Med-Mastodon

Anita Graser 🇪🇺🇺🇦🇬🇪QGIS :qgis: to (Geo)Pandas :python: follow-up: The conversation around Looking for better ways to convert between QGIS VectorLayer and (Geo)DataFrame is continuing over at <a href="https://fosstodon.org/@underdarkGIS/115442614331293320" rel="nofollow noopener" translate="no" target="_blank">https://fosstodon.org/@underdarkGIS/115442614331293320</a><a href="http://anitagraser.com/2025/10/31/qgis-to-geopandas-follow-up/" rel="nofollow noopener" translate="no" target="_blank">http://anitagraser.com/2025/10/31/qgis-to-geopandas-follow-up/</a><a href="https://fosstodon.org/tags/QGIS" class="mention hashtag" rel="nofollow noopener" target="_blank">#QGIS</a> <a href="https://fosstodon.org/tags/GeoPandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#GeoPandas</a> <a href="https://fosstodon.org/tags/Pandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#Pandas</a> <a href="https://fosstodon.org/tags/GISChat" class="mention hashtag" rel="nofollow noopener" target="_blank">#GISChat</a>

Flipboard Science DeskIs there a new version of "panda diplomacy?" China’s rare golden monkeys debut at European zoos.<a href="https://flipboard.com/@AssociatedPress" class="u-url mention" rel="nofollow noopener" target="_blank">@AssociatedPress</a> reports: <a href="https://flip.it/XsRBBv" rel="nofollow noopener" translate="no" target="_blank">https://flip.it/XsRBBv</a><a href="https://flipboard.social/tags/Animals" class="mention hashtag" rel="nofollow noopener" target="_blank">#Animals</a> <a href="https://flipboard.social/tags/Monkeys" class="mention hashtag" rel="nofollow noopener" target="_blank">#Monkeys</a> <a href="https://flipboard.social/tags/China" class="mention hashtag" rel="nofollow noopener" target="_blank">#China</a> <a href="https://flipboard.social/tags/Pandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#Pandas</a> <a href="https://flipboard.social/tags/Zoo" class="mention hashtag" rel="nofollow noopener" target="_blank">#Zoo</a>

The ME Inquiry ReportTacksam för ännu mer internationell draghjälp med att dela namninsamlingen. <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23namninsamling" target="_blank">#namninsamling</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23socialstyrelsen" target="_blank">#socialstyrelsen</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23mecfs" target="_blank">#mecfs</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23postcovid" target="_blank">#postcovid</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23pots" target="_blank">#pots</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23pans" target="_blank">#pans</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23pandas" target="_blank">#pandas</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23postsepsis" target="_blank">#postsepsis</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23postinfluensa" target="_blank">#postinfluensa</a> <a href="https://themeinquiryreport.com/2025/10/20/namninsamlingen-delas-av-science-for-me/" rel="nofollow noopener" target="_blank">themeinquiryreport.com/2025/10/20/n...</a> <a href="https://themeinquiryreport.com/2025/10/20/namninsamlingen-delas-av-science-for-me/" rel="nofollow noopener" target="_blank">Namninsamlingen delas av Scien...</a>

The ME Inquiry ReportIdag lämnar jag ordet till en av de 1700 som skrivit under namninsamlingen mot Socialstyrelsens kunskapsstöd för postinfektiösa tillstånd. <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23mecfs" target="_blank">#mecfs</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23postcovid" target="_blank">#postcovid</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23pans" target="_blank">#pans</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23pandas" target="_blank">#pandas</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23pots" target="_blank">#pots</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23postinfluensa" target="_blank">#postinfluensa</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23postsepsis" target="_blank">#postsepsis</a> <a href="https://themeinquiryreport.com/2025/10/16/gastinlagg-tillsammans-astadkommer-vi-forandring/" rel="nofollow noopener" target="_blank">themeinquiryreport.com/2025/10/16/g...</a> <a href="https://themeinquiryreport.com/2025/10/16/gastinlagg-tillsammans-astadkommer-vi-forandring/" rel="nofollow noopener" target="_blank">Gästinlägg: Tillsammans åstadk...</a>

