#tidyverse
LightNews LightNews
opinionhaver.bsky.social
case_when(TRUE==1~”big”)

Tidyverse syntax kinda fucked up this joke huh
December 18, 2025 at 10:32 PM
yalesph.bsky.social
For the ones who whisper sweet nothings like “tidyverse,” “ggplot,” and “logistic regression.”

Six weeks at Yale.
Big data. Bigger impact.

Applications for the Big Data Summer Immersion at Yale are open → BDSY.org

All undergrads are eligible to apply.

#DataScience #UndergraduateResearch
Tag your friend who thinks Python is a love language. Yale School of Public Health Big Data Summer Immersion or R. or SAS. or SQL. We don’t judge.* *Some exclusions may apply. They’ll thrive at BDSY 2026 a six-week deep dive into big data & public health. Yale School of Public Health Big Data Summer Immersion Apps open now at BDSY.org Open to all undergrads Yale School of Public Health Big Data Summer Immersion
December 18, 2025 at 9:01 PM
bigbookofr.com
Doing Bayesian Data Analysis in brms and the tidyverse by A Solomon Kurz
#RStats
https://bigbookofr.com/chapters/statistics.html#doing-bayesian-data-analysis-in-brms-and-the-tidyverse
December 17, 2025 at 4:34 PM
mehrad.fosstodon.org.ap.brid.gy
Why {tidyr} amd {dplyr} are in danger? Aren't they heavily supported by #tidyverse folks?

#rstats

https://rstats.me/@repositories_news/115731299595209578
Repository news (@[email protected])
Of all them there are some packages affected by multiple package's deadlines:4321 affected by 2, 2924 affected by 3, 3177 affected by 4, 2131 affected by 5, 847 affected by 6, 347 affected by 7, 89 affected by 8, 20 affected by 9, 2 affected by 10, 1 affected by 11, 1 affected by 12. Check if a package you are interested in is affected at: https://www.cranhaven.org/dashboard-at-risk.html Support the maintainers of the #rstats packages you depend!
rstats.me
December 16, 2025 at 9:20 PM
dslc.io
It's #TidyTuesday y'all! Show us what you made on our Slack at https://dslc.io!
#RStats #PyData #JuliaLang #RustLang #DataViz #DataScience #DataAnalytics #data #tidyverse #DataBS
December 16, 2025 at 1:12 PM
jonthegeek.com
@dslc.io welcomes you to week 50 of #TidyTuesday! We're exploring Roundabouts across the world!

📂 https://tidytues.day/2025/2025-12-16
📰 https://www.kittelson.com/ideas/how-many-roundabouts-are-in-the-united-states/

#RStats #PyData #JuliaLang #DataViz #tidyverse #r4ds
Logo for the #TidyTuesday Project. The words TidyTuesday, A weekly data project from the Data Science Learning Community (dslc.io) overlaying a black paint splash. TidyTuesday is a weekly social data project. All are welcome to participate! Please remember to share the code used to generate your results! TidyTuesday is organized by the Data Science Learning Community. Join our Slack for free online help with R and other data-related topics, or to participate in a data-related book club! How to Participate Data is posted to social media every Monday morning. Follow the instructions in the new post for how to download the data. Explore the data, watching out for interesting relationships. We would like to emphasize that you should not draw conclusions about causation in the data. Create a visualization, a model, a shiny app, or some other piece of data-science-related output, using R or another programming language. Share your output and the code used to generate it on social media with the #TidyTuesday hashtag. Hexagonal illustration of a roundabout with three cars circling around a central island. The circular island features four green trees or bushes arranged in a clover-like pattern. The cars include an orange car, a red car, and a yellow car. Gray roads with white dashed lane markings connect to the roundabout from multiple directions, surrounded by green grass areas. The word 'roundabouts' appears in yellow text on the road.
December 15, 2025 at 1:50 PM
gringene.org
I just completed "Playground" - Day 8 - Advent of Code 2025 #AdventOfCode adventofcode.com/2025/day/8

Apparently R has no problem creating a distance matrix with a million elements; it was essentially instantaneous (0.005s user).

Also, I seem to have difficulty understanding that 999 is not 1000.
Code snippet for creating the distance matrix: library(tidyverse); readLines("input.day8.txt") %>% strsplit(",") %>% sapply(as.numeric) %>% t() -> input.poss; dist(input.poss) %>% as.matrix() -> input.dist; [I didn't strictly need the 'as.matrix' command, but it simplified later code]
December 15, 2025 at 8:38 AM
bigbookofr.com
The Tidyverse Cookbook by Edited by Garrett Grolemund
#RStats
https://bigbookofr.com/chapters/r%20programming.html#the-tidyverse-cookbook
December 14, 2025 at 4:28 PM
tommytang.bsky.social
3/ R solution (tidyverse + purrr)
library(purrr)
library(tidyverse)

