Libby Heeren
@libbyheeren.bsky.social
Posit DS Hangout host & data educator. Data Weasel. Community Builder. Teaches R+Python.
🔉 Heeren == "hair-en" ✨
LinkedIn: https://www.linkedin.com/in/libbyheeren
DS Hangout: https://pos.it/dsh
🔉 Heeren == "hair-en" ✨
LinkedIn: https://www.linkedin.com/in/libbyheeren
DS Hangout: https://pos.it/dsh
Dear #databs, #rstats, and #pydata: Jon and I aren't saying you should submit a hilarious #TidyTuesday dataset for @hadley.nz to analyze, but we're not NOT saying that 😌 Time is ticking
I haven't pushed this update to CRAN yet, but tidytuesdayR curation officially works in positron on dev now, and I accepted a python submission last week, so EVERYONE can participate in this effort to mess with @hadleywickham
January 31, 2026 at 4:02 AM
Dear #databs, #rstats, and #pydata: Jon and I aren't saying you should submit a hilarious #TidyTuesday dataset for @hadley.nz to analyze, but we're not NOT saying that 😌 Time is ticking
I'm excited to inform you:
@hadley.nz to join the #DSLab Feb 17, live-coding a #TidyTuesday analysis. Snoop the tools he uses & ask Qs in the chat! 👀
I regret to inform you:
I've challenged him to only speak in Gen-Z slang for the entire Lab & he's accepted 🙊 pos.it/dslab ⬅️👏🏻
#rstats #databs
@hadley.nz to join the #DSLab Feb 17, live-coding a #TidyTuesday analysis. Snoop the tools he uses & ask Qs in the chat! 👀
I regret to inform you:
I've challenged him to only speak in Gen-Z slang for the entire Lab & he's accepted 🙊 pos.it/dslab ⬅️👏🏻
#rstats #databs
January 30, 2026 at 11:12 PM
I'm excited to inform you:
@hadley.nz to join the #DSLab Feb 17, live-coding a #TidyTuesday analysis. Snoop the tools he uses & ask Qs in the chat! 👀
I regret to inform you:
I've challenged him to only speak in Gen-Z slang for the entire Lab & he's accepted 🙊 pos.it/dslab ⬅️👏🏻
#rstats #databs
@hadley.nz to join the #DSLab Feb 17, live-coding a #TidyTuesday analysis. Snoop the tools he uses & ask Qs in the chat! 👀
I regret to inform you:
I've challenged him to only speak in Gen-Z slang for the entire Lab & he's accepted 🙊 pos.it/dslab ⬅️👏🏻
#rstats #databs
Loving all the #TidyTuesday shares this week!! Just sad that all my corporate finance and corporate accounting classes didn't prepare me to easily understand the data 🤣
This week’s #TidyTuesday dives into Brazilian company data 🗺️
🎻Below is a violin plot showing how share capital varies by legal structure
🔗 Code: github.com/C-Monaghan/t...
#RStats #dataviz #ggplot2
🎻Below is a violin plot showing how share capital varies by legal structure
🔗 Code: github.com/C-Monaghan/t...
#RStats #dataviz #ggplot2
January 29, 2026 at 6:29 PM
Loving all the #TidyTuesday shares this week!! Just sad that all my corporate finance and corporate accounting classes didn't prepare me to easily understand the data 🤣
Made a quick video showing:
- what the git integration in #Positron looks like
- what running a Shiny app locally in Positron looks like
- how easy it is to push an update to a live Shiny app hosted on Posit Connect Cloud (I'm just using the free version here!) #rstats #databs
youtu.be/-HDW3eHPt5w
- what the git integration in #Positron looks like
- what running a Shiny app locally in Positron looks like
- how easy it is to push an update to a live Shiny app hosted on Posit Connect Cloud (I'm just using the free version here!) #rstats #databs
youtu.be/-HDW3eHPt5w
Updating a Shiny app hosted on Posit Connect Cloud using Positron
YouTube video by Libby Heeren
youtu.be
January 29, 2026 at 2:44 AM
Made a quick video showing:
- what the git integration in #Positron looks like
- what running a Shiny app locally in Positron looks like
- how easy it is to push an update to a live Shiny app hosted on Posit Connect Cloud (I'm just using the free version here!) #rstats #databs
youtu.be/-HDW3eHPt5w
- what the git integration in #Positron looks like
- what running a Shiny app locally in Positron looks like
- how easy it is to push an update to a live Shiny app hosted on Posit Connect Cloud (I'm just using the free version here!) #rstats #databs
youtu.be/-HDW3eHPt5w
ADMIN DAY! Tabs = closed, software = updated, emails = being done, compliance training = barf!
