R Weekly Highlights

A glimpse of refactoring functional R code to object-oriented programming with R6, using benchmarking as another input to adopting package dependencies, and building a high-performance CSV reader by combining R and Rust. Episode Links This week's curator: Tony Elhabr - @TonyElHabr (Twitter) & @tonyelhabr@skrimmage.com (Mastodon) Object-Oriented Express: Refactoring in R Using benchmarking...

From the "is there anything R cannot do" department comes QR code scanning, a tidy time series analysis on a major problem in the roads of Pittsburgh, and rolling up your sleeves with custom ggplot2 tricks to enhance a spatial visualization. Episode Links This week's curator: Colin Fay - [@_ColinFay]]( https://twitter.com/_ColinFay ) (Twitter) Scanning QR codes in R Forecasting Pitts...

A collection of post-workshop answers for the R/Pharma introduction to tidymodels workshop, the Shiny UI Editor takes a huge step out of the alpha stage, and a unique approach to Shiny modules with the new component package. Episode Links This week's curator: Eric Nantz - @theRcast (Twitter) & @rpodcast@podcastindex.social (Mastodon) Answering some {tidymodels} questions ShinyUIEditor: Out...

Another collection of package testing workflow nuggets you can make great use of today, the definitive guide to effective use of logging in Shiny applications from the recent Shiny in Production conference, and a cautionary tale of the potential impact of default function arguments in your downstream analytical pipelines. Episode Links This week's curator: Tony Elhabr - @TonyElHabr (Twitter) &...

How the {potools} package jump-starts your R package translations, the most-upvoted feature request lands in the RStudio IDE with GitHub Copilot integration, and a reflective post on the multiple paths to reproducible data science workflows in R. Episode Links This week's curator: Jon Calder ( @jonmcalder ) (Twitter) How to translate your package's messages with {potools} GitHub Copilot in...

A new contender for speedy fuzzy joins of data frames enough to make Sonic jealous, a novel use of ggplot2 for creating a map that could have come from a vintage typewriter, and the immense progress of detecting R package system dependencies. Episode Links This week's curator: Ryo Nakagawara - @R_by_Ryo ) (Twitter) & @R_by_Ryo@mstdn.social (Mastodon) {zoomerjoin} 0.1.0 : Superlatively-fast...

Reflections on the amazing posit::conf(2023), a new framework that'll have you snap into HTML slides, the Nix reproducible data science train powers forward into CI/CD territory, and leveraging parallel processing in spatial data prediction. Episode Links This week's curator: Batool Almarzouq - @batool664 (Twitter) Reflections on posit conf(2023) Snap Slides: a Lightweight HTML Presentatio...

Another adventure with incorporating R packages into a WebR application, annotating your fancy equations in a Quarto PDF document, and unleasing a Bayesian model on UFO sightings data. Episode Links This week's curator: Jon Carroll - @carroll_jono (Twitter) & @jonocarroll@fosstodon.org (Mastodon) Preloading your R packages in webR in an Express JS API A guide to annotating equations in qua...

A batch of R functions to level-up your development tasks, revisting a classic R inferno on object allocation, and a call for proposals to take R's infrastructure to new heights. Episode Links This week's curator: Colin Fay - @_ColinFay (Twitter) Three (four?) R functions I enjoyed this week Pre-allocating vectors is for nerds Grants For R Language Infrastructure Projects Available Now! En...

The next generation of object-oriented programming in R arrives on CRAN, a novel use of R to automate R scripts and documents for Tidy Tuesday analyses, and a terrific presentation de-mystifying the world of web APIs in R. Episode Links This week's curator: Eric Nantz - @theRcast (Twitter) & @rpodcast@podcastindex.social (Mastodon) {S7} 0.1.0 : An Object Oriented System Meant to Become a S...

A few key practices for data preprocessing leveraging the tidyverse, more amazing wins with open source to process high-dimensional USDA geospatial data sets, and an infinitely fascinating look at how recursion and infinite data structures can be used in your R adventures. Episode Links This week's curator: Jon Carroll - @carroll_jono (Twitter) & @jonocarroll@fosstodon.org (Mastodon) Best...

Another excellent use case of Nix for solving R package installation woes, a practical dev journey of wrapping C code in an R package, and a guide for using the new refugees R package from UNHCR. Episode Links This week's curator: Ryo Nakagawara - @R_by_Ryo ) (Twitter) & @R_by_Ryo@mstdn.social (Mastodon) She issued install.packages() -- you won't believe what happened next! Wrapping C...

