Discover and read the best of Twitter Threads about #rstudio
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As the #rstats course material is not public (yet?) or available as online training (yet?), I thought I am sharing some slides from the deck.
The course covers all steps of the #DataScience workflow as featured in @hadleywickham's fantastic #R4DS 📕 r4ds.had.co.nz/index.html
The course covers all steps of the #DataScience workflow as featured in @hadleywickham's fantastic #R4DS 📕 r4ds.had.co.nz/index.html
The fundamentals of R includes:
* values
* assignments and objects
* functions
* data types
* unknown values
* vectors
* factors
* packages
* tabular data
* data generation
* data import
* values
* assignments and objects
* functions
* data types
* unknown values
* vectors
* factors
* packages
* tabular data
* data generation
* data import
💥14 herramientas secretas impulsadas por #RStats para ahorrar tiempo y esfuerzo en tus proyectos de datos (¡No te lo pierdas!):👀
1️⃣ ¡Edita tus datos de forma interactiva (y guarda el código)! 👀
📦 'editData' es un complemento de RStudio para editar un data.frame o un tibble de forma interactiva
🔗 buff.ly/3U5Tgjy
#DataScience #DataVisualization #dataviz #stats #analytics #RStats #Analytics
📦 'editData' es un complemento de RStudio para editar un data.frame o un tibble de forma interactiva
🔗 buff.ly/3U5Tgjy
#DataScience #DataVisualization #dataviz #stats #analytics #RStats #Analytics
2️⃣ ¡Crea gráficos #ggplot de forma interactiva!🚀
📦esquisse es otro de mis addins favoritos de #rstudio
✅ exporta el gráfico o recupera el código para reproducir el gráfico
🔗 buff.ly/3mxLHSo
#DataScience #DataVisualization #dataviz #stats #analytics #RStats #Analytics
📦esquisse es otro de mis addins favoritos de #rstudio
✅ exporta el gráfico o recupera el código para reproducir el gráfico
🔗 buff.ly/3mxLHSo
#DataScience #DataVisualization #dataviz #stats #analytics #RStats #Analytics
💥 ¡Hey #RStudio users! ¿Quieres integrar #ChatGPT en tu código?
😱 ¡Descarga 📦 gpttools! (amplía gptstudio)
👉 4 complementos (hilo 🧵)
#chatgpt3 #GPTwitter #gptchat #RStats #datascience #stats #analytics #machinelearning #ML #IA #ArtificialIntelligence #dataviz @posit_pbc #AI
😱 ¡Descarga 📦 gpttools! (amplía gptstudio)
👉 4 complementos (hilo 🧵)
#chatgpt3 #GPTwitter #gptchat #RStats #datascience #stats #analytics #machinelearning #ML #IA #ArtificialIntelligence #dataviz @posit_pbc #AI
@posit_pbc Código de comentario: utiliza el modelo code-davinci-edit-001 de OpenAI para agregar comentarios a tu código con el mensaje: "agregue comentarios a cada línea de código, explicando lo que hace el código"
#ChatGPTenRStudio #RStats #DataScience #IA #ML #data #dataviz #analytics #AI
#ChatGPTenRStudio #RStats #DataScience #IA #ML #data #dataviz #analytics #AI
@posit_pbc Agrega roxygen: usa el modelo text-davinci-003 de OpenAI para agregar y completar un esqueleto de roxygen a tu código resaltado (debe ser una función) con el mensaje: "insertar esqueleto de roxygen para documentar esta función"
#ChatGPTenRStudio #RStats #DataScience #IA #ML #data
#ChatGPTenRStudio #RStats #DataScience #IA #ML #data
🤦🏻♀️Muchos usan RStudio durante años sin conocer esta herramienta👀
🎯Complementos: extensiones para ejecutar funciones avanzadas de #RStats sin código
👉Haz clic en el botón Addins del menú de RStudio, y el código correspondiente se ejecuta sin que tengas que escribir el código
🎯Complementos: extensiones para ejecutar funciones avanzadas de #RStats sin código
👉Haz clic en el botón Addins del menú de RStudio, y el código correspondiente se ejecuta sin que tengas que escribir el código
👉Los complementos de RStudio se distribuyen como 📦paquetes #RStats
👉Una vez instalado y activado el paquete R, los complementos estarán disponibles de inmediato en RStudio
✅Ejemplo 📦addinexamples
🔗 rstudio.github.io/rstudioaddins/
#datascience #programming #dataviz #analytics
👉Una vez instalado y activado el paquete R, los complementos estarán disponibles de inmediato en RStudio
✅Ejemplo 📦addinexamples
🔗 rstudio.github.io/rstudioaddins/
#datascience #programming #dataviz #analytics
