Tootfinder

A pictures says more than 1000 words. How much more can an audio representation of your data tell you? #rstats

sonify: Data Sonification - Turning Data into Sound
Sonification (or audification) is the process of representing data by sounds in the audible range. This package provides the R function sonify() that transforms univariate data, sampled at regular or irregular intervals, into a continuous sound with time-varying frequency. The ups and downs in frequency represent the ups and downs in the data. Sonify provides a substitute for R's plot function to simplify data analysis for the visually impaired.

🇺🇦 #NowPlaying on KEXP's #Expansions
R⧸V Calypso:
🎵 Ubatuba
#R⧸VCalypso
https://open.spotify.com/track/2G2IqnwYDiiK7EFt49r4HI

The fastverse is a suite of complementary high-performance packages for statistical computing and data manipulation in R. #rstats

GitHub - fastverse/fastverse: An Extensible Suite of High-Performance and Low-Dependency Packages for Statistical Computing and Data Manipulation in R
An Extensible Suite of High-Performance and Low-Dependency Packages for Statistical Computing and Data Manipulation in R - fastverse/fastverse

The timing of the last r-process event near Earth from interstellar 60Fe, 244Pu and 247Cm deposition on Earth: #radionuclides trapped in a deep-sea sample point to an ancient cosmic event.

Söder will also umfassende Reformen bis zum 4. Juli 2026 (da geht der Bundestag in die Sommerpause). Das sind grob 6 Wochen und es ist Fußballweltmeisterschaft der Männer. Da gehen Sεaεuεeεrεeεiεeεnε gεeεgεeεnε dεaεsε fεaεuεlεeε Pεaεcεkε Refromen für das Volk sicherlich gut durch. #politik #reform

"Zwingend notwendig": CSU-Chef Söder fordert Reformen bis zur Sommerpause
Bis zur Sommerpause will die Koalition ein großes Reformpaket auf den Weg bringen. CSU-Chef Söder hält das auch für "zwingend notwendig", sagte er in der ARD. Eine Verlängerung des Tankrabatts kann er sich vorstellen.

#BaywatchKittens
Season 2 Episode 19 "The Lost Treasure of Tower 12"
#RandomBaywatch #lvdlpx

Communication de la Commission
C(2026) 4730 final, 10.07.2026
Guidelines on the Application of Article 13(5) of Directive (EU) 2022/2557 on the Resilience of Critical Entities
La Commission européenne a adopté les lignes directrices non contraignantes prévue Š l’Article 13 (5) de la Directive CER qui visent Š préciser les mesures de #résilience que les

🇺🇦 #NowPlaying on KEXP's #MorningShow
R.E.M.:
🎵 Stand
#REM
https://djjohnculturereworksofficial.bandcamp.com/track/stand-dj-john-culture-rework

Are you making slides with Quarto or R Markdown and need a timer e.g. for breaks or group work? There is the {countdown} package for you: #rstats

🇺🇦 Auf radioeins läuft...
Röyksopp feat. Robyn:
🎵 Monument
#NowPlaying #Röyksopp #Robyn
https://open.spotify.com/track/6OAVJ8DAAQOi3q60SNYb4N

Ich war übrigens dieses Jahr auch beim @…
Es war sehr schön. So schön das ich von Montag bis Sonntag exakt zwei (random) Bilder gemacht habe weil ich ansonsten einfach da war.
#festival

🇺🇦 #NowPlaying on KEXP's #ElSonido
Ralphie Choo:
🎵 P.I.R.R.I.
#RalphieChoo
https://open.spotify.com/track/4PKnU6PICOeVRSJYVYDBDz

Cute comics of R functions by @…: https://allisonhorst.com/r-packages-functions

Allison Horst - R Packages & Functions

🇺🇦 #NowPlaying on #BBC6Music's #SteveLamacq
Röyksopp:
🎵 Eple
#Röyksopp
https://poloar.bandcamp.com/track/r-yksopp-eple-polo-edit
https://open.spotify.com/track/7pbEKdMWHGwPQSDGfcNycM

#FotoVorschlag "Überwiegend weiss": Bild von einer abendlichen #Radtour mit dem #BromptonElectricGLine (mit

Impressionen von der zweiten Etappe des #Malerweg​es von #Räumichtmühle nach Ostrauer Mühle. 🌲🌲🌲
Übrigens, #Wanderroutentipps in diesem Bundesland mit GPX-Track findet I…

Do you (sometimes) use print() or message() for debugging your code? Next time you can use {icecream} instead: #rstats

Ice Cream for R Programmers - Turtletopia: a blog about programming in R
Icecream is a tool which may serve as a more sophisticated replacement of using print while debugging.