A day with no meetings is like the only way this happens. TAKE AN ADMIN DAY! Next, editing / publishing DS Hangout & DS Lab videos 🎥📹📽️
Love that all my "video" emoji options are old tech ❤️
A day with no meetings is like the only way this happens. TAKE AN ADMIN DAY! Next, editing / publishing DS Hangout & DS Lab videos 🎥📹📽️
Love that all my "video" emoji options are old tech ❤️
January 28, 2026 at 8:40 PM
ADMIN DAY! Tabs = closed, software = updated, emails = being done, compliance training = barf!
A day with no meetings is like the only way this happens. TAKE AN ADMIN DAY! Next, editing / publishing DS Hangout & DS Lab videos 🎥📹📽️
Love that all my "video" emoji options are old tech ❤️
A day with no meetings is like the only way this happens. TAKE AN ADMIN DAY! Next, editing / publishing DS Hangout & DS Lab videos 🎥📹📽️
Love that all my "video" emoji options are old tech ❤️
If you stay to the end of this episode with the amazing @emilyriederer.bsky.social, you'll get to hear something really cooooool!
Also, listen for this lesson: watch people code whenever you can ❤️
overcast.fm/+ABQHd_PtRq4
Also, listen for this lesson: watch people code whenever you can ❤️
overcast.fm/+ABQHd_PtRq4
Emily Riederer: Column selectors, data quality, and learning in public — The Test Set by Posit
Emily Riederer writes Python with an R accent, and we’re all comfortable with it. In this episode, Emily reflects on her journey through R, Python, and SQL — from lessons learned in averaging default ...
overcast.fm
January 28, 2026 at 3:48 AM
If you stay to the end of this episode with the amazing @emilyriederer.bsky.social, you'll get to hear something really cooooool!
Also, listen for this lesson: watch people code whenever you can ❤️
overcast.fm/+ABQHd_PtRq4
Also, listen for this lesson: watch people code whenever you can ❤️
overcast.fm/+ABQHd_PtRq4
Thanks for letting me get back in teacher mode as I live-coded my way through the DS Lab today 🥰 It was sooo much fun & I just hope y'all had fun, too, & learned loads about both {ellmer} and {mall}! I freaking love this unscripted time to paircode with virtual #databs buds each week pos.it/dslab
January 27, 2026 at 8:21 PM
Thanks for letting me get back in teacher mode as I live-coded my way through the DS Lab today 🥰 It was sooo much fun & I just hope y'all had fun, too, & learned loads about both {ellmer} and {mall}! I freaking love this unscripted time to paircode with virtual #databs buds each week pos.it/dslab
Chaos code the random fun idea.
We can get so caught up in reproducibility that we forget some code is art. Don't let anyone trick you into believing that your creations aren't worth anything unless they're productionizable. There's still joy in creating with abandon, in fever-dream-coding #databs
We can get so caught up in reproducibility that we forget some code is art. Don't let anyone trick you into believing that your creations aren't worth anything unless they're productionizable. There's still joy in creating with abandon, in fever-dream-coding #databs
January 27, 2026 at 3:45 PM
Chaos code the random fun idea.
We can get so caught up in reproducibility that we forget some code is art. Don't let anyone trick you into believing that your creations aren't worth anything unless they're productionizable. There's still joy in creating with abandon, in fever-dream-coding #databs
We can get so caught up in reproducibility that we forget some code is art. Don't let anyone trick you into believing that your creations aren't worth anything unless they're productionizable. There's still joy in creating with abandon, in fever-dream-coding #databs
Emily is the GOAT!!
