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Statistics GlobeEfficient data manipulation is essential when working with large data sets, and dplyr in R makes row and column operations simple and intuitive by offering a consistent set of functions that abstract away complexity, enabling users to focus on data analysis rather than technical implementation.I've created a video tutorial explaining how to perform these operations in more detail: <a href="https://www.youtube.com/watch?v=OpNQ4zhvVZc" rel="nofollow noopener" translate="no" target="_blank">https://www.youtube.com/watch?v=OpNQ4zhvVZc</a>More info: <a href="https://statisticsglobe.com/online-course-data-manipulation-r-dplyr-tidyverse" rel="nofollow noopener" translate="no" target="_blank">https://statisticsglobe.com/online-course-data-manipulation-r-dplyr-tidyverse</a><a href="https://mastodon.social/tags/database" class="mention hashtag" rel="nofollow noopener" target="_blank">#database</a> <a href="https://mastodon.social/tags/coding" class="mention hashtag" rel="nofollow noopener" target="_blank">#coding</a> <a href="https://mastodon.social/tags/package" class="mention hashtag" rel="nofollow noopener" target="_blank">#package</a> <a href="https://mastodon.social/tags/data" class="mention hashtag" rel="nofollow noopener" target="_blank">#data</a> <a href="https://mastodon.social/tags/rstats" class="mention hashtag" rel="nofollow noopener" target="_blank">#rstats</a>

Steven SandersonLast one for today, I just added random_hypergeometric_walk() to the <a href="https://rstats.me/tags/dev" class="mention hashtag" rel="nofollow noopener" target="_blank">#dev</a> version of my <a href="https://rstats.me/tags/R" class="mention hashtag" rel="nofollow noopener" target="_blank">#R</a> <a href="https://rstats.me/tags/package" class="mention hashtag" rel="nofollow noopener" target="_blank">#package</a> <a href="https://rstats.me/tags/RandomWalker" class="mention hashtag" rel="nofollow noopener" target="_blank">#RandomWalker</a> this package relies on <a href="https://rstats.me/tags/dplyr" class="mention hashtag" rel="nofollow noopener" target="_blank">#dplyr</a> <a href="https://rstats.me/tags/ggplot2" class="mention hashtag" rel="nofollow noopener" target="_blank">#ggplot2</a> <a href="https://rstats.me/tags/stats" class="mention hashtag" rel="nofollow noopener" target="_blank">#stats</a> <a href="https://rstats.me/tags/purrr" class="mention hashtag" rel="nofollow noopener" target="_blank">#purrr</a> <a href="https://rstats.me/tags/R" class="mention hashtag" rel="nofollow noopener" target="_blank">#R</a> <a href="https://rstats.me/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#RStats</a> <a href="https://rstats.me/tags/tech" class="mention hashtag" rel="nofollow noopener" target="_blank">#tech</a> <a href="https://rstats.me/tags/Coding" class="mention hashtag" rel="nofollow noopener" target="_blank">#Coding</a>

Statistics GlobeAt first glance, bar charts might seem like a simple visualization type. But with a little creativity, they can be enhanced in countless ways to reveal deeper insights and make your data shine.The attached visual highlights a variety of bar chart styles to inspire your work.Take a look here for more details: <a href="https://statisticsglobe.com/online-course-data-visualization-ggplot2-r" rel="nofollow noopener" translate="no" target="_blank">https://statisticsglobe.com/online-course-data-visualization-ggplot2-r</a><a href="https://mastodon.social/tags/datastructure" class="mention hashtag" rel="nofollow noopener" target="_blank">#datastructure</a> <a href="https://mastodon.social/tags/data" class="mention hashtag" rel="nofollow noopener" target="_blank">#data</a> <a href="https://mastodon.social/tags/tidyverse" class="mention hashtag" rel="nofollow noopener" target="_blank">#tidyverse</a> <a href="https://mastodon.social/tags/rstats" class="mention hashtag" rel="nofollow noopener" target="_blank">#rstats</a> <a href="https://mastodon.social/tags/package" class="mention hashtag" rel="nofollow noopener" target="_blank">#package</a> <a href="https://mastodon.social/tags/datasciencetraining" class="mention hashtag" rel="nofollow noopener" target="_blank">#datasciencetraining</a>

