</span></a> <a href="https://fosstodon.org/tags/OpenSource" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>OpenSource</span></a></p>
Jumping Rivers<p>Enhance your R data visualisation by using the {reactable} and {sparkline} packages. Learn how to include sparklines inside HTML tables in our latest blog post by our Data Scientist Osheen MacOscar.</p><p><a href="https://fosstodon.org/tags/DataScience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataScience</span></a> <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RStats</span></a> <a href="https://fosstodon.org/tags/DataVisualisation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataVisualisation</span></a> <a href="https://fosstodon.org/tags/Sparklines" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Sparklines</span></a> <a href="https://fosstodon.org/tags/Reactable" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Reactable</span></a><br><a href="https://www.jumpingrivers.com/blog/sparkline-reactable/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">jumpingrivers.com/blog/sparkli</span><span class="invisible">ne-reactable/</span></a></p>
NHS-R Community<p>We (NHS-R Community Team) are seeking volunteers to host/co-host webinars and/or workshops throughout the year. This is a fantastic opportunity to share your knowledge and skills whilst building a community of practice for data analysis and data science using open source software.</p><p>If you would like to volunteer or recommend someone within your network to contact, please email the NHS-R Community inbox (nhs.rcommunity@nhs.net).</p><p><a href="https://fosstodon.org/tags/NHSr" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>NHSr</span></a> <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RStats</span></a> <a href="https://fosstodon.org/tags/DataScience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataScience</span></a> <a href="https://fosstodon.org/tags/NHSRCommunity" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>NHSRCommunity</span></a></p>
NHS-R Community<p>📣 NHS-R Community Updates 📣</p><p>Don’t forget to check out the NHS-R Community website (<a href="https://nhsrcommunity.com/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">nhsrcommunity.com/</span><span class="invisible"></span></a>), Slack (<a href="https://postcard.nhsrcommunity.com/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">postcard.nhsrcommunity.com/</span><span class="invisible"></span></a>) and YouTube channel (<a href="https://www.youtube.com/c/nhsrcommunity" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="">youtube.com/c/nhsrcommunity</span><span class="invisible"></span></a>) for the latest community updates, events and resources! </p><p><a href="https://fosstodon.org/tags/NHSr" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>NHSr</span></a> <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RStats</span></a> <a href="https://fosstodon.org/tags/DataScience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataScience</span></a> <a href="https://fosstodon.org/tags/NHSRCommunity" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>NHSRCommunity</span></a></p>
Repository news<p>There are 22196 <a href="https://rstats.me/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a> packages on CRAN:<br> - 10.01% are in English.<br> - 0.22% are in other languages than English.<br> - 0.03% use multiple languages.<br> - 89.75% do not declare any language.</p>
Data Science<p>{ggblanket}, a wrapper around <a href="https://genomic.social/tags/ggplot" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ggplot</span></a> for quick, explorative plots with sensible defaults and less code. <a href="https://davidhodge931.github.io/ggblanket/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">davidhodge931.github.io/ggblan</span><span class="invisible">ket/</span></a> <a href="https://genomic.social/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a></p>
DSLC Videos<p>From the <span class="h-card" translate="no"><a href="https://fosstodon.org/@DSLC" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>DSLC</span></a></span> :rstats:​chives:</p><p>:rstats: "Q&amp;A with Hadley Wickham (advr06 mshiny05 r4ds07 r4ds08 ggplot2_02 rlang01<br>tidyversedocs01)" <a href="https://youtu.be/HnJ3ZY1seY4" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">youtu.be/HnJ3ZY1seY4</span><span class="invisible"></span></a> <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RStats</span></a></p><p>:rstats: "DevOps for Data Science: Enterprise Networking" <a href="https://youtu.be/AQOFK1P-_V0" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">youtu.be/AQOFK1P-_V0</span><span class="invisible"></span></a><br><a href="https://fosstodon.org/tags/devops" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>devops</span></a> <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RStats</span></a></p><p>:rstats: :javascript: "JS4R: A Realistic Widget" <a href="https://youtu.be/YjY8YQNh9J0" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">youtu.be/YjY8YQNh9J0</span><span class="invisible"></span></a> <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RStats</span></a><br><a href="https://fosstodon.org/tags/JavaScript" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>JavaScript</span></a></p><p>Visit <a href="https://dslc.video" rel="nofollow noopener noreferrer" 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 noreferrer" target="_blank">#<span>DataScience</span></a> videos every week!</p>