💡Cómo seleccionar un subconjunto de un conjunto de datos de forma interactiva en R
#datascience #analytics #dataviz #data #RStats #RStudio #posit #programming #code #analisisdedatos #cienciadedatos #BI #Python #stats #RAddins #complementosR
#datascience #analytics #dataviz #data #RStats #RStudio #posit #programming #code #analisisdedatos #cienciadedatos #BI #Python #stats #RAddins #complementosR
Last year I taught myself R with resources I primarily found via Twitter. I've been meaning to share some of the resources here, and I finally have a little time today. So here they are... 🧵
@AcademicChatter #rstudio #rstatistics
@AcademicChatter #rstudio #rstatistics
I started with A Psychologists Guide to R. I highly recommend at least doing the first few weeks. This made me more comfortable with the logic of coding in R- and also basics like, how to download R and RStudio? github.com/seanchrismurph…
Another great resource for beginners is R for Data Science. The modules on data wrangling were especially helpful for me.
r4ds.had.co.nz/index.html
r4ds.had.co.nz/index.html
Do you use #CameraTraps for wildlife abundance? Do you feel intimidated by the complex models & codes that statisticians come up with to help design & analyze camera trap data?
If your answer is yes to any of the above, follow this thread with a new resource that is pure gold:
If your answer is yes to any of the above, follow this thread with a new resource that is pure gold:
Spatial Capture Recapture (#SCR) co-developer @david_borchers and fellow @indurbach with @statsStAndrews have created a fabulous website with online training material to help get started with spatial capture-recapture (SCR) methods, with a focus on camera traps.
With simple, intuitive navigation, the site has three sections:
1. Software
2. Training videos
3. Other resources
While there are a few books on #SCR, remember the method has undergone rapid development during the last decade, making it daunting to keep pace...
1. Software
2. Training videos
3. Other resources
While there are a few books on #SCR, remember the method has undergone rapid development during the last decade, making it daunting to keep pace...
Now that you know how a general package structure looks like, we can start building a package 👩🏼💻
#RStudio is great, just follow these steps: Select "File", "New Project...", "New Directory" and select "R Package". You can now give your R package a meaningful name, select a path and hit "Create project".
You're now ready to go! Once executed, you have a fully functional package structure in your #Rproject (that we already discussed) 😊 Now it's time to move your function to your "R/" folder and populate it!
Hello, new followers! I am so excited to have you here. Interested in some #rstats and #rstudio resources? Here’s a 🧵for you : 1/6
Blogs! 📄We have a bunch of blogs with tons of great posts (full disclosure: I work on the RStudio Blog):
- RStudio Blog rstudio.com/blog/
- AI Blog blogs.rstudio.com/ai/
- Tidyverse Blog tidyverse.org/blog/
- RViews Blog rviews.rstudio.com
2/6
- RStudio Blog rstudio.com/blog/
- AI Blog blogs.rstudio.com/ai/
- Tidyverse Blog tidyverse.org/blog/
- RViews Blog rviews.rstudio.com
2/6
👥Looking for some great R communities to join?
- R-Ladies rladies.org
- R Enterprise Community Meetup meetup.com/RStudio-Enterp…
- Data Science Hangouts rstudio.com/data-science-h…
- R4DS r4ds.io/join
3/6
- R-Ladies rladies.org
- R Enterprise Community Meetup meetup.com/RStudio-Enterp…
- Data Science Hangouts rstudio.com/data-science-h…
- R4DS r4ds.io/join
3/6
“Brain charts for the human lifespan”! The result of 200 people putting their 🧠🧠🧠together (120,000+ of them!) to generate growth curves from mid-gestation to 100 years. brainchart.io & biorxiv.org/content/10.110… @jakob_seidlitz @SimonWhite83 @edbullmore @Aaron_A_B
How did we get here? Through countless zoom hours, DUAs and emails, we aggregated data from over 100,000 individuals across 6 continents, comprising over 120,000 structural brain scans and racked up 1,400,000 @FreeSurferMRI computing hours processing them @CambridgeRcs.
