#rstats
R Function A Day (@rfunctionaday; 306/58): A correlation matrix is a nifty visualization for displaying relationships between multiple variables.
The {ggcorrmat} function from {ggstatsplot} 📦 creates such matrices with significance testing and other descriptive details ↔️
https://t.co/rbwEs6qVON
#rstats #DataScience https://t.co/EDPanyNE0x ↪
JD Long (@CMastication; 265/11): What if I told you “Base R is more intuitive for some folks and Tidyverse is more natural for others based on their past experiences, expectations, and how they abstract ideas about data and analysis” #rstats https://t.co/tT9wZCkGc6 ↪
Aaron Hawn (@Aaron_Hawn; 244/16): Hey @hadleywickham
Whoever wrote “across” is my new favorite person.
I <3 them.grouped_df <- function(data, vars){
tmp <- data %>%
group_by(across(all_of(vars))) %>%
summarize(across(where(is.numeric), sum))Thanks!
#tidyverse
#Rstats ↪
Nihilist Data Scientist (@nihilist_ds; 221/33): If your analysis isn’t going well, remember it is never too late to delete all your data, give up and forget that it ever happened. That’s always an option. #rstats #pydata #datascience ↪
R posts you might have missed! (@icymi_r; 200/33): ✍️📊📅 Calendar plot in R with calendR 📅 [Monthly and Yearly ggplot2 calendars]
👤 R CODER @rcoderweb
🔗 https://t.co/Rqve0kriNK
#rstats #datascience https://t.co/LIJYyHnfF8 ↪
R posts you might have missed! (@icymi_r; 193/39): ✍️ Exploring R² and regression variance with Euler/Venn diagrams
👤 Andrew Heiss @andrewheiss
🔗 https://t.co/z8cmMGBSwU
#rstats #datascience https://t.co/Gymjy3AlU0 ↪
Ukkera (@PrUkkera; 187/118): Neural networks guide
#DataAnalytics #MachineLearning #BigData #DataScience #IoT #PyTorch #Python #RStats #TensorFlow #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #WomenWhoCode #Programming #Coding #100DaysofCode #opensource #ArtificialIntelligence #AI https://t.co/WDpJYwJGt7 ↪
David Holm (@cloudpreacher; 176/99): This is what @Tesla Autopilot see
MT @Analytics_699 #Analytics #AI #Rstats #Reactjs #MachineLearning #BigData #DataScience #Linux #Serverless #SelfDrivingCars #IoT #IIoT #flutter #Innovatioj #DevCommunity #WomenWhoCode #SmartCity #EmergingTech #AutonomousVehicles #100DaysOfCode https://t.co/SXwQgcZlds ↪
Eastern Style (@EasternStyle1; 172/97): An eight-legged walking robot transformed from a motorcycle.#Analytics #MachineLearning #AI #Python #Rstats #Reactjs #IoT #IIoT #Linux #Serverless #flutter #ML #javascript #TensorFlow #BigData #CloudComputing #SDGs #SmartCities #Cloud #SmartHome #5G #Robotics #100DaysOfCode https://t.co/kmgKBD72uq ↪
Giuliano Liguori (@ingliguori; 126/86): Top 9 types of #MachineLearning algorithms, with cheat sheet
https://t.co/Mk2neUBWRo via @ingliguori HT @gp_pulipaka #BigData #Analytics #DataScience #AI #IoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #CloudComputing #DataScientist #Coding #100DaysofCode https://t.co/YUsCZ1Kt4W ↪
blogdown
Women in Statistics and Data Science (@WomenInStat; 32/4): Looking to make a personal website? Check out this awesome book that a friend shared with me (thanks @jarrenls) on making websites in R markdown! https://t.co/xD1tC0rEiB by @xieyihui @ProQuesAsker @apreshill ↪
CS Ducate (@csducate; 13/1): I have a website now! It has a normal domain name and everything. https://t.co/YalHGkj5A9
s/o to @SolomonKurz and @apreshill on their great tutorials for getting started with blogdown in R. Saved me a lot of hair-pulling. ↪
Khia Johnson (@khia_johnson; 10/0): @ctdicanio i used google sites up until i wanted to start blogging and then i did a more complicated thing, which is very similar to what @apreshill so clearly outlines in this post! https://t.co/JR9WzoFRlv ↪
Amber Thomas (@ProQuesAsker; 8/2): Last time I decided to make a new site for myself, I decided to use #rstats blogdown which was mostly undocumented and in beta at the time.