Orhun Parmaksız 👾Found the perfect package manager for Rust binaries 🔥📦 **cargo-seek** — A TUI for searching, adding and installing cargo crates.💯 Supports searching, installing, opening docs/repository & more!🦀 Written in Rust & built with <a href="https://fosstodon.org/@ratatui_rs" class="u-url mention" rel="nofollow noopener" target="_blank">@ratatui_rs</a>⭐ GitHub: <a href="https://github.com/tareqimbasher/cargo-seek" rel="nofollow noopener" translate="no" target="_blank">https://github.com/tareqimbasher/cargo-seek</a><a href="https://fosstodon.org/tags/rustlang" class="mention hashtag" rel="nofollow noopener" target="_blank">#rustlang</a> <a href="https://fosstodon.org/tags/ratatui" class="mention hashtag" rel="nofollow noopener" target="_blank">#ratatui</a> <a href="https://fosstodon.org/tags/tui" class="mention hashtag" rel="nofollow noopener" target="_blank">#tui</a> <a href="https://fosstodon.org/tags/crates" class="mention hashtag" rel="nofollow noopener" target="_blank">#crates</a> <a href="https://fosstodon.org/tags/cargo" class="mention hashtag" rel="nofollow noopener" target="_blank">#cargo</a> <a href="https://fosstodon.org/tags/package" class="mention hashtag" rel="nofollow noopener" target="_blank">#package</a> <a href="https://fosstodon.org/tags/manager" class="mention hashtag" rel="nofollow noopener" target="_blank">#manager</a> <a href="https://fosstodon.org/tags/terminal" class="mention hashtag" rel="nofollow noopener" target="_blank">#terminal</a> <a href="https://fosstodon.org/tags/opensource" class="mention hashtag" rel="nofollow noopener" target="_blank">#opensource</a>

Nicolas Fränkel 🇺🇦🇬🇪<a href="https://mastodon.top/tags/OpenTelemetry" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenTelemetry</a> Injector <a href="https://mastodon.top/tags/Debian" class="mention hashtag" rel="nofollow noopener" target="_blank">#Debian</a>/RPM <a href="https://mastodon.top/tags/package" class="mention hashtag" rel="nofollow noopener" target="_blank">#package</a><a href="https://github.com/open-telemetry/opentelemetry-injector" rel="nofollow noopener" translate="no" target="_blank">https://github.com/open-telemetry/opentelemetry-injector</a>

Statistics GlobeEnsuring homogeneity of variance (homoscedasticity) is often considered a key assumption in linear regression. But is it really that important? 🤔The plot below visually demonstrates how heteroscedasticity can manifest in residuals. Ideally, the reference line (in green) should remain flat and horizontal, indicating homogeneity of variance.Learn more: <a href="http://eepurl.com/gH6myT" rel="nofollow noopener" translate="no" target="_blank">http://eepurl.com/gH6myT</a><a href="https://mastodon.social/tags/rprogramminglanguage" class="mention hashtag" rel="nofollow noopener" target="_blank">#rprogramminglanguage</a> <a href="https://mastodon.social/tags/advancedanalytics" class="mention hashtag" rel="nofollow noopener" target="_blank">#advancedanalytics</a> <a href="https://mastodon.social/tags/package" class="mention hashtag" rel="nofollow noopener" target="_blank">#package</a>

