Tidyverse 2.0.0

• S7

  6 365 7.6 R

  S7: a new OO system for R

  

https://adv-r.hadley.nz/oo.html

"There are multiple OOP systems to choose from. In this book, I’ll focus on the three that I believe are most important: S3, R6, and S4. S3 and S4 are provided by base R. R6 is provided by the R6 package, and is similar to the Reference Classes, or RC for short, from base R.

"There is disagreement about the relative importance of the OOP systems. I think S3 is most important, followed by R6, then S4. Others believe that S4 is most important, followed by RC, and that S3 should be avoided. This means that different R communities use different systems."

https://rconsortium.github.io/OOP-WG/

"The S7 package is a new OOP system designed to be a successor to S3 and S4."

• Genie.jl

  21 2,184 8.7 Julia

  🧞The highly productive Julia web framework

  

Julia seems to be doing a better job catching up to R in this space than Python. I haven't used it personally, but the demos of Genie Framework are impressive: https://github.com/GenieFramework/Genie.jl / https://genieframework.com/

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• dtplyr

  24 654 7.5 R

  Data table backend for dplyr

  

Can’t say I’ve used it, but isn’t that what dtplyr is supposed to provide?

https://dtplyr.tidyverse.org/

• tidytable

  26 434 8.2 R

  Tidy interface to 'data.table'

• Tidier.jl

  5 485 7.2 Julia

  Meta-package for data analysis in Julia, modeled after the R tidyverse.

  

“Tidier.jl is a 100% Julia implementation of the R tidyverse mini-language in Julia.”

https://github.com/TidierOrg/Tidier.jl

• AlgebraOfGraphics.jl

  4 393 5.4 Julia

  Combine ingredients for a plot

  

This illustrates the point perfectly. Julia is attempting this and has a beachhead with Dataframes.jl. Confusingly though, Tidier.jl isn't really analogous to R's Tidyverse. It's more like one of a handful of meta-packages around Dataframes.jl.

Then there are Grammar of Graphics (ggplot was Tidyverse's first star) style plotting libraries that Julia has been building. I'm probably most excited about Algebra of Graphics (https://github.com/MakieOrg/AlgebraOfGraphics.jl/) as part of the Makie Plots ecosystem. It does still feel a bit like Julia community can't decide between following Matplotlib or R's Grid/Ggplot approach.

The seeds of a Tidyverse for Julia are there, but it'll take some time to achieve the consistency and maturity of the original Tidyverse.

• py-shiny

  29 968 9.7 Python

  Shiny for Python

  

I'm not sure how usable it is, but Shiny for Python exists: https://shiny.rstudio.com/py/

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