This time, I’m trying something new and using TWO things that are in beta (the @NotionHQ API and SvelteKit) https://t.co/jfKho7I7Le ↪
Philip Bulsink (@pbulsink; 7/2): Playing around with the R ‘blogdown’ package and this GEM of an example is included. It’s my new favourite. #rstats https://t.co/aBumoTmrV0 ↪
Benjamin Wolfe (he/him) (@BenjaminWolfe; 4/1): #rstats markdown #lazyweb Q:
Anyone have a working example of tabs in a #blogdown or Hugo (or other) post? I want to add them to a piece I’m collaborating on using Academic.
Happy to customize stuff as needed, just want to 👀 an example.
@llbaker1707 @grrrck @apreshill ↪
Silvia Canelón (@spcanelon; 3/2): Congrats @AdithiUpadhya, on your brand new and beautiful #HugoApero #blogdown site! 🎉 #RStats https://t.co/WF3bjr30bj ↪
Amit Arora (@aarora79; 3/2): Thank you @apreshill for your wonderful guide to using #hugo and #blogdown https://t.co/RNLXEYRw5S.
I created a website for my book and got it up and running with custom domain from namecheap and hosting on netlify. Please see https://t.co/Isk2jrWykW.
#rstats ↪
Harald Kliems (@HaraldKliems; 2/0): @adam42smith @aarontay @temorrell And more recently: Distill https://t.co/yuK6hCVzSR IMHO quite a bit easier to handle than Jekyll or Blogdown. ↪
GaboKerr (@GaboKerr; 2/0): @dialectrical I’m also remaking my website on netlify! But I can’t program for real, so I’m doing it blogdown. ↪
CS Ducate (@csducate; 2/0): See https://t.co/h6XUeBP62C and https://t.co/iA2jGpqnxv for tutorials ↪
Tyler Smith (@sedgeboy; 1/0): @bigskyalex1 @e_b_bobadilla I do the same, but have recently switched to using Zotero to manage capturing references, storing pdfs, and maintaining the .bib/.json database that gets incorporated into my documents. Works really well!
https://t.co/f1tnKq7PWS ↪
Houston H. 💉💉🎉 Haynes (@h3techdev; 1/0): @angel_d_munoz @buildWithLit @FableCompiler So first of all.. this is great! (avoiding ‘fabulous’ for obvious reasons). 😉 I asked a fellow #fsharp -er if there’s a Hugo-ish static site builder in the F# ecosystem. Do you have suggestions? I’ve spent so much time in R/markdown/blogdown/Hugo that it’s my mental model. ↪
bookdown
R posts you might have missed! (@icymi_r; 77/21): 📚🧹 Inferring a Binomial Probability via Exact Mathematical Analysis | Doing Bayesian Data Analysis in brms and the tidyverse
👤 Solomon Kurz @solomonkurz
🔗 https://t.co/fDVbaXzSaA
#rstats #datascience https://t.co/nL4vbMSriO ↪
Layla Bouzoubaa 🌎🇲🇦 (@Bouzoulay; 72/12): FYI: this book is for all you #clinicalresearch peeps out there! by @ibddoctor , this book covers everything from #git, basic stats, sample size calculations & #dataviz ! check it and the {medicaldata} 📦 to go with it! #reproducibility is 🔑!!
https://t.co/sTqyo91EGZ ↪
Lisa DeBruine 🏳️🌈 (@LisaDeBruine; 29/5): I am loving the bs4 #bookdown style. I’ve updated #psyTeachR Data Skills for Reproducible Research and modded the style slightly for more rainbows.
❤️🧡💛💚💙💜
https://t.co/cshcQnetrj ↪
Manuel Toral (@jmtoralc; 11/0): @FerValdes__ Me voy a ver muy old-school pero creo que sí vale la pena pelearse con base. Para mí el meor recurso sigue siendo https://t.co/uJ0lsxm9u6.
