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Don Curren 🇨🇦🇺🇦“ <a class="hashtag" href="https://bsky.app/search?q=%23Statistical" rel="nofollow noopener noreferrer" target="_blank">#Statistical</a> thinking will one day be as necessary for efficient <a class="hashtag" href="https://bsky.app/search?q=%23citizenship" rel="nofollow noopener noreferrer" target="_blank">#citizenship</a> as the ability to read and write.” - <a class="hashtag" href="https://bsky.app/search?q=%23HGWells" rel="nofollow noopener noreferrer" target="_blank">#HGWells</a>

Daniel Hoffmann 🥬Detective work with <a href="https://mathstodon.xyz/tags/genomes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#genomes</a>: some invasive species have been introduced deliberately, others inadvertently. A new <a href="https://mathstodon.xyz/tags/statistical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#statistical</a> framework helps to track what probably happened. Demonstration object is the Pacific oyster. <a href="https://mathstodon.xyz/tags/bayes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#bayes</a> <a href="https://www.pnas.org/doi/abs/10.1073/pnas.2418730122?af=R" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.pnas.org/doi/abs/10.1073/pnas.2418730122?af=R</a>

Statistics Globeggplot2 is the gold standard when it comes to data visualization.The image in this post showcases examples of ggplot2 visualizations, demonstrating its versatility to create a wide range of plots with nearly limitless customization options.Check out my online course, "Data Visualization in R Using ggplot2 & Friends," for a deeper dive into creating stunning plots with ggplot2. More info: <a href="https://statisticsglobe.com/online-course-data-visualization-ggplot2-r" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://statisticsglobe.com/online-course-data-visualization-ggplot2-r</a><a href="https://mastodon.social/tags/package" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#package</a> <a href="https://mastodon.social/tags/dataviz" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#dataviz</a> <a href="https://mastodon.social/tags/statistical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#statistical</a> <a href="https://mastodon.social/tags/tidyverse" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#tidyverse</a> <a href="https://mastodon.social/tags/pythondeveloperjobs" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#pythondeveloperjobs</a>

Philo Sophies<a href="https://discuss.systems/tags/Zoomposium" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Zoomposium</a> with Prof. Dr. <a href="https://discuss.systems/tags/Arieh" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Arieh</a> <a href="https://discuss.systems/tags/Ben" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Ben</a>-<a href="https://discuss.systems/tags/Naim" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Naim</a>: “Demystifying <a href="https://discuss.systems/tags/Entropy" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Entropy</a>”Information about the person and his scientific workIn another installment of our “Zoomposium series” on the topic of <a href="https://discuss.systems/tags/physics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#physics</a> and its <a href="https://discuss.systems/tags/limits" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#limits</a>, my colleague Axel Stöcker from the “Blog der großen Fragen” and I had the opportunity to interview the renowned Israeli physical chemist Prof. Dr. Arieh Ben-Naim on the exciting topic of “Demystifying Entropy”.Arieh, who was born on July 11, 1934, held a chair in <a href="https://discuss.systems/tags/Physical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Physical</a> <a href="https://discuss.systems/tags/Chemistry" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Chemistry</a> at the Hebrew University of Jerusalem for over 40 years, with his main field of research being the theory of the <a href="https://discuss.systems/tags/structure" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#structure</a> of <a href="https://discuss.systems/tags/water" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#water</a>, aqueous solutions and hydrophobic-hydrophilic interactions. He was mainly concerned with theoretical and experimental aspects of the general theory of <a href="https://discuss.systems/tags/liquids" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#liquids</a> and <a href="https://discuss.systems/tags/solutions" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#solutions</a>. In recent years, he has advocated the use of <a href="https://discuss.systems/tags/information" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#information</a> theory to better understand and advance <a href="https://discuss.systems/tags/statistical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#statistical</a> <a href="https://discuss.systems/tags/mechanics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#mechanics</a> and <a href="https://discuss.systems/tags/thermodynamics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#thermodynamics</a>.In this context, he has also worked intensively on the question of the nature and underlying principle of the phenomenon of <a href="https://discuss.systems/tags/entropy" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#entropy</a>, which he has published in numerous often cited but also controversially discussed popular science books. The basic tenor of all his publications and lectures is that we need a new basic understanding of the phenomenon of entropy. In Arieh's view, entropy, which originally stems from the laws of <a href="https://discuss.systems/tags/thermodynamics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#thermodynamics</a> and in particular the 2nd law, has been misused and incorrectly transferred as a <a href="https://discuss.systems/tags/concept" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#concept</a> to other areas of <a href="https://discuss.systems/tags/physics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#physics</a>, <a href="https://discuss.systems/tags/biology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#biology</a> and everyday <a href="https://discuss.systems/tags/life" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#life</a>.In this respect, it was finally time (bon mot) to ask the author himself about his ground-breaking theses, which cast a different light on the <a href="https://discuss.systems/tags/phenomenon" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#phenomenon</a> of entropy or perhaps better said, bring entropy back to its place of origin. The interview we conducted with him is in English.Find out more at: <a href="https://philosophies.de/index.php/2024/02/22/entzauberung-der-entropie/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://philosophies.de/index.php/2024/02/22/entzauberung-der-entropie/</a>or: <a href="https://youtu.be/Km88EreH4A8" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://youtu.be/Km88EreH4A8</a>