How a novel blend of automation and the YouTube API formed a new R-Ladies meetup recording dashboard built entirely with R, the momentum of webR continues with a fantastic guide to create a serverless Shiny app, and a new challenger in the world of high-performance data manipulation libraries arrives. Episode Links This week's curator: Jon Calder ( @jonmcalder ) (Twitter) Using flexdashboard t...

Reducing usage of for loops with the reduce function from purrr, filling spatial maps with density gradients to account for overplotting, and a fun way to add attribution to your fancy ggplots. Episode Links This week's curator: Tony Elhabr - @TonyElHabr (Twitter) & @tonyelhabr@skrimmage.com (Mastodon) Reducing my for loop usage with purrr::reduce() How to fill maps with density gradients...

How consistent formatting and styling is valuable technique for debugging, a visual tour-de-force of jazzing up your ggplots with the amazing ecosystem of extension packages, and why a little investment in learning HTML and CSS is worth your time as an R programmer. Episode Links This week's curator: Batool Almarzouq - @batool664 (Twitter) Tips for debugging and cleaning broken code Jazz up yo...

The second edition of the highly-regarded R for Data Science arrives with substantial updates, an adventure with "A Programming Language" that brings new perspectives to functional programming approaches, and a new take on reproducibility in data science combining R with the Nix packaging system. Episode Links This week's curator: Eric Nantz - @theRcast (Twitter) & @rpodcast@podc...

Releasing an Word document table into the land of markdown, a practical overview of sharing your machine learning model with others, and taking local control of checking the builds of your package across computing architectures. Episode Links This week's curator: Colin Fay - [@_ColinFay]]( https://twitter.com/_ColinFay ) (Twitter) Convert a Word table to Markdown How Can Someone Else Use My Mo...

Uncovering powerful use cases of the slice() function in the tidyverse, a batch of new features and fixes for column labeling in gt 0.9.0, and a fun journey with tidymodels and visualizations on just how much the Reverend Thomas Bayes may have earned from his own home (probably). Episode Links This week's curator: Jon Carroll - @carroll_jono (Twitter) & @jonocarroll@fosstodon.org (Mastodon...

A batch of useful patterns for your next R project, the highly-anticipated dashboard components of {bslib} have arrived, and creating circle-based charts with customization using {ggtricks}. Episode Links This week's curator: Tony Elhabr - @TonyElHabr (Twitter) & @tonyelhabr@skrimmage.com (Mastodon) Three useful (to me) R patterns Towards easy, delightful, and customizable dashboards in Sh...

Another terrific illustration of open-source collaboration in the latest updates to gptstudio, and a comprehensive journey of web scraping in R to bring much-needed automation to a practical research problem. Episode Links This week's curator: Jon Calder ( @jonmcalder ) (Twitter) On updating a chat assistant app for the RStudio IDE Static and Dynamic Web Scraping with R Entire issue available...

Another gem in the functional programming toolkit with partial functions, simplifying R package creation using fusen, and a creative visualization of worldwide parliament representation. Episode Links This week's curator: Ryo Nakagawara - @R_by_Ryo ) (Twitter) & @R_by_Ryo@mstdn.social (Mastodon) Curried functions in R - Examples with purrr and ggplot2 {fusen}: Simplifying Writing Packages...

A must-have resource to get you primed for testing R packages interfacing with the web, how ggblend taps into new compositing functionality for clearer plots, and how R stacks up with Excel in handling dates. Episode Links This week's curator: Batool Almarzouq - @batool664 (Twitter) Better Understanding Your Tools Choices with Online Book HTTP Testing in R ggblend: Blending and compositing alg...

Introducing the new ggflowchart package, how a dockerized development environment is another win for reproducibility, and our take on Colin Fay's keynote from the Appsilon Shiny Conference. Episode Links This week's curator: Sam Parmar - @parmsam_ (Twitter) & @parmsam@fosstodon.org (Mastodon) Introducing {ggflowchart} Why you should consider working on a dockerized development environm...

Why effective code reviews can bring many benefits to data science teams, the origin story of the sketch package to transpile R code to JavaScript, and a primer on error handling in both R and Python. Episode Links This week's curator: Colin Fay - @_ColinFay (Twitter) Pull Requests, Code Review, and The Art of Requesting Changes Sketch Package looks to add JavaScript to R packages Error Handli...

A few strict checks offered in R 4.3.0, measuring and writing performant code in the Tidyverse, and a please for indenting your code with (more) spaces. Episode Links This week's curator: Eric Nantz - @theRcast (Twitter) & @rpodcast@podcastindex.social (Mastodon) What's new in R 4.3.0? Writing performant code with tidy tools On Indentation in R Entire issue available at rweekly.org/202...