Para el tidyverse, nada mejor que el R4DS ↪
Lisa DeBruine 🏳️🌈 (@LisaDeBruine; 9/3): TIL that if you want to keep all your #rstats #bookdown files in a dir that isn’t your project working directory (e.g., when making a package that contains a book), you don’t have to change wd to render if you use this code:
xfun::in_dir(“book”, bookdown::render_book()) ↪
Allie Choate (@alliemchoate; 6/3): Anyone know if there’s a way to preserve the bookdown::gitbook format/layout but render a single HTML file (as opposed to multiple interdependent files)? #RStats ↪
Tom Mock 💉💉🎉 (@thomas_mock; 5/1): @tdawry @rstudio Honestly, I don’t use that format.
IMO the Visual Editor removes the need since there’s realtime preview. The html_notebook format is explained in link/img below.
Basically preview shows formatted output + existing code output but doesn’t execute code.
https://t.co/8oI5JONSct https://t.co/Cgt20J93XD ↪
John Muschelli (@StrictlyStat; 4/4): Want “Copy Code” button in #rstats RMarkdown? You can use pkgdown or bookdown (need a whole book only as per https://t.co/Pg7eD7Ow2o). If you just have straight RMD, klippy is a pretty great drop in https://t.co/CKavUjWFec. Cool if html_document2 incorporated, but pretty awesome ↪
Andrew Heiss, geriatric millennial (@andrewheiss; 4/0): @maibennett You can avoid editing the template itself if you stick the \mathfont{} stuff in a separate .tex file and then include that with YAML, like this https://t.co/JILpm0jnZO ↪
Wei Yang Tham (@wytham88; 3/1): If you write in R Markdown but want to collaborate in Google Drive, you may want to check out the trackdown package. Planning to test drive it for a project soon
https://t.co/HZVNE4skMX
https://t.co/nLEWmjQCzg ↪
tidyverse tweets (@tidyversetweets; 2/2): set different fonts for the body and margin notes for tufte bookdown pdf #tidyverse #rstats https://t.co/xljO6OrIVs ↪
tidyverse tweets (@tidyversetweets; 2/2): bookdown::gitbook toc not collapsing with Safari #tidyverse #rstats https://t.co/pSK8sYnzQh ↪
Peter Dahlgren (@peterdalle; 2/2): New #RStats book online:
Beyond Multiple Linear Regression: Applied Generalized Linear Models and Multilevel Models in R by Paul Roback and Julie Legler
https://t.co/tf6uCjZesZ ↪
H.Y. Lee (@HsienYuLee1; 2/0): Just found a new open-access learning resource about R programming. Thanks @rdpeng for making this!
#R #DataSciencehttps://t.co/7mCe87qim9 ↪
Lisa DeBruine 🏳️🌈 (@LisaDeBruine; 2/0): The PDF version is still giving me headaches after 3 hours of debug, but I’ll sort it eventually. I haven’t read through the ebook versions carefully yet; they’re likely to need some formatting.
FYI - bookdown::epub_book requires you close <img /> tags or it glitches like mad. ↪
Marc L Seal (@ParkvilleGeek; 2/0): Announcing bookdown v0.23 | RStudio Blog https://t.co/u6pFRhvyEi ↪
tidyverse tweets (@tidyversetweets; 1/2): bookdown multi-column: html + pdf combo: pandoc fenced div syntax? #tidyverse #rstats https://t.co/eU13XdaefV ↪
Vikram_Singh Rawat (@Guru_GyanKhoji; 1/2): Never thought I would say this but I used edge browser yesterday which has a feature that it can read web pages… I used it to read a book to me… Awesome ! Everything was so perfect like a purchased software… Must try for all bookdown fans like me 🙋
#RStats ↪
Lars Schöbitz (@larnsce; 1/1): @sastoudt I am so glad that I have learnt about it. Thank you! A little searching brought me to this helpful book chapter for implementation in #rstats: https://t.co/U3Uc839EwV ↪
Yohan J. Rodríguez (@hasdid; 1/1): #R #Automated | Announcing bookdown v0.23 https://t.co/gbnPiPu4kb ↪
Rafael Torres-Perez (@novoseeker; 1/1): Analysis of single cell RNA-seq data interesting on-line course https://t.co/oH1lEeKeAq #rmarkdown #bookdown ↪
Tom Mock 💉💉🎉 (@thomas_mock; 1/0): @StatStas Thanks! I have no experience with Stata… but there is a Stata engine!