ℵ₀ 🏳️‍⚧️🏴‍☠️<a href="https://www.science.org/doi/10.1126/science.adq7055" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.science.org/doi/10.1126/science.adq7055</a><a href="https://mastodon.social/tags/Whale" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Whale</a> song shows <a href="https://mastodon.social/tags/language" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#language</a>-like <a href="https://mastodon.social/tags/statistical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#statistical</a> <a href="https://mastodon.social/tags/structure" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#structure</a><a href="https://research-portal.st-andrews.ac.uk/files/314597589/Arnon_2024_Science_Whale-song-language_CCBY_AAM.pdf" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://research-portal.st-andrews.ac.uk/files/314597589/Arnon_2024_Science_Whale-song-language_CCBY_AAM.pdf</a><a href="https://mastodon.social/tags/zipfslaw" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#zipfslaw</a>

Elijax (Elia Andrea Corazza)<a href="https://elijax.bandcamp.com/album/intersections" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://elijax.bandcamp.com/album/intersections</a>INTERSECTIONS. Same piece with different <a href="https://mas.to/tags/statistical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#statistical</a> notes. <a href="https://mas.to/tags/ambient" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ambient</a> <a href="https://mas.to/tags/sound" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#sound</a>Use the code more at checkout to have 95% discount on everything.<a href="https://a.gup.pe/u/electronicmusic" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@electronicmusic</a><a href="https://mas.to/tags/music" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#music</a> <a href="https://mas.to/tags/electronic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#electronic</a> <a href="https://mas.to/tags/experimental" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#experimental</a> <a href="https://mas.to/tags/sample" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#sample</a> <a href="https://mas.to/tags/discount" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#discount</a> <a href="https://mas.to/tags/artist" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#artist</a> <a href="https://mas.to/tags/Bowie" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Bowie</a> <a href="https://mas.to/tags/eltonjohn" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#eltonjohn</a> <a href="https://mas.to/tags/electronicmusic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#electronicmusic</a> <a href="https://mas.to/tags/saturdayvibes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#saturdayvibes</a> <a href="https://mas.to/tags/Elijax" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Elijax</a> <a href="https://mas.to/tags/indiemusic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#indiemusic</a> <a href="https://mas.to/tags/experimental" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#experimental</a> <a href="https://mas.to/tags/electronica" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#electronica</a> <a href="https://mas.to/tags/beat" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#beat</a> <a href="https://mas.to/tags/bandcamp" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#bandcamp</a> <a href="https://mas.to/tags/BandcampFriday" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#BandcampFriday</a> <a href="https://mas.to/tags/fedimusic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#fedimusic</a> <a href="https://mas.to/tags/Fediverse" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Fediverse</a> <a href="https://mas.to/tags/fedimusic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#fedimusic</a> <a href="https://mas.to/tags/mastodon" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#mastodon</a> <a href="https://mas.to/tags/mastomusic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#mastomusic</a>