🇺🇦 #NowPlaying on KEXP's #MorningShow
R.E.M.:
🎵 Fall on Me
#REM
https://deathcabforcutie.bandcamp.com/track/fall-on-me-r-e-m-cover

Getting started with Shiny to make interactive web-apps with R: #rstats

Overview | Building Web Apps with R Shiny
This class will teach you the basics of Shiny app programming, giving you skills that will form the basis of almost any app you want to build. By the end of the class, you will have created a custom app that collects and saves data, allows users to dynamically visualize the data, and produces downloadable reports.

🇺🇦 Auf radioeins läuft...
DJ Koze feat. Róisín Murphy:
🎵 Illumination
#NowPlaying #DJKoze #RóisínMurphy
https://open.spotify.com/track/1ZxupIHdg9f9btB3QKwjtN

#rstats #osrm.backend 0.4 now uses it's own repo with @… binaries that are packaged to be self contained (shipping with all required libraries) and immutable. Details at

A curated list of awesome tools to assist 📦 development in R programming language. #rstats #📦

GitHub - IndrajeetPatil/awesome-r-pkgtools: A curated list of awesome tools for R package development
A curated list of awesome tools for R package development - IndrajeetPatil/awesome-r-pkgtools

Nagelsmann wurde nach dem WM-Debakel vom DFB zurückgetreten. Kai Wegner lügt seit Monaten übers Blackout in Lichterfelde und tritt im September einfach zur Wiederwahl an. Christoph Schwennicke fragt: Wo ist die politische Verantwortung geblieben? #Rücktrittskultur #Wegner

🇺🇦 #NowPlaying on BBCRadio3's #LateJunction
Rhodri Davies:
🎵 Lwc i'r Ceffyl Melyn (Luck for the Yellow Horse)
#RhodriDavies
https://open.spotify.com/track/1lj1iKpNgd5PfftsbyWWAw

🇺🇦 #NowPlaying on KEXP's #Early
R.E.M.:
🎵 Radio Free Europe
#REM
https://theartsmixof2.bandcamp.com/track/r-e-m-radio-free-europe-the-art-mix-edit-kzp-rms
https://open.spotify.com/track/6l6O0Q6pd1tc1DiE7GLy4u

oh god. it's perfect
#rats #vtuber
https://old.reddit.com/r/RATS/comments

I'm working on something big: A new package for async communication between R and Emacs. The output should be a terminal run in Emacs, at the level of Arf and Radian.
If you use #rstats on #emacs stay tunned

Public Service Announcement: Leave Flock Cameras alone...
#flock #resist

Eigentlich würde ich hier ja schon bald eine #Rückrufaktion wegen #Brandgefahr erwarten - die Dinger sind derart sinnlos scharf, dass man fast von Fleischverschwendung sprechen muss. Und ich esse gern scharf.
#migros

Deutsche Bahn Liebe
Reisende*r etwas überfordert und unklar mit den eigenen Tickets. Irgendwie hat sie die Einstellung gesetzt, dass sie ein Deutschlandticket hat - hat sie aber nicht. Nun ist ihr Ticket nicht ab Kiel, sondern Hamburg City gültig. Der Schaffner hilft ihr, dass passende Ticket bis Hamburg City zu lösen und erklärt geduldig das Missverständnis. #RE70

#DirkBenedict #ProductPlacement
Season 3 Episode 4 "Rookie Of The Year"
#RandomBaywatch

🇺🇦 #NowPlaying on #BBC6Music's #TheBethDittoShow
M/A/R/R/S:
🎵 Pump Up The Volume
#M #A #R #S
https://labedit.bandcamp.com/track/m-a-r-r-s-pump-up-the-volume-labedit-lv

🐢 #Atuin replaces your shell history with a #SQLite database & records rich context for every command — exit code, duration, working directory, hostname & session.
Hit ctrl-r for a full-screen, fuzzy-searchable history UI.

