parallelDist
parallelDist is in pure preservation mode — one build fix every few years.
A side-by-side editorial comparison of dipsaus and stockplotr — release velocity, themes, recent moves, and the top alternatives to consider.
dipsaus sheds five dependencies and rebuilds its native layer on Rcpp
dipsaus is a utility toolbox for R and Shiny developers — parallel helpers, fast map and queue wrappers, RStudio integrations, and custom Shiny inputs — and the foundation layer under the RAVE neuroimaging stack. The 0.3.x line dropped magrittr, remotes, glue, base64url and startup, moved off RcppParallel and TBB, and switched to Rcpp specifically to stop calling R's internal ENCLOS and CLOSENV interfaces. On the user-facing side it added fancyDirectoryInput, a Shiny widget for uploading whole directories with streaming and a progress bar.
A stock-assessment plotting package is growing a table engine to match its figures.
stockplotr generates the figures and, since 0.8.0-beta, the tables that go into NOAA fisheries stock assessment reports. The 0.8.0 release swapped the table backend from flextable to gt and shipped table_landings() as the first table function; 0.9.0 exported it with an interface deliberately mirroring the plot functions. Alongside that, convert_output() moved in from the sister package asar so model output is standardized here rather than upstream.
dipsaus is a utility toolbox for R and Shiny developers — parallel helpers, fast map and queue wrappers, RStudio integrations, and custom Shiny inputs — and the foundation layer under the RAVE neuroimaging stack. The 0.3.x line dropped magrittr, remotes, glue, base64url and startup, moved off RcppParallel and TBB, and switched to Rcpp specifically to stop calling R's internal ENCLOS and CLOSENV interfaces. On the user-facing side it added fancyDirectoryInput, a Shiny widget for uploading whole directories with streaming and a progress bar.
Two long-running threads run through every release: cut dependencies, and make asynchronous work in R less fragile. The package has been removing packages it once required — synchronicity, qs, RcppRedis, htmltools, stringr, now five more — while successively replacing its own async machinery (make_async_evaluator, then async_workers, then lapply_callr and lapply_async with automatic global handling). The Rcpp move adds a third pressure: staying inside R's supported C interfaces as the non-API surface is closed off.
The dependency-shedding pattern points at the remaining soft-deprecated pieces — dipsaus_lock/unlock and PersistContainer have both been marked for removal for several releases and are the obvious next things to go.
stockplotr generates the figures and, since 0.8.0-beta, the tables that go into NOAA fisheries stock assessment reports. The 0.8.0 release swapped the table backend from flextable to gt and shipped table_landings() as the first table function; 0.9.0 exported it with an interface deliberately mirroring the plot functions. Alongside that, convert_output() moved in from the sister package asar so model output is standardized here rather than upstream.
The package is consolidating the whole report-artifact pipeline in one place: standardize model output, then emit both figures and tables from the same long-format frame. Pulling convert_output() out of asar because stockplotr depended on it more heavily is the clearest signal of where the center of gravity now sits. Everything is still tagged beta, and the plot function count is growing faster than the table one.
More table_* functions built on the gt foundation are the obvious next step, matching the existing plot_* set; the 0.9.0 notes describe table_landings() as the first of a revamped family rather than a one-off.
Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either dipsaus or stockplotr.
parallelDist is in pure preservation mode — one build fix every few years.
Cairo finally catches R's graphics engine, all the way to GE API 16.
rjdqa keeps refining one screen: the seasonal adjustment quality dashboard
epikit narrows to field-epidemiology helpers, handing proportions to a sibling package
SimInf 10.0 turns an epidemic simulator into a tool that fits models to real time series
A young package porting Stata's egen row-wise helpers to the tidyverse, one function per release
See all dipsaus alternatives → · See all stockplotr alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. dipsaus and stockplotr are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. dipsaus and stockplotr are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
Top dipsaus alternatives in Analytics are ranked by recent ship velocity. Browse the "dipsaus alternatives" section above for the current picks, or visit /alternatives/dipsaus-r for the full list with editorial commentary on each.
Top stockplotr alternatives in Analytics are ranked by recent ship velocity. Browse the "stockplotr alternatives" section above for the current picks, or visit /alternatives/stockplotr-r for the full list with editorial commentary on each.