https://t.co/hSJDWxsZQh
But per that link, the {Statamarkdown} package by Doug Hemken sounds preferable?
https://t.co/NbiEzkFIgy ↪
linguisti.cat (@linguisti_cat; 1/0): Tornant als jeroglífics, al mateix temple d’Esna, Egipte on es troba l’escrit dels cocodrils n’hi ha un altre amb bocs, del qual trobareu un petit anàlisi en aquest link:
https://t.co/cerzDaJ9mg
A la foto, una comparativa entre els dos textos https://t.co/XrCwIEg86I ↪
Isabella R. Ghement (@IsabellaGhement; 1/0): @AadityaDar @jmwooldridge This might be of interest too:
https://t.co/SU5HwfOTE1 ↪
Hanne Oberman (@hioberman; 1/0): @LisaDeBruine Love it too! But I have to express that I cannot NOT read the style as bull shit 4 bookdown ↪
Solomon Kurz (@SolomonKurz; 1/0): @mengliuveronica Thank you for the kind words. You can do it! But please use this link instead. The one you shared is outdated and soon to be removed. https://t.co/U6SjLKPxiM ↪
Meng Liu (@mengliuveronica; 1/0): Here is the link for those who are looking for a tidyverse version too! anyone interested in reading it together, feel free to PM me!😉
4/4
https://t.co/h1KT16a0kj ↪
Emilio Velis (@emilio; 1/0): @alliemchoate @rstatstweet You can always do the merging with rvest 😂
But seriously, one option could be to render as a single HTML file without chapters, and a second version with chapters just to copy the ToC. See https://t.co/WSyTDPmY2m ↪
@benavent (@Benavent; 1/0): @AlainGoudey @UnivParisSaclay #perso suis pas fan des #mooc, je préfère le #bookdown 100% #rstat. Embarras du choix https://t.co/xZ929regv5 ↪
Abhishek Kumar (@abkumar_; 1/0): Geospatial Data Science With R: Applications in Environmental Geography https://t.co/5Bf3mwQmK9 #rmarkdown #bookdown ↪
Shubham Misra Fully Vaccinated 🧠 (@SBM_4007; 1/0): @PhD_fail For beginning R, check out the in-built “swirl()” package in R which helps u familiarise urself with the R syntax & terminologies.
Then there are several chapters on https://t.co/IPxa4HUaQo to help u learn different analyses on R with detailed theory & practical examples. ↪
Chris Henson (@chenson_; 1/0): @LisaDeBruine I love bookdown! Here’s something I learned the other day. I always find the default width when you deploy to a site pretty narrow, you can change it with CSS, something like:
.book .book-body .page-wrapper .page-inner {
max-width: 90%;
} ↪
Jesús Vélez Santiago (@jvelezmagic; 0/2): 🙋 Does anyone in #RStats know if I can keep the pdf images inside the “_ books/” folder after rendering a book with #bookdown, or should I move them manually from “_bookdown_files/”?
Thanks in advance! 😋 ↪
tidyverse tweets (@tidyversetweets; 0/1): Is there a way to include when a file was last updated in bookdown? #tidyverse #rstats https://t.co/nGbybZ1lKt ↪
tidyverse tweets (@tidyversetweets; 0/1): conditionally exclude some bookdown content #tidyverse #rstats https://t.co/1ZKq6tbjhg ↪
knitr
Andrew Heiss, geriatric millennial (@andrewheiss; 75/8): Did you know that knitr can work with tikz chunks?! When you knit to PDF they show up just fine. When you knit to HTML they convert to SVG but any fonts you use won’t work. Here’s how to get those fonts embedded and make beautiful SVG TikZ images! #rstats https://t.co/lE3CW0mdgw https://t.co/twhfXAWKZO ↪
DavidLawrenceMiller (@millerdl; 6/0): Me: arghh why does this document take so long to render
looks at knitr cache
Me: ah I am taking a product that results in a 5.5GB matrix ↪
Eric Scott (he) (@LeafyEricScott; 2/1): @LisaDeBruine Huh, this isn’t working for me. Getting a “
thememust be abs_theme()object” error. Do I need a certain version of R or RStudio for this to work? {rmarkdown} and {knitr} are up to date. ↪
Musashi Jacobs-Harukawa (@MJacobsHarukawa; 2/0): @travlake @ben_golub Have you tried using pandoc’s markdown in an editor like Atom? I find it to be a pretty complete and accessible solution.