Martin Nadal<a href="https://infovis.fh-potsdam.de/tutorials/" rel="nofollow noopener" translate="no" target="_blank">https://infovis.fh-potsdam.de/tutorials/</a> Found these <a href="https://tldr.nettime.org/tags/pandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#pandas</a> <a href="https://tldr.nettime.org/tags/visualization" class="mention hashtag" rel="nofollow noopener" target="_blank">#visualization</a> <a href="https://tldr.nettime.org/tags/free" class="mention hashtag" rel="nofollow noopener" target="_blank">#free</a> <a href="https://tldr.nettime.org/tags/tutorials" class="mention hashtag" rel="nofollow noopener" target="_blank">#tutorials</a> from Postdam university by <a href="https://vis.social/@nrchtct" class="u-url mention" rel="nofollow noopener" target="_blank">@nrchtct</a>

Guillaume Tronix :python: :emacs: :nix: :linux:Learning <a href="https://infosec.exchange/tags/python" class="mention hashtag" rel="nofollow noopener" target="_blank">#python</a> I want to experiment with datas and api this weekend. Any fun little project ideas with <a href="https://infosec.exchange/tags/pandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#pandas</a>, <a href="https://infosec.exchange/tags/numpy" class="mention hashtag" rel="nofollow noopener" target="_blank">#numpy</a> or <a href="https://infosec.exchange/tags/beautifulsoup" class="mention hashtag" rel="nofollow noopener" target="_blank">#beautifulsoup</a> ?

Dr. Juande Santander-VelaIf you’re interested in baseball in particular, or in any other sport where some data sources are available for which a variable needs to be followed over time over the central 50% quartile, this post covers both data reading, transformation, and plotting.<a href="https://mathstodon.xyz/tags/DataManipulation" class="mention hashtag" rel="nofollow noopener" target="_blank">#DataManipulation</a> <a href="https://mathstodon.xyz/tags/DataVisualization" class="mention hashtag" rel="nofollow noopener" target="_blank">#DataVisualization</a> <a href="https://mathstodon.xyz/tags/CSV" class="mention hashtag" rel="nofollow noopener" target="_blank">#CSV</a> <a href="https://mathstodon.xyz/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python</a> <a href="https://mathstodon.xyz/tags/pandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#pandas</a> <a href="https://mathstodon.xyz/tags/matplotlib" class="mention hashtag" rel="nofollow noopener" target="_blank">#matplotlib</a> <a href="https://fosstodon.org/@drdrang/115296285675549307" rel="nofollow noopener" translate="no" target="_blank">https://fosstodon.org/@drdrang/115296285675549307</a>

Technology TalesPolars offers a blazing fast alternative to Pandas with 3-22x performance improvements on common operations. Built in Rust with automatic parallelisation, it uses familiar DataFrame syntax but thinks in expressions rather than columns. Migration can be gradual - start with data loading for immediate wins, then adopt lazy evaluation for full pipeline optimisation. <a href="https://mstdn.social/tags/Polars" class="mention hashtag" rel="nofollow noopener" target="_blank">#Polars</a> <a href="https://mstdn.social/tags/Pandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#Pandas</a> <a href="https://mstdn.social/tags/DataScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#DataScience</a> <a href="https://mstdn.social/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python</a> <a href="https://mstdn.social/tags/Performance" class="mention hashtag" rel="nofollow noopener" target="_blank">#Performance</a> <a href="https://mstdn.social/tags/DataAnalysis" class="mention hashtag" rel="nofollow noopener" target="_blank">#DataAnalysis</a> <a href="https://mstdn.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#MachineLearning</a> <a href="https://mstdn.social/tags/BigData" class="mention hashtag" rel="nofollow noopener" target="_blank">#BigData</a> <a href="https://www.kdnuggets.com/polars-for-pandas-users-a-blazing-fast-dataframe-alternative" rel="nofollow noopener" translate="no" target="_blank">https://www.kdnuggets.com/polars-for-pandas-users-a-blazing-fast-dataframe-alternative</a>