f_files <- list.files("results/superEnhancer/rna_expression/MSTC",
pattern = "featureCount.txt", full.names = TRUE)
December 13, 2025 at 2:45 PM
safest-integer.mastodon.social.ap.brid.gy
library(tidyverse)
m = maps::map(plot=FALSE)
s=sample
tibble(x=m$x, y=m$y, g=cumsum(is.na(x))) |>
na.omit() |>
group_by(g) |>
reframe(
x0=min(x)+s(3), x1=max(x)+s(3),
y0=min(y)+s(3), y1=max(y)+s(3),
c=paste(1:3)) |>
ggplot() +
geom_rect(aes(
xmin=x0, xmax=x1, ymin=y0, ymax=y1, col=c),
fill=NA […]
Original post on mastodon.social
mastodon.social
December 13, 2025 at 1:05 AM
iantimaeus.bsky.social
It's unfair I know, but I learnt classic R and every single mention of the tidyverse brings that scene from Alien to mind.
December 12, 2025 at 9:10 PM
chanret.bsky.social
If you replicate the authors' analysis using post code fixed effects, you get a highly (substantively and statistically) significant effect.

Rent control makes you +0.64 SDs less NIMBY.
R code: ```{r} ### Load libraries library(tidyverse) library(here) library(rdrobust) library(mgcv) library(broom) here::i_am("source_results/cjh_edit.R") # Read main dataset df <- read_rds(here::here("data", "data_main.rds")) |> filter(!is.na(treated_rd_relative)) # Standardize continuous outcomes df <- df |> mutate(index_nimbyism = as.vector(scale(index_nimbyism))) ### Estimate RDDs ### (1) with postcode rd_post_code <- rdrobust(y = df$index_nimbyism, x = df$years_rel_2013, c = 0, h = 5, b = 5, covs = model.matrix(~ educ + sex + interior_quality + post_code - 1, data = df)) ### Effect of -0.6 SDs (95% CI: -1.264, -0.273) summary(rd_post_code) ``` Regression discontinuity output Number of Obs. 608 BW type Manual Kernel Triangular VCE method NN Number of Obs. 446 162 Eff. Number of Obs. 446 162 Order est. (p) 1 1 Order bias (q) 2 2 BW est. (h) 5.000 5.000 BW bias (b) 5.000 5.000 rho (h/b) 1.000 1.000 Unique Obs. 446 162 ===================================================================== Point Robust Inference Estimate z P>|z| [ 95% C.I. ] --------------------------------------------------------------------- RD Effect -0.640 -3.099 0.002 [-1.314 , -0.296] =====================================================================
December 12, 2025 at 7:11 PM
laserhedvig.bsky.social
If you use #rstats regularly to wrangle data, here are two good things to know about subsetting with dplyr::filter and an aspect of how tibbles work that can cause hiccups in your data flow if you're not careful
hedvigsr.tumblr.com/post/7904205...
hedvigsr.tumblr.com/post/8026716...
#tidyverse
Unexpected behaviour from tidyverse tibbles that can cause big problems
Tidyverse is a set of R-packages that work on the same principles and work well with each other, and they have revolutionised the R-universe. Besides creating a whole lot of handy functions (my...
hedvigsr.tumblr.com
December 11, 2025 at 10:25 PM
kjhealy.co
I’m teaching a course on data wrangling with R & the tidyverse for @stathorizons.bsky.social in January. Filled to the brim with ways to do the stuff you have to do before you can run any of your spiffy models and that often breezily gets glossed over even though it’ll take up 90% of your time.
Data Wrangling with the Tidyverse | Online Seminar | Code Horizons
Learn how to clean, organize, and prepare your research data in R using the tidyverse with Kieran Healy, Ph.D., in this online seminar.
codehorizons.com
December 11, 2025 at 7:47 PM
davisvaughan.bsky.social
Join us to talk all things R, Python, Positron, Air, tidyverse, and cosmere!
libbyheeren.bsky.social Libby Heeren @libbyheeren.bsky.social · 8d
How lucky am I that these 2 agreed to join me not just at DS Lab to share #Positron settings, but now TODAY @ the Hangout to share about their dev jobs!

Let's be real, we're all Brandon Sanderson #Cosmere nerds, too, that's gonna come up 😂

Join us @ 12PM ET! pos.it/dsh

#databs #rstats #python
Promotional image for the Data Science Hangout. Two headshots are at the top: Isabel on the left is a smiling white woman with short brown hair and a black top, Davis on the right is a smiling white man with short brown hair and a blue shirt. Under the photos there is text that reads: 11 December 2025 at 12PM ET Isabel Zimmerman and David Vaughan, Software Engineers at Posit. Join us with Isabel and Davis from Posit to chat about building R and Python packages, working on the tooling that powers Positron, and Air, the powerful R formatter.
December 11, 2025 at 4:10 PM
drmowinckels.io
4/ Real-World Impact: tidyverse packages serve millions of users. They evolve constantly without breaking everyone's code. lifecycle is how they do it. Learn from the best.
NEWS.md
December 10, 2025 at 11:01 AM
nettaikinoco.bsky.social
疲れすぎたので、おやつにカップ焼きそばを食べて気持ちがわるくなっている。
論文用のグラフをRで準備（ひさしぶりのtidyverseと、はじめましてのzoo）。