💧🌏 Greg CocksGrfin Tools—User Guide And Methods For Modeling Landslide Runout And Debris-Flow Growth And Inundation -- <a href="https://pubs.usgs.gov/publication/tm14A3" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://pubs.usgs.gov/publication/tm14A3</a> <-- shared USGS publication -- <a href="https://code.usgs.gov/grfintools/grfintools" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://code.usgs.gov/grfintools/grfintools</a> <-- shared USGS software release -- H/T Jonathan Perkins USGS [ another open source resource for everyone from the USGS ~smile~ ] <a href="https://techhub.social/tags/GIS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#GIS</a> <a href="https://techhub.social/tags/spatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#spatial</a> <a href="https://techhub.social/tags/mapping" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#mapping</a> <a href="https://techhub.social/tags/opensource" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#opensource</a> <a href="https://techhub.social/tags/openlibrary" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#openlibrary</a> <a href="https://techhub.social/tags/Grfin" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Grfin</a> <a href="https://techhub.social/tags/software" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#software</a> <a href="https://techhub.social/tags/package" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#package</a> <a href="https://techhub.social/tags/regional" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#regional</a> <a href="https://techhub.social/tags/debrisflow" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#debrisflow</a> <a href="https://techhub.social/tags/engineeringgeology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#engineeringgeology</a> <a href="https://techhub.social/tags/geology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#geology</a> <a href="https://techhub.social/tags/inundation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#inundation</a> <a href="https://techhub.social/tags/spatialanalysis" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#spatialanalysis</a> <a href="https://techhub.social/tags/spatiotemporal" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#spatiotemporal</a> <a href="https://techhub.social/tags/geophysics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#geophysics</a> <a href="https://techhub.social/tags/geophysical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#geophysical</a> <a href="https://techhub.social/tags/massmovement" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#massmovement</a> <a href="https://techhub.social/tags/landslide" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#landslide</a> <a href="https://techhub.social/tags/lahar" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#lahar</a> <a href="https://techhub.social/tags/volcano" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#volcano</a> <a href="https://techhub.social/tags/rock" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#rock</a> <a href="https://techhub.social/tags/avalanche" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#avalanche</a> <a href="https://techhub.social/tags/model" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#model</a> <a href="https://techhub.social/tags/modeling" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#modeling</a> <a href="https://techhub.social/tags/statistical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#statistical</a> <a href="https://techhub.social/tags/geostatistics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#geostatistics</a> <a href="https://techhub.social/tags/water" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#water</a> <a href="https://techhub.social/tags/hydrology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#hydrology</a> <a href="https://techhub.social/tags/downstream" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#downstream</a> <a href="https://techhub.social/tags/elevation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#elevation</a> <a href="https://techhub.social/tags/remotesensing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#remotesensing</a> <a href="https://techhub.social/tags/DEM" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DEM</a> <a href="https://techhub.social/tags/flow" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#flow</a> <a href="https://techhub.social/tags/runout" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#runout</a> <a href="https://techhub.social/tags/risk" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#risk</a> <a href="https://techhub.social/tags/hazard" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#hazard</a> <a href="https://techhub.social/tags/tools" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#tools</a> <a href="https://techhub.social/tags/slope" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#slope</a> <a href="https://techhub.social/tags/erosion" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#erosion</a> <a href="https://techhub.social/tags/drainage" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#drainage</a> <a href="https://techhub.social/tags/network" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#network</a> <a href="https://techhub.social/tags/channel" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#channel</a> <a href="https://techhub.social/tags/channelisation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#channelisation</a> <a href="https://techhub.social/tags/userguide" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#userguide</a> @USGS

JMLR'Approximate Information Tests on Statistical Submanifolds', by Michael W. Trosset, Carey E. Priebe.<a href="http://jmlr.org/papers/v25/19-272.html" rel="nofollow noopener noreferrer" translate="no" target="_blank">http://jmlr.org/papers/v25/19-272.html</a> <a href="https://sigmoid.social/tags/likelihood" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#likelihood</a> <a href="https://sigmoid.social/tags/submodel" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#submodel</a> <a href="https://sigmoid.social/tags/statistical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#statistical</a>

Laura aka LoboTC<a href="https://mastodon.world/tags/HumpbackWhale" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#HumpbackWhale</a> <a href="https://mastodon.world/tags/songs" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#songs</a> have patterns that resemble <a href="https://mastodon.world/tags/human" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#human</a> <a href="https://mastodon.world/tags/language" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#language</a> – The <a href="https://mastodon.world/tags/sounds" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#sounds</a> that make up humpback <a href="https://mastodon.world/tags/WhaleSongs" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#WhaleSongs</a> follow some of the same <a href="https://mastodon.world/tags/statistical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#statistical</a> rules seen in human <a href="https://mastodon.world/tags/languages" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#languages</a>, which may be because of how they are learned <a href="https://www.newscientist.com/article/2467170-humpback-whale-songs-have-patterns-that-resemble-human-language/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.newscientist.com/article/2467170-humpback-whale-songs-have-patterns-that-resemble-human-language/</a>

