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How to make heatmaps in ggplot
May 1, 2025
Heatmaps are a common way of representing data. In this blog post, I'll show you how to make your own heatmaps using ggplot. In the process, you'll learn a bit about working with the {sf} package, specifically the st_make_grid() function to make a grid, the st_intersection() function to clip the boundaries of your geography to the grid you create, and st_join() to do spatial joins. This blog post is adapted from a lesson in the Mapping with R course . If you want to learn to make heatmaps...
Use shadows in ggplot to highlight findings
April 24, 2025
In our consulting work, we make a lot of the data visualization for parameterized reporting . It’s something I spoke about in my 2024 Cascadia R Conf talk, How to Make a Thousand Plots Look Good: Data Viz Tips for Parameterized Reporting . One example I gave in this talk came from our work with the Johns Hopkins International Vaccine Access Center and the World Health Organization . In this project, we made reports for the Immunization Agenda 2030 project, which tracks the progress countries...
Create your own custom {ggplot2} theme
April 3, 2025
Creating custom themes in {ggplot2} lets you elevate your data visualizations from standard to standout. Whether you’re aiming for a polished, brand-consistent look for your organization or a unique aesthetic that reflects your personal style, a custom theme function makes it easy to apply your design to all figures with a single line of code. In this tutorial, we’ll cover: the essentials of the powerful ggplot2::theme() function, including how to adjust fonts, colors, sizing, and spacing;...
Hide text labels with small values to make charts made in ggplot easier to read
March 13, 2025
One issue that we often face when making data visualization in reports is text not fitting into graphs. This happened to us when working on reports for the Connecticut Data Collaborative and the Partnership for Strong Communities in Connecticut. The reports we made , which show key demographic and housing indicators for towns and counties across the state, have bar charts that show the housing cost burden for renters and home owners in the state. In addition to the categories severe burden...
What's New in R
A weekly roundup of new resources in the world of R.
What’s New in R: June 30, 2025
June 30, 2025
Welcome to this week’s edition of What’s New in R ! This week, we’re featuring ggplot becoming an adult, a critique of vibe coding in scientific research, and updates to a tool for automatically formatting your R code. Let’s dive in! ggplot turns 18 The famous package for data viz, {ggplot2}, recently turned 18. It’s hard to overstate the impact it has had. If you want to know more about its impact, this QZ article from a few years ago is a great place to start . Read More → Vibe coding...
What’s New in R: June 23, 2025
June 23, 2025
Welcome to this week’s edition of What’s New in R ! This week, we’re featuring exciting developments in AI for R users, a deep dive into LA County’s population trends, and a guide to using renv in R. Let’s dive in! Lots Happening in the LLM/R Space In this LinkedIn post, Veerle Van Leemput shares insights into the latest developments in AI for R users. It’s got a roundup of some packages to help you use large language models in your work. Read More → Los Angeles County Population In this...
What’s New in R: June 16, 2025
June 16, 2025
Welcome to this week’s edition of What’s New in R ! This week, we’re featuring a workshop recording on creating impactful visualizations, a guide to mapping large numbers of Census tracts, and a tutorial on the new use() function in R. Let’s dive in! More than pretty graphs: Tips, tricks and resources to elevate your dataviz In this workshop from last November, Cara Thompson explores how to create visualizations that are not just aesthetically pleasing but also impactful and informative....
What’s New in R: June 9, 2025
June 9, 2025
Welcome to this week’s edition of What’s New in R ! This week, we’re featuring a guide on translating Quartofiles, an exploration of Quarto for book creation, and a tutorial on creating animated population pyramids. Let’s dive in! Translating Quarto (and other markdown files) into any language In this insightful post by Frank Aragona, you’ll learn how to translate Markdown files using R. In this walkthrough, Aragona shows how he used R to translate Quarto files from English to Spanish...
R in 2 Minutes
Short videos highlighting useful R packages and functions.
How to add speaker notes to Quarto slides
June 26, 2025
Have you ever been presenting slides and wished you had some hidden notes to help guide you through your presentation? There is a super helpful feature in Quarto that lets you add speaker notes to your slides - and your audience will never see them! In this quick video, I show you how to: Add speaker notes to your Quarto slides Access your notes during presentations Keep your notes on a second screen This has been a game-changer for me when teaching R in 3 Months sessions. I can keep track of...
How to conditionally execute code chunks in Quarto
June 5, 2025
Ever had a Quarto document where some code works perfectly in HTML but looks awful in Word (or vice versa)? I just ran into this problem with tables -{gt} tables look great in HTML but not so hot in Word, while {flextable} works beautifully in Word format. In this quick video, I show you a neat trick for conditionally executing code in Quarto. This is super handy when you're creating documents that need to be exported to multiple formats. No more manually commenting out code or creating...
How to add patterns to your plots with {ggpattern}
May 15, 2025
Ever wanted to add patterns to your plots made with ggplot? You can with the {ggpattern} package! Check out this short intro to the package. If you want to go deeper on {ggpattern}, check out its documentation website for all of the details about how it works. Code used:
Learn to make an R package in less than 2 minutes
April 17, 2025
Have you ever wanted to create your own R package but thought it was too complicated? I used to think the same thing! But I recently learned how to create a simple theme package in R, and I want to show you just how easy it can be. So easy that I can demonstrate the process in just two minutes! In this quick video, I walk you through the step-by-step process of creating your own R package. Here's what I cover: Creating a new package project in RStudio Setting up the package structure using...
Podcast
Conversations with users around the world about interesting things they are doing with R.
R for the Rest of Us Podcast Episode 27: Garrick Aden-Buie
June 12, 2025
In Episode 27 of R for the Rest of Us , we sit down with Garrick Aden-Buie, a senior software engineer at Posit (formerly RStudio), to explore his latest project: brand.yml . This innovative tool aims to simplify and unify branding across various data science outputs, including Quarto documents, Shiny apps, and more. Garrick shares the inspiration behind brand.yml, stemming from his experiences in creating custom theming solutions at different organizations. Recognizing the repetitive nature...
R for the Rest of Us Podcast Episode 26: Deepali Kank
May 8, 2025
In this episode of R for the Rest of Us podcast, I chat with Deepali Kank, a talented R user and data visualization expert. Deepali shares her journey from creating static visualizations in ggplot2 to building interactive charts using Observable Plot, a JavaScript-based tool. We dive into her recent projects, explore how Observable makes it easy to add interactivity, and talk about how it compares with tools like Shiny and Quarto dashboards. If you're curious about expanding your data viz...
R for the Rest of Us Podcast Episode 25: Robert Smith
March 20, 2025
In this episode, I chat with Robert Smith, a health economist and co-founder of Dark Peak Analytics. Rob shares his unique career path from academia to advising the UK government during the COVID-19 pandemic, where he helped shape public health decisions through data modeling. We also discuss his work with Parkrun, a free community running event, and how data science can be used to promote equitable access to fitness. Using R, Rob and his team analyzed participation trends and developed...
R for the Rest of Us Podcast Episode 24: Simon Couch
February 27, 2025
In this episode, I chat with Simon Couch, a software engineer at Posit, where he develops open-source statistical software and maintains several R packages. Simon’s work spans AI-powered coding tools that enhance R workflows and improve efficiency. We dive deep into his latest projects: {pal} (renamed to {chores}) – an AI-powered assistant that streamlines code updates and automates tedious R programming tasks. {gander} – an innovative tool that integrates AI into RStudio and Positron,...