If you’re an R user, knitr+pandoc+RStudio is very mature. ↪
Roberto Fortich Mesa (@RobertoCarlosF; 1/0): Se desapareció mi botón de hacer Knitr en RMarkdown ↪
Stas Kolenikov (@StatStas; 1/0): 4b. You can read chunk using
knitr::read_chunk(script.R)where the script.R would have the chunk decorating comment formatting to pass the names of the chunks, as in—- this-chunk-label —- ↪
pagedown
tidyverse tweets (@tidyversetweets; 1/2): Link chrome to Rstudio for pagedown (Rmarkdown) #tidyverse #rstats https://t.co/KlbNkVAoMh ↪
xaringan
Irene van den Broek (@JeBentWatJeMeet; 27/5): Slides of my #rmedicine2021: https://t.co/KkgPyPlPSq
My first slide deck with {#xaringan} 📦 in #rstats: this will save me so much time in the future! ↪
Omar Wasow (@owasow; 16/7): Dear #rstats hivemind: has anyone used R Markdown — specifically Xaringan — with non-stats students? For a poli-sci class, I’d like students to present using a format that I or future students might easily revise. I’d much prefer Xaringan to PPT but also want to be realistic. ↪
Jamie Montgomery (@jamiecmonty; 4/0): Some of these groups just learned about xaringan this morning and…are using it!? 😲 Amazing. ↪
Ariel Mundo (@amundortiz; 3/0): Also, huge thanks to @spcanelon (for the #xaringan theme that I tweaked for my talk) and @apreshill, who shared with Twitter the Atkison Hyperelegible font (which I used and is the best!)
https://t.co/bElFRI89bC
(and yes, both were added to the “Acknowledgments” slide) ↪
Omar Wasow (@owasow; 2/0): @JaeJaeykim2 @apreshill Yes! Am in awe of @apreshill Xaringan design skills. Would not be an exaggeration to say that more than half of my slides are built from templates she’s shared. Very grateful. 🙏🏽 ↪
Chris Beeley 👩🌾💃🎸📦🧙♂️ (@ChrisBeeley; 1/1): * Internal R package
- RMarkdown and flexdashboard
- xaringan (@DataScienceNott and @Letxuga007 love this!) ↪
Alex Borges (@aborges_alex; 1/0): @owasow Id go with whatever rstudio delivers by default in its “new project” selections. If xaringan is there, then that, but there are other toolkits for rmd-html presentations that might be easier to set as requirement and are tested by rstudio. ↪
Liz Hare PhD 😷 (@DogGeneticsLLC; 1/0): @ERDonnachie @jsavinc PowerPoint is getting better as long as people use the accessibility checker. But I’m learning Xaringan because the slides are so much easier for me to read. And I will have to convert to PPT to meet requirements for an upcoming conference. ↪
Liz Hare PhD 😷 (@DogGeneticsLLC; 1/0): @ERDonnachie @jsavinc Actually the HTML output from Xaringan slides is very accessible and doesn’t rely on the reader having PowerPoint. So I totally recommend markdown— just please don’t distribute them as PDFs. ↪
BHSci_, Python, R & Graphical Art 🦄🇨🇦🌈 (@StarTrek_Lt; 1/0): first time testing xaringan slides, no wonder they are so popular with the cool peeps in data science ↪
Fred Easey (@poppa_f; 1/0): @econosopher @bennstancil I’ve never actually tried it, but heard good things about the xaringan suite of packages on R https://t.co/cJ4TAp2Zqz ↪
Jason Geller (@jgeller_phd; 1/0): Folks using Xaringan and need different outputs use this:
https://t.co/8ePdiBaxIP ↪
Cameron Wimpy (@camwimpy; 0/2): #RStats @rstatstweet @rstats4ds folks, do you use xaringan for all presentations or only those using code/output? ↪
yihui.name
Joel Gombin (@joelgombin; 1/0): This blogpost deals a bit with this issue even though it is not its central question https://t.co/or9fnTdO1S ↪