aRtsy_package<p>Today's artwork generated with <a href="https://mastodon.social/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a> and <a href="https://mastodon.social/tags/ggplot2" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ggplot2</span></a>:</p>
Matthew Kay<p>I love going to implement some hairy new feature in <a class="hashtag" href="https://bsky.app/search?q=%23rstats" rel="nofollow noopener noreferrer" target="_blank">#rstats</a> code that I anticipate will be very annoying to write and then realizing that it's basically just a generalization of what I already have using three-valued logic... which R does for you</p>
Posit<p>Are you a Shiny Developer? Don't miss ShinyConf 2025!<br>Appsilon and the ShinyConf program committee have announced the agenda, and Posit is excited to be among the speakers unveiling advancements and practical applications of Shiny, especially in the rapidly evolving world of AI. </p><p>Learn more about Posit's speakers are ShinyConf 2025, April 9-11, on the Posit Blog: <a href="https://posit.co/blog/posit-at-shinyconf-2025/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">posit.co/blog/posit-at-shinyco</span><span class="invisible">nf-2025/</span></a> </p><p><a href="https://fosstodon.org/tags/shinyconf2025" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>shinyconf2025</span></a> <a href="https://fosstodon.org/tags/rshiny" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rshiny</span></a> <a href="https://fosstodon.org/tags/shinyforpython" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>shinyforpython</span></a> <a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a></p>
Repository news<p>There are 6 new <a href="https://rstats.me/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a> packages on CRAN:<br> - 0.00% are in English.<br> - 0.00% are in other languages than English.<br> - 0.00% use multiple languages.<br> - 100.00% do not declare any language.</p>
Koen Hufkens, PhD<p>If someone needs to backup all USDA SNOTEL data (as climate adjacent) and therefore "reasons", here is gist using my {snotelr} <a href="https://mastodon.social/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a> package.</p><p><a href="https://gist.github.com/khufkens/b13b28068ddfd8a20d130abe2c95d49a" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">gist.github.com/khufkens/b13b2</span><span class="invisible">8068ddfd8a20d130abe2c95d49a</span></a></p><p><a href="https://mastodon.social/tags/USDA" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>USDA</span></a> <a href="https://mastodon.social/tags/opendata" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>opendata</span></a> <a href="https://mastodon.social/tags/openscience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>openscience</span></a> <a href="https://mastodon.social/tags/climatedata" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>climatedata</span></a> <a href="https://mastodon.social/tags/snow" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>snow</span></a> <a href="https://mastodon.social/tags/hydrology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>hydrology</span></a> <a href="https://mastodon.social/tags/data" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>data</span></a> <a href="https://mastodon.social/tags/archiving" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>archiving</span></a></p>
Danielle Navarro<p>languid in the afterglow</p><p><a href="https://hachyderm.io/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a> <a href="https://hachyderm.io/tags/rtistry" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rtistry</span></a></p>
Zhian N. Kamvar<p>Snapshot tests are great for testing what the user should see, but I've seen way too many of them that do things like this, which results in snapshots with dozens of lines of unformatted R output. </p><p>```<br>expect_snapshot(str(obj))<br>expect_snapshot(dput(obj))<br>expect_snapshot(really_complex_list)<br>```</p><p>Please. Stop. Just test the values you care about or write a print method I'm begging you.</p><p><a href="https://hachyderm.io/tags/RStats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RStats</span></a></p>
Coding Gardener<p>After the <a href="https://mastodon.scot/tags/RStats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RStats</span></a> training yesterday, I'm noticing an emerging theme with questions people are asking.</p><p>For example, "Why should I use R when PowerBI will do?"; "What do I tell my manager when they ask how I can use this, when I don't really know anything about it?"</p><p>It seems as though we need to be wooing the managers *with* their teams by doing cool things with their data, but it's really hard to get access to their data to do anything.</p>
Jan R. Boehnke<p><span class="h-card" translate="no"><a href="https://mathstodon.xyz/@millerdl" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>millerdl</span></a></span> Why intervene? Is this for <a href="https://mastodon.social/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a> users not the version of a trashy feel-good streaming service series one can watch over and over again?</p>
Chris Black<p>PSA: `x |&gt; filter(grp %in% sample(x$grp, 3))` still does not do what you wanted and thinking is still hard. <a href="https://toot.cat/tags/RStats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RStats</span></a></p>