I am more fluent in LaTeX than in plotmath expression. If you are the same, latex2exp will make your life easier. https://cran.r-project.org/web/packages/latex2exp/vignettes/using-latex2exp.html

My top 5 for Apr 26 – May 2
1. Fatboi Sharif & Child Actor
2. Dwarves
3. Seclusion
4. Malou Madi
5. Badterms
(via Pano Scrobbler)
#punk #oi #rap

🇺🇦 #NowPlaying on KEXP's #Early
R. Missing:
🎵 New Present City
#RMissing
https://rmissing.bandcamp.com/track/new-present-city-2
https://open.spotify.com/track/2AmPrYVqoxdlG9SPpzOEUL

What They Forgot to Teach You About R: #rstats

🇺🇦 #NowPlaying on KEXP's #MorningShow
R.E.M.:
🎵 It’s the End of the World as We Know It (and I Feel Fine)
#REM
https://godisinthetvzine.bandcamp.com/track/it-s-the-end-of-the-world-as-we-know-it-and-i-feel-fine-2021-version
https://open.spotify.com/track/2oSpQ7QtIKTNFfA08Cy0ku

r-charts.com provides example code for a variety of chart types, both in base R and ggplot: #rstats #ggplot…

R CHARTS | A collection of charts and graphs made with the R programming language
Over 1400 graphs with reproducible code divided in 8 big categories and over 50 chart types, in addition of tools to choose and create colors and color palettes

🇺🇦 #NowPlaying on #BBC6Music's #FreakZonePlaylist
Rónšn œ Snodaigh & Myles O'Reilly:
🎵 Níl Aon Easpa Orm
#RónánÓSnodaigh #MylesOReilly
https://open.spotify.com/track/0CuoTnAk25LohxjwT0wKY2

🇺🇦 Auf radioeins läuft...
Röyksopp:
🎵 In Space
#NowPlaying #Röyksopp
https://open.spotify.com/track/2cSUXR0BEkEA97sYtQWTeA

Auf der 1. Etappe vom #Malerweg durch das #Elbsandsteingebirge von #Räumichtmühle nach #Krippen

🇺🇦 #NowPlaying on KEXP's #VarietyMix
R.E.M.:
🎵 Find the River
#REM
https://thequietones.bandcamp.com/track/find-the-river-r-e-m
https://open.spotify.com/track/1e3Q7gE5TRUklXOlZFKIrv

R learning for applied statistics by Chenxin Li: #rstats

Make sure your code follows a consitent style using the {lintr} package. #rstats

A Linter for R Code
Checks adherence to a given style, syntax errors and possible semantic issues. Supports on the fly checking of R code edited with RStudio IDE, Emacs, Vim, Sublime Text, Atom and Visual Studio Code.

🇺🇦 #NowPlaying on KEXP's #MorningShow
R.E.M.:
🎵 Can’t Get There From Here
#REM
https://kylerichards.bandcamp.com/track/cant-get-there-from-here-r-e-m
https://open.spotify.com/track/3uftyv2SS2I6umRFchzG3t

🇺🇦 Auf radioeins läuft...
Róisín Murphy:
🎵 Narcissus (Edit)
#NowPlaying #RóisínMurphy
https://open.spotify.com/track/2rvf2BakEtTF05VkJYXUrA

{testthat} is great for automatic testing. Here are some tricks for the heavy user: #rstats

Sometimes (often) one ends up needing to run older versions of R using older versions of packages. Evercran might be just the tool to help with that: #RStats…

GitHub - r-hub/evercran: Any version of R -- with the matching version of CRAN
Any version of R -- with the matching version of CRAN - r-hub/evercran

Das #Rezept des Tages:
🍛 Vegetarisches Linsen-Mangold-Curry
Das #Linsengericht ist eines der #Rezepte, das ich im

Vegetarisches Linsen-Mangold-Curry: Einfache und leckere Mahlzeit in 30 Minuten
Probiere dieses schnelle und einfache Rezept für Linsen-Mangold-Curry aus. Perfekt für ein gesundes Abendessen in nur 30 Minuten.