Lemon SkyMing Picks a Winner (British 1930s)<a href="https://mastodon.social/tags/Pandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#Pandas</a> <a href="https://mastodon.social/tags/Postcards" class="mention hashtag" rel="nofollow noopener" target="_blank">#Postcards</a> <a href="https://mastodon.social/tags/Photography" class="mention hashtag" rel="nofollow noopener" target="_blank">#Photography</a> <a href="https://mastodon.social/tags/photograph" class="mention hashtag" rel="nofollow noopener" target="_blank">#photograph</a> <a href="https://mastodon.social/tags/Blackandwhitephoto" class="mention hashtag" rel="nofollow noopener" target="_blank">#Blackandwhitephoto</a> <a href="https://mastodon.social/tags/Humor" class="mention hashtag" rel="nofollow noopener" target="_blank">#Humor</a>

Europe Says<a href="https://www.europesays.com/2350343/" rel="nofollow noopener" translate="no" target="_blank">https://www.europesays.com/2350343/</a> Twin giant pandas at Berlin zoo celebrate first birthday • FRANCE 24 English <a href="https://pubeurope.com/tags/berlin" class="mention hashtag" rel="nofollow noopener" target="_blank">#berlin</a> <a href="https://pubeurope.com/tags/birthday" class="mention hashtag" rel="nofollow noopener" target="_blank">#birthday</a> <a href="https://pubeurope.com/tags/france" class="mention hashtag" rel="nofollow noopener" target="_blank">#france</a> <a href="https://pubeurope.com/tags/FRANCE24" class="mention hashtag" rel="nofollow noopener" target="_blank">#FRANCE24</a> <a href="https://pubeurope.com/tags/FRANCE24English" class="mention hashtag" rel="nofollow noopener" target="_blank">#FRANCE24English</a> <a href="https://pubeurope.com/tags/FranceNews" class="mention hashtag" rel="nofollow noopener" target="_blank">#FranceNews</a> <a href="https://pubeurope.com/tags/france24" class="mention hashtag" rel="nofollow noopener" target="_blank">#france24</a> <a href="https://pubeurope.com/tags/FRANCE24English" class="mention hashtag" rel="nofollow noopener" target="_blank">#FRANCE24English</a> <a href="https://pubeurope.com/tags/FrenchNews" class="mention hashtag" rel="nofollow noopener" target="_blank">#FrenchNews</a> <a href="https://pubeurope.com/tags/NewsFrance" class="mention hashtag" rel="nofollow noopener" target="_blank">#NewsFrance</a> <a href="https://pubeurope.com/tags/pandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#pandas</a> <a href="https://pubeurope.com/tags/twin" class="mention hashtag" rel="nofollow noopener" target="_blank">#twin</a> <a href="https://pubeurope.com/tags/TwinPandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#TwinPandas</a> <a href="https://pubeurope.com/tags/zoo" class="mention hashtag" rel="nofollow noopener" target="_blank">#zoo</a>

Karen E. Lund 💙💛It's really all about big cats and pandas! At least if you judge by the photos. The World’s 8 Most Visited Zoos and Why People Love Them | Maria Faith Saligumba | Discover Wild Science <a href="https://mastodon.social/tags/Caturday" class="mention hashtag" rel="nofollow noopener" target="_blank">#Caturday</a> <a href="https://mastodon.social/tags/Cats" class="mention hashtag" rel="nofollow noopener" target="_blank">#Cats</a> <a href="https://mastodon.social/tags/Pandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#Pandas</a> <a href="https://mastodon.social/tags/Zoos" class="mention hashtag" rel="nofollow noopener" target="_blank">#Zoos</a>