The thing I admire about @emilyriederer.bsky.social is that she takes tacit knowledge about so many aspects of data science, statistics, and data engineering and makes it explicit.
Really great podcast with her on the test set!
overcast.fm/+ABQHd_PtRq4
#dataBS
Really great podcast with her on the test set!
overcast.fm/+ABQHd_PtRq4
#dataBS
Emily Riederer: Column selectors, data quality, and learning in public — The Test Set by Posit
Emily Riederer writes Python with an R accent, and we’re all comfortable with it. In this episode, Emily reflects on her journey through R, Python, and SQL — from lessons learned in averaging default ...
overcast.fm
January 27, 2026 at 7:02 AM
Emily is the GOAT!!
I'll be sharing R code and @theotheredgar.bsky.social will be sharing Python code, so come get a glimpse of both! (Finally found Edgar on bluesky 😂)
Tuesday (tomorrow) Jan 27th @ 12 PM ET, Edgar Ruiz will join us on the Data Science Lab where we will live code our way through a tour of the {mall} R package (which means we'll touch on {ellmer} too!). Register at pos.it/dslab
Come see how {mall} works & hang out w/ pals!
#databs #rstats #python
Come see how {mall} works & hang out w/ pals!
#databs #rstats #python
Data Science Lab
pos.it
January 26, 2026 at 6:29 PM
I'll be sharing R code and @theotheredgar.bsky.social will be sharing Python code, so come get a glimpse of both! (Finally found Edgar on bluesky 😂)
Tuesday (tomorrow) Jan 27th @ 12 PM ET, Edgar Ruiz will join us on the Data Science Lab where we will live code our way through a tour of the {mall} R package (which means we'll touch on {ellmer} too!). Register at pos.it/dslab
Come see how {mall} works & hang out w/ pals!
#databs #rstats #python
Come see how {mall} works & hang out w/ pals!
#databs #rstats #python
Data Science Lab
pos.it
January 26, 2026 at 6:24 PM
Tuesday (tomorrow) Jan 27th @ 12 PM ET, Edgar Ruiz will join us on the Data Science Lab where we will live code our way through a tour of the {mall} R package (which means we'll touch on {ellmer} too!). Register at pos.it/dslab
Come see how {mall} works & hang out w/ pals!
#databs #rstats #python
Come see how {mall} works & hang out w/ pals!
#databs #rstats #python
I'm getting a 3D printer 🏗️ Got any resources & advice? Except for which one to get because that bell has been rung 😂
In another life, I was a CAD drafter (site plans, redlines, assessment floor plans) - are those (rusty) skills gonna come in handy with 3D printing? Any #databs 3D printing folks? 🤔
In another life, I was a CAD drafter (site plans, redlines, assessment floor plans) - are those (rusty) skills gonna come in handy with 3D printing? Any #databs 3D printing folks? 🤔
January 26, 2026 at 5:13 AM
I'm getting a 3D printer 🏗️ Got any resources & advice? Except for which one to get because that bell has been rung 😂
In another life, I was a CAD drafter (site plans, redlines, assessment floor plans) - are those (rusty) skills gonna come in handy with 3D printing? Any #databs 3D printing folks? 🤔
In another life, I was a CAD drafter (site plans, redlines, assessment floor plans) - are those (rusty) skills gonna come in handy with 3D printing? Any #databs 3D printing folks? 🤔
It is such a human thing to ask, "is it just me?" 🤔 You're an n=1 experiment. You can wonder all day long if what you're experiencing is normal, average, expected (some of those things aren't helpful, but you get the idea), but the way to really find out is to talk to people. Even when it's scary ❤️
January 24, 2026 at 2:31 PM
It is such a human thing to ask, "is it just me?" 🤔 You're an n=1 experiment. You can wonder all day long if what you're experiencing is normal, average, expected (some of those things aren't helpful, but you get the idea), but the way to really find out is to talk to people. Even when it's scary ❤️
I don't miss childhood, mine was garbage, I just miss the ability to plug into a pixelated video game or book or craft project for 12 hours and not feeling the passage of time 😫
January 23, 2026 at 8:55 PM
I don't miss childhood, mine was garbage, I just miss the ability to plug into a pixelated video game or book or craft project for 12 hours and not feeling the passage of time 😫
This is the stuff I wish I hope to see more of. In a sea of similar posts about #vibecoding, it's refreshing to read @sara-altman.bsky.social & @simonpcouch.com digging into the whethers /whys of AI's utility in data analysis. We need lighthouses in this #AI storm 🌊 #databs
posit.co/blog/llm-plo...