Bytes EuropeAre Ireland’s supermarkets really ripping us off? – The Irish Times <a href="https://www.byteseu.com/1195231/" rel="nofollow noopener" translate="no" target="_blank">https://www.byteseu.com/1195231/</a> <a href="https://pubeurope.com/tags/Beef" class="mention hashtag" rel="nofollow noopener" target="_blank">#Beef</a> <a href="https://pubeurope.com/tags/Butcher" class="mention hashtag" rel="nofollow noopener" target="_blank">#Butcher</a>'sShop <a href="https://pubeurope.com/tags/choosing" class="mention hashtag" rel="nofollow noopener" target="_blank">#choosing</a> <a href="https://pubeurope.com/tags/consumerism" class="mention hashtag" rel="nofollow noopener" target="_blank">#consumerism</a> <a href="https://pubeurope.com/tags/customer" class="mention hashtag" rel="nofollow noopener" target="_blank">#customer</a> <a href="https://pubeurope.com/tags/examining" class="mention hashtag" rel="nofollow noopener" target="_blank">#examining</a> <a href="https://pubeurope.com/tags/Family" class="mention hashtag" rel="nofollow noopener" target="_blank">#Family</a> <a href="https://pubeurope.com/tags/Food" class="mention hashtag" rel="nofollow noopener" target="_blank">#Food</a> <a href="https://pubeurope.com/tags/groceries" class="mention hashtag" rel="nofollow noopener" target="_blank">#groceries</a> <a href="https://pubeurope.com/tags/Ireland" class="mention hashtag" rel="nofollow noopener" target="_blank">#Ireland</a> <a href="https://pubeurope.com/tags/market" class="mention hashtag" rel="nofollow noopener" target="_blank">#market</a> <a href="https://pubeurope.com/tags/meat" class="mention hashtag" rel="nofollow noopener" target="_blank">#meat</a> <a href="https://pubeurope.com/tags/package" class="mention hashtag" rel="nofollow noopener" target="_blank">#package</a> <a href="https://pubeurope.com/tags/people" class="mention hashtag" rel="nofollow noopener" target="_blank">#people</a> <a href="https://pubeurope.com/tags/retail" class="mention hashtag" rel="nofollow noopener" target="_blank">#retail</a> <a href="https://pubeurope.com/tags/sale" class="mention hashtag" rel="nofollow noopener" target="_blank">#sale</a> <a href="https://pubeurope.com/tags/shelf" class="mention hashtag" rel="nofollow noopener" target="_blank">#shelf</a> <a href="https://pubeurope.com/tags/Shopping" class="mention hashtag" rel="nofollow noopener" target="_blank">#Shopping</a> <a href="https://pubeurope.com/tags/ShoppingCart" class="mention hashtag" rel="nofollow noopener" target="_blank">#ShoppingCart</a> <a href="https://pubeurope.com/tags/store" class="mention hashtag" rel="nofollow noopener" target="_blank">#store</a> <a href="https://pubeurope.com/tags/supermarket" class="mention hashtag" rel="nofollow noopener" target="_blank">#supermarket</a> <a href="https://pubeurope.com/tags/women" class="mention hashtag" rel="nofollow noopener" target="_blank">#women</a>

HGPU groupAccelerated discovery and design of Fe-Co-Zr magnets with tunable magnetic anisotropy through machine learning and parallel computing<a href="https://mast.hpc.social/tags/CUDA" class="mention hashtag" rel="nofollow noopener" target="_blank">#CUDA</a> <a href="https://mast.hpc.social/tags/Physics" class="mention hashtag" rel="nofollow noopener" target="_blank">#Physics</a> <a href="https://mast.hpc.social/tags/MaterialsScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#MaterialsScience</a> <a href="https://mast.hpc.social/tags/CondensedMatter" class="mention hashtag" rel="nofollow noopener" target="_blank">#CondensedMatter</a> <a href="https://mast.hpc.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#MachineLearning</a> <a href="https://mast.hpc.social/tags/ML" class="mention hashtag" rel="nofollow noopener" target="_blank">#ML</a> <a href="https://mast.hpc.social/tags/Package" class="mention hashtag" rel="nofollow noopener" target="_blank">#Package</a><a href="https://hgpu.org/?p=30007" rel="nofollow noopener" translate="no" target="_blank">https://hgpu.org/?p=30007</a>