🇺🇦 #NowPlaying on KEXP's #DriveTime
R.E.M.:
🎵 Begin the Begin
#REM
https://remhq.bandcamp.com/track/begin-the-begin-live

The {cli} package makes it easy to show pretty and informative messages to the user of your code. #rstats #terminal

GitHub - r-lib/cli: Tools for making beautiful & useful command line interfaces
Tools for making beautiful & useful command line interfaces - r-lib/cli

🇺🇦 #NowPlaying on #BBC6Music's #CraigCharles
R.E.M.:
🎵 Man on the Moon
#REM
https://musballadsnvk.bandcamp.com/track/r-e-m-man-on-the-moon
https://open.spotify.com/track/4jLv3tDBu8ww2R07DvL12s

🇺🇦 #NowPlaying on KEXP's #DriveTime
RJD2:
🎵 Ghostwriter
#RJD2
https://clozinger.bandcamp.com/track/rjd2-ghostwriter-clozinger-remix
https://open.spotify.com/track/5Nn2Dj7OQsGL6pgQ9iIzPp

{slider} helps with aggregation over (sliding) windows, both index and time period based: #rstats

GitHub - r-lib/slider: Sliding Window Functions
Sliding Window Functions. Contribute to r-lib/slider development by creating an account on GitHub.

🇺🇦 Auf radioeins läuft...
Schwester S, Rödelheim Hartreim Projekt:
🎵 Hier kommt die Schwester
#NowPlaying #SchwesterS #RödelheimHartreimProjekt

There are many situations were you need access to different R versions: rig is a way to manage them #rstats

🇺🇦 #NowPlaying on KEXP's #MechanicalBreakdown
R. Missing:
🎵 Verónica Pass
#RMissing
https://rmissing.bandcamp.com/track/ver-nica-pass-sally-shapiro-mix
https://open.spotify.com/track/4bDOgyXzdqu74giNhwXMX5

🇺🇦 #NowPlaying on #BBC6Music's #Afrodeutsche
Robert Glasper:
🎵 Better Than I Imagined (feat. H.E.R. & Meshell Ndegeocello)
#RobertGlasper
https://igor360.bandcamp.com/track/robert-glasper-better-than-i-imagined-igor360-remix-feat-h-e-r-meshell-ndegeocello
https://open.spotify.com/track/4i8AsLFPCFip6SbEDOFvYq

The functions in the {withr} package allow to change your environment temporarily. E.g. create a temp file for a {testthat} test and clean it up afterwards. #rstats

Run Code With Temporarily Modified Global State
A set of functions to run code with safely and temporarily modified global state. Many of these functions were originally a part of the devtools package, this provides a simple package with limited dependencies to provide access to these functions.

🇺🇦 Auf radioeins läuft...
R.E.M.:
🎵 Shiny Happy People
#NowPlaying #REM
https://open.spotify.com/track/6YN6A8ppveObxb2usM3AQF

🇺🇦 #NowPlaying on KEXP's #VarietyMix
Roxy Music:
🎵 More Than This
#RoxyMusic
https://jompatott.bandcamp.com/track/roxy-music-more-than-this-jompatott-reggae-blend
https://open.spotify.com/track/6N7gPTru90HYLRUIVDQ185

🇺🇦 #NowPlaying on KEXP's #MorningShow
Radiohead:
🎵 Weird Fishes/Arpeggi
#Radiohead
https://ghostdata.bandcamp.com/track/radiohead-weird-fishes-arpeggi-ghost-data-remix
https://open.spotify.com/track/4wajJ1o7jWIg62YqpkHC7S

🇺🇦 Auf radioeins läuft...
Röyksopp:
🎵 The Girl And The Robot
#NowPlaying #Röyksopp
https://open.spotify.com/track/5HAOkY0sfcNfy576ZTHdTD

🇺🇦 #NowPlaying on KEXP's #Early
R.E.M.:
🎵 Near Wild Heaven
#REM
https://palmroad.bandcamp.com/track/near-wild-heaven-r-e-m-cover
https://open.spotify.com/track/378HOooPNo6LRIfVHb15nW

It has happened to the best of us: You forgot the name of a function or the package that function was in but you are sure its there somewhere and does exactly what you need! Introduce {forgot}, it helps you find that function: https://github.com/parmsam/forgot

🇺🇦 #NowPlaying on KEXP's #MiddayShow
R.E.M.:
🎵 Finest Worksong
#REM
https://hellvetika.bandcamp.com/track/finest-worksong