mjCombining various strategies results in <a class="hashtag" href="https://bsky.app/search?q=%23statistical" rel="nofollow noopener noreferrer" target="_blank">#statistical</a> outcomes that can't be predicted from a single vantage point. <a class="hashtag" href="https://bsky.app/search?q=%23Resiliency" rel="nofollow noopener noreferrer" target="_blank">#Resiliency</a> & <a class="hashtag" href="https://bsky.app/search?q=%23efficiency" rel="nofollow noopener noreferrer" target="_blank">#efficiency</a> have an equilibrium point that must be adapted to. Even absolute power must be shared w/other parts of the system, or it will fail. <a href="https://bsky.app/profile/anjaneundorf.bsky.social/post/3lgiqrhv5gs2j" rel="nofollow noopener noreferrer" target="_blank">bsky.app/profile/anja...</a> RE: <a href="https://bsky.app/profile/did:plc:tzbrt25yutkl3cgtvk6fizzm/post/3lgiqrhv5gs2j" rel="nofollow noopener noreferrer" target="_blank">https://bsky.app/profile/did:plc:tzbrt25yutkl3cgtvk6fizzm/post/3lgiqrhv5gs2j</a>

Statistics GlobeWhen performing multiple imputation of missing data, it is essential to evaluate how the imputed values compare to the observed data.The attached image, created with the bwplot() function, showcases how the distributions of observed and imputed values vary across different imputations for multiple variables.I’ll be hosting an 8-week online workshop on Missing Data Imputation in R: <a href="https://statisticsglobe.com/online-workshop-missing-data-imputation-r" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://statisticsglobe.com/online-workshop-missing-data-imputation-r</a><a href="https://mastodon.social/tags/dataanalytics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#dataanalytics</a> <a href="https://mastodon.social/tags/dataviz" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#dataviz</a> <a href="https://mastodon.social/tags/statistical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#statistical</a> <a href="https://mastodon.social/tags/database" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#database</a> <a href="https://mastodon.social/tags/datavisualization" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#datavisualization</a> <a href="https://mastodon.social/tags/package" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#package</a>

Statistics GlobeI recently stumbled upon the gt package for R programming, a real game-changer for anyone looking to elevate their table game!Developed by Richard Iannone and colleagues, it simplifies table creation, supporting a seamless workflow from data frames or tibbles to professional tables.More info: <a href="https://gt.rstudio.com/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://gt.rstudio.com/</a>More information: <a href="http://eepurl.com/gH6myT" rel="nofollow noopener noreferrer" translate="no" target="_blank">http://eepurl.com/gH6myT</a><a href="https://mastodon.social/tags/data" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#data</a> <a href="https://mastodon.social/tags/dataanalytics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#dataanalytics</a> <a href="https://mastodon.social/tags/dataanalytics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#dataanalytics</a> <a href="https://mastodon.social/tags/statistical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#statistical</a>

Elijax (Elia Andrea Corazza)<a href="https://elijax.bandcamp.com/album/intersections" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://elijax.bandcamp.com/album/intersections</a>INTERSECTIONS. <a href="https://mas.to/tags/statistical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#statistical</a> notes. <a href="https://mas.to/tags/ambient" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ambient</a> <a href="https://mas.to/tags/sound" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#sound</a>Use the code more at checkout to have 95% discount on everything.<a href="https://a.gup.pe/u/electronicmusic" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@electronicmusic</a><a href="https://mas.to/tags/music" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#music</a> <a href="https://mas.to/tags/electronic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#electronic</a> <a href="https://mas.to/tags/experimental" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#experimental</a> <a href="https://mas.to/tags/sample" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#sample</a> <a href="https://mas.to/tags/discount" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#discount</a> <a href="https://mas.to/tags/artist" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#artist</a> <a href="https://mas.to/tags/Bowie" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Bowie</a> <a href="https://mas.to/tags/eltonjohn" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#eltonjohn</a> <a href="https://mas.to/tags/electronicmusic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#electronicmusic</a> <a href="https://mas.to/tags/FridayVibes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#FridayVibes</a> <a href="https://mas.to/tags/saturdayvibes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#saturdayvibes</a> <a href="https://mas.to/tags/sundayvibes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#sundayvibes</a> <a href="https://mas.to/tags/Elijax" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Elijax</a> <a href="https://mas.to/tags/indiemusic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#indiemusic</a> <a href="https://mas.to/tags/experimental" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#experimental</a> <a href="https://mas.to/tags/electronica" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#electronica</a> <a href="https://mas.to/tags/beat" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#beat</a> <a href="https://mas.to/tags/bandcamp" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#bandcamp</a> <a href="https://mas.to/tags/BandcampFriday" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#BandcampFriday</a> <a href="https://mas.to/tags/fedimusic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#fedimusic</a> <a href="https://mas.to/tags/tunefriday" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#tunefriday</a> <a href="https://mas.to/tags/Fediverse" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Fediverse</a> <a href="https://mas.to/tags/fedimusic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#fedimusic</a> <a href="https://mas.to/tags/mastodon" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#mastodon</a> <a href="https://mas.to/tags/mastomusic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#mastomusic</a>