HGPU groupParEval-Repo: A Benchmark Suite for Evaluating LLMs with Repository-level HPC Translation Tasks<a href="https://mast.hpc.social/tags/CUDA" class="mention hashtag" rel="nofollow noopener" target="_blank">#CUDA</a> <a href="https://mast.hpc.social/tags/OpenMP" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenMP</a> <a href="https://mast.hpc.social/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LLM</a> <a href="https://mast.hpc.social/tags/CodeGeneration" class="mention hashtag" rel="nofollow noopener" target="_blank">#CodeGeneration</a> <a href="https://mast.hpc.social/tags/Benchmarking" class="mention hashtag" rel="nofollow noopener" target="_blank">#Benchmarking</a> <a href="https://mast.hpc.social/tags/Package" class="mention hashtag" rel="nofollow noopener" target="_blank">#Package</a><a href="https://hgpu.org/?p=30005" rel="nofollow noopener" translate="no" target="_blank">https://hgpu.org/?p=30005</a>

Statistics GlobeUsing dplyr and ggplot2 in R can significantly streamline your data analysis process, making it easier to work with complex data sets.I have created a video tutorial in collaboration with Albert Rapp, where I demonstrate how to do this in practice: <a href="https://www.youtube.com/watch?v=EKISB0gnue4" rel="nofollow noopener" translate="no" target="_blank">https://www.youtube.com/watch?v=EKISB0gnue4</a><a href="https://mastodon.social/tags/coding" class="mention hashtag" rel="nofollow noopener" target="_blank">#coding</a> <a href="https://mastodon.social/tags/datavisualization" class="mention hashtag" rel="nofollow noopener" target="_blank">#datavisualization</a> <a href="https://mastodon.social/tags/rprogramming" class="mention hashtag" rel="nofollow noopener" target="_blank">#rprogramming</a> <a href="https://mastodon.social/tags/dataviz" class="mention hashtag" rel="nofollow noopener" target="_blank">#dataviz</a> <a href="https://mastodon.social/tags/statisticalanalysis" class="mention hashtag" rel="nofollow noopener" target="_blank">#statisticalanalysis</a> <a href="https://mastodon.social/tags/package" class="mention hashtag" rel="nofollow noopener" target="_blank">#package</a> <a href="https://mastodon.social/tags/datastructure" class="mention hashtag" rel="nofollow noopener" target="_blank">#datastructure</a> <a href="https://mastodon.social/tags/ggplot2" class="mention hashtag" rel="nofollow noopener" target="_blank">#ggplot2</a> <a href="https://mastodon.social/tags/bigdata" class="mention hashtag" rel="nofollow noopener" target="_blank">#bigdata</a> <a href="https://mastodon.social/tags/tidyverse" class="mention hashtag" rel="nofollow noopener" target="_blank">#tidyverse</a>

HGPU groupWiLLM: An Open Wireless LLM Communication System<a href="https://mast.hpc.social/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LLM</a> <a href="https://mast.hpc.social/tags/Package" class="mention hashtag" rel="nofollow noopener" target="_blank">#Package</a><a href="https://hgpu.org/?p=29979" rel="nofollow noopener" translate="no" target="_blank">https://hgpu.org/?p=29979</a>