Next we planned to run these derived variables through @WHO recommended GAMLSS models and quickly found we had to go a little beyond the standard functionalities if we were to account for the complexity posed by multi-site imaging data.
Fall is here and a lot of students are starting their journey as #rstats users. This can be tough, especially with all the barriers to learning that 2020 is throwing at us. Here are some tips (almost all from @JennyBryan!) I wish I’d followed from the start of my #rstats career
Beginning #rstats users sometimes focus on the mechanics of R and don’t get around to establishing some best practices that will set you up for writing more efficient and reproducible code. These all will make your life easier in the long run, I promise! #openscience
1. Develop a project-oriented workflow. Decide on a common file structure and stick with it for every project. Here’s what I use, based on this great paper journals.plos.org/ploscompbiol/a…. That way, you always know where to find files in any project
Just learned an amazing #rstats trick: You can embed #learnr apps using `knitr::include_app()` for live coding demos *inside* #xaringan slides! 🤯 This way you don't have to switch b/w slides and #rstudio IDE for live demos, reducing cognitive load. #rmarkdown knows no bounds! 🤩
Here's a little code snippet that shows how:
IMO live coding inside slides would be particularly useful for illustrating common beginner mistakes and "gotchas" (as demo'd above). If you have the #shiny apps publishing capacity, you could even have students type code inside slides along with you in real time
1/13) This semester's teaching on Bayesian stats and cognitive modeling is over! Thanks to COVID (ironically!), I recorded all my teaching sessions w/ @zoom_us, and they are available on #Youtube.
Wondered what have we covered to the cog-neuro audience? A thread.
Wondered what have we covered to the cog-neuro audience? A thread.
2/13) After the overall intro, we had two sessions on #R #Rstudio to bring everyone onto the same page. I am rather old-schooled, so we only covered base R (not #tidyverse)
L01 Intro,
L02 R (P1)
L03 R (P2)
L01 Intro,
L02 R (P1)
L03 R (P2)
3/13) Then we covered foundations of probability theory, and the Bayes' rule. We used a simple and classic binomial example to show how posterior is updated in light of prior and incoming data.
L04 Prob & Bayes'
L05 Binomial
L04 Prob & Bayes'
L05 Binomial
I need to teach get ~40 new #rstats students up and running with #RStudio and using #rmarkdown. Here's some resources I'm looking checking out for use in my class
1/n
1/n
"Introduction to R Markdown" by Michael Clark has good overview information on #rmarkdown
m-clark.github.io/Introduction-t…
2/n #rstats
m-clark.github.io/Introduction-t…
2/n #rstats
"Getting used to R, RStudio, and R Markdown" by the prolific @old_man_chester looks like it has some very practical material for #rmarkdown and #rstudio, including GIFs
bookdown.org/chesterismay/r…
2/n #rstats
bookdown.org/chesterismay/r…
2/n #rstats
#RYouWithMe showcase Day 4:
Unit 2 (Clean It Up) Lesson 1: Cleaning Up Columns
This lesson comes in 3⃣ parts! See thread 👇
Find the link to the lesson in the video descriptions!
#rstats #rladies #dumpdatacamp #rstudio #learntocode
Unit 2 (Clean It Up) Lesson 1: Cleaning Up Columns
This lesson comes in 3⃣ parts! See thread 👇
Find the link to the lesson in the video descriptions!
#rstats #rladies #dumpdatacamp #rstudio #learntocode
Part 1: How to clean up and rename variable names! Video:
Part 2: How to select subsets of data and change the order of variables! Video:
#NowWatching — @TrestleJeff, talking about {plumber} 🛠⚙️register.gotowebinar.com/register/55312…
#RStats #RStudio #Webinar
#RStats #RStudio #Webinar
💬 "If you're aiming at humans only, you can build a shiny app. If you want machines to access your data, build an API"
💬 "And remember that any other language can access your R API. You're opening a lot of doors."
#RStats
💬 "And remember that any other language can access your R API. You're opening a lot of doors."
#RStats
Some important things to know when working with APIs:
🕸 About http requests : developer.mozilla.org/en-US/docs/Web…
🚀 About REST API : en.wikipedia.org/wiki/Represent…
🕸 About http requests : developer.mozilla.org/en-US/docs/Web…
🚀 About REST API : en.wikipedia.org/wiki/Represent…