{constructive} prints code that can be used to recreate R objects. Like dput, but better... #rstats

Display Idiomatic Code to Construct Most R Objects
Prints code that can be used to recreate R objects. In a sense it is similar to base

If you set limits for a scale (e.g. x-axis) in ggplot, how would you like data outside of that range be handled? There is the oob parameter for that and a set of functions to use with it: https://scales.r-lib.org/reference/oob.html

🇺🇦 Auf radioeins läuft...
Röyksopp:
🎵 Here She Comes Again
#NowPlaying #Röyksopp
https://open.spotify.com/track/74yc92Sz8uASKnWdLmls6w

🇺🇦 #NowPlaying on KEXP's #VarietyMix
R.E.M.:
🎵 Losing My Religion
#REM
https://ericfaria.bandcamp.com/track/r-e-m-losing-my-religion-eric-faria-remix
https://open.spotify.com/track/31AOj9sFz2gM0O3hMARRBx

Function-oriented Make-like declarative workflows for R #rstats

GitHub - ropensci/targets: Function-oriented Make-like declarative workflows for R
Function-oriented Make-like declarative workflows for R - ropensci/targets

Its good to have many tests in your R package, but it can be a pain to debug some failing tests when it happens. {lazytest} for the rescue: only rerun the failing tests, until they pass: #RStats

A template for data analysis projects structured as R packages (or not) https://github.com/Pakillo/template by @…

GitHub - Pakillo/template: A template for data analysis projects structured as R packages (or not)
A template for data analysis projects structured as R packages (or not) - Pakillo/template

🇺🇦 #NowPlaying on KEXP's #DriveTime
Röyksopp:
🎵 Eple
#Röyksopp
https://poloar.bandcamp.com/track/r-yksopp-eple-polo-edit
https://open.spotify.com/track/7pbEKdMWHGwPQSDGfcNycM

Tidy Modeling with R: #rstats #machinelearning

Tidy Modeling with R
The tidymodels framework is a collection of R packages for modeling and machine learning using tidyverse principles. This book provides a thorough introduction to how to use tidymodels, and an outline of good methodology and statistical practice for phases of the modeling process.

🇺🇦 #NowPlaying on KEXP's #MorningShow
R.E.M.:
🎵 Crazy
#REM
https://gocrazyondabeat.bandcamp.com/track/dreams-bsftone-066-x-p-r-e-m-o-prodbygocrazy

{lubridate} makes working with dates in R just that little bit easier: #rstats #dates

Make Dealing with Dates a Little Easier
Functions to work with date-times and time-spans: fast and user friendly parsing of date-time data, extraction and updating of components of a date-time (years, months, days, hours, minutes, and seconds), algebraic manipulation on date-time and time-span objects. The lubridate package has a consistent and memorable syntax that makes working with dates easy and fun.

Handy RStudio addins for reshaping and navigating in code: #rstats #rstudio

Primer to get you started with Optimization and Mathematical Programming in R #rstats

CRAN Task View: Optimization and Mathematical Programming
This CRAN Task View contains a list of packages that offer facilities for solving optimization problems. Although every regression model in statistics solves an optimization problem, they are not part of this view. If you are looking for regression methods, the following views will also contain useful starting points: MachineLearning, Econometrics, Robust Packages are categorized according to the following sections. See also the “Related Links” and “Other Resources” sections at the end.

🇺🇦 #NowPlaying on KEXP's #DriveTime
Rodriguez:
🎵 Inner City Blues
#Rodriguez
https://raymee.bandcamp.com/track/inner-city-blues
https://open.spotify.com/track/1pU1pXG43llTiLi1JXl57c

🇺🇦 #NowPlaying on KEXP's #MiddayShow
R.L. Burnside:
🎵 Rollin' & Tumblin'
#RLBurnside
https://rlburnside.bandcamp.com/track/rollin-and-tumblin-2
https://open.spotify.com/track/6vFvvMA65VEDbizsYAf3xR

The {conflicted} package makes sure that namespace conflicts are solved explicitly and prevents unpleasent surprises: #rstats

{ggrain}: Raincloud plots for ggplot2: #rstats #dataviz

GitHub - njudd/ggrain: {package} Make beautiful Raincloud plots in R!
{package} Make beautiful Raincloud plots in R! Contribute to njudd/ggrain development by creating an account on GitHub.