kazewazeSoundz - <a href="https://soundzjs.vercel.app" rel="nofollow noopener" translate="no" target="_blank">https://soundzjs.vercel.app</a>Makes it easy to wrap your UI Elements with Beautiful, Accessible, and Customizable Sound Effects! <a href="https://mastodon.social/tags/html" class="mention hashtag" rel="nofollow noopener" target="_blank">#html</a> <a href="https://mastodon.social/tags/css" class="mention hashtag" rel="nofollow noopener" target="_blank">#css</a> <a href="https://mastodon.social/tags/typescript" class="mention hashtag" rel="nofollow noopener" target="_blank">#typescript</a> <a href="https://mastodon.social/tags/ts" class="mention hashtag" rel="nofollow noopener" target="_blank">#ts</a> <a href="https://mastodon.social/tags/tsx" class="mention hashtag" rel="nofollow noopener" target="_blank">#tsx</a> <a href="https://mastodon.social/tags/javascript" class="mention hashtag" rel="nofollow noopener" target="_blank">#javascript</a> <a href="https://mastodon.social/tags/js" class="mention hashtag" rel="nofollow noopener" target="_blank">#js</a> <a href="https://mastodon.social/tags/jsx" class="mention hashtag" rel="nofollow noopener" target="_blank">#jsx</a> <a href="https://mastodon.social/tags/react" class="mention hashtag" rel="nofollow noopener" target="_blank">#react</a> <a href="https://mastodon.social/tags/reactjs" class="mention hashtag" rel="nofollow noopener" target="_blank">#reactjs</a> <a href="https://mastodon.social/tags/next" class="mention hashtag" rel="nofollow noopener" target="_blank">#next</a> <a href="https://mastodon.social/tags/nextjs" class="mention hashtag" rel="nofollow noopener" target="_blank">#nextjs</a> <a href="https://mastodon.social/tags/component" class="mention hashtag" rel="nofollow noopener" target="_blank">#component</a> <a href="https://mastodon.social/tags/components" class="mention hashtag" rel="nofollow noopener" target="_blank">#components</a> <a href="https://mastodon.social/tags/npm" class="mention hashtag" rel="nofollow noopener" target="_blank">#npm</a> <a href="https://mastodon.social/tags/node" class="mention hashtag" rel="nofollow noopener" target="_blank">#node</a> <a href="https://mastodon.social/tags/package" class="mention hashtag" rel="nofollow noopener" target="_blank">#package</a> <a href="https://mastodon.social/tags/npm" class="mention hashtag" rel="nofollow noopener" target="_blank">#npm</a> <a href="https://mastodon.social/tags/sound" class="mention hashtag" rel="nofollow noopener" target="_blank">#sound</a> <a href="https://mastodon.social/tags/sounds" class="mention hashtag" rel="nofollow noopener" target="_blank">#sounds</a> <a href="https://mastodon.social/tags/soundeffects" class="mention hashtag" rel="nofollow noopener" target="_blank">#soundeffects</a> <a href="https://mastodon.social/tags/accessibility" class="mention hashtag" rel="nofollow noopener" target="_blank">#accessibility</a> <a href="https://mastodon.social/tags/accessible" class="mention hashtag" rel="nofollow noopener" target="_blank">#accessible</a> <a href="https://mastodon.social/tags/customization" class="mention hashtag" rel="nofollow noopener" target="_blank">#customization</a> <a href="https://mastodon.social/tags/easy" class="mention hashtag" rel="nofollow noopener" target="_blank">#easy</a>

Steven SandersonYes I just added 20 issues to my <a href="https://rstats.me/tags/RandomWalker" class="mention hashtag" rel="nofollow noopener" target="_blank">#RandomWalker</a> <a href="https://rstats.me/tags/R" class="mention hashtag" rel="nofollow noopener" target="_blank">#R</a> <a href="https://rstats.me/tags/Package" class="mention hashtag" rel="nofollow noopener" target="_blank">#Package</a> <a href="https://rstats.me/tags/GitHub" class="mention hashtag" rel="nofollow noopener" target="_blank">#GitHub</a> repo! Yes there are 20 more distributions coming to RandomWalker :)Issues: <a href="https://github.com/spsanderson/RandomWalker/issues" rel="nofollow noopener" translate="no" target="_blank">https://github.com/spsanderson/RandomWalker/issues</a><a href="https://rstats.me/tags/R" class="mention hashtag" rel="nofollow noopener" target="_blank">#R</a> <a href="https://rstats.me/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#RStats</a> <a href="https://rstats.me/tags/RProgramming" class="mention hashtag" rel="nofollow noopener" target="_blank">#RProgramming</a> <a href="https://rstats.me/tags/Programming" class="mention hashtag" rel="nofollow noopener" target="_blank">#Programming</a> <a href="https://rstats.me/tags/Code" class="mention hashtag" rel="nofollow noopener" target="_blank">#Code</a> <a href="https://rstats.me/tags/Tech" class="mention hashtag" rel="nofollow noopener" target="_blank">#Tech</a>