posit.co/blog/llm-plo...
LLMs interpret plots well, until expectations interfere - Posit
posit.co
January 22, 2026 at 11:57 PM
This is the stuff I wish I hope to see more of. In a sea of similar posts about #vibecoding, it's refreshing to read @sara-altman.bsky.social & @simonpcouch.com digging into the whethers /whys of AI's utility in data analysis. We need lighthouses in this #AI storm 🌊 #databs
posit.co/blog/llm-plo...
posit.co/blog/llm-plo...
#ADHData POV: I've worked too many hours already this week, but feel convinced I've done almost nothing 🙏🏻 Love this for me!
Writing down what I've done helps, but that becomes impossible while living in reaction mode. Every slack DM includes a bevy of new tasks to drop the ball on. #databs
Writing down what I've done helps, but that becomes impossible while living in reaction mode. Every slack DM includes a bevy of new tasks to drop the ball on. #databs
January 22, 2026 at 12:06 AM
Me, just thinking about Jira 🔥
a woman in a black dress says it - it - the f - it - flam - flames
Alt: A snippet of the movie Clue. A woman in a black dress says, "it - it - the f - it - flam - flames, on the side of my face" while pantomiming flames sprouting from the sides of her face with her hands.
media.tenor.com
January 21, 2026 at 8:57 PM
Me, just thinking about Jira 🔥
#databs nerds, gimme all your thoughts on why using the 10yr/2yr treasury spread inversion as a leading (as opposed to lagging, not "leading" as in "best") indicator of an impending recession is good/bad/unhelpful/fraught 🤔 📉
Just curious, hoping to chat with fellow nerds & learn
Just curious, hoping to chat with fellow nerds & learn
January 20, 2026 at 9:29 PM
#databs nerds, gimme all your thoughts on why using the 10yr/2yr treasury spread inversion as a leading (as opposed to lagging, not "leading" as in "best") indicator of an impending recession is good/bad/unhelpful/fraught 🤔 📉
Just curious, hoping to chat with fellow nerds & learn
Just curious, hoping to chat with fellow nerds & learn
This is in 12 minutes!! Come see how to structure your R projects so that Future You doesn't hate Past You 😂
#rstats #databs
Also, be nice to me, my eye is all messed up and I can't see well today 🙈 See you there!!
#rstats #databs
Also, be nice to me, my eye is all messed up and I can't see well today 🙈 See you there!!
Join me, @libbyheeren.bsky.social, and @ivelasq3.bsky.social for @posit.co's Data Science Lab @ 12PM ET TODAY!
I'll be walking through how I use the R package structure to work more efficiently and the tools I use to do it!
events.zoom.us/ev/ApTgbXfay...
#rstats #databs
I'll be walking through how I use the R package structure to work more efficiently and the tools I use to do it!
events.zoom.us/ev/ApTgbXfay...
#rstats #databs
Data Science Lab
events.zoom.us
January 20, 2026 at 4:49 PM
DID YOU MISS the very first #DataScienceLab when @isabelizimm.bsky.social and @davisvaughan.bsky.social joined us to talk about some of our favorite #Positron settings? Some folks had asked so I wanted to share!