Statistics GlobeDimensionality reduction simplifies high-dimensional data while retaining its essential features. It’s a powerful tool for improving data analysis, visualization, and machine learning performance.Image credit to Wikipedia: <a href="https://en.wikipedia.org/wiki/Dimensionality_reduction#/media/File:PCA_Projection_Illustration.gif" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://en.wikipedia.org/wiki/Dimensionality_reduction#/media/File:PCA_Projection_Illustration.gif</a>I've developed an in-depth course on PCA theory and its application in R programming. Check out this link for more details: <a href="https://statisticsglobe.com/online-course-pca-theory-application-r" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://statisticsglobe.com/online-course-pca-theory-application-r</a><a href="https://mastodon.social/tags/rstudio" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#rstudio</a> <a href="https://mastodon.social/tags/datastructure" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#datastructure</a> <a href="https://mastodon.social/tags/programming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#programming</a> <a href="https://mastodon.social/tags/package" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#package</a> <a href="https://mastodon.social/tags/statistical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#statistical</a> <a href="https://mastodon.social/tags/bigdata" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#bigdata</a>

Statistics GlobeMisinterpretation of correlation and causation is a common issue in data analysis. Correlation measures the strength and direction of a relationship between two variables, but it does not imply that one variable causes the other.Consider the statement, "Dinosaurs didn't read. Now they are extinct."For regular tips on data science, statistics, Python, and R programming, check out my free email newsletter: <a href="http://eepurl.com/gH6myT" rel="nofollow noopener noreferrer" translate="no" target="_blank">http://eepurl.com/gH6myT</a><a href="https://mastodon.social/tags/analysis" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#analysis</a> <a href="https://mastodon.social/tags/bigdata" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#bigdata</a> <a href="https://mastodon.social/tags/statistical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#statistical</a>

Chuck DarwinKrugman: This is, by the way, [what] standard autocratic regimes are known for. ⭐️In some ways, among their first targets are <a href="https://c.im/tags/statistical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#statistical</a> <a href="https://c.im/tags/agencies" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#agencies</a> because ➡️ they want the numbers to say what they want the numbers to say. I’ve been at conferences in Asia where the Chinese government announces that the economy grew 5.3 percent. And everyone at the conference asks not “why did the Chinese economy grow by 5.3 percent?” but “why did the Chinese government decide to say that it grew by 5.3 percent?” ⭐️The numbers are our political statements, not reality. 🆘And if I were a federal employee at the Bureau of Labor Statistics, I would be extremely frightened; quite quickly they’re going to be in the line of fire.The last time around, back during the Obama years, when there was a lot of "inflation truthers" claiming that the inflation numbers were being manipulated to make it look like there was less inflation than there was. ❌Such accusations are always projections —it’s what they would do, not what was actually happening. We turned to various kinds of private sector independent measures of inflation, many of which were originally developed by economists in places like Argentina, where manipulation of the data was standard so they developed their own ways to measure. We’re going to be having to do that. ⚠️ My guess is by sometime next year, we’re going to be having to look at proxies for what’s actually happening to the economy, possibly for what’s actually happening to crime, because the official numbers are going to be corrupted. <a href="https://c.im/tags/DataManipulation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DataManipulation</a> <a href="https://c.im/tags/FakeFigures" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#FakeFigures</a>