🇺🇦 #NowPlaying on KEXP's #MiddayShow
R.E.M.:
🎵 Fall on Me
#REM
https://deathcabforcutie.bandcamp.com/track/fall-on-me-r-e-m-cover

🇺🇦 #NowPlaying on KEXP's #MorningShow
R.E.M.:
🎵 It’s the End of the World as We Know It (and I Feel Fine)
#REM
https://open.spotify.com/track/2oSpQ7QtIKTNFfA08Cy0ku

The inner working of parquette/arrow data in R: #rstats

Unpacking Arrow Datasets – Notes from a data witch
A comment on how Datasets work in Apache Arrow. I’m not really sure who the audience for this one. Am I just talking to myself? Probably.

Polars is a lightning fast DataFrame library/in-memory query engine with parallel execution and cache efficiency. And now you can use is with the tidyverse syntax: #rstats

More Efficient Tidyverse Code, Using Polars in the Background
Polars is a cross-language tool for manipulating very large data. However, one drawback is that the R implementation has a syntax that will look odd to many R users who are not used to Python syntax. The objective of tidypolars is to improve the ease-of-use of Polars in R by providing tidyverse syntax to polars.

🇺🇦 #NowPlaying on KEXP's #Early
Ray Charles:
🎵 Ring of Fire
#RayCharles
https://ethanhein.bandcamp.com/track/ray-charles-ring-of-fire-jam-track
https://open.spotify.com/track/4pixBk25RR65IhxyFDLM2U

Beautiful palettes based on art for R and python: #rstats #ggplot

🇺🇦 #NowPlaying on KEXP's #VarietyMix
Rick James:
🎵 Mary Jane
#RickJames
https://miketempo.bandcamp.com/track/rick-james-mary-jane-mike-tempo-edit
https://open.spotify.com/track/5hWLHFSmomXmeTXEE478My

Beside the {report} package (yesterdays note) there are more tools in the easystats collection. #rstats

GitHub - easystats/easystats: :milky_way: The R easystats-project
:milky_way: The R easystats-project. Contribute to easystats/easystats development by creating an account on GitHub.

🇺🇦 #NowPlaying on #KEXP's #Early
R.E.M.:
🎵 Man on the Moon
#REM
https://musballadsnvk.bandcamp.com/track/r-e-m-man-on-the-moon
https://open.spotify.com/track/4jLv3tDBu8ww2R07DvL12s

Visualize dependencies between functions: #rstats

GitHub - lewinfox/foodwebr: Function dependency graphs in R
Function dependency graphs in R. Contribute to lewinfox/foodwebr development by creating an account on GitHub.

🇺🇦 #NowPlaying on KEXP's #DriveTime
Röyksopp:
🎵 Happy Up Here
#Röyksopp
https://open.spotify.com/track/3atK9rLswfEvLbR1HZH2Hy

Not sure any longer which libraries your script actually needs? #rstats

Script for finding loaded but unused packages in R scripts
Script for finding loaded but unused packages in R scripts - analyze_pkg_usage.R

Make paint-by-number pictures in R: #rstats

GitHub - cj-holmes/paintr: Create paint by numbers images
Create paint by numbers images. Contribute to cj-holmes/paintr development by creating an account on GitHub.

🇺🇦 #NowPlaying on KEXP's #MorningShow
RY X:
🎵 Salt
#RYX
https://h-e-n-r-y.bandcamp.com/track/turn-the-ocean-back-into-salt-2
https://open.spotify.com/track/5MGVXn9HwbKorJnaF45xOF

I have a habbit of making (too) many (small) packages for functionality that might be reused in different context. {box} might be an alternative by making scripts into modlues that can be loaded: #RStats

‘box’: Write Reusable, Composable and Modular R Code
A modern module system for R. Organise code into hierarchical, composable, reusable modules, and use it effortlessly across projects via a flexible, declarative dependency loading syntax.

{piggyback} makes it easier to attach large files (e.g. input data) to code in github repos: #rstats

GitHub - ropensci/piggyback: :package: for using large(r) data files on GitHub
:package: for using large(r) data files on GitHub. Contribute to ropensci/piggyback development by creating an account on GitHub.