It's up on YouTube here: youtu.be/QIYyeuZ_ISY
#rstats #python #databs #pydata
It's up on YouTube here: youtu.be/QIYyeuZ_ISY
#rstats #python #databs #pydata
Exploring Positron settings | Isabel Zimmerman & Davis Vaughan | Data Science Lab
YouTube video by Posit PBC
youtu.be
January 16, 2026 at 10:49 PM
DID YOU MISS the very first #DataScienceLab when @isabelizimm.bsky.social and @davisvaughan.bsky.social joined us to talk about some of our favorite #Positron settings? Some folks had asked so I wanted to share!
It's up on YouTube here: youtu.be/QIYyeuZ_ISY
#rstats #python #databs #pydata
It's up on YouTube here: youtu.be/QIYyeuZ_ISY
#rstats #python #databs #pydata
My #AdminDayWednesday got overtaken by shenanigans, so I'm carving out THIRTY MINUTES of today to close all my open tabs. And you know what that means! IT'S TIME TO PLAY, HOW MANY TABS DOES LIBBY HAVE OPEN?!
The answer is 89 browser tabs 🙈
Only 4 of them are Jira 😚 proud of me
#databs #techdebt
The answer is 89 browser tabs 🙈
Only 4 of them are Jira 😚 proud of me
#databs #techdebt
January 15, 2026 at 9:48 PM
My #AdminDayWednesday got overtaken by shenanigans, so I'm carving out THIRTY MINUTES of today to close all my open tabs. And you know what that means! IT'S TIME TO PLAY, HOW MANY TABS DOES LIBBY HAVE OPEN?!
The answer is 89 browser tabs 🙈
Only 4 of them are Jira 😚 proud of me
#databs #techdebt
The answer is 89 browser tabs 🙈
Only 4 of them are Jira 😚 proud of me
#databs #techdebt
I'm off homebrew completely. I don't know why, but it just created a layer between me & my installations that made everything harder. Maybe it's because I don't know what the heck I'm doing half the time, but I can't be the only one. Python installs are now uv, everything else is direct 😅 #databs
January 15, 2026 at 9:43 PM
I'm off homebrew completely. I don't know why, but it just created a layer between me & my installations that made everything harder. Maybe it's because I don't know what the heck I'm doing half the time, but I can't be the only one. Python installs are now uv, everything else is direct 😅 #databs
This book is a {gt} treasure trove!
rich-iannone.github.io/gt-effective...
Written by @richmeister.bsky.social, and shoutout to @libbyheeren.bsky.social for telling me about it.
#RStats
rich-iannone.github.io/gt-effective...
Written by @richmeister.bsky.social, and shoutout to @libbyheeren.bsky.social for telling me about it.
#RStats
Creating Effective Display Tables with the gt Package
rich-iannone.github.io
January 15, 2026 at 6:14 PM
TOMORROW! (Tuesday)
@andrew.heiss.phd is gonna be on the DS Lab showing us how he makes his life easier: #Positron extensions he loves, OS tools he uses, and #duckdb + Connections pane 👀
Bonus, we'll def share the "moving the activity bar" thing live, too 👏🏻
Register: pos.it/dslab
#rstats #databs
@andrew.heiss.phd is gonna be on the DS Lab showing us how he makes his life easier: #Positron extensions he loves, OS tools he uses, and #duckdb + Connections pane 👀
Bonus, we'll def share the "moving the activity bar" thing live, too 👏🏻
Register: pos.it/dslab
#rstats #databs
January 12, 2026 at 10:05 PM
TOMORROW! (Tuesday)
@andrew.heiss.phd is gonna be on the DS Lab showing us how he makes his life easier: #Positron extensions he loves, OS tools he uses, and #duckdb + Connections pane 👀
Bonus, we'll def share the "moving the activity bar" thing live, too 👏🏻
Register: pos.it/dslab
#rstats #databs
@andrew.heiss.phd is gonna be on the DS Lab showing us how he makes his life easier: #Positron extensions he loves, OS tools he uses, and #duckdb + Connections pane 👀
Bonus, we'll def share the "moving the activity bar" thing live, too 👏🏻
Register: pos.it/dslab
#rstats #databs