Jason BeetsA drawing of two red pandas touching their noses together. The red pandas are the colors of the lesbian flag, and they appear in front of a lesbian flag background. <a href="https://www.pinterest.com/pin/488148047383880151/" rel="nofollow noopener" translate="no" target="_blank">https://www.pinterest.com/pin/488148047383880151/</a>46/x<a href="https://newsie.social/tags/Lesbian" class="mention hashtag" rel="nofollow noopener" target="_blank">#Lesbian</a> <a href="https://newsie.social/tags/Gay" class="mention hashtag" rel="nofollow noopener" target="_blank">#Gay</a> <a href="https://newsie.social/tags/LGBT" class="mention hashtag" rel="nofollow noopener" target="_blank">#LGBT</a> <a href="https://newsie.social/tags/Art" class="mention hashtag" rel="nofollow noopener" target="_blank">#Art</a> <a href="https://newsie.social/tags/Queer" class="mention hashtag" rel="nofollow noopener" target="_blank">#Queer</a> <a href="https://newsie.social/tags/Artwork" class="mention hashtag" rel="nofollow noopener" target="_blank">#Artwork</a> <a href="https://newsie.social/tags/Pinterest" class="mention hashtag" rel="nofollow noopener" target="_blank">#Pinterest</a> <a href="https://newsie.social/tags/Pandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#Pandas</a> <a href="https://newsie.social/tags/RedPandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#RedPandas</a>

Reuven M. LernerLast week's US jobs report significantly reduced the estimates from previous months, leading to the firing of the head statistician.In the latest Bamboo Weekly, we examine the government's data, calculating these changes ourselves. Were these the biggest-ever downward revisions?Improve your <a href="https://fosstodon.org/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python</a> <a href="https://fosstodon.org/tags/Pandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#Pandas</a> skills every Wednesday with new, real-world data-analysis problems: <a href="https://BambooWeekly.com" rel="nofollow noopener" translate="no" target="_blank">https://BambooWeekly.com</a>

GBIF🐊 How do skills acquired through DataCamp translate to a better understanding of biodiversity data?For Ibrahim Abdel Basir Gomaa, who completed courses in <a href="https://biodiversity.social/tags/Pandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#Pandas</a>, <a href="https://biodiversity.social/tags/Seaborn" class="mention hashtag" rel="nofollow noopener" target="_blank">#Seaborn</a>, machine learning, <a href="https://biodiversity.social/tags/SQL" class="mention hashtag" rel="nofollow noopener" target="_blank">#SQL</a> and statistics, these skills enabled him to confidently query large biodiversity datasets from sources like GBIF. 🔎“One of my proudest achievements was developing a predictive model to assess species distribution patterns based on environmental factors...."

Dantali0n :arch: :i3:The <a href="https://fosstodon.org/tags/pandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#pandas</a> "read_csv" method is so silly, if you read a csv header with "example1, example2, example3" it will create the keys: "example1", " example2", " example3" including the leading spaces in the key names...This always throws me for a loop when it says 'keyerror example1' and I go to print the keys and ITS RIGHT THERE!

Bob CarverA bizarre new Linux malware can be found hiding in cute animal photos - That cute panda pic? It's actually a cryptominer <a href="https://www.techradar.com/pro/security/a-damaging-new-linux-malware-is-hiding-in-cute-animal-photos" rel="nofollow noopener" translate="no" target="_blank">https://www.techradar.com/pro/security/a-damaging-new-linux-malware-is-hiding-in-cute-animal-photos</a> That cute panda pic? It's actually a cryptominer <a href="https://infosec.exchange/tags/cybersecurity" class="mention hashtag" rel="nofollow noopener" target="_blank">#cybersecurity</a> <a href="https://infosec.exchange/tags/Linux" class="mention hashtag" rel="nofollow noopener" target="_blank">#Linux</a> <a href="https://infosec.exchange/tags/malware" class="mention hashtag" rel="nofollow noopener" target="_blank">#malware</a> <a href="https://infosec.exchange/tags/cuteimages" class="mention hashtag" rel="nofollow noopener" target="_blank">#cuteimages</a> <a href="https://infosec.exchange/tags/Pandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#Pandas</a> <a href="https://infosec.exchange/tags/cryptominers" class="mention hashtag" rel="nofollow noopener" target="_blank">#cryptominers</a> <a href="https://infosec.exchange/tags/LLMCoded" class="mention hashtag" rel="nofollow noopener" target="_blank">#LLMCoded</a>