Erik C. ThauvinFour Ways to Deal With Repeated ‘Delivery Attempted’ Messages When You’re Actually Home. Delivery services sometimes seem hell bent on not delivering your package despite your best efforts.<a href="https://mastodon.social/tags/delivery" class="mention hashtag" rel="nofollow noopener" target="_blank">#delivery</a> <a href="https://mastodon.social/tags/fedex" class="mention hashtag" rel="nofollow noopener" target="_blank">#fedex</a> <a href="https://mastodon.social/tags/package" class="mention hashtag" rel="nofollow noopener" target="_blank">#package</a> <a href="https://mastodon.social/tags/ups" class="mention hashtag" rel="nofollow noopener" target="_blank">#ups</a><a href="https://lifehacker.com/money/how-to-fix-inaccurate-attempted-delivery-messages-when-home" rel="nofollow noopener" translate="no" target="_blank">https://lifehacker.com/money/how-to-fix-inaccurate-attempted-delivery-messages-when-home</a>

Felix Palmen :freebsd: :c64:Related question, only for people who *have* some need for either authentication or proof-of-work added to their <a href="https://mastodon.bsd.cafe/tags/nginx" class="mention hashtag" rel="nofollow noopener" target="_blank">#nginx</a>:Would you consider <a href="https://mastodon.bsd.cafe/tags/swad" class="mention hashtag" rel="nofollow noopener" target="_blank">#swad</a> if there was a pre-built <a href="https://mastodon.bsd.cafe/tags/package" class="mention hashtag" rel="nofollow noopener" target="_blank">#package</a> (or port) for your OS? IOW, is building and installing it manually from source an issue?

Statistics GlobeComparing groups is often one of the main goals in data visualizations. The ggplot2 package in R, along with its powerful extensions, makes it easy to create visualizations that highlight differences, trends, and relationships between groups.Click this link for detailed information: <a href="https://statisticsglobe.com/online-course-data-visualization-ggplot2-r" rel="nofollow noopener" translate="no" target="_blank">https://statisticsglobe.com/online-course-data-visualization-ggplot2-r</a><a href="https://mastodon.social/tags/businessanalyst" class="mention hashtag" rel="nofollow noopener" target="_blank">#businessanalyst</a> <a href="https://mastodon.social/tags/datavisualization" class="mention hashtag" rel="nofollow noopener" target="_blank">#datavisualization</a> <a href="https://mastodon.social/tags/statistics" class="mention hashtag" rel="nofollow noopener" target="_blank">#statistics</a> <a href="https://mastodon.social/tags/package" class="mention hashtag" rel="nofollow noopener" target="_blank">#package</a> <a href="https://mastodon.social/tags/ggplot2" class="mention hashtag" rel="nofollow noopener" target="_blank">#ggplot2</a> <a href="https://mastodon.social/tags/rstats" class="mention hashtag" rel="nofollow noopener" target="_blank">#rstats</a>

Hacker Newsuv: An extremely fast Python package and project manager, written in Rust<a href="https://github.com/astral-sh/uv" rel="nofollow noopener" translate="no" target="_blank">https://github.com/astral-sh/uv</a><a href="https://mastodon.social/tags/HackerNews" class="mention hashtag" rel="nofollow noopener" target="_blank">#HackerNews</a> <a href="https://mastodon.social/tags/uv" class="mention hashtag" rel="nofollow noopener" target="_blank">#uv</a> <a href="https://mastodon.social/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python</a> <a href="https://mastodon.social/tags/Rust" class="mention hashtag" rel="nofollow noopener" target="_blank">#Rust</a> <a href="https://mastodon.social/tags/package" class="mention hashtag" rel="nofollow noopener" target="_blank">#package</a> <a href="https://mastodon.social/tags/manager" class="mention hashtag" rel="nofollow noopener" target="_blank">#manager</a> <a href="https://mastodon.social/tags/fast" class="mention hashtag" rel="nofollow noopener" target="_blank">#fast</a> <a href="https://mastodon.social/tags/performance" class="mention hashtag" rel="nofollow noopener" target="_blank">#performance</a>

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