Statistics GlobeIn Bayesian inference, a credible interval is a range of values within which a parameter lies with a certain probability, given the observed data and prior beliefs. The image of this post (based on this Wikipedia image: <a href="https://en.wikipedia.org/wiki/Credible_interval#/media/File:Highest_posterior_density_interval.svg" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://en.wikipedia.org/wiki/Credible_interval#/media/File:Highest_posterior_density_interval.svg</a>) represents a 90% highest-density credible interval of a posterior probability distribution.More details: <a href="http://eepurl.com/gH6myT" rel="nofollow noopener noreferrer" translate="no" target="_blank">http://eepurl.com/gH6myT</a><a href="https://mastodon.social/tags/statistical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#statistical</a> <a href="https://mastodon.social/tags/datasciencecourse" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#datasciencecourse</a> <a href="https://mastodon.social/tags/datascience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#datascience</a> <a href="https://mastodon.social/tags/rprogramming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#rprogramming</a> <a href="https://mastodon.social/tags/datastructure" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#datastructure</a>

Knowledge Zone<a href="https://mstdn.social/tags/KnowledgeByte" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#KnowledgeByte</a>: A <a href="https://mstdn.social/tags/Statistical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Statistical</a> <a href="https://mstdn.social/tags/Distribution" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Distribution</a>, or <a href="https://mstdn.social/tags/Probability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Probability</a> distribution, describes how values are distributed for a field.A brief introduction to Standard Statistical Distributions. These are commonly used in <a href="https://mstdn.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#MachineLearning</a>.<a href="https://knowledgezone.co.in/posts/Statistical-Data-Distributions-62bbf309335afaa5baf181ac" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://knowledgezone.co.in/posts/Statistical-Data-Distributions-62bbf309335afaa5baf181ac</a>

Elijax (Elia Andrea Corazza)<a href="https://elijax.bandcamp.com/album/intersections" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://elijax.bandcamp.com/album/intersections</a>INTERSECTIONS. Same piece with different <a href="https://mas.to/tags/statistical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#statistical</a> notes. <a href="https://mas.to/tags/ambient" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ambient</a> <a href="https://mas.to/tags/sound" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#sound</a>Use the code more at checkout to have 95% discount on everything.<a href="https://a.gup.pe/u/electronicmusic" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@electronicmusic</a><a href="https://mas.to/tags/music" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#music</a> <a href="https://mas.to/tags/electronic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#electronic</a> <a href="https://mas.to/tags/experimental" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#experimental</a> <a href="https://mas.to/tags/sample" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#sample</a> <a href="https://mas.to/tags/discount" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#discount</a> <a href="https://mas.to/tags/artist" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#artist</a> <a href="https://mas.to/tags/Bowie" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Bowie</a> <a href="https://mas.to/tags/eltonjohn" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#eltonjohn</a> <a href="https://mas.to/tags/electronicmusic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#electronicmusic</a> <a href="https://mas.to/tags/saturdayvibes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#saturdayvibes</a> <a href="https://mas.to/tags/Elijax" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Elijax</a> <a href="https://mas.to/tags/indiemusic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#indiemusic</a> <a href="https://mas.to/tags/experimental" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#experimental</a> <a href="https://mas.to/tags/electronica" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#electronica</a> <a href="https://mas.to/tags/beat" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#beat</a> <a href="https://mas.to/tags/bandcamp" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#bandcamp</a> <a href="https://mas.to/tags/fedimusic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#fedimusic</a> <a href="https://mas.to/tags/Fediverse" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Fediverse</a> <a href="https://mas.to/tags/fedimusic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#fedimusic</a> <a href="https://mas.to/tags/mastodon" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#mastodon</a> <a href="https://mas.to/tags/mastomusic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#mastomusic</a>

António DominguesI was expressing my suprise that someone doing any sort of <a href="https://genomic.social/tags/bioinformatics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#bioinformatics</a> <a href="https://genomic.social/tags/Computational_Biology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Computational_Biology</a> work doesn't use or see the value of <a href="https://genomic.social/tags/git" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#git</a>.The reply was that in their experience, in the sub-field of <a href="https://genomic.social/tags/statistical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#statistical</a> <a href="https://genomic.social/tags/genetics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#genetics</a> (industry and academia) version-control is not the norm. In fact, sharing code and having <a href="https://genomic.social/tags/reproducibility" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#reproducibility</a> is not a thing. Is this everyone else's experience?

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