Watson Tech WorldI recently started a GitHub repository to include useful pandas Python code. I hope to post to it nearly every day for a month, and eventually use some of the code to even make an entire video or course on pandas. Below is an example file I've make: <a href="https://github.com/sinocelt/useful-pandas-code/blob/main/dataframes-and-series-basics/dataframes-and-series-basics.ipynb" rel="nofollow noopener" translate="no" target="_blank">https://github.com/sinocelt/useful-pandas-code/blob/main/dataframes-and-series-basics/dataframes-and-series-basics.ipynb</a> <a href="https://mastodon.social/tags/pandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#pandas</a> <a href="https://mastodon.social/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python</a> <a href="https://mastodon.social/tags/coding" class="mention hashtag" rel="nofollow noopener" target="_blank">#coding</a> <a href="https://mastodon.social/tags/Jupyter" class="mention hashtag" rel="nofollow noopener" target="_blank">#Jupyter</a> <a href="https://mastodon.social/tags/JupyterNotebook" class="mention hashtag" rel="nofollow noopener" target="_blank">#JupyterNotebook</a> <a href="https://mastodon.social/tags/DataScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#DataScience</a>

GBIFEver thought about learning new data skills? 👩‍💻Through our partnership with DataCamp Adel learned introductory skills in <a href="https://biodiversity.social/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python</a>, <a href="https://biodiversity.social/tags/Pandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#Pandas</a> and <a href="https://biodiversity.social/tags/Seaborn" class="mention hashtag" rel="nofollow noopener" target="_blank">#Seaborn</a>. 🎉"Using DataCamp, I developed a biodiversity monitoring dashboard that streamlined data collection and reporting. This tool is now being used by my team to track species populations more effectively and make data-driven conservation decisions." 🌏Apply for the 2025 programme: 🔗<a href="https://gbif.link/datacampdonates" rel="nofollow noopener" translate="no" target="_blank">https://gbif.link/datacampdonates</a><a href="https://biodiversity.social/tags/DCDonates" class="mention hashtag" rel="nofollow noopener" target="_blank">#DCDonates</a>

Devin Berg :OpenEngineering:Anybody have ideas why my bar plot is coming out with multiple vertical lines like this? The plot should look like the second one. But I was trying to fix some other errors and produced new problems instead.Code: plot = = data.resample('YE').count().to_period('Y').plot.bar(legend=False, rot=0, grid=True, figsize=(12,6))<a href="https://scholar.social/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python</a> <a href="https://scholar.social/tags/Matplotlib" class="mention hashtag" rel="nofollow noopener" target="_blank">#Matplotlib</a> <a href="https://scholar.social/tags/Pandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#Pandas</a>

PositEver wonder about the mind behind Pandas & Apache Arrow? 🤔 Ep. 2 of <a href="https://fosstodon.org/tags/TheTestSet" class="mention hashtag" rel="nofollow noopener" target="_blank">#TheTestSet</a> (Part 1!) unpacks Wes McKinney's journey – including his speedrunning past! What makes good tools good?🎧 Listen at <a href="https://thetestset.co" rel="nofollow noopener" translate="no" target="_blank">https://thetestset.co</a>, on Spotify, or Apple Podcasts<a href="https://fosstodon.org/tags/DataStack" class="mention hashtag" rel="nofollow noopener" target="_blank">#DataStack</a> <a href="https://fosstodon.org/tags/DataEngineering" class="mention hashtag" rel="nofollow noopener" target="_blank">#DataEngineering</a> <a href="https://fosstodon.org/tags/Pandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#Pandas</a> <a href="https://fosstodon.org/tags/OpenSource" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenSource</a> <a href="https://fosstodon.org/tags/PodcastLaunch" class="mention hashtag" rel="nofollow noopener" target="_blank">#PodcastLaunch</a> <a href="https://fosstodon.org/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python</a>

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