午後は会議だけど、疲労でいらだっているので非常に危ない。
昨日もやばいメールを書いてしまったし。
家族のプチトラブルもあったし。
December 10, 2025 at 2:11 AM
alexanderfurnas.com
No that rules

And definitely switch back and forth between base R and tidyverse a lot for no reason
December 9, 2025 at 8:18 PM
pgdataviz.bsky.social
Family/Christmas/Birthday/Work means this may be the last attempt at #TidyTuesday this year. First full year doing it and enjoyed. Not sure if I got better though!

Code Here: pgdatavizandstats.netlify.app/data_visuali...

#rstats | #tidyverse | #dataviz
Picture of Qar-tar prices in Qatar
December 9, 2025 at 6:50 PM
andrew.heiss.phd
Ah, I see! The closest I can get is two separate stat_* layers from ggdist. I can't figure out how to force this into a stat_lineribbon_and_pointinterval or whatever :(
library(tidyverse) library(ggdist) data("sleepstudy", package = "lme4") ggplot(sleepstudy, aes(x = Days, y = Reaction)) + geom_point() + stat_lineribbon(.width = 0, color = "red", show.legend = FALSE) + stat_pointinterval(.width = 0, color = "red") A scatterplot with red points and a red line
December 9, 2025 at 4:03 PM
smachlis.bsky.social
I know some people fret about ‘different versions of R’ developing, but I think it's great that people with different syntax preferences have options. Base R still works. Data.table exists and is awesome. The tidyverse is a wonderful ecosystem. Syntax likes/dislikes are personal!
December 9, 2025 at 1:16 PM
dslc.io
It's #TidyTuesday y'all! Show us what you made on our Slack at https://dslc.io!
#RStats #PyData #JuliaLang #RustLang #DataViz #DataScience #DataAnalytics #data #tidyverse #DataBS
December 9, 2025 at 1:11 PM
cborstell.bsky.social
The {qatarcars} dataset for #TidyTuesday

How do the sizes of different car types relate to the dimensions of a standard parking space?
🅿️🚗🅿️🚙🅿️🛻🅿️🚙

Code: github.com/borstell/tid...

#ggplot2 #RStats #DataViz
A plot titled "Qatar Cars: 105 car models' length & width relative to a standard parking space of 2.5×5 meters". Each car model's length and width is plotted as overlapping dotted line boxes relative to drawn white lines representing the size of a parking spot. Four different model types each have one parking space: coupe, hatchback, sedan and SUV. SUVs are borderline not fitting inside the parking space. Data: Musgrave (2025) {qatarcars} via TidyTuesday | Packages: {tidyverse, ggtext} | Visualization: C. Börstell.
December 8, 2025 at 10:00 PM
jonthegeek.com
Curator: @andrew.heiss.phd
@dslc.io welcomes you to week 49 of #TidyTuesday! We're exploring Cars in Qatar!

📂 https://tidytues.day/2025/2025-12-09
📰 https://musgrave.substack.com/p/introducing-the-qatar-cars-dataset

#RStats #PyData #JuliaLang #DataViz #tidyverse #r4ds
Logo for the #TidyTuesday Project. The words TidyTuesday, A weekly data project from the Data Science Learning Community (dslc.io) overlaying a black paint splash. TidyTuesday is a weekly social data project. All are welcome to participate! Please remember to share the code used to generate your results! TidyTuesday is organized by the Data Science Learning Community. Join our Slack for free online help with R and other data-related topics, or to participate in a data-related book club! How to Participate Data is posted to social media every Monday morning. Follow the instructions in the new post for how to download the data. Explore the data, watching out for interesting relationships. We would like to emphasize that you should not draw conclusions about causation in the data. Create a visualization, a model, a shiny app, or some other piece of data-science-related output, using R or another programming language. Share your output and the code used to generate it on social media with the #TidyTuesday hashtag. Hex logo for the {qatarcars} package, with the title "Qatar Cars" overlaid on an illustrated car that is decorated with the design and colors of the Qatari flag. A scatterplot showing the number of seconds to accelerate from 0 to 100 km/h on the x-axis (ranging from 0 to 15 seconds) and the logged price of cars in the y-axis (ranging from $10,000 to $10,000,000 USD). The points are colored by engine type (electric, hybrid, and petrol). The plot includes an annotation pointing out the $2.2 million Lotus Evija, which is an electric hypercar with an acceleration time of about a second, and another annotation highlighting the fact that electric cars tend to accelerate quickly.
December 8, 2025 at 2:10 PM